loading annotations into memory... Done (t=22.91s) creating index... index created! [03/29 07:53:10] ppdet.data.source.coco WARNING: Found an invalid bbox in annotations: im_id: 200365, area: 0.0 x1: 296.65, y1: 388.33, x2: 297.67999999999995, y2: 388.33. [03/29 07:53:23] ppdet.data.source.coco WARNING: Found an invalid bbox in annotations: im_id: 550395, area: 0.0 x1: 9.98, y1: 188.56, x2: 15.52, y2: 188.56. [03/29 07:53:23] ppdet.data.source.coco INFO: Load [117266 samples valid, 1021 samples invalid] in file dataset/coco/annotations/instances_train2017.json. [03/29 07:53:31] ppdet.utils.checkpoint INFO: Finish loading model weights: /root/.cache/paddle/weights/ResNet50_vd_ssld_v2_pretrained.pdparams W0329 07:53:40.631757 54102 reducer.cc:622] All parameters are involved in the backward pass. It is recommended to set find_unused_parameters to False to improve performance. However, if unused parameters appear in subsequent iterative training, then an error will occur. Please make it clear that in the subsequent training, there will be no parameters that are not used in the backward pass, and then set find_unused_parameters [03/29 07:53:41] ppdet.engine INFO: Epoch: [0] [ 0/7329] learning_rate: 0.000000 loss_class: 0.252950 loss_bbox: 0.837354 loss_giou: 1.487152 loss_class_aux: 1.595428 loss_bbox_aux: 5.068168 loss_giou_aux: 8.849175 loss_class_dn: 0.748439 loss_bbox_dn: 0.491768 loss_giou_dn: 1.109730 loss_class_aux_dn: 3.593496 loss_bbox_aux_dn: 2.458841 loss_giou_aux_dn: 5.548648 loss: 32.041153 eta: 55 days, 14:23:41 batch_cost: 9.1035 data_cost: 0.0007 ips: 0.4394 images/s [03/29 07:54:42] ppdet.engine INFO: Epoch: [0] [ 100/7329] learning_rate: 0.000005 loss_class: 0.278870 loss_bbox: 1.438322 loss_giou: 1.796222 loss_class_aux: 1.680468 loss_bbox_aux: 8.738194 loss_giou_aux: 10.908247 loss_class_dn: 0.847801 loss_bbox_dn: 0.784794 loss_giou_dn: 1.394122 loss_class_aux_dn: 4.279682 loss_bbox_aux_dn: 3.923226 loss_giou_aux_dn: 6.972342 loss: 45.116440 eta: 3 days, 22:37:54 batch_cost: 0.5611 data_cost: 0.0009 ips: 7.1283 images/s [03/29 07:55:41] ppdet.engine INFO: Epoch: [0] [ 200/7329] learning_rate: 0.000010 loss_class: 0.346949 loss_bbox: 1.442867 loss_giou: 1.804486 loss_class_aux: 1.969347 loss_bbox_aux: 8.896179 loss_giou_aux: 11.004923 loss_class_dn: 0.754902 loss_bbox_dn: 0.860924 loss_giou_dn: 1.397159 loss_class_aux_dn: 3.817459 loss_bbox_aux_dn: 4.299163 loss_giou_aux_dn: 7.005465 loss: 44.377022 eta: 3 days, 14:24:04 batch_cost: 0.5331 data_cost: 0.0008 ips: 7.5038 images/s [03/29 07:56:38] ppdet.engine INFO: Epoch: [0] [ 300/7329] learning_rate: 0.000015 loss_class: 0.400742 loss_bbox: 1.232531 loss_giou: 1.433457 loss_class_aux: 2.078616 loss_bbox_aux: 7.584012 loss_giou_aux: 9.035347 loss_class_dn: 0.608230 loss_bbox_dn: 0.859848 loss_giou_dn: 1.322806 loss_class_aux_dn: 3.280772 loss_bbox_aux_dn: 4.019033 loss_giou_aux_dn: 6.538307 loss: 40.240456 eta: 3 days, 10:36:06 batch_cost: 0.5119 data_cost: 0.0007 ips: 7.8134 images/s [03/29 07:57:34] ppdet.engine INFO: Epoch: [0] [ 400/7329] learning_rate: 0.000020 loss_class: 0.461156 loss_bbox: 1.035934 loss_giou: 1.284030 loss_class_aux: 2.578825 loss_bbox_aux: 6.544591 loss_giou_aux: 7.854186 loss_class_dn: 0.573695 loss_bbox_dn: 0.763908 loss_giou_dn: 1.221075 loss_class_aux_dn: 2.822603 loss_bbox_aux_dn: 3.792510 loss_giou_aux_dn: 6.060498 loss: 35.388542 eta: 3 days, 8:34:34 batch_cost: 0.5088 data_cost: 0.0008 ips: 7.8613 images/s [03/29 07:58:31] ppdet.engine INFO: Epoch: [0] [ 500/7329] learning_rate: 0.000025 loss_class: 0.606506 loss_bbox: 0.844156 loss_giou: 1.142931 loss_class_aux: 3.246349 loss_bbox_aux: 5.481715 loss_giou_aux: 7.105135 loss_class_dn: 0.507962 loss_bbox_dn: 0.806165 loss_giou_dn: 1.166693 loss_class_aux_dn: 2.568312 loss_bbox_aux_dn: 3.968615 loss_giou_aux_dn: 5.772793 loss: 33.310738 eta: 3 days, 7:37:44 batch_cost: 0.5182 data_cost: 0.0007 ips: 7.7184 images/s [03/29 07:59:32] ppdet.engine INFO: Epoch: [0] [ 600/7329] learning_rate: 0.000030 loss_class: 0.724554 loss_bbox: 0.681672 loss_giou: 1.128364 loss_class_aux: 4.040683 loss_bbox_aux: 4.399240 loss_giou_aux: 7.267246 loss_class_dn: 0.552396 loss_bbox_dn: 0.742904 loss_giou_dn: 1.280860 loss_class_aux_dn: 2.766638 loss_bbox_aux_dn: 3.767470 loss_giou_aux_dn: 6.336412 loss: 36.073425 eta: 3 days, 7:36:02 batch_cost: 0.5432 data_cost: 0.0009 ips: 7.3635 images/s [03/29 08:00:34] ppdet.engine INFO: Epoch: [0] [ 700/7329] learning_rate: 0.000035 loss_class: 0.831438 loss_bbox: 0.612623 loss_giou: 1.053658 loss_class_aux: 4.685575 loss_bbox_aux: 4.425277 loss_giou_aux: 6.926445 loss_class_dn: 0.605123 loss_bbox_dn: 0.822961 loss_giou_dn: 1.278899 loss_class_aux_dn: 2.912603 loss_bbox_aux_dn: 4.216900 loss_giou_aux_dn: 6.425978 loss: 36.020073 eta: 3 days, 7:59:37 batch_cost: 0.5632 data_cost: 0.0008 ips: 7.1021 images/s [03/29 08:01:35] ppdet.engine INFO: Epoch: [0] [ 800/7329] learning_rate: 0.000040 loss_class: 0.918392 loss_bbox: 0.499676 loss_giou: 1.054769 loss_class_aux: 4.937033 loss_bbox_aux: 3.502874 loss_giou_aux: 6.837369 loss_class_dn: 0.591656 loss_bbox_dn: 0.714821 loss_giou_dn: 1.195902 loss_class_aux_dn: 2.708187 loss_bbox_aux_dn: 3.507320 loss_giou_aux_dn: 6.083215 loss: 32.127666 eta: 3 days, 8:09:27 batch_cost: 0.5563 data_cost: 0.0008 ips: 7.1909 images/s [03/29 08:02:33] ppdet.engine INFO: Epoch: [0] [ 900/7329] learning_rate: 0.000045 loss_class: 1.036424 loss_bbox: 0.524228 loss_giou: 1.006898 loss_class_aux: 5.745677 loss_bbox_aux: 3.592910 loss_giou_aux: 6.514516 loss_class_dn: 0.649450 loss_bbox_dn: 0.799558 loss_giou_dn: 1.134519 loss_class_aux_dn: 3.048432 loss_bbox_aux_dn: 4.106050 loss_giou_aux_dn: 5.805510 loss: 34.142902 eta: 3 days, 7:45:16 batch_cost: 0.5238 data_cost: 0.0011 ips: 7.6364 images/s [03/29 08:03:33] ppdet.engine INFO: Epoch: [0] [1000/7329] learning_rate: 0.000050 loss_class: 0.938069 loss_bbox: 0.455552 loss_giou: 0.951154 loss_class_aux: 5.044329 loss_bbox_aux: 3.107001 loss_giou_aux: 6.037155 loss_class_dn: 0.572431 loss_bbox_dn: 0.662473 loss_giou_dn: 1.078853 loss_class_aux_dn: 2.678206 loss_bbox_aux_dn: 3.424786 loss_giou_aux_dn: 5.456341 loss: 31.594732 eta: 3 days, 7:42:57 batch_cost: 0.5434 data_cost: 0.0007 ips: 7.3607 images/s [03/29 08:04:32] ppdet.engine INFO: Epoch: [0] [1100/7329] learning_rate: 0.000055 loss_class: 0.899719 loss_bbox: 0.457746 loss_giou: 0.806831 loss_class_aux: 5.106149 loss_bbox_aux: 3.078469 loss_giou_aux: 4.987531 loss_class_dn: 0.546093 loss_bbox_dn: 0.664028 loss_giou_dn: 0.938294 loss_class_aux_dn: 2.590298 loss_bbox_aux_dn: 3.376842 loss_giou_aux_dn: 4.895631 loss: 29.514748 eta: 3 days, 7:36:10 batch_cost: 0.5375 data_cost: 0.0007 ips: 7.4419 images/s [03/29 08:05:42] ppdet.engine INFO: Epoch: [0] [1200/7329] learning_rate: 0.000060 loss_class: 0.921103 loss_bbox: 0.389508 loss_giou: 0.829972 loss_class_aux: 5.215454 loss_bbox_aux: 2.648562 loss_giou_aux: 5.260397 loss_class_dn: 0.550614 loss_bbox_dn: 0.638360 loss_giou_dn: 0.953021 loss_class_aux_dn: 2.631357 loss_bbox_aux_dn: 3.260108 loss_giou_aux_dn: 4.923250 loss: 29.992472 eta: 3 days, 8:42:56 batch_cost: 0.6368 data_cost: 0.0011 ips: 6.2811 images/s [03/29 08:06:43] ppdet.engine INFO: Epoch: [0] [1300/7329] learning_rate: 0.000065 loss_class: 1.026278 loss_bbox: 0.377193 loss_giou: 0.800759 loss_class_aux: 5.699740 loss_bbox_aux: 2.569305 loss_giou_aux: 5.210462 loss_class_dn: 0.619438 loss_bbox_dn: 0.587141 loss_giou_dn: 0.980434 loss_class_aux_dn: 2.909010 loss_bbox_aux_dn: 3.022885 loss_giou_aux_dn: 5.048916 loss: 28.794693 eta: 3 days, 8:45:11 batch_cost: 0.5566 data_cost: 0.0008 ips: 7.1864 images/s [03/29 08:07:43] ppdet.engine INFO: Epoch: [0] [1400/7329] learning_rate: 0.000070 loss_class: 1.031901 loss_bbox: 0.389930 loss_giou: 0.739955 loss_class_aux: 5.985956 loss_bbox_aux: 2.644870 loss_giou_aux: 4.963753 loss_class_dn: 0.594533 loss_bbox_dn: 0.673255 loss_giou_dn: 1.006573 loss_class_aux_dn: 2.778454 loss_bbox_aux_dn: 3.489397 loss_giou_aux_dn: 5.156942 loss: 29.589924 eta: 3 days, 8:39:34 batch_cost: 0.5448 data_cost: 0.0007 ips: 7.3424 images/s [03/29 08:08:52] ppdet.engine INFO: Epoch: [0] [1500/7329] learning_rate: 0.000075 loss_class: 1.041023 loss_bbox: 0.420903 loss_giou: 0.933602 loss_class_aux: 5.891509 loss_bbox_aux: 2.847120 loss_giou_aux: 5.931371 loss_class_dn: 0.599623 loss_bbox_dn: 0.651686 loss_giou_dn: 1.014671 loss_class_aux_dn: 2.834626 loss_bbox_aux_dn: 3.269278 loss_giou_aux_dn: 5.342181 loss: 30.953426 eta: 3 days, 9:22:14 batch_cost: 0.6263 data_cost: 0.0010 ips: 6.3864 images/s [03/29 08:09:48] ppdet.engine INFO: Epoch: [0] [1600/7329] learning_rate: 0.000080 loss_class: 0.998322 loss_bbox: 0.385911 loss_giou: 0.807965 loss_class_aux: 5.737322 loss_bbox_aux: 2.737167 loss_giou_aux: 5.035614 loss_class_dn: 0.543072 loss_bbox_dn: 0.513268 loss_giou_dn: 0.976380 loss_class_aux_dn: 2.587394 loss_bbox_aux_dn: 2.709298 loss_giou_aux_dn: 5.051025 loss: 30.373318 eta: 3 days, 8:57:27 batch_cost: 0.5132 data_cost: 0.0007 ips: 7.7949 images/s [03/29 08:10:48] ppdet.engine INFO: Epoch: [0] [1700/7329] learning_rate: 0.000085 loss_class: 1.042912 loss_bbox: 0.397247 loss_giou: 0.843802 loss_class_aux: 5.996850 loss_bbox_aux: 2.699906 loss_giou_aux: 5.600330 loss_class_dn: 0.606895 loss_bbox_dn: 0.576293 loss_giou_dn: 0.979825 loss_class_aux_dn: 2.788616 loss_bbox_aux_dn: 3.032852 loss_giou_aux_dn: 5.176455 loss: 31.546528 eta: 3 days, 8:50:33 batch_cost: 0.5424 data_cost: 0.0008 ips: 7.3747 images/s [03/29 08:11:54] ppdet.engine INFO: Epoch: [0] [1800/7329] learning_rate: 0.000090 loss_class: 0.956309 loss_bbox: 0.310051 loss_giou: 0.681669 loss_class_aux: 5.422420 loss_bbox_aux: 2.105946 loss_giou_aux: 4.496279 loss_class_dn: 0.491487 loss_bbox_dn: 0.542989 loss_giou_dn: 0.856135 loss_class_aux_dn: 2.307933 loss_bbox_aux_dn: 2.809576 loss_giou_aux_dn: 4.612776 loss: 26.354618 eta: 3 days, 9:12:11 batch_cost: 0.5997 data_cost: 0.0007 ips: 6.6703 images/s [03/29 08:12:53] ppdet.engine INFO: Epoch: [0] [1900/7329] learning_rate: 0.000095 loss_class: 0.927098 loss_bbox: 0.307313 loss_giou: 0.689184 loss_class_aux: 5.276515 loss_bbox_aux: 2.152882 loss_giou_aux: 4.474843 loss_class_dn: 0.485433 loss_bbox_dn: 0.524314 loss_giou_dn: 0.841250 loss_class_aux_dn: 2.216174 loss_bbox_aux_dn: 2.673655 loss_giou_aux_dn: 4.374312 loss: 25.329609 eta: 3 days, 9:05:29 batch_cost: 0.5433 data_cost: 0.0007 ips: 7.3617 images/s [03/29 08:13:49] ppdet.engine INFO: Epoch: [0] [2000/7329] learning_rate: 0.000100 loss_class: 0.964800 loss_bbox: 0.324564 loss_giou: 0.791909 loss_class_aux: 5.603173 loss_bbox_aux: 2.330498 loss_giou_aux: 5.269124 loss_class_dn: 0.540148 loss_bbox_dn: 0.497589 loss_giou_dn: 0.900955 loss_class_aux_dn: 2.523595 loss_bbox_aux_dn: 2.618309 loss_giou_aux_dn: 4.731111 loss: 27.808607 eta: 3 days, 8:40:13 batch_cost: 0.4996 data_cost: 0.0008 ips: 8.0059 images/s [03/29 08:14:51] ppdet.engine INFO: Epoch: [0] [2100/7329] learning_rate: 0.000100 loss_class: 1.016571 loss_bbox: 0.311957 loss_giou: 0.849027 loss_class_aux: 5.896506 loss_bbox_aux: 2.252677 loss_giou_aux: 5.512175 loss_class_dn: 0.565569 loss_bbox_dn: 0.500752 loss_giou_dn: 1.006624 loss_class_aux_dn: 2.698026 loss_bbox_aux_dn: 2.729649 loss_giou_aux_dn: 5.295938 loss: 30.515846 eta: 3 days, 8:45:01 batch_cost: 0.5662 data_cost: 0.0008 ips: 7.0651 images/s [03/29 08:15:53] ppdet.engine INFO: Epoch: [0] [2200/7329] learning_rate: 0.000100 loss_class: 0.927457 loss_bbox: 0.265616 loss_giou: 0.663725 loss_class_aux: 5.529172 loss_bbox_aux: 1.860166 loss_giou_aux: 4.222843 loss_class_dn: 0.487389 loss_bbox_dn: 0.481206 loss_giou_dn: 0.775999 loss_class_aux_dn: 2.248634 loss_bbox_aux_dn: 2.588541 loss_giou_aux_dn: 4.117069 loss: 24.449266 eta: 3 days, 8:45:02 batch_cost: 0.5554 data_cost: 0.0009 ips: 7.2015 images/s [03/29 08:16:53] ppdet.engine INFO: Epoch: [0] [2300/7329] learning_rate: 0.000100 loss_class: 0.918516 loss_bbox: 0.293124 loss_giou: 0.705128 loss_class_aux: 5.527974 loss_bbox_aux: 2.043146 loss_giou_aux: 4.678065 loss_class_dn: 0.521663 loss_bbox_dn: 0.480925 loss_giou_dn: 0.863531 loss_class_aux_dn: 2.429242 loss_bbox_aux_dn: 2.545687 loss_giou_aux_dn: 4.601858 loss: 25.385395 eta: 3 days, 8:38:36 batch_cost: 0.5387 data_cost: 0.0008 ips: 7.4247 images/s [03/29 08:17:54] ppdet.engine INFO: Epoch: [0] [2400/7329] learning_rate: 0.000100 loss_class: 0.877337 loss_bbox: 0.291975 loss_giou: 0.722732 loss_class_aux: 5.047721 loss_bbox_aux: 2.006980 loss_giou_aux: 4.619521 loss_class_dn: 0.509437 loss_bbox_dn: 0.451701 loss_giou_dn: 0.878045 loss_class_aux_dn: 2.337784 loss_bbox_aux_dn: 2.346125 loss_giou_aux_dn: 4.528738 loss: 25.449070 eta: 3 days, 8:37:31 batch_cost: 0.5521 data_cost: 0.0013 ips: 7.2450 images/s [03/29 08:19:02] ppdet.engine INFO: Epoch: [0] [2500/7329] learning_rate: 0.000100 loss_class: 0.941129 loss_bbox: 0.300178 loss_giou: 0.728268 loss_class_aux: 5.569636 loss_bbox_aux: 2.132961 loss_giou_aux: 4.706852 loss_class_dn: 0.482425 loss_bbox_dn: 0.470500 loss_giou_dn: 0.892196 loss_class_aux_dn: 2.362642 loss_bbox_aux_dn: 2.529003 loss_giou_aux_dn: 4.929401 loss: 26.734505 eta: 3 days, 8:58:44 batch_cost: 0.6158 data_cost: 0.0008 ips: 6.4951 images/s [03/29 08:20:08] ppdet.engine INFO: Epoch: [0] [2600/7329] learning_rate: 0.000100 loss_class: 0.907257 loss_bbox: 0.260220 loss_giou: 0.706434 loss_class_aux: 5.226735 loss_bbox_aux: 1.804910 loss_giou_aux: 4.539822 loss_class_dn: 0.474313 loss_bbox_dn: 0.443337 loss_giou_dn: 0.815505 loss_class_aux_dn: 2.265018 loss_bbox_aux_dn: 2.441807 loss_giou_aux_dn: 4.265688 loss: 26.013445 eta: 3 days, 9:16:05 batch_cost: 0.6094 data_cost: 0.0008 ips: 6.5641 images/s [03/29 08:21:08] ppdet.engine INFO: Epoch: [0] [2700/7329] learning_rate: 0.000100 loss_class: 0.883608 loss_bbox: 0.261957 loss_giou: 0.617809 loss_class_aux: 5.294513 loss_bbox_aux: 1.843371 loss_giou_aux: 4.077367 loss_class_dn: 0.493958 loss_bbox_dn: 0.451244 loss_giou_dn: 0.711021 loss_class_aux_dn: 2.314814 loss_bbox_aux_dn: 2.342039 loss_giou_aux_dn: 4.042082 loss: 24.474228 eta: 3 days, 9:09:24 batch_cost: 0.5394 data_cost: 0.0008 ips: 7.4157 images/s [03/29 08:22:16] ppdet.engine INFO: Epoch: [0] [2800/7329] learning_rate: 0.000100 loss_class: 0.937955 loss_bbox: 0.287200 loss_giou: 0.656536 loss_class_aux: 5.612412 loss_bbox_aux: 1.934799 loss_giou_aux: 4.103667 loss_class_dn: 0.515476 loss_bbox_dn: 0.435943 loss_giou_dn: 0.796367 loss_class_aux_dn: 2.436172 loss_bbox_aux_dn: 2.213587 loss_giou_aux_dn: 4.241545 loss: 25.592581 eta: 3 days, 9:29:09 batch_cost: 0.6227 data_cost: 0.0008 ips: 6.4231 images/s [03/29 08:23:18] ppdet.engine INFO: Epoch: [0] [2900/7329] learning_rate: 0.000100 loss_class: 0.863418 loss_bbox: 0.258268 loss_giou: 0.612379 loss_class_aux: 5.099152 loss_bbox_aux: 1.730715 loss_giou_aux: 3.933101 loss_class_dn: 0.461004 loss_bbox_dn: 0.449530 loss_giou_dn: 0.757390 loss_class_aux_dn: 2.202885 loss_bbox_aux_dn: 2.382507 loss_giou_aux_dn: 4.060096 loss: 24.459007 eta: 3 days, 9:29:47 batch_cost: 0.5640 data_cost: 0.0007 ips: 7.0917 images/s [03/29 08:24:15] ppdet.engine INFO: Epoch: [0] [3000/7329] learning_rate: 0.000100 loss_class: 0.838740 loss_bbox: 0.276062 loss_giou: 0.558743 loss_class_aux: 5.096058 loss_bbox_aux: 1.814474 loss_giou_aux: 3.808021 loss_class_dn: 0.448303 loss_bbox_dn: 0.441611 loss_giou_dn: 0.731223 loss_class_aux_dn: 2.165488 loss_bbox_aux_dn: 2.353912 loss_giou_aux_dn: 3.906070 loss: 22.613377 eta: 3 days, 9:18:03 batch_cost: 0.5220 data_cost: 0.0007 ips: 7.6625 images/s [03/29 08:25:11] ppdet.engine INFO: Epoch: [0] [3100/7329] learning_rate: 0.000100 loss_class: 0.956219 loss_bbox: 0.257729 loss_giou: 0.598833 loss_class_aux: 5.565399 loss_bbox_aux: 1.810749 loss_giou_aux: 3.874091 loss_class_dn: 0.480165 loss_bbox_dn: 0.459940 loss_giou_dn: 0.746162 loss_class_aux_dn: 2.310835 loss_bbox_aux_dn: 2.415425 loss_giou_aux_dn: 4.029756 loss: 23.632097 eta: 3 days, 9:01:53 batch_cost: 0.5038 data_cost: 0.0008 ips: 7.9402 images/s [03/29 08:26:08] ppdet.engine INFO: Epoch: [0] [3200/7329] learning_rate: 0.000100 loss_class: 0.967359 loss_bbox: 0.267920 loss_giou: 0.612505 loss_class_aux: 5.685298 loss_bbox_aux: 1.858097 loss_giou_aux: 4.082376 loss_class_dn: 0.498490 loss_bbox_dn: 0.446516 loss_giou_dn: 0.774757 loss_class_aux_dn: 2.342596 loss_bbox_aux_dn: 2.396031 loss_giou_aux_dn: 4.153411 loss: 25.007362 eta: 3 days, 8:50:08 batch_cost: 0.5164 data_cost: 0.0009 ips: 7.7453 images/s [03/29 08:27:04] ppdet.engine INFO: Epoch: [0] [3300/7329] learning_rate: 0.000100 loss_class: 0.801292 loss_bbox: 0.274293 loss_giou: 0.624752 loss_class_aux: 4.738360 loss_bbox_aux: 1.859281 loss_giou_aux: 3.885867 loss_class_dn: 0.464015 loss_bbox_dn: 0.392195 loss_giou_dn: 0.660772 loss_class_aux_dn: 2.252776 loss_bbox_aux_dn: 2.145847 loss_giou_aux_dn: 3.518765 loss: 24.011160 eta: 3 days, 8:36:24 batch_cost: 0.5065 data_cost: 0.0010 ips: 7.8977 images/s [03/29 08:28:04] ppdet.engine INFO: Epoch: [0] [3400/7329] learning_rate: 0.000100 loss_class: 0.911999 loss_bbox: 0.264129 loss_giou: 0.611998 loss_class_aux: 5.499607 loss_bbox_aux: 1.775455 loss_giou_aux: 3.851748 loss_class_dn: 0.483271 loss_bbox_dn: 0.470035 loss_giou_dn: 0.707128 loss_class_aux_dn: 2.280921 loss_bbox_aux_dn: 2.503770 loss_giou_aux_dn: 3.822248 loss: 23.058159 eta: 3 days, 8:32:55 batch_cost: 0.5434 data_cost: 0.0009 ips: 7.3606 images/s [03/29 08:29:01] ppdet.engine INFO: Epoch: [0] [3500/7329] learning_rate: 0.000100 loss_class: 0.916658 loss_bbox: 0.269697 loss_giou: 0.612113 loss_class_aux: 5.481678 loss_bbox_aux: 1.814444 loss_giou_aux: 4.055717 loss_class_dn: 0.469444 loss_bbox_dn: 0.456889 loss_giou_dn: 0.705658 loss_class_aux_dn: 2.259137 loss_bbox_aux_dn: 2.496499 loss_giou_aux_dn: 3.676214 loss: 23.539246 eta: 3 days, 8:23:29 batch_cost: 0.5189 data_cost: 0.0008 ips: 7.7083 images/s [03/29 08:30:00] ppdet.engine INFO: Epoch: [0] [3600/7329] learning_rate: 0.000100 loss_class: 0.912793 loss_bbox: 0.254375 loss_giou: 0.622968 loss_class_aux: 5.286523 loss_bbox_aux: 1.696174 loss_giou_aux: 4.131576 loss_class_dn: 0.492036 loss_bbox_dn: 0.399003 loss_giou_dn: 0.729228 loss_class_aux_dn: 2.314584 loss_bbox_aux_dn: 2.213931 loss_giou_aux_dn: 3.964388 loss: 23.562077 eta: 3 days, 8:17:00 batch_cost: 0.5292 data_cost: 0.0009 ips: 7.5589 images/s [03/29 08:30:57] ppdet.engine INFO: Epoch: [0] [3700/7329] learning_rate: 0.000100 loss_class: 0.855325 loss_bbox: 0.236455 loss_giou: 0.600497 loss_class_aux: 5.217111 loss_bbox_aux: 1.627313 loss_giou_aux: 3.898800 loss_class_dn: 0.446745 loss_bbox_dn: 0.408508 loss_giou_dn: 0.679024 loss_class_aux_dn: 2.149642 loss_bbox_aux_dn: 2.223178 loss_giou_aux_dn: 3.641730 loss: 22.502590 eta: 3 days, 8:07:00 batch_cost: 0.5130 data_cost: 0.0008 ips: 7.7971 images/s [03/29 08:31:56] ppdet.engine INFO: Epoch: [0] [3800/7329] learning_rate: 0.000100 loss_class: 1.004624 loss_bbox: 0.284459 loss_giou: 0.696399 loss_class_aux: 5.868360 loss_bbox_aux: 2.011382 loss_giou_aux: 4.648936 loss_class_dn: 0.516264 loss_bbox_dn: 0.487109 loss_giou_dn: 0.806316 loss_class_aux_dn: 2.542258 loss_bbox_aux_dn: 2.541870 loss_giou_aux_dn: 4.398852 loss: 26.695402 eta: 3 days, 8:02:21 batch_cost: 0.5342 data_cost: 0.0007 ips: 7.4879 images/s [03/29 08:32:56] ppdet.engine INFO: Epoch: [0] [3900/7329] learning_rate: 0.000100 loss_class: 0.882741 loss_bbox: 0.278228 loss_giou: 0.687531 loss_class_aux: 5.464705 loss_bbox_aux: 1.861663 loss_giou_aux: 4.331268 loss_class_dn: 0.499594 loss_bbox_dn: 0.432777 loss_giou_dn: 0.793301 loss_class_aux_dn: 2.374962 loss_bbox_aux_dn: 2.289726 loss_giou_aux_dn: 4.209984 loss: 24.448212 eta: 3 days, 8:01:14 batch_cost: 0.5491 data_cost: 0.0008 ips: 7.2845 images/s [03/29 08:33:51] ppdet.engine INFO: Epoch: [0] [4000/7329] learning_rate: 0.000100 loss_class: 0.847783 loss_bbox: 0.278854 loss_giou: 0.568925 loss_class_aux: 5.318477 loss_bbox_aux: 1.846119 loss_giou_aux: 3.623938 loss_class_dn: 0.435134 loss_bbox_dn: 0.423762 loss_giou_dn: 0.715082 loss_class_aux_dn: 2.162437 loss_bbox_aux_dn: 2.301132 loss_giou_aux_dn: 3.771083 loss: 23.409107 eta: 3 days, 7:50:07 batch_cost: 0.5032 data_cost: 0.0007 ips: 7.9487 images/s [03/29 08:34:49] ppdet.engine INFO: Epoch: [0] [4100/7329] learning_rate: 0.000100 loss_class: 0.869460 loss_bbox: 0.258644 loss_giou: 0.538923 loss_class_aux: 5.297480 loss_bbox_aux: 1.638742 loss_giou_aux: 3.548301 loss_class_dn: 0.441064 loss_bbox_dn: 0.397178 loss_giou_dn: 0.713351 loss_class_aux_dn: 2.124115 loss_bbox_aux_dn: 2.191823 loss_giou_aux_dn: 3.705380 loss: 23.565495 eta: 3 days, 7:41:54 batch_cost: 0.5145 data_cost: 0.0008 ips: 7.7743 images/s [03/29 08:35:46] ppdet.engine INFO: Epoch: [0] [4200/7329] learning_rate: 0.000100 loss_class: 0.893350 loss_bbox: 0.291640 loss_giou: 0.689528 loss_class_aux: 5.587001 loss_bbox_aux: 1.937876 loss_giou_aux: 4.459154 loss_class_dn: 0.518298 loss_bbox_dn: 0.436386 loss_giou_dn: 0.771130 loss_class_aux_dn: 2.533690 loss_bbox_aux_dn: 2.320068 loss_giou_aux_dn: 4.159860 loss: 24.851183 eta: 3 days, 7:36:16 batch_cost: 0.5252 data_cost: 0.0007 ips: 7.6160 images/s [03/29 08:36:44] ppdet.engine INFO: Epoch: [0] [4300/7329] learning_rate: 0.000100 loss_class: 0.793633 loss_bbox: 0.224388 loss_giou: 0.584678 loss_class_aux: 4.955411 loss_bbox_aux: 1.451950 loss_giou_aux: 3.782681 loss_class_dn: 0.452369 loss_bbox_dn: 0.337080 loss_giou_dn: 0.669072 loss_class_aux_dn: 2.223057 loss_bbox_aux_dn: 1.889639 loss_giou_aux_dn: 3.571973 loss: 21.639198 eta: 3 days, 7:30:03 batch_cost: 0.5213 data_cost: 0.0007 ips: 7.6737 images/s [03/29 08:37:39] ppdet.engine INFO: Epoch: [0] [4400/7329] learning_rate: 0.000100 loss_class: 0.866482 loss_bbox: 0.234850 loss_giou: 0.594602 loss_class_aux: 5.149221 loss_bbox_aux: 1.620199 loss_giou_aux: 3.820715 loss_class_dn: 0.458290 loss_bbox_dn: 0.405030 loss_giou_dn: 0.694878 loss_class_aux_dn: 2.243593 loss_bbox_aux_dn: 2.197414 loss_giou_aux_dn: 3.671331 loss: 22.502930 eta: 3 days, 7:19:07 batch_cost: 0.4963 data_cost: 0.0007 ips: 8.0602 images/s [03/29 08:38:36] ppdet.engine INFO: Epoch: [0] [4500/7329] learning_rate: 0.000100 loss_class: 0.857250 loss_bbox: 0.230307 loss_giou: 0.541463 loss_class_aux: 5.154674 loss_bbox_aux: 1.574640 loss_giou_aux: 3.540645 loss_class_dn: 0.457012 loss_bbox_dn: 0.361712 loss_giou_dn: 0.633385 loss_class_aux_dn: 2.184040 loss_bbox_aux_dn: 1.937627 loss_giou_aux_dn: 3.504522 loss: 22.487598 eta: 3 days, 7:11:39 batch_cost: 0.5119 data_cost: 0.0008 ips: 7.8143 images/s [03/29 08:39:38] ppdet.engine INFO: Epoch: [0] [4600/7329] learning_rate: 0.000100 loss_class: 0.832434 loss_bbox: 0.241773 loss_giou: 0.624259 loss_class_aux: 5.191611 loss_bbox_aux: 1.619690 loss_giou_aux: 4.134264 loss_class_dn: 0.489043 loss_bbox_dn: 0.345142 loss_giou_dn: 0.740138 loss_class_aux_dn: 2.273345 loss_bbox_aux_dn: 1.897869 loss_giou_aux_dn: 4.015817 loss: 22.964642 eta: 3 days, 7:15:26 batch_cost: 0.5697 data_cost: 0.0007 ips: 7.0214 images/s [03/29 08:40:38] ppdet.engine INFO: Epoch: [0] [4700/7329] learning_rate: 0.000100 loss_class: 0.809108 loss_bbox: 0.250215 loss_giou: 0.599749 loss_class_aux: 4.938754 loss_bbox_aux: 1.673079 loss_giou_aux: 3.810148 loss_class_dn: 0.463088 loss_bbox_dn: 0.376077 loss_giou_dn: 0.644198 loss_class_aux_dn: 2.280474 loss_bbox_aux_dn: 2.056426 loss_giou_aux_dn: 3.483503 loss: 22.503742 eta: 3 days, 7:14:41 batch_cost: 0.5463 data_cost: 0.0008 ips: 7.3223 images/s [03/29 08:41:42] ppdet.engine INFO: Epoch: [0] [4800/7329] learning_rate: 0.000100 loss_class: 0.810445 loss_bbox: 0.210682 loss_giou: 0.571173 loss_class_aux: 5.051468 loss_bbox_aux: 1.464599 loss_giou_aux: 3.612592 loss_class_dn: 0.444988 loss_bbox_dn: 0.359201 loss_giou_dn: 0.660096 loss_class_aux_dn: 2.071622 loss_bbox_aux_dn: 2.028837 loss_giou_aux_dn: 3.479788 loss: 21.268553 eta: 3 days, 7:21:33 batch_cost: 0.5884 data_cost: 0.0008 ips: 6.7983 images/s [03/29 08:42:48] ppdet.engine INFO: Epoch: [0] [4900/7329] learning_rate: 0.000100 loss_class: 0.849898 loss_bbox: 0.261685 loss_giou: 0.630415 loss_class_aux: 5.338189 loss_bbox_aux: 1.753679 loss_giou_aux: 4.097086 loss_class_dn: 0.465098 loss_bbox_dn: 0.404387 loss_giou_dn: 0.684812 loss_class_aux_dn: 2.215605 loss_bbox_aux_dn: 2.190447 loss_giou_aux_dn: 3.715432 loss: 22.810493 eta: 3 days, 7:30:14 batch_cost: 0.6003 data_cost: 0.0009 ips: 6.6631 images/s [03/29 08:43:49] ppdet.engine INFO: Epoch: [0] [5000/7329] learning_rate: 0.000100 loss_class: 0.785495 loss_bbox: 0.252810 loss_giou: 0.533788 loss_class_aux: 4.982467 loss_bbox_aux: 1.633764 loss_giou_aux: 3.572879 loss_class_dn: 0.422934 loss_bbox_dn: 0.391718 loss_giou_dn: 0.660408 loss_class_aux_dn: 2.121025 loss_bbox_aux_dn: 2.190034 loss_giou_aux_dn: 3.584943 loss: 22.782440 eta: 3 days, 7:29:46 batch_cost: 0.5500 data_cost: 0.0008 ips: 7.2727 images/s [03/29 08:44:49] ppdet.engine INFO: Epoch: [0] [5100/7329] learning_rate: 0.000100 loss_class: 0.892810 loss_bbox: 0.253100 loss_giou: 0.609953 loss_class_aux: 5.450176 loss_bbox_aux: 1.717236 loss_giou_aux: 3.935216 loss_class_dn: 0.495943 loss_bbox_dn: 0.392265 loss_giou_dn: 0.797622 loss_class_aux_dn: 2.455170 loss_bbox_aux_dn: 2.143548 loss_giou_aux_dn: 4.252322 loss: 24.991520 eta: 3 days, 7:28:02 batch_cost: 0.5428 data_cost: 0.0008 ips: 7.3694 images/s [03/29 08:45:50] ppdet.engine INFO: Epoch: [0] [5200/7329] learning_rate: 0.000100 loss_class: 0.827126 loss_bbox: 0.233636 loss_giou: 0.585838 loss_class_aux: 5.167458 loss_bbox_aux: 1.502758 loss_giou_aux: 3.753851 loss_class_dn: 0.468314 loss_bbox_dn: 0.388940 loss_giou_dn: 0.668330 loss_class_aux_dn: 2.342138 loss_bbox_aux_dn: 2.097674 loss_giou_aux_dn: 3.582414 loss: 22.512009 eta: 3 days, 7:29:38 batch_cost: 0.5624 data_cost: 0.0008 ips: 7.1124 images/s [03/29 08:46:53] ppdet.engine INFO: Epoch: [0] [5300/7329] learning_rate: 0.000100 loss_class: 0.906122 loss_bbox: 0.250492 loss_giou: 0.615273 loss_class_aux: 5.486723 loss_bbox_aux: 1.611591 loss_giou_aux: 4.115782 loss_class_dn: 0.485414 loss_bbox_dn: 0.390848 loss_giou_dn: 0.752066 loss_class_aux_dn: 2.256282 loss_bbox_aux_dn: 2.146491 loss_giou_aux_dn: 4.046416 loss: 23.546356 eta: 3 days, 7:32:55 batch_cost: 0.5732 data_cost: 0.0011 ips: 6.9780 images/s [03/29 08:47:51] ppdet.engine INFO: Epoch: [0] [5400/7329] learning_rate: 0.000100 loss_class: 0.786996 loss_bbox: 0.224009 loss_giou: 0.619026 loss_class_aux: 5.052873 loss_bbox_aux: 1.500718 loss_giou_aux: 3.941548 loss_class_dn: 0.451484 loss_bbox_dn: 0.357608 loss_giou_dn: 0.694214 loss_class_aux_dn: 2.278877 loss_bbox_aux_dn: 1.966116 loss_giou_aux_dn: 3.726323 loss: 22.182873 eta: 3 days, 7:28:09 batch_cost: 0.5243 data_cost: 0.0008 ips: 7.6286 images/s [03/29 08:48:49] ppdet.engine INFO: Epoch: [0] [5500/7329] learning_rate: 0.000100 loss_class: 0.864762 loss_bbox: 0.246390 loss_giou: 0.603871 loss_class_aux: 5.419776 loss_bbox_aux: 1.586438 loss_giou_aux: 3.848376 loss_class_dn: 0.475245 loss_bbox_dn: 0.378209 loss_giou_dn: 0.716502 loss_class_aux_dn: 2.320410 loss_bbox_aux_dn: 1.980000 loss_giou_aux_dn: 3.831862 loss: 23.373829 eta: 3 days, 7:23:38 batch_cost: 0.5250 data_cost: 0.0008 ips: 7.6191 images/s [03/29 08:49:48] ppdet.engine INFO: Epoch: [0] [5600/7329] learning_rate: 0.000100 loss_class: 0.720145 loss_bbox: 0.203259 loss_giou: 0.554851 loss_class_aux: 4.695094 loss_bbox_aux: 1.363032 loss_giou_aux: 3.531889 loss_class_dn: 0.439392 loss_bbox_dn: 0.293872 loss_giou_dn: 0.619098 loss_class_aux_dn: 2.144321 loss_bbox_aux_dn: 1.600267 loss_giou_aux_dn: 3.341150 loss: 21.184475 eta: 3 days, 7:20:17 batch_cost: 0.5317 data_cost: 0.0010 ips: 7.5237 images/s [03/29 08:50:52] ppdet.engine INFO: Epoch: [0] [5700/7329] learning_rate: 0.000100 loss_class: 0.768328 loss_bbox: 0.220260 loss_giou: 0.521994 loss_class_aux: 4.992217 loss_bbox_aux: 1.440942 loss_giou_aux: 3.324975 loss_class_dn: 0.428623 loss_bbox_dn: 0.365076 loss_giou_dn: 0.623889 loss_class_aux_dn: 2.111145 loss_bbox_aux_dn: 2.011361 loss_giou_aux_dn: 3.412637 loss: 21.254042 eta: 3 days, 7:24:29 batch_cost: 0.5805 data_cost: 0.0008 ips: 6.8903 images/s [03/29 08:51:51] ppdet.engine INFO: Epoch: [0] [5800/7329] learning_rate: 0.000100 loss_class: 0.772298 loss_bbox: 0.214018 loss_giou: 0.528891 loss_class_aux: 4.761827 loss_bbox_aux: 1.439020 loss_giou_aux: 3.596824 loss_class_dn: 0.452751 loss_bbox_dn: 0.368437 loss_giou_dn: 0.600581 loss_class_aux_dn: 2.160158 loss_bbox_aux_dn: 1.943474 loss_giou_aux_dn: 3.271016 loss: 20.619377 eta: 3 days, 7:22:07 batch_cost: 0.5380 data_cost: 0.0007 ips: 7.4348 images/s [03/29 08:52:49] ppdet.engine INFO: Epoch: [0] [5900/7329] learning_rate: 0.000100 loss_class: 0.802314 loss_bbox: 0.250166 loss_giou: 0.522607 loss_class_aux: 5.160726 loss_bbox_aux: 1.591935 loss_giou_aux: 3.456054 loss_class_dn: 0.481270 loss_bbox_dn: 0.329183 loss_giou_dn: 0.647137 loss_class_aux_dn: 2.336554 loss_bbox_aux_dn: 1.874672 loss_giou_aux_dn: 3.540438 loss: 22.884930 eta: 3 days, 7:19:02 batch_cost: 0.5328 data_cost: 0.0008 ips: 7.5078 images/s [03/29 08:53:54] ppdet.engine INFO: Epoch: [0] [6000/7329] learning_rate: 0.000100 loss_class: 0.841125 loss_bbox: 0.226729 loss_giou: 0.558429 loss_class_aux: 5.169934 loss_bbox_aux: 1.587864 loss_giou_aux: 3.547248 loss_class_dn: 0.423859 loss_bbox_dn: 0.355489 loss_giou_dn: 0.630400 loss_class_aux_dn: 2.148158 loss_bbox_aux_dn: 1.865678 loss_giou_aux_dn: 3.447323 loss: 22.022379 eta: 3 days, 7:22:48 batch_cost: 0.5794 data_cost: 0.0008 ips: 6.9033 images/s [03/29 08:54:52] ppdet.engine INFO: Epoch: [0] [6100/7329] learning_rate: 0.000100 loss_class: 0.743001 loss_bbox: 0.208380 loss_giou: 0.549926 loss_class_aux: 4.595919 loss_bbox_aux: 1.357761 loss_giou_aux: 3.705999 loss_class_dn: 0.425284 loss_bbox_dn: 0.365579 loss_giou_dn: 0.633674 loss_class_aux_dn: 2.101541 loss_bbox_aux_dn: 1.958765 loss_giou_aux_dn: 3.390025 loss: 21.600151 eta: 3 days, 7:19:26 batch_cost: 0.5307 data_cost: 0.0007 ips: 7.5379 images/s [03/29 08:55:53] ppdet.engine INFO: Epoch: [0] [6200/7329] learning_rate: 0.000100 loss_class: 0.834386 loss_bbox: 0.256395 loss_giou: 0.564954 loss_class_aux: 5.277788 loss_bbox_aux: 1.655864 loss_giou_aux: 3.608640 loss_class_dn: 0.458694 loss_bbox_dn: 0.370556 loss_giou_dn: 0.684763 loss_class_aux_dn: 2.278617 loss_bbox_aux_dn: 2.032603 loss_giou_aux_dn: 3.653683 loss: 22.643166 eta: 3 days, 7:19:15 batch_cost: 0.5526 data_cost: 0.0007 ips: 7.2385 images/s [03/29 08:56:55] ppdet.engine INFO: Epoch: [0] [6300/7329] learning_rate: 0.000100 loss_class: 0.858639 loss_bbox: 0.278379 loss_giou: 0.665079 loss_class_aux: 5.450252 loss_bbox_aux: 1.828046 loss_giou_aux: 4.313911 loss_class_dn: 0.500797 loss_bbox_dn: 0.401968 loss_giou_dn: 0.750657 loss_class_aux_dn: 2.495387 loss_bbox_aux_dn: 2.152025 loss_giou_aux_dn: 4.064426 loss: 25.632719 eta: 3 days, 7:21:29 batch_cost: 0.5704 data_cost: 0.0007 ips: 7.0121 images/s [03/29 08:58:00] ppdet.engine INFO: Epoch: [0] [6400/7329] learning_rate: 0.000100 loss_class: 0.826749 loss_bbox: 0.208181 loss_giou: 0.552002 loss_class_aux: 5.127629 loss_bbox_aux: 1.469277 loss_giou_aux: 3.498109 loss_class_dn: 0.399583 loss_bbox_dn: 0.366719 loss_giou_dn: 0.623164 loss_class_aux_dn: 2.074550 loss_bbox_aux_dn: 1.994377 loss_giou_aux_dn: 3.340591 loss: 20.732044 eta: 3 days, 7:26:07 batch_cost: 0.5888 data_cost: 0.0007 ips: 6.7937 images/s [03/29 08:59:03] ppdet.engine INFO: Epoch: [0] [6500/7329] learning_rate: 0.000100 loss_class: 0.850861 loss_bbox: 0.230996 loss_giou: 0.688207 loss_class_aux: 5.353127 loss_bbox_aux: 1.558433 loss_giou_aux: 4.448143 loss_class_dn: 0.500026 loss_bbox_dn: 0.363102 loss_giou_dn: 0.737906 loss_class_aux_dn: 2.475029 loss_bbox_aux_dn: 1.987965 loss_giou_aux_dn: 3.886465 loss: 23.519501 eta: 3 days, 7:29:18 batch_cost: 0.5793 data_cost: 0.0007 ips: 6.9054 images/s [03/29 09:00:05] ppdet.engine INFO: Epoch: [0] [6600/7329] learning_rate: 0.000100 loss_class: 0.846084 loss_bbox: 0.231475 loss_giou: 0.625722 loss_class_aux: 5.198890 loss_bbox_aux: 1.521474 loss_giou_aux: 4.110997 loss_class_dn: 0.467535 loss_bbox_dn: 0.360805 loss_giou_dn: 0.738947 loss_class_aux_dn: 2.351448 loss_bbox_aux_dn: 2.034574 loss_giou_aux_dn: 3.841981 loss: 23.952324 eta: 3 days, 7:30:53 batch_cost: 0.5680 data_cost: 0.0007 ips: 7.0419 images/s [03/29 09:01:03] ppdet.engine INFO: Epoch: [0] [6700/7329] learning_rate: 0.000100 loss_class: 0.762373 loss_bbox: 0.240420 loss_giou: 0.592223 loss_class_aux: 4.759542 loss_bbox_aux: 1.612445 loss_giou_aux: 3.789155 loss_class_dn: 0.458589 loss_bbox_dn: 0.361242 loss_giou_dn: 0.668530 loss_class_aux_dn: 2.282620 loss_bbox_aux_dn: 1.925385 loss_giou_aux_dn: 3.625313 loss: 21.115620 eta: 3 days, 7:26:40 batch_cost: 0.5239 data_cost: 0.0009 ips: 7.6344 images/s [03/29 09:01:59] ppdet.engine INFO: Epoch: [0] [6800/7329] learning_rate: 0.000100 loss_class: 0.802182 loss_bbox: 0.220487 loss_giou: 0.575145 loss_class_aux: 4.914062 loss_bbox_aux: 1.484811 loss_giou_aux: 3.687412 loss_class_dn: 0.455897 loss_bbox_dn: 0.336867 loss_giou_dn: 0.714617 loss_class_aux_dn: 2.248394 loss_bbox_aux_dn: 1.840080 loss_giou_aux_dn: 3.807043 loss: 22.980835 eta: 3 days, 7:21:01 batch_cost: 0.5118 data_cost: 0.0007 ips: 7.8153 images/s [03/29 09:03:00] ppdet.engine INFO: Epoch: [0] [6900/7329] learning_rate: 0.000100 loss_class: 0.807804 loss_bbox: 0.202268 loss_giou: 0.452617 loss_class_aux: 5.044997 loss_bbox_aux: 1.354414 loss_giou_aux: 2.981733 loss_class_dn: 0.440331 loss_bbox_dn: 0.353787 loss_giou_dn: 0.549350 loss_class_aux_dn: 2.176068 loss_bbox_aux_dn: 1.961309 loss_giou_aux_dn: 3.168623 loss: 20.290270 eta: 3 days, 7:19:50 batch_cost: 0.5463 data_cost: 0.0008 ips: 7.3225 images/s [03/29 09:04:01] ppdet.engine INFO: Epoch: [0] [7000/7329] learning_rate: 0.000100 loss_class: 0.819608 loss_bbox: 0.253681 loss_giou: 0.542109 loss_class_aux: 5.076139 loss_bbox_aux: 1.745689 loss_giou_aux: 3.589488 loss_class_dn: 0.452738 loss_bbox_dn: 0.355820 loss_giou_dn: 0.683784 loss_class_aux_dn: 2.248398 loss_bbox_aux_dn: 1.932942 loss_giou_aux_dn: 3.699760 loss: 22.843269 eta: 3 days, 7:20:23 batch_cost: 0.5601 data_cost: 0.0008 ips: 7.1411 images/s [03/29 09:05:01] ppdet.engine INFO: Epoch: [0] [7100/7329] learning_rate: 0.000100 loss_class: 0.736148 loss_bbox: 0.197980 loss_giou: 0.476763 loss_class_aux: 4.686706 loss_bbox_aux: 1.391981 loss_giou_aux: 3.141047 loss_class_dn: 0.412407 loss_bbox_dn: 0.362160 loss_giou_dn: 0.553151 loss_class_aux_dn: 2.083811 loss_bbox_aux_dn: 1.921514 loss_giou_aux_dn: 3.032874 loss: 19.621719 eta: 3 days, 7:19:12 batch_cost: 0.5465 data_cost: 0.0007 ips: 7.3198 images/s [03/29 09:06:06] ppdet.engine INFO: Epoch: [0] [7200/7329] learning_rate: 0.000100 loss_class: 0.769488 loss_bbox: 0.233661 loss_giou: 0.571572 loss_class_aux: 4.930690 loss_bbox_aux: 1.508307 loss_giou_aux: 3.753114 loss_class_dn: 0.447473 loss_bbox_dn: 0.332118 loss_giou_dn: 0.654927 loss_class_aux_dn: 2.199858 loss_bbox_aux_dn: 1.851976 loss_giou_aux_dn: 3.583846 loss: 21.666157 eta: 3 days, 7:23:03 batch_cost: 0.5879 data_cost: 0.0007 ips: 6.8034 images/s [03/29 09:07:06] ppdet.engine INFO: Epoch: [0] [7300/7329] learning_rate: 0.000100 loss_class: 0.770591 loss_bbox: 0.224430 loss_giou: 0.527810 loss_class_aux: 4.777544 loss_bbox_aux: 1.490449 loss_giou_aux: 3.384740 loss_class_dn: 0.425600 loss_bbox_dn: 0.336637 loss_giou_dn: 0.595042 loss_class_aux_dn: 2.163741 loss_bbox_aux_dn: 1.782522 loss_giou_aux_dn: 3.219068 loss: 20.096699 eta: 3 days, 7:22:38 batch_cost: 0.5533 data_cost: 0.0008 ips: 7.2292 images/s loading annotations into memory... Done (t=0.62s) creating index... index created! [03/29 09:07:30] ppdet.data.source.coco INFO: Load [5000 samples valid, 0 samples invalid] in file dataset/coco/annotations/instances_val2017.json. loading annotations into memory... Done (t=0.69s) creating index... index created! [03/29 09:07:33] ppdet.engine INFO: Eval iter: 0 [03/29 09:08:01] ppdet.engine INFO: Eval iter: 100 [03/29 09:08:31] ppdet.engine INFO: Eval iter: 200 [03/29 09:09:00] ppdet.engine INFO: Eval iter: 300 [03/29 09:09:27] ppdet.engine INFO: Eval iter: 400 [03/29 09:09:55] ppdet.engine INFO: Eval iter: 500 [03/29 09:10:24] ppdet.engine INFO: Eval iter: 600 [03/29 09:10:53] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.50s) creating index... index created! [03/29 09:10:54] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=103.58s). Accumulating evaluation results... DONE (t=24.96s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.330 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.162 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.436 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.292 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.489 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.575 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 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.806 [03/29 09:13:26] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.921244152890445 [03/29 09:13:26] ppdet.engine INFO: Best test bbox ap is 0.308. [03/29 09:13:29] ppdet.engine INFO: Epoch: [1] [ 0/7329] learning_rate: 0.000100 loss_class: 0.761908 loss_bbox: 0.227947 loss_giou: 0.517427 loss_class_aux: 4.776162 loss_bbox_aux: 1.527208 loss_giou_aux: 3.384740 loss_class_dn: 0.418033 loss_bbox_dn: 0.344228 loss_giou_dn: 0.588372 loss_class_aux_dn: 2.115794 loss_bbox_aux_dn: 1.917852 loss_giou_aux_dn: 3.153670 loss: 20.235229 eta: 3 days, 7:23:38 batch_cost: 0.5660 data_cost: 0.0008 ips: 7.0668 images/s [03/29 09:14:25] ppdet.engine INFO: Epoch: [1] [ 100/7329] learning_rate: 0.000100 loss_class: 0.779744 loss_bbox: 0.245964 loss_giou: 0.640012 loss_class_aux: 4.834495 loss_bbox_aux: 1.656823 loss_giou_aux: 4.065382 loss_class_dn: 0.463429 loss_bbox_dn: 0.340188 loss_giou_dn: 0.733265 loss_class_aux_dn: 2.379507 loss_bbox_aux_dn: 1.823217 loss_giou_aux_dn: 3.950349 loss: 23.457897 eta: 3 days, 7:19:00 batch_cost: 0.5175 data_cost: 0.0011 ips: 7.7297 images/s [03/29 09:15:22] ppdet.engine INFO: Epoch: [1] [ 200/7329] learning_rate: 0.000100 loss_class: 0.722724 loss_bbox: 0.222223 loss_giou: 0.523775 loss_class_aux: 4.471157 loss_bbox_aux: 1.469872 loss_giou_aux: 3.434338 loss_class_dn: 0.410007 loss_bbox_dn: 0.335850 loss_giou_dn: 0.590607 loss_class_aux_dn: 2.005101 loss_bbox_aux_dn: 1.797967 loss_giou_aux_dn: 3.232931 loss: 21.191525 eta: 3 days, 7:13:39 batch_cost: 0.5103 data_cost: 0.0012 ips: 7.8389 images/s [03/29 09:16:21] ppdet.engine INFO: Epoch: [1] [ 300/7329] learning_rate: 0.000100 loss_class: 0.871332 loss_bbox: 0.227655 loss_giou: 0.615587 loss_class_aux: 5.473644 loss_bbox_aux: 1.512176 loss_giou_aux: 3.863885 loss_class_dn: 0.476867 loss_bbox_dn: 0.323424 loss_giou_dn: 0.704958 loss_class_aux_dn: 2.343453 loss_bbox_aux_dn: 1.776572 loss_giou_aux_dn: 3.832541 loss: 22.563925 eta: 3 days, 7:11:49 batch_cost: 0.5402 data_cost: 0.0011 ips: 7.4043 images/s [03/29 09:17:25] ppdet.engine INFO: Epoch: [1] [ 400/7329] learning_rate: 0.000100 loss_class: 0.809660 loss_bbox: 0.225866 loss_giou: 0.555878 loss_class_aux: 5.106955 loss_bbox_aux: 1.563109 loss_giou_aux: 3.665126 loss_class_dn: 0.449866 loss_bbox_dn: 0.378736 loss_giou_dn: 0.646553 loss_class_aux_dn: 2.323570 loss_bbox_aux_dn: 2.043143 loss_giou_aux_dn: 3.470818 loss: 21.549152 eta: 3 days, 7:13:57 batch_cost: 0.5754 data_cost: 0.0012 ips: 6.9517 images/s [03/29 09:18:26] ppdet.engine INFO: Epoch: [1] [ 500/7329] learning_rate: 0.000100 loss_class: 0.847295 loss_bbox: 0.264172 loss_giou: 0.625313 loss_class_aux: 5.531560 loss_bbox_aux: 1.777657 loss_giou_aux: 3.910542 loss_class_dn: 0.487259 loss_bbox_dn: 0.388390 loss_giou_dn: 0.689060 loss_class_aux_dn: 2.432067 loss_bbox_aux_dn: 2.018483 loss_giou_aux_dn: 3.678856 loss: 23.739511 eta: 3 days, 7:12:51 batch_cost: 0.5468 data_cost: 0.0013 ips: 7.3150 images/s [03/29 09:19:25] ppdet.engine INFO: Epoch: [1] [ 600/7329] learning_rate: 0.000100 loss_class: 0.792962 loss_bbox: 0.237795 loss_giou: 0.609706 loss_class_aux: 5.083555 loss_bbox_aux: 1.603175 loss_giou_aux: 3.987837 loss_class_dn: 0.474675 loss_bbox_dn: 0.346938 loss_giou_dn: 0.707969 loss_class_aux_dn: 2.364729 loss_bbox_aux_dn: 1.940461 loss_giou_aux_dn: 3.814195 loss: 21.557682 eta: 3 days, 7:10:41 batch_cost: 0.5371 data_cost: 0.0011 ips: 7.4468 images/s [03/29 09:20:29] ppdet.engine INFO: Epoch: [1] [ 700/7329] learning_rate: 0.000100 loss_class: 0.732738 loss_bbox: 0.230658 loss_giou: 0.551574 loss_class_aux: 4.737595 loss_bbox_aux: 1.559785 loss_giou_aux: 3.609935 loss_class_dn: 0.451432 loss_bbox_dn: 0.347068 loss_giou_dn: 0.684628 loss_class_aux_dn: 2.306988 loss_bbox_aux_dn: 1.923904 loss_giou_aux_dn: 3.711498 loss: 22.037834 eta: 3 days, 7:13:26 batch_cost: 0.5824 data_cost: 0.0015 ips: 6.8678 images/s [03/29 09:21:34] ppdet.engine INFO: Epoch: [1] [ 800/7329] learning_rate: 0.000100 loss_class: 0.829072 loss_bbox: 0.227786 loss_giou: 0.591238 loss_class_aux: 5.346008 loss_bbox_aux: 1.468833 loss_giou_aux: 3.782307 loss_class_dn: 0.467918 loss_bbox_dn: 0.337264 loss_giou_dn: 0.681622 loss_class_aux_dn: 2.373408 loss_bbox_aux_dn: 1.868510 loss_giou_aux_dn: 3.750184 loss: 22.629890 eta: 3 days, 7:15:06 batch_cost: 0.5731 data_cost: 0.0014 ips: 6.9795 images/s [03/29 09:22:36] ppdet.engine INFO: Epoch: [1] [ 900/7329] learning_rate: 0.000100 loss_class: 0.798178 loss_bbox: 0.215336 loss_giou: 0.655416 loss_class_aux: 5.249741 loss_bbox_aux: 1.439416 loss_giou_aux: 4.181213 loss_class_dn: 0.470461 loss_bbox_dn: 0.326609 loss_giou_dn: 0.712949 loss_class_aux_dn: 2.387772 loss_bbox_aux_dn: 1.778368 loss_giou_aux_dn: 3.744883 loss: 22.611160 eta: 3 days, 7:15:44 batch_cost: 0.5638 data_cost: 0.0014 ips: 7.0947 images/s [03/29 09:23:36] ppdet.engine INFO: Epoch: [1] [1000/7329] learning_rate: 0.000100 loss_class: 0.788818 loss_bbox: 0.231410 loss_giou: 0.619221 loss_class_aux: 5.016057 loss_bbox_aux: 1.533748 loss_giou_aux: 4.046547 loss_class_dn: 0.470124 loss_bbox_dn: 0.346611 loss_giou_dn: 0.672505 loss_class_aux_dn: 2.425577 loss_bbox_aux_dn: 1.834549 loss_giou_aux_dn: 3.625002 loss: 22.954746 eta: 3 days, 7:13:19 batch_cost: 0.5349 data_cost: 0.0014 ips: 7.4781 images/s [03/29 09:24:39] ppdet.engine INFO: Epoch: [1] [1100/7329] learning_rate: 0.000100 loss_class: 0.674579 loss_bbox: 0.185487 loss_giou: 0.424133 loss_class_aux: 4.360249 loss_bbox_aux: 1.223383 loss_giou_aux: 2.824143 loss_class_dn: 0.377063 loss_bbox_dn: 0.290682 loss_giou_dn: 0.512366 loss_class_aux_dn: 1.931356 loss_bbox_aux_dn: 1.626745 loss_giou_aux_dn: 2.771570 loss: 18.322247 eta: 3 days, 7:14:56 batch_cost: 0.5737 data_cost: 0.0014 ips: 6.9725 images/s [03/29 09:25:45] ppdet.engine INFO: Epoch: [1] [1200/7329] learning_rate: 0.000100 loss_class: 0.794802 loss_bbox: 0.215999 loss_giou: 0.588529 loss_class_aux: 4.924864 loss_bbox_aux: 1.456124 loss_giou_aux: 3.761128 loss_class_dn: 0.447851 loss_bbox_dn: 0.346245 loss_giou_dn: 0.677389 loss_class_aux_dn: 2.283092 loss_bbox_aux_dn: 1.896704 loss_giou_aux_dn: 3.642027 loss: 20.964577 eta: 3 days, 7:19:42 batch_cost: 0.6056 data_cost: 0.0012 ips: 6.6051 images/s [03/29 09:26:45] ppdet.engine INFO: Epoch: [1] [1300/7329] learning_rate: 0.000100 loss_class: 0.751168 loss_bbox: 0.218812 loss_giou: 0.525374 loss_class_aux: 4.716731 loss_bbox_aux: 1.423541 loss_giou_aux: 3.418548 loss_class_dn: 0.425400 loss_bbox_dn: 0.327600 loss_giou_dn: 0.624268 loss_class_aux_dn: 2.171531 loss_bbox_aux_dn: 1.830534 loss_giou_aux_dn: 3.368841 loss: 20.350891 eta: 3 days, 7:18:38 batch_cost: 0.5486 data_cost: 0.0011 ips: 7.2917 images/s [03/29 09:27:45] ppdet.engine INFO: Epoch: [1] [1400/7329] learning_rate: 0.000100 loss_class: 0.766459 loss_bbox: 0.229492 loss_giou: 0.657830 loss_class_aux: 4.798345 loss_bbox_aux: 1.540945 loss_giou_aux: 4.160332 loss_class_dn: 0.451664 loss_bbox_dn: 0.371283 loss_giou_dn: 0.694712 loss_class_aux_dn: 2.272699 loss_bbox_aux_dn: 2.017210 loss_giou_aux_dn: 3.703906 loss: 22.358677 eta: 3 days, 7:16:51 batch_cost: 0.5413 data_cost: 0.0012 ips: 7.3900 images/s [03/29 09:28:57] ppdet.engine INFO: Epoch: [1] [1500/7329] learning_rate: 0.000100 loss_class: 0.816438 loss_bbox: 0.230856 loss_giou: 0.631300 loss_class_aux: 5.201394 loss_bbox_aux: 1.543638 loss_giou_aux: 4.071928 loss_class_dn: 0.464869 loss_bbox_dn: 0.363718 loss_giou_dn: 0.738422 loss_class_aux_dn: 2.313902 loss_bbox_aux_dn: 2.053628 loss_giou_aux_dn: 3.953789 loss: 22.409164 eta: 3 days, 7:26:28 batch_cost: 0.6575 data_cost: 0.0015 ips: 6.0838 images/s [03/29 09:29:56] ppdet.engine INFO: Epoch: [1] [1600/7329] learning_rate: 0.000100 loss_class: 0.729497 loss_bbox: 0.218546 loss_giou: 0.488924 loss_class_aux: 4.816549 loss_bbox_aux: 1.413894 loss_giou_aux: 3.192936 loss_class_dn: 0.408223 loss_bbox_dn: 0.346120 loss_giou_dn: 0.574806 loss_class_aux_dn: 2.108491 loss_bbox_aux_dn: 1.881634 loss_giou_aux_dn: 3.203496 loss: 19.492111 eta: 3 days, 7:24:39 batch_cost: 0.5419 data_cost: 0.0012 ips: 7.3816 images/s [03/29 09:30:53] ppdet.engine INFO: Epoch: [1] [1700/7329] learning_rate: 0.000100 loss_class: 0.745680 loss_bbox: 0.192340 loss_giou: 0.524402 loss_class_aux: 4.718368 loss_bbox_aux: 1.314738 loss_giou_aux: 3.364722 loss_class_dn: 0.422091 loss_bbox_dn: 0.305949 loss_giou_dn: 0.590118 loss_class_aux_dn: 2.098150 loss_bbox_aux_dn: 1.683087 loss_giou_aux_dn: 3.180572 loss: 20.772934 eta: 3 days, 7:20:23 batch_cost: 0.5162 data_cost: 0.0012 ips: 7.7490 images/s [03/29 09:31:59] ppdet.engine INFO: Epoch: [1] [1800/7329] learning_rate: 0.000100 loss_class: 0.837524 loss_bbox: 0.248211 loss_giou: 0.631551 loss_class_aux: 5.282463 loss_bbox_aux: 1.706627 loss_giou_aux: 3.963619 loss_class_dn: 0.459543 loss_bbox_dn: 0.402980 loss_giou_dn: 0.674817 loss_class_aux_dn: 2.343219 loss_bbox_aux_dn: 2.127821 loss_giou_aux_dn: 3.651811 loss: 23.309570 eta: 3 days, 7:23:31 batch_cost: 0.5935 data_cost: 0.0014 ips: 6.7393 images/s [03/29 09:32:57] ppdet.engine INFO: Epoch: [1] [1900/7329] learning_rate: 0.000100 loss_class: 0.770368 loss_bbox: 0.226475 loss_giou: 0.552077 loss_class_aux: 4.872288 loss_bbox_aux: 1.523703 loss_giou_aux: 3.597826 loss_class_dn: 0.437384 loss_bbox_dn: 0.362329 loss_giou_dn: 0.655592 loss_class_aux_dn: 2.218649 loss_bbox_aux_dn: 1.925876 loss_giou_aux_dn: 3.420007 loss: 20.555256 eta: 3 days, 7:20:50 batch_cost: 0.5323 data_cost: 0.0012 ips: 7.5142 images/s [03/29 09:33:59] ppdet.engine INFO: Epoch: [1] [2000/7329] learning_rate: 0.000100 loss_class: 0.808870 loss_bbox: 0.206837 loss_giou: 0.593994 loss_class_aux: 5.111572 loss_bbox_aux: 1.407335 loss_giou_aux: 3.822727 loss_class_dn: 0.434923 loss_bbox_dn: 0.345031 loss_giou_dn: 0.669821 loss_class_aux_dn: 2.242898 loss_bbox_aux_dn: 1.925117 loss_giou_aux_dn: 3.563167 loss: 21.239372 eta: 3 days, 7:20:23 batch_cost: 0.5560 data_cost: 0.0012 ips: 7.1942 images/s [03/29 09:35:03] ppdet.engine INFO: Epoch: [1] [2100/7329] learning_rate: 0.000100 loss_class: 0.772690 loss_bbox: 0.220734 loss_giou: 0.576675 loss_class_aux: 4.854589 loss_bbox_aux: 1.438007 loss_giou_aux: 3.902162 loss_class_dn: 0.449944 loss_bbox_dn: 0.305394 loss_giou_dn: 0.671755 loss_class_aux_dn: 2.323822 loss_bbox_aux_dn: 1.675198 loss_giou_aux_dn: 3.689249 loss: 22.140179 eta: 3 days, 7:23:04 batch_cost: 0.5903 data_cost: 0.0011 ips: 6.7760 images/s [03/29 09:36:01] ppdet.engine INFO: Epoch: [1] [2200/7329] learning_rate: 0.000100 loss_class: 0.762591 loss_bbox: 0.215523 loss_giou: 0.477985 loss_class_aux: 4.816462 loss_bbox_aux: 1.479260 loss_giou_aux: 3.186914 loss_class_dn: 0.405641 loss_bbox_dn: 0.351433 loss_giou_dn: 0.547407 loss_class_aux_dn: 2.101960 loss_bbox_aux_dn: 1.855424 loss_giou_aux_dn: 2.996648 loss: 19.627617 eta: 3 days, 7:20:00 batch_cost: 0.5277 data_cost: 0.0012 ips: 7.5807 images/s [03/29 09:37:00] ppdet.engine INFO: Epoch: [1] [2300/7329] learning_rate: 0.000100 loss_class: 0.759180 loss_bbox: 0.228334 loss_giou: 0.548175 loss_class_aux: 4.943758 loss_bbox_aux: 1.532986 loss_giou_aux: 3.526957 loss_class_dn: 0.441433 loss_bbox_dn: 0.334494 loss_giou_dn: 0.603355 loss_class_aux_dn: 2.212729 loss_bbox_aux_dn: 1.804539 loss_giou_aux_dn: 3.274916 loss: 20.921127 eta: 3 days, 7:16:57 batch_cost: 0.5275 data_cost: 0.0012 ips: 7.5827 images/s [03/29 09:37:58] ppdet.engine INFO: Epoch: [1] [2400/7329] learning_rate: 0.000100 loss_class: 0.818022 loss_bbox: 0.226916 loss_giou: 0.572101 loss_class_aux: 5.040539 loss_bbox_aux: 1.560892 loss_giou_aux: 3.758463 loss_class_dn: 0.454913 loss_bbox_dn: 0.348394 loss_giou_dn: 0.646093 loss_class_aux_dn: 2.265730 loss_bbox_aux_dn: 1.876316 loss_giou_aux_dn: 3.519105 loss: 22.609131 eta: 3 days, 7:13:48 batch_cost: 0.5258 data_cost: 0.0016 ips: 7.6078 images/s [03/29 09:38:56] ppdet.engine INFO: Epoch: [1] [2500/7329] learning_rate: 0.000100 loss_class: 0.743836 loss_bbox: 0.203236 loss_giou: 0.505546 loss_class_aux: 4.699024 loss_bbox_aux: 1.362068 loss_giou_aux: 3.406993 loss_class_dn: 0.418505 loss_bbox_dn: 0.321131 loss_giou_dn: 0.617520 loss_class_aux_dn: 2.103191 loss_bbox_aux_dn: 1.698202 loss_giou_aux_dn: 3.280690 loss: 20.218981 eta: 3 days, 7:10:17 batch_cost: 0.5211 data_cost: 0.0012 ips: 7.6764 images/s [03/29 09:39:57] ppdet.engine INFO: Epoch: [1] [2600/7329] learning_rate: 0.000100 loss_class: 0.756734 loss_bbox: 0.210116 loss_giou: 0.606533 loss_class_aux: 4.716878 loss_bbox_aux: 1.412256 loss_giou_aux: 3.927306 loss_class_dn: 0.443927 loss_bbox_dn: 0.339381 loss_giou_dn: 0.665450 loss_class_aux_dn: 2.222077 loss_bbox_aux_dn: 1.839167 loss_giou_aux_dn: 3.532614 loss: 20.321438 eta: 3 days, 7:09:41 batch_cost: 0.5540 data_cost: 0.0012 ips: 7.2208 images/s [03/29 09:41:02] ppdet.engine INFO: Epoch: [1] [2700/7329] learning_rate: 0.000100 loss_class: 0.747983 loss_bbox: 0.195210 loss_giou: 0.523177 loss_class_aux: 4.892488 loss_bbox_aux: 1.314149 loss_giou_aux: 3.349250 loss_class_dn: 0.429796 loss_bbox_dn: 0.303482 loss_giou_dn: 0.601070 loss_class_aux_dn: 2.199511 loss_bbox_aux_dn: 1.730609 loss_giou_aux_dn: 3.229136 loss: 20.382423 eta: 3 days, 7:12:43 batch_cost: 0.5963 data_cost: 0.0013 ips: 6.7083 images/s [03/29 09:42:00] ppdet.engine INFO: Epoch: [1] [2800/7329] learning_rate: 0.000100 loss_class: 0.844590 loss_bbox: 0.239741 loss_giou: 0.616238 loss_class_aux: 5.478335 loss_bbox_aux: 1.545338 loss_giou_aux: 3.950391 loss_class_dn: 0.509953 loss_bbox_dn: 0.370446 loss_giou_dn: 0.685213 loss_class_aux_dn: 2.665128 loss_bbox_aux_dn: 1.949706 loss_giou_aux_dn: 3.772464 loss: 23.957703 eta: 3 days, 7:09:09 batch_cost: 0.5198 data_cost: 0.0012 ips: 7.6954 images/s [03/29 09:42:58] ppdet.engine INFO: Epoch: [1] [2900/7329] learning_rate: 0.000100 loss_class: 0.711075 loss_bbox: 0.205714 loss_giou: 0.515945 loss_class_aux: 4.488246 loss_bbox_aux: 1.331324 loss_giou_aux: 3.320171 loss_class_dn: 0.386598 loss_bbox_dn: 0.304986 loss_giou_dn: 0.560599 loss_class_aux_dn: 1.939568 loss_bbox_aux_dn: 1.629617 loss_giou_aux_dn: 3.011962 loss: 19.596451 eta: 3 days, 7:06:40 batch_cost: 0.5320 data_cost: 0.0012 ips: 7.5181 images/s [03/29 09:44:00] ppdet.engine INFO: Epoch: [1] [3000/7329] learning_rate: 0.000100 loss_class: 0.715230 loss_bbox: 0.193718 loss_giou: 0.463067 loss_class_aux: 4.542522 loss_bbox_aux: 1.292814 loss_giou_aux: 2.978333 loss_class_dn: 0.409747 loss_bbox_dn: 0.340206 loss_giou_dn: 0.547121 loss_class_aux_dn: 2.067570 loss_bbox_aux_dn: 1.776556 loss_giou_aux_dn: 3.049370 loss: 18.953009 eta: 3 days, 7:07:10 batch_cost: 0.5674 data_cost: 0.0012 ips: 7.0499 images/s [03/29 09:45:01] ppdet.engine INFO: Epoch: [1] [3100/7329] learning_rate: 0.000100 loss_class: 0.779695 loss_bbox: 0.209741 loss_giou: 0.563601 loss_class_aux: 5.060294 loss_bbox_aux: 1.409687 loss_giou_aux: 3.818864 loss_class_dn: 0.461341 loss_bbox_dn: 0.352049 loss_giou_dn: 0.666155 loss_class_aux_dn: 2.322596 loss_bbox_aux_dn: 1.890991 loss_giou_aux_dn: 3.521839 loss: 21.380131 eta: 3 days, 7:05:31 batch_cost: 0.5417 data_cost: 0.0014 ips: 7.3838 images/s [03/29 09:46:03] ppdet.engine INFO: Epoch: [1] [3200/7329] learning_rate: 0.000100 loss_class: 0.781369 loss_bbox: 0.235078 loss_giou: 0.475266 loss_class_aux: 5.085995 loss_bbox_aux: 1.542848 loss_giou_aux: 3.073742 loss_class_dn: 0.456166 loss_bbox_dn: 0.349456 loss_giou_dn: 0.559214 loss_class_aux_dn: 2.204381 loss_bbox_aux_dn: 1.921464 loss_giou_aux_dn: 2.986154 loss: 21.472816 eta: 3 days, 7:05:37 batch_cost: 0.5628 data_cost: 0.0012 ips: 7.1073 images/s [03/29 09:47:05] ppdet.engine INFO: Epoch: [1] [3300/7329] learning_rate: 0.000100 loss_class: 0.703558 loss_bbox: 0.208120 loss_giou: 0.494363 loss_class_aux: 4.516348 loss_bbox_aux: 1.323958 loss_giou_aux: 3.103621 loss_class_dn: 0.390537 loss_bbox_dn: 0.292467 loss_giou_dn: 0.555694 loss_class_aux_dn: 2.005020 loss_bbox_aux_dn: 1.597136 loss_giou_aux_dn: 2.988661 loss: 18.089628 eta: 3 days, 7:05:16 batch_cost: 0.5576 data_cost: 0.0016 ips: 7.1737 images/s [03/29 09:48:04] ppdet.engine INFO: Epoch: [1] [3400/7329] learning_rate: 0.000100 loss_class: 0.760677 loss_bbox: 0.204735 loss_giou: 0.558687 loss_class_aux: 4.787692 loss_bbox_aux: 1.342849 loss_giou_aux: 3.455270 loss_class_dn: 0.439793 loss_bbox_dn: 0.311665 loss_giou_dn: 0.632604 loss_class_aux_dn: 2.272880 loss_bbox_aux_dn: 1.694166 loss_giou_aux_dn: 3.330135 loss: 20.854122 eta: 3 days, 7:02:11 batch_cost: 0.5237 data_cost: 0.0013 ips: 7.6378 images/s [03/29 09:49:02] ppdet.engine INFO: Epoch: [1] [3500/7329] learning_rate: 0.000100 loss_class: 0.787061 loss_bbox: 0.234803 loss_giou: 0.652801 loss_class_aux: 5.084023 loss_bbox_aux: 1.518916 loss_giou_aux: 4.043787 loss_class_dn: 0.460088 loss_bbox_dn: 0.355978 loss_giou_dn: 0.677280 loss_class_aux_dn: 2.329932 loss_bbox_aux_dn: 1.978572 loss_giou_aux_dn: 3.681853 loss: 22.075802 eta: 3 days, 6:59:47 batch_cost: 0.5318 data_cost: 0.0013 ips: 7.5216 images/s [03/29 09:50:04] ppdet.engine INFO: Epoch: [1] [3600/7329] learning_rate: 0.000100 loss_class: 0.804793 loss_bbox: 0.214833 loss_giou: 0.688113 loss_class_aux: 5.015245 loss_bbox_aux: 1.417307 loss_giou_aux: 4.365630 loss_class_dn: 0.455363 loss_bbox_dn: 0.315666 loss_giou_dn: 0.678026 loss_class_aux_dn: 2.285309 loss_bbox_aux_dn: 1.754446 loss_giou_aux_dn: 3.706511 loss: 22.255016 eta: 3 days, 6:59:21 batch_cost: 0.5562 data_cost: 0.0013 ips: 7.1919 images/s [03/29 09:51:10] ppdet.engine INFO: Epoch: [1] [3700/7329] learning_rate: 0.000100 loss_class: 0.780319 loss_bbox: 0.198529 loss_giou: 0.619013 loss_class_aux: 5.080450 loss_bbox_aux: 1.368953 loss_giou_aux: 3.914619 loss_class_dn: 0.458086 loss_bbox_dn: 0.309277 loss_giou_dn: 0.658591 loss_class_aux_dn: 2.369417 loss_bbox_aux_dn: 1.708419 loss_giou_aux_dn: 3.512569 loss: 21.190468 eta: 3 days, 7:02:12 batch_cost: 0.5985 data_cost: 0.0013 ips: 6.6830 images/s [03/29 09:52:10] ppdet.engine INFO: Epoch: [1] [3800/7329] learning_rate: 0.000100 loss_class: 0.731614 loss_bbox: 0.208830 loss_giou: 0.506386 loss_class_aux: 4.583287 loss_bbox_aux: 1.334033 loss_giou_aux: 3.262372 loss_class_dn: 0.392181 loss_bbox_dn: 0.313424 loss_giou_dn: 0.565687 loss_class_aux_dn: 2.010715 loss_bbox_aux_dn: 1.655769 loss_giou_aux_dn: 2.995766 loss: 19.394188 eta: 3 days, 7:00:51 batch_cost: 0.5453 data_cost: 0.0013 ips: 7.3358 images/s [03/29 09:53:12] ppdet.engine INFO: Epoch: [1] [3900/7329] learning_rate: 0.000100 loss_class: 0.771496 loss_bbox: 0.214259 loss_giou: 0.492185 loss_class_aux: 4.935550 loss_bbox_aux: 1.386192 loss_giou_aux: 3.332041 loss_class_dn: 0.445658 loss_bbox_dn: 0.323101 loss_giou_dn: 0.602758 loss_class_aux_dn: 2.212714 loss_bbox_aux_dn: 1.771889 loss_giou_aux_dn: 3.228660 loss: 21.709600 eta: 3 days, 7:00:33 batch_cost: 0.5587 data_cost: 0.0011 ips: 7.1595 images/s [03/29 09:54:09] ppdet.engine INFO: Epoch: [1] [4000/7329] learning_rate: 0.000100 loss_class: 0.793775 loss_bbox: 0.238514 loss_giou: 0.515849 loss_class_aux: 5.310402 loss_bbox_aux: 1.534008 loss_giou_aux: 3.392709 loss_class_dn: 0.439300 loss_bbox_dn: 0.345394 loss_giou_dn: 0.619921 loss_class_aux_dn: 2.276993 loss_bbox_aux_dn: 1.871331 loss_giou_aux_dn: 3.423723 loss: 21.488947 eta: 3 days, 6:57:26 batch_cost: 0.5217 data_cost: 0.0012 ips: 7.6672 images/s [03/29 09:55:06] ppdet.engine INFO: Epoch: [1] [4100/7329] learning_rate: 0.000100 loss_class: 0.879460 loss_bbox: 0.227512 loss_giou: 0.669077 loss_class_aux: 5.751900 loss_bbox_aux: 1.590858 loss_giou_aux: 4.227804 loss_class_dn: 0.482980 loss_bbox_dn: 0.356043 loss_giou_dn: 0.723637 loss_class_aux_dn: 2.467275 loss_bbox_aux_dn: 1.981572 loss_giou_aux_dn: 3.829038 loss: 22.892689 eta: 3 days, 6:53:39 batch_cost: 0.5125 data_cost: 0.0012 ips: 7.8053 images/s [03/29 09:56:02] ppdet.engine INFO: Epoch: [1] [4200/7329] learning_rate: 0.000100 loss_class: 0.721027 loss_bbox: 0.194542 loss_giou: 0.424194 loss_class_aux: 4.649359 loss_bbox_aux: 1.354820 loss_giou_aux: 2.775636 loss_class_dn: 0.392208 loss_bbox_dn: 0.294951 loss_giou_dn: 0.527979 loss_class_aux_dn: 1.970447 loss_bbox_aux_dn: 1.630257 loss_giou_aux_dn: 2.920250 loss: 18.309153 eta: 3 days, 6:49:14 batch_cost: 0.5033 data_cost: 0.0012 ips: 7.9478 images/s [03/29 09:56:59] ppdet.engine INFO: Epoch: [1] [4300/7329] learning_rate: 0.000100 loss_class: 0.743697 loss_bbox: 0.232571 loss_giou: 0.623772 loss_class_aux: 4.718727 loss_bbox_aux: 1.497396 loss_giou_aux: 3.863409 loss_class_dn: 0.455253 loss_bbox_dn: 0.335372 loss_giou_dn: 0.671586 loss_class_aux_dn: 2.336521 loss_bbox_aux_dn: 1.786198 loss_giou_aux_dn: 3.490957 loss: 21.075016 eta: 3 days, 6:45:37 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7933 images/s [03/29 09:57:59] ppdet.engine INFO: Epoch: [1] [4400/7329] learning_rate: 0.000100 loss_class: 0.687092 loss_bbox: 0.215913 loss_giou: 0.509803 loss_class_aux: 4.529422 loss_bbox_aux: 1.424551 loss_giou_aux: 3.267221 loss_class_dn: 0.387511 loss_bbox_dn: 0.351619 loss_giou_dn: 0.566953 loss_class_aux_dn: 1.973128 loss_bbox_aux_dn: 1.851639 loss_giou_aux_dn: 3.096533 loss: 19.373379 eta: 3 days, 6:44:10 batch_cost: 0.5421 data_cost: 0.0015 ips: 7.3789 images/s [03/29 09:59:01] ppdet.engine INFO: Epoch: [1] [4500/7329] learning_rate: 0.000100 loss_class: 0.698525 loss_bbox: 0.212557 loss_giou: 0.498436 loss_class_aux: 4.451735 loss_bbox_aux: 1.379473 loss_giou_aux: 3.238653 loss_class_dn: 0.390603 loss_bbox_dn: 0.273422 loss_giou_dn: 0.580466 loss_class_aux_dn: 1.986261 loss_bbox_aux_dn: 1.472477 loss_giou_aux_dn: 3.115200 loss: 18.731064 eta: 3 days, 6:43:37 batch_cost: 0.5544 data_cost: 0.0014 ips: 7.2150 images/s [03/29 10:00:02] ppdet.engine INFO: Epoch: [1] [4600/7329] learning_rate: 0.000100 loss_class: 0.632006 loss_bbox: 0.185955 loss_giou: 0.448834 loss_class_aux: 4.128881 loss_bbox_aux: 1.237543 loss_giou_aux: 2.853736 loss_class_dn: 0.392686 loss_bbox_dn: 0.318610 loss_giou_dn: 0.471171 loss_class_aux_dn: 1.912195 loss_bbox_aux_dn: 1.723343 loss_giou_aux_dn: 2.609291 loss: 17.626522 eta: 3 days, 6:42:29 batch_cost: 0.5463 data_cost: 0.0012 ips: 7.3221 images/s [03/29 10:01:00] ppdet.engine INFO: Epoch: [1] [4700/7329] learning_rate: 0.000100 loss_class: 0.752863 loss_bbox: 0.204837 loss_giou: 0.572972 loss_class_aux: 4.673103 loss_bbox_aux: 1.359751 loss_giou_aux: 3.641629 loss_class_dn: 0.419507 loss_bbox_dn: 0.303994 loss_giou_dn: 0.616325 loss_class_aux_dn: 2.154901 loss_bbox_aux_dn: 1.628899 loss_giou_aux_dn: 3.450809 loss: 20.358183 eta: 3 days, 6:40:07 batch_cost: 0.5291 data_cost: 0.0012 ips: 7.5607 images/s [03/29 10:01:59] ppdet.engine INFO: Epoch: [1] [4800/7329] learning_rate: 0.000100 loss_class: 0.740009 loss_bbox: 0.228703 loss_giou: 0.530360 loss_class_aux: 4.824045 loss_bbox_aux: 1.455680 loss_giou_aux: 3.440647 loss_class_dn: 0.419444 loss_bbox_dn: 0.345470 loss_giou_dn: 0.624614 loss_class_aux_dn: 2.189061 loss_bbox_aux_dn: 1.849616 loss_giou_aux_dn: 3.342397 loss: 21.394600 eta: 3 days, 6:37:35 batch_cost: 0.5266 data_cost: 0.0012 ips: 7.5964 images/s [03/29 10:02:59] ppdet.engine INFO: Epoch: [1] [4900/7329] learning_rate: 0.000100 loss_class: 0.739928 loss_bbox: 0.210908 loss_giou: 0.512051 loss_class_aux: 4.894949 loss_bbox_aux: 1.414197 loss_giou_aux: 3.428154 loss_class_dn: 0.429696 loss_bbox_dn: 0.346278 loss_giou_dn: 0.600080 loss_class_aux_dn: 2.210878 loss_bbox_aux_dn: 1.921797 loss_giou_aux_dn: 3.243523 loss: 20.595139 eta: 3 days, 6:36:44 batch_cost: 0.5499 data_cost: 0.0012 ips: 7.2740 images/s [03/29 10:04:04] ppdet.engine INFO: Epoch: [1] [5000/7329] learning_rate: 0.000100 loss_class: 0.703078 loss_bbox: 0.203223 loss_giou: 0.462649 loss_class_aux: 4.574236 loss_bbox_aux: 1.358588 loss_giou_aux: 3.051199 loss_class_dn: 0.412890 loss_bbox_dn: 0.337873 loss_giou_dn: 0.583369 loss_class_aux_dn: 2.129791 loss_bbox_aux_dn: 1.842282 loss_giou_aux_dn: 3.123192 loss: 20.397507 eta: 3 days, 6:38:28 batch_cost: 0.5869 data_cost: 0.0012 ips: 6.8150 images/s [03/29 10:05:00] ppdet.engine INFO: Epoch: [1] [5100/7329] learning_rate: 0.000100 loss_class: 0.843503 loss_bbox: 0.200507 loss_giou: 0.564030 loss_class_aux: 5.200054 loss_bbox_aux: 1.356353 loss_giou_aux: 3.772747 loss_class_dn: 0.460168 loss_bbox_dn: 0.311161 loss_giou_dn: 0.671388 loss_class_aux_dn: 2.373711 loss_bbox_aux_dn: 1.687450 loss_giou_aux_dn: 3.583275 loss: 22.568521 eta: 3 days, 6:34:55 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8248 images/s [03/29 10:05:57] ppdet.engine INFO: Epoch: [1] [5200/7329] learning_rate: 0.000100 loss_class: 0.752430 loss_bbox: 0.222784 loss_giou: 0.624628 loss_class_aux: 4.779671 loss_bbox_aux: 1.437534 loss_giou_aux: 3.913627 loss_class_dn: 0.442947 loss_bbox_dn: 0.317923 loss_giou_dn: 0.680890 loss_class_aux_dn: 2.297282 loss_bbox_aux_dn: 1.714312 loss_giou_aux_dn: 3.681079 loss: 21.352160 eta: 3 days, 6:31:37 batch_cost: 0.5142 data_cost: 0.0012 ips: 7.7788 images/s [03/29 10:06:53] ppdet.engine INFO: Epoch: [1] [5300/7329] learning_rate: 0.000100 loss_class: 0.728155 loss_bbox: 0.203002 loss_giou: 0.522258 loss_class_aux: 4.760349 loss_bbox_aux: 1.342170 loss_giou_aux: 3.461955 loss_class_dn: 0.414500 loss_bbox_dn: 0.315442 loss_giou_dn: 0.603543 loss_class_aux_dn: 2.151625 loss_bbox_aux_dn: 1.758358 loss_giou_aux_dn: 3.222771 loss: 19.915279 eta: 3 days, 6:27:53 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8825 images/s [03/29 10:07:49] ppdet.engine INFO: Epoch: [1] [5400/7329] learning_rate: 0.000100 loss_class: 0.762592 loss_bbox: 0.193285 loss_giou: 0.580462 loss_class_aux: 4.962433 loss_bbox_aux: 1.260896 loss_giou_aux: 3.701628 loss_class_dn: 0.432239 loss_bbox_dn: 0.306077 loss_giou_dn: 0.642777 loss_class_aux_dn: 2.231466 loss_bbox_aux_dn: 1.657862 loss_giou_aux_dn: 3.466277 loss: 20.793724 eta: 3 days, 6:24:06 batch_cost: 0.5058 data_cost: 0.0012 ips: 7.9083 images/s [03/29 10:08:47] ppdet.engine INFO: Epoch: [1] [5500/7329] learning_rate: 0.000100 loss_class: 0.752106 loss_bbox: 0.217495 loss_giou: 0.577612 loss_class_aux: 4.930837 loss_bbox_aux: 1.407358 loss_giou_aux: 3.678450 loss_class_dn: 0.438982 loss_bbox_dn: 0.336133 loss_giou_dn: 0.665125 loss_class_aux_dn: 2.325860 loss_bbox_aux_dn: 1.846216 loss_giou_aux_dn: 3.475212 loss: 22.708139 eta: 3 days, 6:21:36 batch_cost: 0.5245 data_cost: 0.0012 ips: 7.6264 images/s [03/29 10:09:45] ppdet.engine INFO: Epoch: [1] [5600/7329] learning_rate: 0.000100 loss_class: 0.775089 loss_bbox: 0.212243 loss_giou: 0.501856 loss_class_aux: 4.787175 loss_bbox_aux: 1.376837 loss_giou_aux: 3.255985 loss_class_dn: 0.410810 loss_bbox_dn: 0.315049 loss_giou_dn: 0.602591 loss_class_aux_dn: 2.099349 loss_bbox_aux_dn: 1.734485 loss_giou_aux_dn: 3.279477 loss: 19.860975 eta: 3 days, 6:19:10 batch_cost: 0.5249 data_cost: 0.0012 ips: 7.6198 images/s [03/29 10:10:43] ppdet.engine INFO: Epoch: [1] [5700/7329] learning_rate: 0.000100 loss_class: 0.754475 loss_bbox: 0.214547 loss_giou: 0.595072 loss_class_aux: 4.830706 loss_bbox_aux: 1.388035 loss_giou_aux: 3.732447 loss_class_dn: 0.442597 loss_bbox_dn: 0.294183 loss_giou_dn: 0.631122 loss_class_aux_dn: 2.256152 loss_bbox_aux_dn: 1.658310 loss_giou_aux_dn: 3.437808 loss: 20.954823 eta: 3 days, 6:16:35 batch_cost: 0.5222 data_cost: 0.0011 ips: 7.6597 images/s [03/29 10:11:43] ppdet.engine INFO: Epoch: [1] [5800/7329] learning_rate: 0.000100 loss_class: 0.745267 loss_bbox: 0.216045 loss_giou: 0.508900 loss_class_aux: 4.814922 loss_bbox_aux: 1.435383 loss_giou_aux: 3.279851 loss_class_dn: 0.419186 loss_bbox_dn: 0.345107 loss_giou_dn: 0.529854 loss_class_aux_dn: 2.131558 loss_bbox_aux_dn: 1.894089 loss_giou_aux_dn: 2.932720 loss: 19.595379 eta: 3 days, 6:15:48 batch_cost: 0.5495 data_cost: 0.0012 ips: 7.2794 images/s [03/29 10:12:41] ppdet.engine INFO: Epoch: [1] [5900/7329] learning_rate: 0.000100 loss_class: 0.697743 loss_bbox: 0.231297 loss_giou: 0.533663 loss_class_aux: 4.601794 loss_bbox_aux: 1.430790 loss_giou_aux: 3.368670 loss_class_dn: 0.401644 loss_bbox_dn: 0.312990 loss_giou_dn: 0.574610 loss_class_aux_dn: 2.157824 loss_bbox_aux_dn: 1.712863 loss_giou_aux_dn: 3.079463 loss: 19.876282 eta: 3 days, 6:13:02 batch_cost: 0.5189 data_cost: 0.0012 ips: 7.7079 images/s [03/29 10:13:37] ppdet.engine INFO: Epoch: [1] [6000/7329] learning_rate: 0.000100 loss_class: 0.709075 loss_bbox: 0.212339 loss_giou: 0.555599 loss_class_aux: 4.557986 loss_bbox_aux: 1.390657 loss_giou_aux: 3.431210 loss_class_dn: 0.409181 loss_bbox_dn: 0.306392 loss_giou_dn: 0.622149 loss_class_aux_dn: 2.097969 loss_bbox_aux_dn: 1.703873 loss_giou_aux_dn: 3.339082 loss: 20.106102 eta: 3 days, 6:09:37 batch_cost: 0.5084 data_cost: 0.0012 ips: 7.8680 images/s [03/29 10:14:36] ppdet.engine INFO: Epoch: [1] [6100/7329] learning_rate: 0.000100 loss_class: 0.772201 loss_bbox: 0.227459 loss_giou: 0.567098 loss_class_aux: 5.023642 loss_bbox_aux: 1.508447 loss_giou_aux: 3.669985 loss_class_dn: 0.452870 loss_bbox_dn: 0.349491 loss_giou_dn: 0.612821 loss_class_aux_dn: 2.284514 loss_bbox_aux_dn: 1.868322 loss_giou_aux_dn: 3.325381 loss: 21.706156 eta: 3 days, 6:07:40 batch_cost: 0.5308 data_cost: 0.0012 ips: 7.5356 images/s [03/29 10:15:42] ppdet.engine INFO: Epoch: [1] [6200/7329] learning_rate: 0.000100 loss_class: 0.646753 loss_bbox: 0.185138 loss_giou: 0.436027 loss_class_aux: 4.324912 loss_bbox_aux: 1.223994 loss_giou_aux: 2.827392 loss_class_dn: 0.363059 loss_bbox_dn: 0.295224 loss_giou_dn: 0.526757 loss_class_aux_dn: 1.886661 loss_bbox_aux_dn: 1.626621 loss_giou_aux_dn: 2.848019 loss: 17.987263 eta: 3 days, 6:09:51 batch_cost: 0.5958 data_cost: 0.0014 ips: 6.7132 images/s [03/29 10:16:43] ppdet.engine INFO: Epoch: [1] [6300/7329] learning_rate: 0.000100 loss_class: 0.741211 loss_bbox: 0.215120 loss_giou: 0.550352 loss_class_aux: 4.738796 loss_bbox_aux: 1.394123 loss_giou_aux: 3.513855 loss_class_dn: 0.429129 loss_bbox_dn: 0.322763 loss_giou_dn: 0.617685 loss_class_aux_dn: 2.194644 loss_bbox_aux_dn: 1.730998 loss_giou_aux_dn: 3.342220 loss: 20.741161 eta: 3 days, 6:09:27 batch_cost: 0.5555 data_cost: 0.0012 ips: 7.2007 images/s [03/29 10:17:43] ppdet.engine INFO: Epoch: [1] [6400/7329] learning_rate: 0.000100 loss_class: 0.783564 loss_bbox: 0.226466 loss_giou: 0.555582 loss_class_aux: 5.034246 loss_bbox_aux: 1.457816 loss_giou_aux: 3.620244 loss_class_dn: 0.445467 loss_bbox_dn: 0.324596 loss_giou_dn: 0.620447 loss_class_aux_dn: 2.320280 loss_bbox_aux_dn: 1.800589 loss_giou_aux_dn: 3.312213 loss: 21.337793 eta: 3 days, 6:08:20 batch_cost: 0.5439 data_cost: 0.0012 ips: 7.3545 images/s [03/29 10:18:41] ppdet.engine INFO: Epoch: [1] [6500/7329] learning_rate: 0.000100 loss_class: 0.702838 loss_bbox: 0.199780 loss_giou: 0.479447 loss_class_aux: 4.679631 loss_bbox_aux: 1.284614 loss_giou_aux: 3.141849 loss_class_dn: 0.409463 loss_bbox_dn: 0.329665 loss_giou_dn: 0.553166 loss_class_aux_dn: 2.080874 loss_bbox_aux_dn: 1.742190 loss_giou_aux_dn: 2.949389 loss: 19.610712 eta: 3 days, 6:05:52 batch_cost: 0.5222 data_cost: 0.0013 ips: 7.6593 images/s [03/29 10:19:42] ppdet.engine INFO: Epoch: [1] [6600/7329] learning_rate: 0.000100 loss_class: 0.676653 loss_bbox: 0.174405 loss_giou: 0.449185 loss_class_aux: 4.452430 loss_bbox_aux: 1.236722 loss_giou_aux: 2.860036 loss_class_dn: 0.380449 loss_bbox_dn: 0.310971 loss_giou_dn: 0.522859 loss_class_aux_dn: 1.955694 loss_bbox_aux_dn: 1.665403 loss_giou_aux_dn: 2.783272 loss: 18.212603 eta: 3 days, 6:04:53 batch_cost: 0.5462 data_cost: 0.0014 ips: 7.3235 images/s [03/29 10:20:37] ppdet.engine INFO: Epoch: [1] [6700/7329] learning_rate: 0.000100 loss_class: 0.735721 loss_bbox: 0.208655 loss_giou: 0.514928 loss_class_aux: 4.750867 loss_bbox_aux: 1.346442 loss_giou_aux: 3.320505 loss_class_dn: 0.398587 loss_bbox_dn: 0.335394 loss_giou_dn: 0.548351 loss_class_aux_dn: 2.037296 loss_bbox_aux_dn: 1.855639 loss_giou_aux_dn: 2.959537 loss: 19.182737 eta: 3 days, 6:00:54 batch_cost: 0.4968 data_cost: 0.0012 ips: 8.0519 images/s [03/29 10:21:39] ppdet.engine INFO: Epoch: [1] [6800/7329] learning_rate: 0.000100 loss_class: 0.677732 loss_bbox: 0.185566 loss_giou: 0.454864 loss_class_aux: 4.392288 loss_bbox_aux: 1.228499 loss_giou_aux: 2.888476 loss_class_dn: 0.368010 loss_bbox_dn: 0.297616 loss_giou_dn: 0.534829 loss_class_aux_dn: 1.892846 loss_bbox_aux_dn: 1.583885 loss_giou_aux_dn: 2.888116 loss: 17.414143 eta: 3 days, 6:00:40 batch_cost: 0.5580 data_cost: 0.0015 ips: 7.1687 images/s [03/29 10:22:40] ppdet.engine INFO: Epoch: [1] [6900/7329] learning_rate: 0.000100 loss_class: 0.644026 loss_bbox: 0.182202 loss_giou: 0.460889 loss_class_aux: 4.261057 loss_bbox_aux: 1.249019 loss_giou_aux: 2.912601 loss_class_dn: 0.358152 loss_bbox_dn: 0.298299 loss_giou_dn: 0.493706 loss_class_aux_dn: 1.882249 loss_bbox_aux_dn: 1.626193 loss_giou_aux_dn: 2.643773 loss: 17.818085 eta: 3 days, 6:00:33 batch_cost: 0.5600 data_cost: 0.0013 ips: 7.1433 images/s [03/29 10:23:41] ppdet.engine INFO: Epoch: [1] [7000/7329] learning_rate: 0.000100 loss_class: 0.802890 loss_bbox: 0.224487 loss_giou: 0.512296 loss_class_aux: 5.020965 loss_bbox_aux: 1.491306 loss_giou_aux: 3.221586 loss_class_dn: 0.446299 loss_bbox_dn: 0.347041 loss_giou_dn: 0.568877 loss_class_aux_dn: 2.220988 loss_bbox_aux_dn: 1.889249 loss_giou_aux_dn: 3.045342 loss: 21.038441 eta: 3 days, 5:59:26 batch_cost: 0.5436 data_cost: 0.0016 ips: 7.3581 images/s [03/29 10:24:38] ppdet.engine INFO: Epoch: [1] [7100/7329] learning_rate: 0.000100 loss_class: 0.681053 loss_bbox: 0.220696 loss_giou: 0.447003 loss_class_aux: 4.565436 loss_bbox_aux: 1.391638 loss_giou_aux: 2.916986 loss_class_dn: 0.396254 loss_bbox_dn: 0.335324 loss_giou_dn: 0.524450 loss_class_aux_dn: 2.052007 loss_bbox_aux_dn: 1.822725 loss_giou_aux_dn: 2.829549 loss: 18.553356 eta: 3 days, 5:56:32 batch_cost: 0.5131 data_cost: 0.0013 ips: 7.7952 images/s [03/29 10:25:36] ppdet.engine INFO: Epoch: [1] [7200/7329] learning_rate: 0.000100 loss_class: 0.775085 loss_bbox: 0.222957 loss_giou: 0.543122 loss_class_aux: 5.166951 loss_bbox_aux: 1.511768 loss_giou_aux: 3.553833 loss_class_dn: 0.480046 loss_bbox_dn: 0.332183 loss_giou_dn: 0.652521 loss_class_aux_dn: 2.472043 loss_bbox_aux_dn: 1.777333 loss_giou_aux_dn: 3.552801 loss: 23.886356 eta: 3 days, 5:54:01 batch_cost: 0.5195 data_cost: 0.0013 ips: 7.6996 images/s [03/29 10:26:37] ppdet.engine INFO: Epoch: [1] [7300/7329] learning_rate: 0.000100 loss_class: 0.646469 loss_bbox: 0.176213 loss_giou: 0.456573 loss_class_aux: 4.215302 loss_bbox_aux: 1.139015 loss_giou_aux: 2.967570 loss_class_dn: 0.388958 loss_bbox_dn: 0.257935 loss_giou_dn: 0.534684 loss_class_aux_dn: 2.058578 loss_bbox_aux_dn: 1.433806 loss_giou_aux_dn: 2.992903 loss: 18.938841 eta: 3 days, 5:53:38 batch_cost: 0.5556 data_cost: 0.0012 ips: 7.1991 images/s [03/29 10:26:59] ppdet.engine INFO: Eval iter: 0 [03/29 10:27:27] ppdet.engine INFO: Eval iter: 100 [03/29 10:27:55] ppdet.engine INFO: Eval iter: 200 [03/29 10:28:23] ppdet.engine INFO: Eval iter: 300 [03/29 10:28:54] ppdet.engine INFO: Eval iter: 400 [03/29 10:29:23] ppdet.engine INFO: Eval iter: 500 [03/29 10:29:54] ppdet.engine INFO: Eval iter: 600 [03/29 10:30:23] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/29 10:30:24] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.35s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=107.07s). Accumulating evaluation results... DONE (t=24.52s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.384 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.413 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 ] = 0.419 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.548 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 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.397 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.675 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.840 [03/29 10:32:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.471406539232017 [03/29 10:32:59] ppdet.engine INFO: Best test bbox ap is 0.384. [03/29 10:33:02] ppdet.engine INFO: Epoch: [2] [ 0/7329] learning_rate: 0.000100 loss_class: 0.705122 loss_bbox: 0.183281 loss_giou: 0.468754 loss_class_aux: 4.478247 loss_bbox_aux: 1.233856 loss_giou_aux: 3.135966 loss_class_dn: 0.431412 loss_bbox_dn: 0.289807 loss_giou_dn: 0.539086 loss_class_aux_dn: 2.137959 loss_bbox_aux_dn: 1.588716 loss_giou_aux_dn: 3.032084 loss: 19.457230 eta: 3 days, 5:53:31 batch_cost: 0.5475 data_cost: 0.0014 ips: 7.3053 images/s [03/29 10:34:03] ppdet.engine INFO: Epoch: [2] [ 100/7329] learning_rate: 0.000100 loss_class: 0.787301 loss_bbox: 0.243964 loss_giou: 0.518185 loss_class_aux: 5.061054 loss_bbox_aux: 1.540369 loss_giou_aux: 3.370618 loss_class_dn: 0.461501 loss_bbox_dn: 0.353954 loss_giou_dn: 0.621393 loss_class_aux_dn: 2.288204 loss_bbox_aux_dn: 1.931909 loss_giou_aux_dn: 3.302658 loss: 22.307274 eta: 3 days, 5:53:30 batch_cost: 0.5618 data_cost: 0.0011 ips: 7.1195 images/s [03/29 10:35:11] ppdet.engine INFO: Epoch: [2] [ 200/7329] learning_rate: 0.000100 loss_class: 0.688658 loss_bbox: 0.183138 loss_giou: 0.436064 loss_class_aux: 4.327062 loss_bbox_aux: 1.239143 loss_giou_aux: 2.915630 loss_class_dn: 0.378582 loss_bbox_dn: 0.306310 loss_giou_dn: 0.539261 loss_class_aux_dn: 1.952997 loss_bbox_aux_dn: 1.664647 loss_giou_aux_dn: 2.920190 loss: 18.784733 eta: 3 days, 5:56:09 batch_cost: 0.6085 data_cost: 0.0013 ips: 6.5731 images/s [03/29 10:36:13] ppdet.engine INFO: Epoch: [2] [ 300/7329] learning_rate: 0.000100 loss_class: 0.779573 loss_bbox: 0.223317 loss_giou: 0.563651 loss_class_aux: 5.065804 loss_bbox_aux: 1.400235 loss_giou_aux: 3.538931 loss_class_dn: 0.452682 loss_bbox_dn: 0.341459 loss_giou_dn: 0.676165 loss_class_aux_dn: 2.314210 loss_bbox_aux_dn: 1.816388 loss_giou_aux_dn: 3.607628 loss: 21.704540 eta: 3 days, 5:55:55 batch_cost: 0.5589 data_cost: 0.0012 ips: 7.1564 images/s [03/29 10:37:10] ppdet.engine INFO: Epoch: [2] [ 400/7329] learning_rate: 0.000100 loss_class: 0.775909 loss_bbox: 0.219609 loss_giou: 0.593301 loss_class_aux: 4.960379 loss_bbox_aux: 1.427571 loss_giou_aux: 3.754655 loss_class_dn: 0.420953 loss_bbox_dn: 0.348851 loss_giou_dn: 0.635465 loss_class_aux_dn: 2.181743 loss_bbox_aux_dn: 1.860916 loss_giou_aux_dn: 3.356157 loss: 20.157999 eta: 3 days, 5:52:59 batch_cost: 0.5117 data_cost: 0.0012 ips: 7.8169 images/s [03/29 10:38:12] ppdet.engine INFO: Epoch: [2] [ 500/7329] learning_rate: 0.000100 loss_class: 0.710053 loss_bbox: 0.201802 loss_giou: 0.514398 loss_class_aux: 4.641257 loss_bbox_aux: 1.375893 loss_giou_aux: 3.354263 loss_class_dn: 0.438060 loss_bbox_dn: 0.296656 loss_giou_dn: 0.585909 loss_class_aux_dn: 2.217883 loss_bbox_aux_dn: 1.648879 loss_giou_aux_dn: 3.223944 loss: 20.177959 eta: 3 days, 5:52:51 batch_cost: 0.5608 data_cost: 0.0012 ips: 7.1325 images/s [03/29 10:39:16] ppdet.engine INFO: Epoch: [2] [ 600/7329] learning_rate: 0.000100 loss_class: 0.763486 loss_bbox: 0.210704 loss_giou: 0.534293 loss_class_aux: 4.791916 loss_bbox_aux: 1.393695 loss_giou_aux: 3.508310 loss_class_dn: 0.429223 loss_bbox_dn: 0.302092 loss_giou_dn: 0.618955 loss_class_aux_dn: 2.222744 loss_bbox_aux_dn: 1.698270 loss_giou_aux_dn: 3.265789 loss: 20.752691 eta: 3 days, 5:53:07 batch_cost: 0.5679 data_cost: 0.0013 ips: 7.0434 images/s [03/29 10:40:23] ppdet.engine INFO: Epoch: [2] [ 700/7329] learning_rate: 0.000100 loss_class: 0.629367 loss_bbox: 0.181996 loss_giou: 0.391166 loss_class_aux: 4.078161 loss_bbox_aux: 1.171664 loss_giou_aux: 2.659566 loss_class_dn: 0.343096 loss_bbox_dn: 0.292764 loss_giou_dn: 0.494404 loss_class_aux_dn: 1.782586 loss_bbox_aux_dn: 1.601228 loss_giou_aux_dn: 2.697475 loss: 17.352036 eta: 3 days, 5:55:46 batch_cost: 0.6114 data_cost: 0.0013 ips: 6.5421 images/s [03/29 10:41:26] ppdet.engine INFO: Epoch: [2] [ 800/7329] learning_rate: 0.000100 loss_class: 0.750734 loss_bbox: 0.217663 loss_giou: 0.572422 loss_class_aux: 5.031666 loss_bbox_aux: 1.414867 loss_giou_aux: 3.608898 loss_class_dn: 0.424136 loss_bbox_dn: 0.324155 loss_giou_dn: 0.641632 loss_class_aux_dn: 2.165014 loss_bbox_aux_dn: 1.753943 loss_giou_aux_dn: 3.400451 loss: 20.512726 eta: 3 days, 5:56:03 batch_cost: 0.5691 data_cost: 0.0012 ips: 7.0288 images/s [03/29 10:42:22] ppdet.engine INFO: Epoch: [2] [ 900/7329] learning_rate: 0.000100 loss_class: 0.751756 loss_bbox: 0.227842 loss_giou: 0.575764 loss_class_aux: 4.869626 loss_bbox_aux: 1.499220 loss_giou_aux: 3.641813 loss_class_dn: 0.434044 loss_bbox_dn: 0.297595 loss_giou_dn: 0.585137 loss_class_aux_dn: 2.178920 loss_bbox_aux_dn: 1.688900 loss_giou_aux_dn: 3.110535 loss: 20.456306 eta: 3 days, 5:52:55 batch_cost: 0.5072 data_cost: 0.0012 ips: 7.8861 images/s [03/29 10:43:22] ppdet.engine INFO: Epoch: [2] [1000/7329] learning_rate: 0.000100 loss_class: 0.726744 loss_bbox: 0.230161 loss_giou: 0.519606 loss_class_aux: 4.691050 loss_bbox_aux: 1.512964 loss_giou_aux: 3.377012 loss_class_dn: 0.429785 loss_bbox_dn: 0.337579 loss_giou_dn: 0.608653 loss_class_aux_dn: 2.238133 loss_bbox_aux_dn: 1.784313 loss_giou_aux_dn: 3.332637 loss: 20.982037 eta: 3 days, 5:51:27 batch_cost: 0.5373 data_cost: 0.0016 ips: 7.4450 images/s [03/29 10:44:19] ppdet.engine INFO: Epoch: [2] [1100/7329] learning_rate: 0.000100 loss_class: 0.709100 loss_bbox: 0.207448 loss_giou: 0.577818 loss_class_aux: 4.604839 loss_bbox_aux: 1.318126 loss_giou_aux: 3.587994 loss_class_dn: 0.412815 loss_bbox_dn: 0.320893 loss_giou_dn: 0.624383 loss_class_aux_dn: 2.139144 loss_bbox_aux_dn: 1.739709 loss_giou_aux_dn: 3.325801 loss: 20.319710 eta: 3 days, 5:48:31 batch_cost: 0.5103 data_cost: 0.0012 ips: 7.8384 images/s [03/29 10:45:17] ppdet.engine INFO: Epoch: [2] [1200/7329] learning_rate: 0.000100 loss_class: 0.650306 loss_bbox: 0.207198 loss_giou: 0.521628 loss_class_aux: 4.329680 loss_bbox_aux: 1.290130 loss_giou_aux: 3.407017 loss_class_dn: 0.395422 loss_bbox_dn: 0.263760 loss_giou_dn: 0.567547 loss_class_aux_dn: 2.017441 loss_bbox_aux_dn: 1.473602 loss_giou_aux_dn: 2.995792 loss: 17.922689 eta: 3 days, 5:46:36 batch_cost: 0.5282 data_cost: 0.0012 ips: 7.5722 images/s [03/29 10:46:28] ppdet.engine INFO: Epoch: [2] [1300/7329] learning_rate: 0.000100 loss_class: 0.760350 loss_bbox: 0.203442 loss_giou: 0.483060 loss_class_aux: 4.967572 loss_bbox_aux: 1.309024 loss_giou_aux: 3.114058 loss_class_dn: 0.432764 loss_bbox_dn: 0.293823 loss_giou_dn: 0.556690 loss_class_aux_dn: 2.216038 loss_bbox_aux_dn: 1.570569 loss_giou_aux_dn: 3.028984 loss: 19.995205 eta: 3 days, 5:50:06 batch_cost: 0.6298 data_cost: 0.0014 ips: 6.3513 images/s [03/29 10:47:28] ppdet.engine INFO: Epoch: [2] [1400/7329] learning_rate: 0.000100 loss_class: 0.698689 loss_bbox: 0.190527 loss_giou: 0.503579 loss_class_aux: 4.572101 loss_bbox_aux: 1.222787 loss_giou_aux: 3.205478 loss_class_dn: 0.393614 loss_bbox_dn: 0.312201 loss_giou_dn: 0.540682 loss_class_aux_dn: 2.030816 loss_bbox_aux_dn: 1.686980 loss_giou_aux_dn: 2.931240 loss: 19.593664 eta: 3 days, 5:49:08 batch_cost: 0.5464 data_cost: 0.0012 ips: 7.3201 images/s [03/29 10:48:27] ppdet.engine INFO: Epoch: [2] [1500/7329] learning_rate: 0.000100 loss_class: 0.714025 loss_bbox: 0.183281 loss_giou: 0.496001 loss_class_aux: 4.594919 loss_bbox_aux: 1.184414 loss_giou_aux: 3.168707 loss_class_dn: 0.407408 loss_bbox_dn: 0.275573 loss_giou_dn: 0.571821 loss_class_aux_dn: 2.125954 loss_bbox_aux_dn: 1.514443 loss_giou_aux_dn: 3.086118 loss: 18.948994 eta: 3 days, 5:47:43 batch_cost: 0.5379 data_cost: 0.0012 ips: 7.4363 images/s [03/29 10:49:42] ppdet.engine INFO: Epoch: [2] [1600/7329] learning_rate: 0.000100 loss_class: 0.666369 loss_bbox: 0.186897 loss_giou: 0.495796 loss_class_aux: 4.397766 loss_bbox_aux: 1.274230 loss_giou_aux: 3.091213 loss_class_dn: 0.361370 loss_bbox_dn: 0.293706 loss_giou_dn: 0.542941 loss_class_aux_dn: 1.935631 loss_bbox_aux_dn: 1.612957 loss_giou_aux_dn: 2.935561 loss: 18.207029 eta: 3 days, 5:54:10 batch_cost: 0.6882 data_cost: 0.0012 ips: 5.8124 images/s [03/29 10:50:42] ppdet.engine INFO: Epoch: [2] [1700/7329] learning_rate: 0.000100 loss_class: 0.650586 loss_bbox: 0.188141 loss_giou: 0.494599 loss_class_aux: 4.336731 loss_bbox_aux: 1.283856 loss_giou_aux: 3.119430 loss_class_dn: 0.373318 loss_bbox_dn: 0.283069 loss_giou_dn: 0.527021 loss_class_aux_dn: 1.929150 loss_bbox_aux_dn: 1.556187 loss_giou_aux_dn: 2.849117 loss: 18.312180 eta: 3 days, 5:53:14 batch_cost: 0.5478 data_cost: 0.0012 ips: 7.3019 images/s [03/29 10:51:40] ppdet.engine INFO: Epoch: [2] [1800/7329] learning_rate: 0.000100 loss_class: 0.691817 loss_bbox: 0.218769 loss_giou: 0.547022 loss_class_aux: 4.414914 loss_bbox_aux: 1.385619 loss_giou_aux: 3.378534 loss_class_dn: 0.424385 loss_bbox_dn: 0.262214 loss_giou_dn: 0.566901 loss_class_aux_dn: 2.238160 loss_bbox_aux_dn: 1.416369 loss_giou_aux_dn: 3.148840 loss: 19.398087 eta: 3 days, 5:51:05 batch_cost: 0.5246 data_cost: 0.0012 ips: 7.6255 images/s [03/29 10:52:37] ppdet.engine INFO: Epoch: [2] [1900/7329] learning_rate: 0.000100 loss_class: 0.706635 loss_bbox: 0.199685 loss_giou: 0.527549 loss_class_aux: 4.576746 loss_bbox_aux: 1.346290 loss_giou_aux: 3.428005 loss_class_dn: 0.428737 loss_bbox_dn: 0.289362 loss_giou_dn: 0.602718 loss_class_aux_dn: 2.232854 loss_bbox_aux_dn: 1.588636 loss_giou_aux_dn: 3.224102 loss: 20.376495 eta: 3 days, 5:48:23 batch_cost: 0.5135 data_cost: 0.0012 ips: 7.7895 images/s [03/29 10:53:41] ppdet.engine INFO: Epoch: [2] [2000/7329] learning_rate: 0.000100 loss_class: 0.675498 loss_bbox: 0.196864 loss_giou: 0.499838 loss_class_aux: 4.303200 loss_bbox_aux: 1.287119 loss_giou_aux: 3.216440 loss_class_dn: 0.380849 loss_bbox_dn: 0.303855 loss_giou_dn: 0.574245 loss_class_aux_dn: 1.962801 loss_bbox_aux_dn: 1.701521 loss_giou_aux_dn: 3.050110 loss: 18.773930 eta: 3 days, 5:49:44 batch_cost: 0.5923 data_cost: 0.0012 ips: 6.7537 images/s [03/29 10:54:37] ppdet.engine INFO: Epoch: [2] [2100/7329] learning_rate: 0.000100 loss_class: 0.693281 loss_bbox: 0.184228 loss_giou: 0.474985 loss_class_aux: 4.620416 loss_bbox_aux: 1.213185 loss_giou_aux: 3.072742 loss_class_dn: 0.385180 loss_bbox_dn: 0.308266 loss_giou_dn: 0.525918 loss_class_aux_dn: 2.021566 loss_bbox_aux_dn: 1.638142 loss_giou_aux_dn: 2.881693 loss: 18.446419 eta: 3 days, 5:46:33 batch_cost: 0.5036 data_cost: 0.0012 ips: 7.9423 images/s [03/29 10:55:38] ppdet.engine INFO: Epoch: [2] [2200/7329] learning_rate: 0.000100 loss_class: 0.726803 loss_bbox: 0.205214 loss_giou: 0.657285 loss_class_aux: 4.666572 loss_bbox_aux: 1.322965 loss_giou_aux: 4.114851 loss_class_dn: 0.438417 loss_bbox_dn: 0.303604 loss_giou_dn: 0.703710 loss_class_aux_dn: 2.227526 loss_bbox_aux_dn: 1.631924 loss_giou_aux_dn: 3.755763 loss: 22.060490 eta: 3 days, 5:45:54 batch_cost: 0.5531 data_cost: 0.0012 ips: 7.2321 images/s [03/29 10:56:39] ppdet.engine INFO: Epoch: [2] [2300/7329] learning_rate: 0.000100 loss_class: 0.676273 loss_bbox: 0.183174 loss_giou: 0.494507 loss_class_aux: 4.410923 loss_bbox_aux: 1.186239 loss_giou_aux: 3.131912 loss_class_dn: 0.382719 loss_bbox_dn: 0.260361 loss_giou_dn: 0.550418 loss_class_aux_dn: 2.028851 loss_bbox_aux_dn: 1.466275 loss_giou_aux_dn: 2.951361 loss: 19.317238 eta: 3 days, 5:45:22 batch_cost: 0.5558 data_cost: 0.0012 ips: 7.1964 images/s [03/29 10:57:36] ppdet.engine INFO: Epoch: [2] [2400/7329] learning_rate: 0.000100 loss_class: 0.724723 loss_bbox: 0.183051 loss_giou: 0.469635 loss_class_aux: 4.409842 loss_bbox_aux: 1.239735 loss_giou_aux: 2.980309 loss_class_dn: 0.376965 loss_bbox_dn: 0.314825 loss_giou_dn: 0.560819 loss_class_aux_dn: 1.927709 loss_bbox_aux_dn: 1.693965 loss_giou_aux_dn: 2.974731 loss: 18.340637 eta: 3 days, 5:42:49 batch_cost: 0.5153 data_cost: 0.0012 ips: 7.7624 images/s [03/29 10:58:38] ppdet.engine INFO: Epoch: [2] [2500/7329] learning_rate: 0.000100 loss_class: 0.701308 loss_bbox: 0.206220 loss_giou: 0.459936 loss_class_aux: 4.601531 loss_bbox_aux: 1.385924 loss_giou_aux: 3.084938 loss_class_dn: 0.410809 loss_bbox_dn: 0.308198 loss_giou_dn: 0.575378 loss_class_aux_dn: 2.113552 loss_bbox_aux_dn: 1.662333 loss_giou_aux_dn: 3.040295 loss: 19.609745 eta: 3 days, 5:42:52 batch_cost: 0.5673 data_cost: 0.0012 ips: 7.0514 images/s [03/29 10:59:36] ppdet.engine INFO: Epoch: [2] [2600/7329] learning_rate: 0.000100 loss_class: 0.759872 loss_bbox: 0.222463 loss_giou: 0.519648 loss_class_aux: 4.805842 loss_bbox_aux: 1.446104 loss_giou_aux: 3.373423 loss_class_dn: 0.433254 loss_bbox_dn: 0.319842 loss_giou_dn: 0.591208 loss_class_aux_dn: 2.249983 loss_bbox_aux_dn: 1.790969 loss_giou_aux_dn: 3.152973 loss: 20.079515 eta: 3 days, 5:40:44 batch_cost: 0.5233 data_cost: 0.0012 ips: 7.6440 images/s [03/29 11:00:37] ppdet.engine INFO: Epoch: [2] [2700/7329] learning_rate: 0.000100 loss_class: 0.690202 loss_bbox: 0.187251 loss_giou: 0.366564 loss_class_aux: 4.272596 loss_bbox_aux: 1.274703 loss_giou_aux: 2.450847 loss_class_dn: 0.351671 loss_bbox_dn: 0.324152 loss_giou_dn: 0.433403 loss_class_aux_dn: 1.903555 loss_bbox_aux_dn: 1.788124 loss_giou_aux_dn: 2.402567 loss: 16.366322 eta: 3 days, 5:39:56 batch_cost: 0.5499 data_cost: 0.0012 ips: 7.2735 images/s [03/29 11:01:39] ppdet.engine INFO: Epoch: [2] [2800/7329] learning_rate: 0.000100 loss_class: 0.713473 loss_bbox: 0.198290 loss_giou: 0.603933 loss_class_aux: 4.645082 loss_bbox_aux: 1.295625 loss_giou_aux: 3.872673 loss_class_dn: 0.428254 loss_bbox_dn: 0.299573 loss_giou_dn: 0.652851 loss_class_aux_dn: 2.198780 loss_bbox_aux_dn: 1.695999 loss_giou_aux_dn: 3.420069 loss: 20.380201 eta: 3 days, 5:40:09 batch_cost: 0.5711 data_cost: 0.0012 ips: 7.0039 images/s [03/29 11:02:46] ppdet.engine INFO: Epoch: [2] [2900/7329] learning_rate: 0.000100 loss_class: 0.631974 loss_bbox: 0.181748 loss_giou: 0.522652 loss_class_aux: 3.834000 loss_bbox_aux: 1.197845 loss_giou_aux: 3.355561 loss_class_dn: 0.387506 loss_bbox_dn: 0.269706 loss_giou_dn: 0.547185 loss_class_aux_dn: 1.993030 loss_bbox_aux_dn: 1.489503 loss_giou_aux_dn: 3.014352 loss: 18.764101 eta: 3 days, 5:42:28 batch_cost: 0.6150 data_cost: 0.0012 ips: 6.5042 images/s [03/29 11:03:48] ppdet.engine INFO: Epoch: [2] [3000/7329] learning_rate: 0.000100 loss_class: 0.687390 loss_bbox: 0.193448 loss_giou: 0.469326 loss_class_aux: 4.376323 loss_bbox_aux: 1.236719 loss_giou_aux: 3.057608 loss_class_dn: 0.404257 loss_bbox_dn: 0.281736 loss_giou_dn: 0.580324 loss_class_aux_dn: 2.091849 loss_bbox_aux_dn: 1.548467 loss_giou_aux_dn: 3.085259 loss: 19.067841 eta: 3 days, 5:41:58 batch_cost: 0.5567 data_cost: 0.0015 ips: 7.1856 images/s [03/29 11:04:50] ppdet.engine INFO: Epoch: [2] [3100/7329] learning_rate: 0.000100 loss_class: 0.709608 loss_bbox: 0.189940 loss_giou: 0.503229 loss_class_aux: 4.583079 loss_bbox_aux: 1.236628 loss_giou_aux: 3.175145 loss_class_dn: 0.396841 loss_bbox_dn: 0.273726 loss_giou_dn: 0.560870 loss_class_aux_dn: 2.079832 loss_bbox_aux_dn: 1.548696 loss_giou_aux_dn: 2.984376 loss: 18.836483 eta: 3 days, 5:41:46 batch_cost: 0.5636 data_cost: 0.0012 ips: 7.0977 images/s [03/29 11:05:58] ppdet.engine INFO: Epoch: [2] [3200/7329] learning_rate: 0.000100 loss_class: 0.700852 loss_bbox: 0.191540 loss_giou: 0.468746 loss_class_aux: 4.397101 loss_bbox_aux: 1.248769 loss_giou_aux: 3.051203 loss_class_dn: 0.392808 loss_bbox_dn: 0.291518 loss_giou_dn: 0.521552 loss_class_aux_dn: 2.063834 loss_bbox_aux_dn: 1.542457 loss_giou_aux_dn: 2.782467 loss: 18.992199 eta: 3 days, 5:43:31 batch_cost: 0.6044 data_cost: 0.0014 ips: 6.6177 images/s [03/29 11:07:00] ppdet.engine INFO: Epoch: [2] [3300/7329] learning_rate: 0.000100 loss_class: 0.779897 loss_bbox: 0.223126 loss_giou: 0.537584 loss_class_aux: 5.038762 loss_bbox_aux: 1.438482 loss_giou_aux: 3.428481 loss_class_dn: 0.441706 loss_bbox_dn: 0.327513 loss_giou_dn: 0.599936 loss_class_aux_dn: 2.305882 loss_bbox_aux_dn: 1.757937 loss_giou_aux_dn: 3.186759 loss: 20.237305 eta: 3 days, 5:43:41 batch_cost: 0.5718 data_cost: 0.0012 ips: 6.9956 images/s [03/29 11:08:00] ppdet.engine INFO: Epoch: [2] [3400/7329] learning_rate: 0.000100 loss_class: 0.713027 loss_bbox: 0.169252 loss_giou: 0.468727 loss_class_aux: 4.514954 loss_bbox_aux: 1.172189 loss_giou_aux: 3.033259 loss_class_dn: 0.396149 loss_bbox_dn: 0.282738 loss_giou_dn: 0.528990 loss_class_aux_dn: 2.080054 loss_bbox_aux_dn: 1.548267 loss_giou_aux_dn: 2.827065 loss: 18.798750 eta: 3 days, 5:42:31 batch_cost: 0.5435 data_cost: 0.0013 ips: 7.3597 images/s [03/29 11:08:59] ppdet.engine INFO: Epoch: [2] [3500/7329] learning_rate: 0.000100 loss_class: 0.713231 loss_bbox: 0.207179 loss_giou: 0.443475 loss_class_aux: 4.561416 loss_bbox_aux: 1.364830 loss_giou_aux: 2.957951 loss_class_dn: 0.401497 loss_bbox_dn: 0.290527 loss_giou_dn: 0.502686 loss_class_aux_dn: 2.116295 loss_bbox_aux_dn: 1.615422 loss_giou_aux_dn: 2.721486 loss: 19.036108 eta: 3 days, 5:40:43 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5451 images/s [03/29 11:10:00] ppdet.engine INFO: Epoch: [2] [3600/7329] learning_rate: 0.000100 loss_class: 0.704147 loss_bbox: 0.215470 loss_giou: 0.495087 loss_class_aux: 4.589301 loss_bbox_aux: 1.390661 loss_giou_aux: 3.237185 loss_class_dn: 0.406850 loss_bbox_dn: 0.317943 loss_giou_dn: 0.566102 loss_class_aux_dn: 2.114565 loss_bbox_aux_dn: 1.706065 loss_giou_aux_dn: 2.996675 loss: 19.880035 eta: 3 days, 5:39:27 batch_cost: 0.5412 data_cost: 0.0015 ips: 7.3914 images/s [03/29 11:11:00] ppdet.engine INFO: Epoch: [2] [3700/7329] learning_rate: 0.000100 loss_class: 0.658429 loss_bbox: 0.201164 loss_giou: 0.506059 loss_class_aux: 4.312726 loss_bbox_aux: 1.257350 loss_giou_aux: 3.337927 loss_class_dn: 0.390107 loss_bbox_dn: 0.279110 loss_giou_dn: 0.578110 loss_class_aux_dn: 2.013773 loss_bbox_aux_dn: 1.566498 loss_giou_aux_dn: 3.176378 loss: 19.474693 eta: 3 days, 5:38:00 batch_cost: 0.5373 data_cost: 0.0014 ips: 7.4440 images/s [03/29 11:12:02] ppdet.engine INFO: Epoch: [2] [3800/7329] learning_rate: 0.000100 loss_class: 0.755062 loss_bbox: 0.215001 loss_giou: 0.490808 loss_class_aux: 4.779324 loss_bbox_aux: 1.433811 loss_giou_aux: 3.115226 loss_class_dn: 0.415450 loss_bbox_dn: 0.292660 loss_giou_dn: 0.556807 loss_class_aux_dn: 2.181881 loss_bbox_aux_dn: 1.589691 loss_giou_aux_dn: 2.944400 loss: 19.547577 eta: 3 days, 5:37:19 batch_cost: 0.5537 data_cost: 0.0015 ips: 7.2246 images/s [03/29 11:13:03] ppdet.engine INFO: Epoch: [2] [3900/7329] learning_rate: 0.000100 loss_class: 0.691144 loss_bbox: 0.196664 loss_giou: 0.465267 loss_class_aux: 4.555553 loss_bbox_aux: 1.261146 loss_giou_aux: 3.034476 loss_class_dn: 0.392225 loss_bbox_dn: 0.295115 loss_giou_dn: 0.519894 loss_class_aux_dn: 2.048902 loss_bbox_aux_dn: 1.617605 loss_giou_aux_dn: 2.728209 loss: 18.526711 eta: 3 days, 5:36:21 batch_cost: 0.5477 data_cost: 0.0014 ips: 7.3031 images/s [03/29 11:14:03] ppdet.engine INFO: Epoch: [2] [4000/7329] learning_rate: 0.000100 loss_class: 0.756663 loss_bbox: 0.194113 loss_giou: 0.537408 loss_class_aux: 4.674329 loss_bbox_aux: 1.318289 loss_giou_aux: 3.438452 loss_class_dn: 0.407781 loss_bbox_dn: 0.286801 loss_giou_dn: 0.611634 loss_class_aux_dn: 2.120245 loss_bbox_aux_dn: 1.555926 loss_giou_aux_dn: 3.255402 loss: 20.306906 eta: 3 days, 5:35:02 batch_cost: 0.5399 data_cost: 0.0014 ips: 7.4094 images/s [03/29 11:14:59] ppdet.engine INFO: Epoch: [2] [4100/7329] learning_rate: 0.000100 loss_class: 0.745230 loss_bbox: 0.195045 loss_giou: 0.502592 loss_class_aux: 4.929425 loss_bbox_aux: 1.278266 loss_giou_aux: 3.266962 loss_class_dn: 0.394996 loss_bbox_dn: 0.311371 loss_giou_dn: 0.551572 loss_class_aux_dn: 2.060104 loss_bbox_aux_dn: 1.704195 loss_giou_aux_dn: 2.945735 loss: 18.690334 eta: 3 days, 5:32:10 batch_cost: 0.5056 data_cost: 0.0013 ips: 7.9120 images/s [03/29 11:16:02] ppdet.engine INFO: Epoch: [2] [4200/7329] learning_rate: 0.000100 loss_class: 0.685483 loss_bbox: 0.202916 loss_giou: 0.466605 loss_class_aux: 4.408558 loss_bbox_aux: 1.323667 loss_giou_aux: 3.096874 loss_class_dn: 0.395622 loss_bbox_dn: 0.302591 loss_giou_dn: 0.539764 loss_class_aux_dn: 2.011463 loss_bbox_aux_dn: 1.609655 loss_giou_aux_dn: 2.889948 loss: 19.043810 eta: 3 days, 5:31:54 batch_cost: 0.5628 data_cost: 0.0015 ips: 7.1069 images/s [03/29 11:17:07] ppdet.engine INFO: Epoch: [2] [4300/7329] learning_rate: 0.000100 loss_class: 0.745815 loss_bbox: 0.204387 loss_giou: 0.516788 loss_class_aux: 4.893497 loss_bbox_aux: 1.260708 loss_giou_aux: 3.255527 loss_class_dn: 0.427369 loss_bbox_dn: 0.276367 loss_giou_dn: 0.604099 loss_class_aux_dn: 2.229913 loss_bbox_aux_dn: 1.453439 loss_giou_aux_dn: 3.284234 loss: 20.635546 eta: 3 days, 5:32:37 batch_cost: 0.5849 data_cost: 0.0015 ips: 6.8389 images/s [03/29 11:18:11] ppdet.engine INFO: Epoch: [2] [4400/7329] learning_rate: 0.000100 loss_class: 0.673214 loss_bbox: 0.188964 loss_giou: 0.368544 loss_class_aux: 4.397710 loss_bbox_aux: 1.229456 loss_giou_aux: 2.387097 loss_class_dn: 0.386410 loss_bbox_dn: 0.284845 loss_giou_dn: 0.475421 loss_class_aux_dn: 2.009057 loss_bbox_aux_dn: 1.525281 loss_giou_aux_dn: 2.669215 loss: 18.596462 eta: 3 days, 5:33:02 batch_cost: 0.5787 data_cost: 0.0013 ips: 6.9116 images/s [03/29 11:19:09] ppdet.engine INFO: Epoch: [2] [4500/7329] learning_rate: 0.000100 loss_class: 0.789275 loss_bbox: 0.212185 loss_giou: 0.546184 loss_class_aux: 4.904802 loss_bbox_aux: 1.323055 loss_giou_aux: 3.524481 loss_class_dn: 0.442914 loss_bbox_dn: 0.306571 loss_giou_dn: 0.616860 loss_class_aux_dn: 2.284744 loss_bbox_aux_dn: 1.610002 loss_giou_aux_dn: 3.276489 loss: 20.305164 eta: 3 days, 5:30:59 batch_cost: 0.5231 data_cost: 0.0012 ips: 7.6461 images/s [03/29 11:20:17] ppdet.engine INFO: Epoch: [2] [4600/7329] learning_rate: 0.000100 loss_class: 0.743057 loss_bbox: 0.193406 loss_giou: 0.531667 loss_class_aux: 4.851369 loss_bbox_aux: 1.305627 loss_giou_aux: 3.488706 loss_class_dn: 0.415097 loss_bbox_dn: 0.271727 loss_giou_dn: 0.586399 loss_class_aux_dn: 2.145069 loss_bbox_aux_dn: 1.505915 loss_giou_aux_dn: 3.198646 loss: 19.096165 eta: 3 days, 5:33:20 batch_cost: 0.6228 data_cost: 0.0012 ips: 6.4226 images/s [03/29 11:21:28] ppdet.engine INFO: Epoch: [2] [4700/7329] learning_rate: 0.000100 loss_class: 0.690654 loss_bbox: 0.197307 loss_giou: 0.573489 loss_class_aux: 4.609844 loss_bbox_aux: 1.281159 loss_giou_aux: 3.568256 loss_class_dn: 0.413251 loss_bbox_dn: 0.270716 loss_giou_dn: 0.581618 loss_class_aux_dn: 2.184694 loss_bbox_aux_dn: 1.468508 loss_giou_aux_dn: 3.097076 loss: 19.905420 eta: 3 days, 5:36:56 batch_cost: 0.6524 data_cost: 0.0014 ips: 6.1315 images/s [03/29 11:22:29] ppdet.engine INFO: Epoch: [2] [4800/7329] learning_rate: 0.000100 loss_class: 0.726417 loss_bbox: 0.197718 loss_giou: 0.548926 loss_class_aux: 4.642516 loss_bbox_aux: 1.311487 loss_giou_aux: 3.466060 loss_class_dn: 0.422937 loss_bbox_dn: 0.298564 loss_giou_dn: 0.616878 loss_class_aux_dn: 2.162635 loss_bbox_aux_dn: 1.697149 loss_giou_aux_dn: 3.345792 loss: 20.011555 eta: 3 days, 5:35:57 batch_cost: 0.5483 data_cost: 0.0015 ips: 7.2953 images/s [03/29 11:23:28] ppdet.engine INFO: Epoch: [2] [4900/7329] learning_rate: 0.000100 loss_class: 0.683674 loss_bbox: 0.181981 loss_giou: 0.443174 loss_class_aux: 4.438579 loss_bbox_aux: 1.189605 loss_giou_aux: 2.836850 loss_class_dn: 0.380401 loss_bbox_dn: 0.281895 loss_giou_dn: 0.516282 loss_class_aux_dn: 1.955230 loss_bbox_aux_dn: 1.511905 loss_giou_aux_dn: 2.760451 loss: 17.543083 eta: 3 days, 5:34:13 batch_cost: 0.5309 data_cost: 0.0018 ips: 7.5347 images/s [03/29 11:24:28] ppdet.engine INFO: Epoch: [2] [5000/7329] learning_rate: 0.000100 loss_class: 0.749481 loss_bbox: 0.185477 loss_giou: 0.454582 loss_class_aux: 4.746902 loss_bbox_aux: 1.223833 loss_giou_aux: 2.985703 loss_class_dn: 0.366351 loss_bbox_dn: 0.288907 loss_giou_dn: 0.542194 loss_class_aux_dn: 1.911899 loss_bbox_aux_dn: 1.536346 loss_giou_aux_dn: 2.927187 loss: 18.095867 eta: 3 days, 5:33:10 batch_cost: 0.5461 data_cost: 0.0012 ips: 7.3244 images/s [03/29 11:25:26] ppdet.engine INFO: Epoch: [2] [5100/7329] learning_rate: 0.000100 loss_class: 0.697679 loss_bbox: 0.189832 loss_giou: 0.510129 loss_class_aux: 4.579241 loss_bbox_aux: 1.229198 loss_giou_aux: 3.310158 loss_class_dn: 0.425104 loss_bbox_dn: 0.275514 loss_giou_dn: 0.621744 loss_class_aux_dn: 2.207811 loss_bbox_aux_dn: 1.469542 loss_giou_aux_dn: 3.349482 loss: 20.824795 eta: 3 days, 5:31:10 batch_cost: 0.5243 data_cost: 0.0012 ips: 7.6289 images/s [03/29 11:26:25] ppdet.engine INFO: Epoch: [2] [5200/7329] learning_rate: 0.000100 loss_class: 0.636405 loss_bbox: 0.180986 loss_giou: 0.444600 loss_class_aux: 4.168482 loss_bbox_aux: 1.131936 loss_giou_aux: 2.874906 loss_class_dn: 0.363964 loss_bbox_dn: 0.289012 loss_giou_dn: 0.524309 loss_class_aux_dn: 1.836447 loss_bbox_aux_dn: 1.571216 loss_giou_aux_dn: 2.843588 loss: 16.750347 eta: 3 days, 5:29:27 batch_cost: 0.5309 data_cost: 0.0012 ips: 7.5339 images/s [03/29 11:27:22] ppdet.engine INFO: Epoch: [2] [5300/7329] learning_rate: 0.000100 loss_class: 0.595209 loss_bbox: 0.169313 loss_giou: 0.396885 loss_class_aux: 4.061585 loss_bbox_aux: 1.096833 loss_giou_aux: 2.588673 loss_class_dn: 0.356179 loss_bbox_dn: 0.267334 loss_giou_dn: 0.423555 loss_class_aux_dn: 1.905597 loss_bbox_aux_dn: 1.413298 loss_giou_aux_dn: 2.359612 loss: 15.853056 eta: 3 days, 5:27:00 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7981 images/s [03/29 11:28:21] ppdet.engine INFO: Epoch: [2] [5400/7329] learning_rate: 0.000100 loss_class: 0.721764 loss_bbox: 0.211152 loss_giou: 0.437393 loss_class_aux: 4.785119 loss_bbox_aux: 1.404569 loss_giou_aux: 2.751990 loss_class_dn: 0.402482 loss_bbox_dn: 0.339288 loss_giou_dn: 0.542236 loss_class_aux_dn: 2.074516 loss_bbox_aux_dn: 1.828558 loss_giou_aux_dn: 2.962187 loss: 19.342056 eta: 3 days, 5:25:37 batch_cost: 0.5380 data_cost: 0.0013 ips: 7.4343 images/s [03/29 11:29:28] ppdet.engine INFO: Epoch: [2] [5500/7329] learning_rate: 0.000100 loss_class: 0.693846 loss_bbox: 0.189172 loss_giou: 0.496175 loss_class_aux: 4.373175 loss_bbox_aux: 1.360638 loss_giou_aux: 3.068515 loss_class_dn: 0.369846 loss_bbox_dn: 0.317669 loss_giou_dn: 0.546623 loss_class_aux_dn: 1.921319 loss_bbox_aux_dn: 1.724246 loss_giou_aux_dn: 2.953536 loss: 18.410202 eta: 3 days, 5:27:15 batch_cost: 0.6099 data_cost: 0.0013 ips: 6.5589 images/s [03/29 11:30:26] ppdet.engine INFO: Epoch: [2] [5600/7329] learning_rate: 0.000100 loss_class: 0.747943 loss_bbox: 0.222110 loss_giou: 0.578304 loss_class_aux: 4.751881 loss_bbox_aux: 1.401425 loss_giou_aux: 3.658975 loss_class_dn: 0.428035 loss_bbox_dn: 0.300297 loss_giou_dn: 0.604245 loss_class_aux_dn: 2.226125 loss_bbox_aux_dn: 1.622694 loss_giou_aux_dn: 3.294765 loss: 20.470324 eta: 3 days, 5:25:11 batch_cost: 0.5220 data_cost: 0.0014 ips: 7.6633 images/s [03/29 11:31:24] ppdet.engine INFO: Epoch: [2] [5700/7329] learning_rate: 0.000100 loss_class: 0.683323 loss_bbox: 0.200929 loss_giou: 0.428769 loss_class_aux: 4.398433 loss_bbox_aux: 1.339802 loss_giou_aux: 2.778675 loss_class_dn: 0.372857 loss_bbox_dn: 0.319467 loss_giou_dn: 0.515348 loss_class_aux_dn: 1.947318 loss_bbox_aux_dn: 1.713431 loss_giou_aux_dn: 2.704523 loss: 19.105507 eta: 3 days, 5:23:18 batch_cost: 0.5257 data_cost: 0.0012 ips: 7.6093 images/s [03/29 11:32:26] ppdet.engine INFO: Epoch: [2] [5800/7329] learning_rate: 0.000100 loss_class: 0.751314 loss_bbox: 0.213904 loss_giou: 0.628612 loss_class_aux: 4.841354 loss_bbox_aux: 1.396586 loss_giou_aux: 4.068860 loss_class_dn: 0.446207 loss_bbox_dn: 0.312464 loss_giou_dn: 0.664245 loss_class_aux_dn: 2.303203 loss_bbox_aux_dn: 1.707029 loss_giou_aux_dn: 3.523798 loss: 21.135725 eta: 3 days, 5:22:59 batch_cost: 0.5636 data_cost: 0.0012 ips: 7.0976 images/s [03/29 11:33:25] ppdet.engine INFO: Epoch: [2] [5900/7329] learning_rate: 0.000100 loss_class: 0.731496 loss_bbox: 0.201657 loss_giou: 0.535973 loss_class_aux: 4.877282 loss_bbox_aux: 1.288657 loss_giou_aux: 3.468497 loss_class_dn: 0.410575 loss_bbox_dn: 0.292918 loss_giou_dn: 0.599775 loss_class_aux_dn: 2.171590 loss_bbox_aux_dn: 1.562144 loss_giou_aux_dn: 3.197198 loss: 19.766422 eta: 3 days, 5:21:17 batch_cost: 0.5302 data_cost: 0.0011 ips: 7.5440 images/s [03/29 11:34:28] ppdet.engine INFO: Epoch: [2] [6000/7329] learning_rate: 0.000100 loss_class: 0.717978 loss_bbox: 0.203649 loss_giou: 0.498089 loss_class_aux: 4.564868 loss_bbox_aux: 1.288871 loss_giou_aux: 3.173974 loss_class_dn: 0.403566 loss_bbox_dn: 0.294484 loss_giou_dn: 0.609595 loss_class_aux_dn: 2.059611 loss_bbox_aux_dn: 1.633860 loss_giou_aux_dn: 3.278152 loss: 18.765846 eta: 3 days, 5:21:12 batch_cost: 0.5695 data_cost: 0.0016 ips: 7.0235 images/s [03/29 11:35:27] ppdet.engine INFO: Epoch: [2] [6100/7329] learning_rate: 0.000100 loss_class: 0.690371 loss_bbox: 0.190407 loss_giou: 0.489615 loss_class_aux: 4.476604 loss_bbox_aux: 1.244806 loss_giou_aux: 3.184949 loss_class_dn: 0.416019 loss_bbox_dn: 0.262892 loss_giou_dn: 0.564483 loss_class_aux_dn: 2.154596 loss_bbox_aux_dn: 1.415769 loss_giou_aux_dn: 2.992830 loss: 18.440575 eta: 3 days, 5:19:59 batch_cost: 0.5419 data_cost: 0.0012 ips: 7.3810 images/s [03/29 11:36:24] ppdet.engine INFO: Epoch: [2] [6200/7329] learning_rate: 0.000100 loss_class: 0.731556 loss_bbox: 0.217180 loss_giou: 0.600484 loss_class_aux: 4.740850 loss_bbox_aux: 1.381453 loss_giou_aux: 3.828826 loss_class_dn: 0.436667 loss_bbox_dn: 0.278349 loss_giou_dn: 0.658272 loss_class_aux_dn: 2.323658 loss_bbox_aux_dn: 1.578500 loss_giou_aux_dn: 3.515866 loss: 19.894470 eta: 3 days, 5:17:24 batch_cost: 0.5079 data_cost: 0.0012 ips: 7.8759 images/s [03/29 11:37:28] ppdet.engine INFO: Epoch: [2] [6300/7329] learning_rate: 0.000100 loss_class: 0.654955 loss_bbox: 0.187781 loss_giou: 0.469017 loss_class_aux: 4.176957 loss_bbox_aux: 1.270459 loss_giou_aux: 2.930160 loss_class_dn: 0.369903 loss_bbox_dn: 0.298209 loss_giou_dn: 0.534034 loss_class_aux_dn: 1.913935 loss_bbox_aux_dn: 1.622183 loss_giou_aux_dn: 2.970141 loss: 17.524109 eta: 3 days, 5:17:55 batch_cost: 0.5845 data_cost: 0.0012 ips: 6.8440 images/s [03/29 11:38:30] ppdet.engine INFO: Epoch: [2] [6400/7329] learning_rate: 0.000100 loss_class: 0.671321 loss_bbox: 0.199228 loss_giou: 0.548027 loss_class_aux: 4.489676 loss_bbox_aux: 1.264214 loss_giou_aux: 3.414907 loss_class_dn: 0.410881 loss_bbox_dn: 0.291688 loss_giou_dn: 0.597337 loss_class_aux_dn: 2.157724 loss_bbox_aux_dn: 1.565352 loss_giou_aux_dn: 3.245095 loss: 19.939495 eta: 3 days, 5:17:24 batch_cost: 0.5593 data_cost: 0.0014 ips: 7.1521 images/s [03/29 11:39:29] ppdet.engine INFO: Epoch: [2] [6500/7329] learning_rate: 0.000100 loss_class: 0.689106 loss_bbox: 0.200686 loss_giou: 0.531920 loss_class_aux: 4.529385 loss_bbox_aux: 1.281314 loss_giou_aux: 3.388698 loss_class_dn: 0.410267 loss_bbox_dn: 0.294378 loss_giou_dn: 0.584082 loss_class_aux_dn: 2.140193 loss_bbox_aux_dn: 1.604408 loss_giou_aux_dn: 3.123759 loss: 19.672789 eta: 3 days, 5:16:07 batch_cost: 0.5397 data_cost: 0.0012 ips: 7.4115 images/s [03/29 11:40:30] ppdet.engine INFO: Epoch: [2] [6600/7329] learning_rate: 0.000100 loss_class: 0.743111 loss_bbox: 0.211378 loss_giou: 0.489175 loss_class_aux: 4.785878 loss_bbox_aux: 1.372011 loss_giou_aux: 3.284293 loss_class_dn: 0.428027 loss_bbox_dn: 0.297731 loss_giou_dn: 0.600698 loss_class_aux_dn: 2.208286 loss_bbox_aux_dn: 1.646487 loss_giou_aux_dn: 3.152350 loss: 19.778431 eta: 3 days, 5:15:07 batch_cost: 0.5472 data_cost: 0.0012 ips: 7.3099 images/s [03/29 11:41:32] ppdet.engine INFO: Epoch: [2] [6700/7329] learning_rate: 0.000100 loss_class: 0.746180 loss_bbox: 0.204181 loss_giou: 0.557996 loss_class_aux: 4.777843 loss_bbox_aux: 1.332887 loss_giou_aux: 3.432622 loss_class_dn: 0.405567 loss_bbox_dn: 0.287656 loss_giou_dn: 0.589272 loss_class_aux_dn: 2.132381 loss_bbox_aux_dn: 1.564777 loss_giou_aux_dn: 3.171854 loss: 19.959740 eta: 3 days, 5:14:43 batch_cost: 0.5622 data_cost: 0.0014 ips: 7.1154 images/s [03/29 11:42:33] ppdet.engine INFO: Epoch: [2] [6800/7329] learning_rate: 0.000100 loss_class: 0.673928 loss_bbox: 0.187321 loss_giou: 0.503859 loss_class_aux: 4.278379 loss_bbox_aux: 1.228136 loss_giou_aux: 3.153006 loss_class_dn: 0.390114 loss_bbox_dn: 0.289826 loss_giou_dn: 0.544778 loss_class_aux_dn: 2.045006 loss_bbox_aux_dn: 1.597276 loss_giou_aux_dn: 3.024632 loss: 18.709129 eta: 3 days, 5:14:05 batch_cost: 0.5563 data_cost: 0.0013 ips: 7.1905 images/s [03/29 11:43:32] ppdet.engine INFO: Epoch: [2] [6900/7329] learning_rate: 0.000100 loss_class: 0.677988 loss_bbox: 0.184874 loss_giou: 0.569545 loss_class_aux: 4.434773 loss_bbox_aux: 1.224567 loss_giou_aux: 3.707219 loss_class_dn: 0.422143 loss_bbox_dn: 0.271949 loss_giou_dn: 0.604619 loss_class_aux_dn: 2.164884 loss_bbox_aux_dn: 1.519918 loss_giou_aux_dn: 3.220747 loss: 19.137762 eta: 3 days, 5:12:42 batch_cost: 0.5374 data_cost: 0.0012 ips: 7.4431 images/s [03/29 11:44:35] ppdet.engine INFO: Epoch: [2] [7000/7329] learning_rate: 0.000100 loss_class: 0.672007 loss_bbox: 0.172393 loss_giou: 0.455245 loss_class_aux: 4.410017 loss_bbox_aux: 1.112476 loss_giou_aux: 2.926863 loss_class_dn: 0.390958 loss_bbox_dn: 0.256534 loss_giou_dn: 0.531174 loss_class_aux_dn: 2.054478 loss_bbox_aux_dn: 1.379326 loss_giou_aux_dn: 2.823210 loss: 17.945171 eta: 3 days, 5:12:42 batch_cost: 0.5726 data_cost: 0.0012 ips: 6.9860 images/s [03/29 11:45:33] ppdet.engine INFO: Epoch: [2] [7100/7329] learning_rate: 0.000100 loss_class: 0.685506 loss_bbox: 0.206574 loss_giou: 0.457992 loss_class_aux: 4.602104 loss_bbox_aux: 1.354070 loss_giou_aux: 2.950049 loss_class_dn: 0.401310 loss_bbox_dn: 0.288680 loss_giou_dn: 0.525856 loss_class_aux_dn: 2.076359 loss_bbox_aux_dn: 1.559851 loss_giou_aux_dn: 2.842488 loss: 17.770517 eta: 3 days, 5:10:55 batch_cost: 0.5270 data_cost: 0.0012 ips: 7.5904 images/s [03/29 11:46:34] ppdet.engine INFO: Epoch: [2] [7200/7329] learning_rate: 0.000100 loss_class: 0.747543 loss_bbox: 0.203971 loss_giou: 0.488120 loss_class_aux: 4.867753 loss_bbox_aux: 1.390868 loss_giou_aux: 3.207206 loss_class_dn: 0.405425 loss_bbox_dn: 0.337690 loss_giou_dn: 0.563781 loss_class_aux_dn: 2.105525 loss_bbox_aux_dn: 1.810394 loss_giou_aux_dn: 3.074327 loss: 19.829473 eta: 3 days, 5:10:04 batch_cost: 0.5509 data_cost: 0.0012 ips: 7.2602 images/s [03/29 11:47:37] ppdet.engine INFO: Epoch: [2] [7300/7329] learning_rate: 0.000100 loss_class: 0.712760 loss_bbox: 0.184196 loss_giou: 0.477490 loss_class_aux: 4.626968 loss_bbox_aux: 1.234325 loss_giou_aux: 3.034533 loss_class_dn: 0.393330 loss_bbox_dn: 0.280490 loss_giou_dn: 0.519172 loss_class_aux_dn: 2.071029 loss_bbox_aux_dn: 1.513625 loss_giou_aux_dn: 2.795377 loss: 18.166264 eta: 3 days, 5:10:13 batch_cost: 0.5769 data_cost: 0.0012 ips: 6.9341 images/s [03/29 11:48:02] ppdet.engine INFO: Eval iter: 0 [03/29 11:48:32] ppdet.engine INFO: Eval iter: 100 [03/29 11:49:00] ppdet.engine INFO: Eval iter: 200 [03/29 11:49:29] ppdet.engine INFO: Eval iter: 300 [03/29 11:49:57] ppdet.engine INFO: Eval iter: 400 [03/29 11:50:25] ppdet.engine INFO: Eval iter: 500 [03/29 11:50:53] ppdet.engine INFO: Eval iter: 600 [03/29 11:51:24] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/29 11:51:24] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.80s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.42s). Accumulating evaluation results... DONE (t=24.39s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.410 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.440 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.582 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.336 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.418 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.852 [03/29 11:54:00] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.918802441700795 [03/29 11:54:00] ppdet.engine INFO: Best test bbox ap is 0.410. [03/29 11:54:03] ppdet.engine INFO: Epoch: [3] [ 0/7329] learning_rate: 0.000100 loss_class: 0.718591 loss_bbox: 0.197976 loss_giou: 0.457336 loss_class_aux: 4.707432 loss_bbox_aux: 1.254855 loss_giou_aux: 2.945554 loss_class_dn: 0.415193 loss_bbox_dn: 0.293187 loss_giou_dn: 0.505388 loss_class_aux_dn: 2.150287 loss_bbox_aux_dn: 1.613362 loss_giou_aux_dn: 2.714190 loss: 18.166264 eta: 3 days, 5:11:07 batch_cost: 0.5945 data_cost: 0.0012 ips: 6.7279 images/s [03/29 11:55:02] ppdet.engine INFO: Epoch: [3] [ 100/7329] learning_rate: 0.000100 loss_class: 0.703312 loss_bbox: 0.196088 loss_giou: 0.509105 loss_class_aux: 4.690480 loss_bbox_aux: 1.276079 loss_giou_aux: 3.352925 loss_class_dn: 0.430606 loss_bbox_dn: 0.300586 loss_giou_dn: 0.600238 loss_class_aux_dn: 2.238380 loss_bbox_aux_dn: 1.660477 loss_giou_aux_dn: 3.260346 loss: 19.153969 eta: 3 days, 5:09:52 batch_cost: 0.5407 data_cost: 0.0011 ips: 7.3972 images/s [03/29 11:56:01] ppdet.engine INFO: Epoch: [3] [ 200/7329] learning_rate: 0.000100 loss_class: 0.638781 loss_bbox: 0.198320 loss_giou: 0.517903 loss_class_aux: 4.118780 loss_bbox_aux: 1.256295 loss_giou_aux: 3.321079 loss_class_dn: 0.373621 loss_bbox_dn: 0.242302 loss_giou_dn: 0.549034 loss_class_aux_dn: 1.962661 loss_bbox_aux_dn: 1.324974 loss_giou_aux_dn: 2.967634 loss: 18.101120 eta: 3 days, 5:08:15 batch_cost: 0.5313 data_cost: 0.0011 ips: 7.5281 images/s [03/29 11:56:56] ppdet.engine INFO: Epoch: [3] [ 300/7329] learning_rate: 0.000100 loss_class: 0.676185 loss_bbox: 0.169930 loss_giou: 0.460726 loss_class_aux: 4.473279 loss_bbox_aux: 1.132219 loss_giou_aux: 2.937753 loss_class_dn: 0.392628 loss_bbox_dn: 0.274595 loss_giou_dn: 0.549422 loss_class_aux_dn: 2.096455 loss_bbox_aux_dn: 1.490424 loss_giou_aux_dn: 2.974770 loss: 18.474728 eta: 3 days, 5:05:34 batch_cost: 0.5022 data_cost: 0.0011 ips: 7.9654 images/s [03/29 11:57:53] ppdet.engine INFO: Epoch: [3] [ 400/7329] learning_rate: 0.000100 loss_class: 0.761085 loss_bbox: 0.225314 loss_giou: 0.494824 loss_class_aux: 4.947603 loss_bbox_aux: 1.415084 loss_giou_aux: 3.129707 loss_class_dn: 0.419862 loss_bbox_dn: 0.309464 loss_giou_dn: 0.540037 loss_class_aux_dn: 2.169214 loss_bbox_aux_dn: 1.676757 loss_giou_aux_dn: 2.899432 loss: 19.778248 eta: 3 days, 5:03:17 batch_cost: 0.5129 data_cost: 0.0014 ips: 7.7981 images/s [03/29 11:58:58] ppdet.engine INFO: Epoch: [3] [ 500/7329] learning_rate: 0.000100 loss_class: 0.600072 loss_bbox: 0.149124 loss_giou: 0.344457 loss_class_aux: 4.052382 loss_bbox_aux: 1.041419 loss_giou_aux: 2.373456 loss_class_dn: 0.349690 loss_bbox_dn: 0.270052 loss_giou_dn: 0.446409 loss_class_aux_dn: 1.818640 loss_bbox_aux_dn: 1.475495 loss_giou_aux_dn: 2.470154 loss: 15.509933 eta: 3 days, 5:04:12 batch_cost: 0.5978 data_cost: 0.0012 ips: 6.6912 images/s [03/29 11:59:55] ppdet.engine INFO: Epoch: [3] [ 600/7329] learning_rate: 0.000100 loss_class: 0.745244 loss_bbox: 0.223512 loss_giou: 0.556922 loss_class_aux: 4.802156 loss_bbox_aux: 1.420089 loss_giou_aux: 3.645739 loss_class_dn: 0.429192 loss_bbox_dn: 0.297325 loss_giou_dn: 0.604569 loss_class_aux_dn: 2.248403 loss_bbox_aux_dn: 1.568811 loss_giou_aux_dn: 3.167737 loss: 20.685890 eta: 3 days, 5:01:51 batch_cost: 0.5110 data_cost: 0.0012 ips: 7.8277 images/s [03/29 12:00:55] ppdet.engine INFO: Epoch: [3] [ 700/7329] learning_rate: 0.000100 loss_class: 0.673452 loss_bbox: 0.187960 loss_giou: 0.484759 loss_class_aux: 4.404022 loss_bbox_aux: 1.217410 loss_giou_aux: 3.191936 loss_class_dn: 0.386569 loss_bbox_dn: 0.234011 loss_giou_dn: 0.535574 loss_class_aux_dn: 2.035593 loss_bbox_aux_dn: 1.285374 loss_giou_aux_dn: 2.879552 loss: 17.817959 eta: 3 days, 5:00:43 batch_cost: 0.5431 data_cost: 0.0013 ips: 7.3652 images/s [03/29 12:02:00] ppdet.engine INFO: Epoch: [3] [ 800/7329] learning_rate: 0.000100 loss_class: 0.695012 loss_bbox: 0.209482 loss_giou: 0.451622 loss_class_aux: 4.533011 loss_bbox_aux: 1.380233 loss_giou_aux: 2.909499 loss_class_dn: 0.393239 loss_bbox_dn: 0.311211 loss_giou_dn: 0.513164 loss_class_aux_dn: 2.044837 loss_bbox_aux_dn: 1.682027 loss_giou_aux_dn: 2.794535 loss: 18.845776 eta: 3 days, 5:01:08 batch_cost: 0.5851 data_cost: 0.0013 ips: 6.8365 images/s [03/29 12:03:09] ppdet.engine INFO: Epoch: [3] [ 900/7329] learning_rate: 0.000100 loss_class: 0.743891 loss_bbox: 0.212788 loss_giou: 0.450657 loss_class_aux: 4.782350 loss_bbox_aux: 1.398147 loss_giou_aux: 2.918309 loss_class_dn: 0.418492 loss_bbox_dn: 0.319749 loss_giou_dn: 0.530109 loss_class_aux_dn: 2.122038 loss_bbox_aux_dn: 1.718000 loss_giou_aux_dn: 2.847420 loss: 18.555420 eta: 3 days, 5:03:14 batch_cost: 0.6311 data_cost: 0.0012 ips: 6.3378 images/s [03/29 12:04:09] ppdet.engine INFO: Epoch: [3] [1000/7329] learning_rate: 0.000100 loss_class: 0.754422 loss_bbox: 0.187839 loss_giou: 0.497633 loss_class_aux: 4.939891 loss_bbox_aux: 1.269068 loss_giou_aux: 3.218174 loss_class_dn: 0.430178 loss_bbox_dn: 0.299075 loss_giou_dn: 0.581742 loss_class_aux_dn: 2.287365 loss_bbox_aux_dn: 1.624459 loss_giou_aux_dn: 3.098843 loss: 19.657244 eta: 3 days, 5:02:25 batch_cost: 0.5520 data_cost: 0.0012 ips: 7.2459 images/s [03/29 12:05:11] ppdet.engine INFO: Epoch: [3] [1100/7329] learning_rate: 0.000100 loss_class: 0.646520 loss_bbox: 0.163816 loss_giou: 0.431936 loss_class_aux: 4.414128 loss_bbox_aux: 1.112801 loss_giou_aux: 2.782248 loss_class_dn: 0.371294 loss_bbox_dn: 0.258179 loss_giou_dn: 0.499429 loss_class_aux_dn: 1.959725 loss_bbox_aux_dn: 1.434204 loss_giou_aux_dn: 2.661055 loss: 17.895878 eta: 3 days, 5:01:39 batch_cost: 0.5536 data_cost: 0.0019 ips: 7.2255 images/s [03/29 12:06:10] ppdet.engine INFO: Epoch: [3] [1200/7329] learning_rate: 0.000100 loss_class: 0.643177 loss_bbox: 0.180740 loss_giou: 0.518930 loss_class_aux: 4.300553 loss_bbox_aux: 1.141750 loss_giou_aux: 3.252856 loss_class_dn: 0.384858 loss_bbox_dn: 0.244363 loss_giou_dn: 0.538154 loss_class_aux_dn: 2.000259 loss_bbox_aux_dn: 1.289102 loss_giou_aux_dn: 2.837244 loss: 18.025169 eta: 3 days, 5:00:19 batch_cost: 0.5382 data_cost: 0.0012 ips: 7.4327 images/s [03/29 12:07:08] ppdet.engine INFO: Epoch: [3] [1300/7329] learning_rate: 0.000100 loss_class: 0.774250 loss_bbox: 0.217415 loss_giou: 0.630886 loss_class_aux: 5.056517 loss_bbox_aux: 1.443519 loss_giou_aux: 3.937748 loss_class_dn: 0.433523 loss_bbox_dn: 0.293643 loss_giou_dn: 0.624726 loss_class_aux_dn: 2.304686 loss_bbox_aux_dn: 1.569719 loss_giou_aux_dn: 3.299872 loss: 20.082880 eta: 3 days, 4:58:27 batch_cost: 0.5232 data_cost: 0.0011 ips: 7.6450 images/s [03/29 12:08:05] ppdet.engine INFO: Epoch: [3] [1400/7329] learning_rate: 0.000100 loss_class: 0.725356 loss_bbox: 0.199471 loss_giou: 0.620041 loss_class_aux: 4.639534 loss_bbox_aux: 1.355598 loss_giou_aux: 3.956662 loss_class_dn: 0.423378 loss_bbox_dn: 0.296413 loss_giou_dn: 0.625266 loss_class_aux_dn: 2.228144 loss_bbox_aux_dn: 1.589731 loss_giou_aux_dn: 3.428812 loss: 20.154980 eta: 3 days, 4:56:24 batch_cost: 0.5178 data_cost: 0.0012 ips: 7.7257 images/s [03/29 12:09:06] ppdet.engine INFO: Epoch: [3] [1500/7329] learning_rate: 0.000100 loss_class: 0.790161 loss_bbox: 0.204238 loss_giou: 0.589450 loss_class_aux: 5.051681 loss_bbox_aux: 1.330922 loss_giou_aux: 3.706438 loss_class_dn: 0.440272 loss_bbox_dn: 0.286992 loss_giou_dn: 0.652102 loss_class_aux_dn: 2.285024 loss_bbox_aux_dn: 1.520662 loss_giou_aux_dn: 3.446375 loss: 20.915922 eta: 3 days, 4:55:31 batch_cost: 0.5501 data_cost: 0.0012 ips: 7.2716 images/s [03/29 12:10:12] ppdet.engine INFO: Epoch: [3] [1600/7329] learning_rate: 0.000100 loss_class: 0.670212 loss_bbox: 0.171087 loss_giou: 0.475498 loss_class_aux: 4.349311 loss_bbox_aux: 1.155556 loss_giou_aux: 2.988290 loss_class_dn: 0.388411 loss_bbox_dn: 0.265314 loss_giou_dn: 0.525492 loss_class_aux_dn: 2.030416 loss_bbox_aux_dn: 1.468033 loss_giou_aux_dn: 2.818343 loss: 17.419113 eta: 3 days, 4:56:07 batch_cost: 0.5918 data_cost: 0.0016 ips: 6.7587 images/s [03/29 12:11:27] ppdet.engine INFO: Epoch: [3] [1700/7329] learning_rate: 0.000100 loss_class: 0.705490 loss_bbox: 0.189525 loss_giou: 0.414663 loss_class_aux: 4.562786 loss_bbox_aux: 1.297657 loss_giou_aux: 2.681093 loss_class_dn: 0.380362 loss_bbox_dn: 0.279780 loss_giou_dn: 0.509124 loss_class_aux_dn: 2.036252 loss_bbox_aux_dn: 1.569694 loss_giou_aux_dn: 2.741162 loss: 18.209877 eta: 3 days, 4:58:49 batch_cost: 0.6513 data_cost: 0.0015 ips: 6.1411 images/s [03/29 12:12:30] ppdet.engine INFO: Epoch: [3] [1800/7329] learning_rate: 0.000100 loss_class: 0.644284 loss_bbox: 0.181628 loss_giou: 0.475878 loss_class_aux: 4.298708 loss_bbox_aux: 1.242389 loss_giou_aux: 2.973894 loss_class_dn: 0.387167 loss_bbox_dn: 0.260818 loss_giou_dn: 0.490658 loss_class_aux_dn: 2.025661 loss_bbox_aux_dn: 1.409833 loss_giou_aux_dn: 2.722305 loss: 17.462727 eta: 3 days, 4:58:49 batch_cost: 0.5760 data_cost: 0.0012 ips: 6.9446 images/s [03/29 12:13:37] ppdet.engine INFO: Epoch: [3] [1900/7329] learning_rate: 0.000100 loss_class: 0.673199 loss_bbox: 0.195384 loss_giou: 0.506689 loss_class_aux: 4.352782 loss_bbox_aux: 1.272593 loss_giou_aux: 3.307292 loss_class_dn: 0.411490 loss_bbox_dn: 0.268258 loss_giou_dn: 0.572200 loss_class_aux_dn: 2.163942 loss_bbox_aux_dn: 1.495111 loss_giou_aux_dn: 3.031097 loss: 18.666592 eta: 3 days, 5:00:04 batch_cost: 0.6116 data_cost: 0.0014 ips: 6.5406 images/s [03/29 12:14:42] ppdet.engine INFO: Epoch: [3] [2000/7329] learning_rate: 0.000100 loss_class: 0.701945 loss_bbox: 0.190531 loss_giou: 0.524877 loss_class_aux: 4.537726 loss_bbox_aux: 1.267461 loss_giou_aux: 3.240669 loss_class_dn: 0.400721 loss_bbox_dn: 0.269915 loss_giou_dn: 0.544002 loss_class_aux_dn: 2.072292 loss_bbox_aux_dn: 1.495130 loss_giou_aux_dn: 2.959475 loss: 18.540319 eta: 3 days, 5:01:03 batch_cost: 0.6044 data_cost: 0.0012 ips: 6.6180 images/s [03/29 12:15:44] ppdet.engine INFO: Epoch: [3] [2100/7329] learning_rate: 0.000100 loss_class: 0.731340 loss_bbox: 0.190236 loss_giou: 0.540048 loss_class_aux: 4.686090 loss_bbox_aux: 1.229682 loss_giou_aux: 3.502873 loss_class_dn: 0.415629 loss_bbox_dn: 0.254872 loss_giou_dn: 0.582044 loss_class_aux_dn: 2.144193 loss_bbox_aux_dn: 1.396462 loss_giou_aux_dn: 3.005546 loss: 18.806812 eta: 3 days, 5:00:27 batch_cost: 0.5597 data_cost: 0.0012 ips: 7.1466 images/s [03/29 12:16:46] ppdet.engine INFO: Epoch: [3] [2200/7329] learning_rate: 0.000100 loss_class: 0.710827 loss_bbox: 0.190896 loss_giou: 0.524322 loss_class_aux: 4.485698 loss_bbox_aux: 1.256525 loss_giou_aux: 3.399250 loss_class_dn: 0.389702 loss_bbox_dn: 0.250997 loss_giou_dn: 0.551352 loss_class_aux_dn: 2.077086 loss_bbox_aux_dn: 1.394514 loss_giou_aux_dn: 2.895501 loss: 18.019913 eta: 3 days, 4:59:50 batch_cost: 0.5590 data_cost: 0.0013 ips: 7.1551 images/s [03/29 12:17:49] ppdet.engine INFO: Epoch: [3] [2300/7329] learning_rate: 0.000100 loss_class: 0.717785 loss_bbox: 0.197750 loss_giou: 0.506368 loss_class_aux: 4.642808 loss_bbox_aux: 1.329984 loss_giou_aux: 3.250029 loss_class_dn: 0.388884 loss_bbox_dn: 0.322643 loss_giou_dn: 0.571934 loss_class_aux_dn: 2.034592 loss_bbox_aux_dn: 1.766217 loss_giou_aux_dn: 3.040369 loss: 18.419661 eta: 3 days, 4:59:33 batch_cost: 0.5691 data_cost: 0.0013 ips: 7.0292 images/s [03/29 12:18:46] ppdet.engine INFO: Epoch: [3] [2400/7329] learning_rate: 0.000100 loss_class: 0.676256 loss_bbox: 0.205408 loss_giou: 0.469768 loss_class_aux: 4.524187 loss_bbox_aux: 1.309979 loss_giou_aux: 2.996560 loss_class_dn: 0.398741 loss_bbox_dn: 0.294488 loss_giou_dn: 0.521540 loss_class_aux_dn: 2.063985 loss_bbox_aux_dn: 1.687529 loss_giou_aux_dn: 2.780938 loss: 17.828461 eta: 3 days, 4:57:30 batch_cost: 0.5176 data_cost: 0.0012 ips: 7.7279 images/s [03/29 12:19:43] ppdet.engine INFO: Epoch: [3] [2500/7329] learning_rate: 0.000100 loss_class: 0.723312 loss_bbox: 0.182084 loss_giou: 0.527409 loss_class_aux: 4.680828 loss_bbox_aux: 1.171844 loss_giou_aux: 3.374866 loss_class_dn: 0.432701 loss_bbox_dn: 0.255971 loss_giou_dn: 0.606482 loss_class_aux_dn: 2.247724 loss_bbox_aux_dn: 1.410522 loss_giou_aux_dn: 3.207840 loss: 19.120918 eta: 3 days, 4:55:22 batch_cost: 0.5148 data_cost: 0.0012 ips: 7.7702 images/s [03/29 12:20:49] ppdet.engine INFO: Epoch: [3] [2600/7329] learning_rate: 0.000100 loss_class: 0.654072 loss_bbox: 0.207367 loss_giou: 0.456627 loss_class_aux: 4.258122 loss_bbox_aux: 1.259940 loss_giou_aux: 2.919806 loss_class_dn: 0.377553 loss_bbox_dn: 0.286402 loss_giou_dn: 0.532833 loss_class_aux_dn: 1.965706 loss_bbox_aux_dn: 1.528687 loss_giou_aux_dn: 2.872705 loss: 17.622982 eta: 3 days, 4:56:14 batch_cost: 0.6026 data_cost: 0.0012 ips: 6.6374 images/s [03/29 12:21:45] ppdet.engine INFO: Epoch: [3] [2700/7329] learning_rate: 0.000100 loss_class: 0.635281 loss_bbox: 0.181028 loss_giou: 0.491418 loss_class_aux: 4.230426 loss_bbox_aux: 1.146926 loss_giou_aux: 3.067643 loss_class_dn: 0.386181 loss_bbox_dn: 0.245679 loss_giou_dn: 0.526756 loss_class_aux_dn: 2.000869 loss_bbox_aux_dn: 1.351229 loss_giou_aux_dn: 2.846103 loss: 17.285065 eta: 3 days, 4:53:51 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8819 images/s [03/29 12:22:41] ppdet.engine INFO: Epoch: [3] [2800/7329] learning_rate: 0.000100 loss_class: 0.731320 loss_bbox: 0.186606 loss_giou: 0.526389 loss_class_aux: 4.739950 loss_bbox_aux: 1.203912 loss_giou_aux: 3.287557 loss_class_dn: 0.394583 loss_bbox_dn: 0.287523 loss_giou_dn: 0.549474 loss_class_aux_dn: 2.077260 loss_bbox_aux_dn: 1.590195 loss_giou_aux_dn: 3.033888 loss: 18.491283 eta: 3 days, 4:51:28 batch_cost: 0.5068 data_cost: 0.0012 ips: 7.8934 images/s [03/29 12:23:42] ppdet.engine INFO: Epoch: [3] [2900/7329] learning_rate: 0.000100 loss_class: 0.721021 loss_bbox: 0.191321 loss_giou: 0.452083 loss_class_aux: 4.600071 loss_bbox_aux: 1.223641 loss_giou_aux: 2.923114 loss_class_dn: 0.423835 loss_bbox_dn: 0.275617 loss_giou_dn: 0.551319 loss_class_aux_dn: 2.173919 loss_bbox_aux_dn: 1.492985 loss_giou_aux_dn: 2.975126 loss: 18.343445 eta: 3 days, 4:50:32 batch_cost: 0.5497 data_cost: 0.0012 ips: 7.2770 images/s [03/29 12:24:40] ppdet.engine INFO: Epoch: [3] [3000/7329] learning_rate: 0.000100 loss_class: 0.652434 loss_bbox: 0.207966 loss_giou: 0.396949 loss_class_aux: 4.277711 loss_bbox_aux: 1.309132 loss_giou_aux: 2.525740 loss_class_dn: 0.358159 loss_bbox_dn: 0.285763 loss_giou_dn: 0.466986 loss_class_aux_dn: 1.902676 loss_bbox_aux_dn: 1.528637 loss_giou_aux_dn: 2.504022 loss: 17.275452 eta: 3 days, 4:48:59 batch_cost: 0.5315 data_cost: 0.0012 ips: 7.5259 images/s [03/29 12:25:38] ppdet.engine INFO: Epoch: [3] [3100/7329] learning_rate: 0.000100 loss_class: 0.679236 loss_bbox: 0.177664 loss_giou: 0.492303 loss_class_aux: 4.463275 loss_bbox_aux: 1.109593 loss_giou_aux: 3.143532 loss_class_dn: 0.380841 loss_bbox_dn: 0.278058 loss_giou_dn: 0.547089 loss_class_aux_dn: 1.949124 loss_bbox_aux_dn: 1.518337 loss_giou_aux_dn: 2.953131 loss: 17.993492 eta: 3 days, 4:47:02 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7034 images/s [03/29 12:26:41] ppdet.engine INFO: Epoch: [3] [3200/7329] learning_rate: 0.000100 loss_class: 0.698247 loss_bbox: 0.201323 loss_giou: 0.417186 loss_class_aux: 4.561014 loss_bbox_aux: 1.290841 loss_giou_aux: 2.726705 loss_class_dn: 0.387302 loss_bbox_dn: 0.302026 loss_giou_dn: 0.529768 loss_class_aux_dn: 2.013061 loss_bbox_aux_dn: 1.635062 loss_giou_aux_dn: 2.874371 loss: 17.760435 eta: 3 days, 4:47:06 batch_cost: 0.5797 data_cost: 0.0012 ips: 6.9004 images/s [03/29 12:27:40] ppdet.engine INFO: Epoch: [3] [3300/7329] learning_rate: 0.000100 loss_class: 0.678313 loss_bbox: 0.182987 loss_giou: 0.449367 loss_class_aux: 4.520811 loss_bbox_aux: 1.223871 loss_giou_aux: 2.885317 loss_class_dn: 0.380552 loss_bbox_dn: 0.249314 loss_giou_dn: 0.480821 loss_class_aux_dn: 2.013223 loss_bbox_aux_dn: 1.375953 loss_giou_aux_dn: 2.627852 loss: 18.042557 eta: 3 days, 4:45:27 batch_cost: 0.5275 data_cost: 0.0012 ips: 7.5833 images/s [03/29 12:28:38] ppdet.engine INFO: Epoch: [3] [3400/7329] learning_rate: 0.000100 loss_class: 0.713743 loss_bbox: 0.189371 loss_giou: 0.591051 loss_class_aux: 4.672287 loss_bbox_aux: 1.208068 loss_giou_aux: 3.748327 loss_class_dn: 0.416706 loss_bbox_dn: 0.276787 loss_giou_dn: 0.603470 loss_class_aux_dn: 2.160559 loss_bbox_aux_dn: 1.507891 loss_giou_aux_dn: 3.211243 loss: 19.312948 eta: 3 days, 4:43:44 batch_cost: 0.5262 data_cost: 0.0012 ips: 7.6013 images/s [03/29 12:29:40] ppdet.engine INFO: Epoch: [3] [3500/7329] learning_rate: 0.000100 loss_class: 0.735379 loss_bbox: 0.206581 loss_giou: 0.482972 loss_class_aux: 4.792940 loss_bbox_aux: 1.313249 loss_giou_aux: 3.241179 loss_class_dn: 0.424714 loss_bbox_dn: 0.288362 loss_giou_dn: 0.548441 loss_class_aux_dn: 2.214082 loss_bbox_aux_dn: 1.605152 loss_giou_aux_dn: 3.000822 loss: 19.811312 eta: 3 days, 4:43:19 batch_cost: 0.5647 data_cost: 0.0012 ips: 7.0834 images/s [03/29 12:30:40] ppdet.engine INFO: Epoch: [3] [3600/7329] learning_rate: 0.000100 loss_class: 0.684174 loss_bbox: 0.189843 loss_giou: 0.536263 loss_class_aux: 4.347035 loss_bbox_aux: 1.213953 loss_giou_aux: 3.317363 loss_class_dn: 0.397798 loss_bbox_dn: 0.260800 loss_giou_dn: 0.559998 loss_class_aux_dn: 2.065388 loss_bbox_aux_dn: 1.475697 loss_giou_aux_dn: 2.965220 loss: 19.191423 eta: 3 days, 4:42:28 batch_cost: 0.5521 data_cost: 0.0012 ips: 7.2451 images/s [03/29 12:31:42] ppdet.engine INFO: Epoch: [3] [3700/7329] learning_rate: 0.000100 loss_class: 0.682788 loss_bbox: 0.187504 loss_giou: 0.474931 loss_class_aux: 4.335778 loss_bbox_aux: 1.271629 loss_giou_aux: 2.995404 loss_class_dn: 0.381956 loss_bbox_dn: 0.281701 loss_giou_dn: 0.524249 loss_class_aux_dn: 1.980357 loss_bbox_aux_dn: 1.517541 loss_giou_aux_dn: 2.800736 loss: 18.470970 eta: 3 days, 4:41:51 batch_cost: 0.5595 data_cost: 0.0012 ips: 7.1491 images/s [03/29 12:32:42] ppdet.engine INFO: Epoch: [3] [3800/7329] learning_rate: 0.000100 loss_class: 0.662444 loss_bbox: 0.194090 loss_giou: 0.520400 loss_class_aux: 4.336156 loss_bbox_aux: 1.208624 loss_giou_aux: 3.250338 loss_class_dn: 0.418146 loss_bbox_dn: 0.260454 loss_giou_dn: 0.583581 loss_class_aux_dn: 2.162171 loss_bbox_aux_dn: 1.392246 loss_giou_aux_dn: 3.055282 loss: 18.768856 eta: 3 days, 4:40:42 batch_cost: 0.5426 data_cost: 0.0013 ips: 7.3713 images/s [03/29 12:33:40] ppdet.engine INFO: Epoch: [3] [3900/7329] learning_rate: 0.000100 loss_class: 0.685071 loss_bbox: 0.189294 loss_giou: 0.493191 loss_class_aux: 4.389351 loss_bbox_aux: 1.204470 loss_giou_aux: 3.116136 loss_class_dn: 0.407844 loss_bbox_dn: 0.271796 loss_giou_dn: 0.612430 loss_class_aux_dn: 2.094523 loss_bbox_aux_dn: 1.502929 loss_giou_aux_dn: 3.281590 loss: 19.370842 eta: 3 days, 4:38:51 batch_cost: 0.5209 data_cost: 0.0015 ips: 7.6791 images/s [03/29 12:34:36] ppdet.engine INFO: Epoch: [3] [4000/7329] learning_rate: 0.000100 loss_class: 0.719823 loss_bbox: 0.181279 loss_giou: 0.509846 loss_class_aux: 4.650927 loss_bbox_aux: 1.165939 loss_giou_aux: 3.285696 loss_class_dn: 0.412194 loss_bbox_dn: 0.284059 loss_giou_dn: 0.547638 loss_class_aux_dn: 2.176362 loss_bbox_aux_dn: 1.487950 loss_giou_aux_dn: 2.952239 loss: 18.643713 eta: 3 days, 4:36:34 batch_cost: 0.5076 data_cost: 0.0012 ips: 7.8795 images/s [03/29 12:35:34] ppdet.engine INFO: Epoch: [3] [4100/7329] learning_rate: 0.000100 loss_class: 0.733149 loss_bbox: 0.201549 loss_giou: 0.491987 loss_class_aux: 4.741292 loss_bbox_aux: 1.362825 loss_giou_aux: 3.144167 loss_class_dn: 0.424314 loss_bbox_dn: 0.298734 loss_giou_dn: 0.570490 loss_class_aux_dn: 2.200320 loss_bbox_aux_dn: 1.728786 loss_giou_aux_dn: 3.011983 loss: 19.744781 eta: 3 days, 4:35:01 batch_cost: 0.5302 data_cost: 0.0012 ips: 7.5449 images/s [03/29 12:36:30] ppdet.engine INFO: Epoch: [3] [4200/7329] learning_rate: 0.000100 loss_class: 0.687096 loss_bbox: 0.174299 loss_giou: 0.497273 loss_class_aux: 4.348454 loss_bbox_aux: 1.106502 loss_giou_aux: 3.163332 loss_class_dn: 0.395450 loss_bbox_dn: 0.244150 loss_giou_dn: 0.545415 loss_class_aux_dn: 2.036707 loss_bbox_aux_dn: 1.298087 loss_giou_aux_dn: 2.940934 loss: 18.161011 eta: 3 days, 4:32:40 batch_cost: 0.5047 data_cost: 0.0012 ips: 7.9255 images/s [03/29 12:37:32] ppdet.engine INFO: Epoch: [3] [4300/7329] learning_rate: 0.000100 loss_class: 0.719623 loss_bbox: 0.184780 loss_giou: 0.554185 loss_class_aux: 4.754864 loss_bbox_aux: 1.203701 loss_giou_aux: 3.337301 loss_class_dn: 0.425889 loss_bbox_dn: 0.258904 loss_giou_dn: 0.574479 loss_class_aux_dn: 2.228534 loss_bbox_aux_dn: 1.394082 loss_giou_aux_dn: 3.103520 loss: 18.910904 eta: 3 days, 4:32:14 batch_cost: 0.5642 data_cost: 0.0011 ips: 7.0897 images/s [03/29 12:38:32] ppdet.engine INFO: Epoch: [3] [4400/7329] learning_rate: 0.000100 loss_class: 0.736543 loss_bbox: 0.183070 loss_giou: 0.512760 loss_class_aux: 4.697961 loss_bbox_aux: 1.192906 loss_giou_aux: 3.287928 loss_class_dn: 0.392349 loss_bbox_dn: 0.252332 loss_giou_dn: 0.543470 loss_class_aux_dn: 2.056166 loss_bbox_aux_dn: 1.409243 loss_giou_aux_dn: 2.878826 loss: 19.008820 eta: 3 days, 4:31:10 batch_cost: 0.5452 data_cost: 0.0013 ips: 7.3372 images/s [03/29 12:39:30] ppdet.engine INFO: Epoch: [3] [4500/7329] learning_rate: 0.000100 loss_class: 0.670515 loss_bbox: 0.191098 loss_giou: 0.484033 loss_class_aux: 4.443678 loss_bbox_aux: 1.267564 loss_giou_aux: 3.029204 loss_class_dn: 0.381227 loss_bbox_dn: 0.275930 loss_giou_dn: 0.520889 loss_class_aux_dn: 1.990891 loss_bbox_aux_dn: 1.488605 loss_giou_aux_dn: 2.842976 loss: 18.244635 eta: 3 days, 4:29:34 batch_cost: 0.5277 data_cost: 0.0012 ips: 7.5803 images/s [03/29 12:40:29] ppdet.engine INFO: Epoch: [3] [4600/7329] learning_rate: 0.000100 loss_class: 0.671547 loss_bbox: 0.186845 loss_giou: 0.451244 loss_class_aux: 4.442867 loss_bbox_aux: 1.242616 loss_giou_aux: 2.879454 loss_class_dn: 0.393728 loss_bbox_dn: 0.264677 loss_giou_dn: 0.508094 loss_class_aux_dn: 2.068483 loss_bbox_aux_dn: 1.452128 loss_giou_aux_dn: 2.720064 loss: 18.535044 eta: 3 days, 4:28:01 batch_cost: 0.5290 data_cost: 0.0012 ips: 7.5620 images/s [03/29 12:41:28] ppdet.engine INFO: Epoch: [3] [4700/7329] learning_rate: 0.000100 loss_class: 0.624320 loss_bbox: 0.163076 loss_giou: 0.474773 loss_class_aux: 4.055189 loss_bbox_aux: 1.142758 loss_giou_aux: 3.066756 loss_class_dn: 0.354216 loss_bbox_dn: 0.238542 loss_giou_dn: 0.496199 loss_class_aux_dn: 1.915998 loss_bbox_aux_dn: 1.328077 loss_giou_aux_dn: 2.666907 loss: 16.724382 eta: 3 days, 4:26:34 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5091 images/s [03/29 12:42:31] ppdet.engine INFO: Epoch: [3] [4800/7329] learning_rate: 0.000100 loss_class: 0.659017 loss_bbox: 0.191800 loss_giou: 0.483933 loss_class_aux: 4.417801 loss_bbox_aux: 1.249110 loss_giou_aux: 3.055601 loss_class_dn: 0.407121 loss_bbox_dn: 0.305864 loss_giou_dn: 0.559842 loss_class_aux_dn: 2.099813 loss_bbox_aux_dn: 1.669353 loss_giou_aux_dn: 2.953133 loss: 19.022398 eta: 3 days, 4:26:23 batch_cost: 0.5727 data_cost: 0.0012 ips: 6.9842 images/s [03/29 12:43:27] ppdet.engine INFO: Epoch: [3] [4900/7329] learning_rate: 0.000100 loss_class: 0.700855 loss_bbox: 0.196852 loss_giou: 0.550289 loss_class_aux: 4.516886 loss_bbox_aux: 1.249403 loss_giou_aux: 3.588171 loss_class_dn: 0.419058 loss_bbox_dn: 0.283038 loss_giou_dn: 0.630725 loss_class_aux_dn: 2.210786 loss_bbox_aux_dn: 1.521369 loss_giou_aux_dn: 3.336117 loss: 19.712179 eta: 3 days, 4:24:16 batch_cost: 0.5107 data_cost: 0.0012 ips: 7.8325 images/s [03/29 12:44:26] ppdet.engine INFO: Epoch: [3] [5000/7329] learning_rate: 0.000100 loss_class: 0.662371 loss_bbox: 0.185460 loss_giou: 0.429588 loss_class_aux: 4.406600 loss_bbox_aux: 1.215840 loss_giou_aux: 2.728929 loss_class_dn: 0.368653 loss_bbox_dn: 0.268587 loss_giou_dn: 0.502745 loss_class_aux_dn: 1.924777 loss_bbox_aux_dn: 1.476598 loss_giou_aux_dn: 2.737213 loss: 17.586712 eta: 3 days, 4:22:40 batch_cost: 0.5268 data_cost: 0.0013 ips: 7.5934 images/s [03/29 12:45:26] ppdet.engine INFO: Epoch: [3] [5100/7329] learning_rate: 0.000100 loss_class: 0.809309 loss_bbox: 0.188878 loss_giou: 0.583317 loss_class_aux: 5.077754 loss_bbox_aux: 1.283448 loss_giou_aux: 3.717439 loss_class_dn: 0.463609 loss_bbox_dn: 0.282392 loss_giou_dn: 0.663583 loss_class_aux_dn: 2.468532 loss_bbox_aux_dn: 1.519795 loss_giou_aux_dn: 3.488478 loss: 21.653135 eta: 3 days, 4:21:29 batch_cost: 0.5405 data_cost: 0.0014 ips: 7.4008 images/s [03/29 12:46:25] ppdet.engine INFO: Epoch: [3] [5200/7329] learning_rate: 0.000100 loss_class: 0.684566 loss_bbox: 0.185409 loss_giou: 0.487830 loss_class_aux: 4.511948 loss_bbox_aux: 1.283072 loss_giou_aux: 2.980996 loss_class_dn: 0.391795 loss_bbox_dn: 0.282722 loss_giou_dn: 0.552219 loss_class_aux_dn: 2.087251 loss_bbox_aux_dn: 1.564141 loss_giou_aux_dn: 2.963125 loss: 18.309572 eta: 3 days, 4:20:12 batch_cost: 0.5372 data_cost: 0.0012 ips: 7.4460 images/s [03/29 12:47:29] ppdet.engine INFO: Epoch: [3] [5300/7329] learning_rate: 0.000100 loss_class: 0.622609 loss_bbox: 0.188897 loss_giou: 0.343952 loss_class_aux: 4.152702 loss_bbox_aux: 1.249970 loss_giou_aux: 2.264338 loss_class_dn: 0.342692 loss_bbox_dn: 0.305463 loss_giou_dn: 0.399761 loss_class_aux_dn: 1.794406 loss_bbox_aux_dn: 1.637402 loss_giou_aux_dn: 2.268264 loss: 16.753883 eta: 3 days, 4:20:27 batch_cost: 0.5872 data_cost: 0.0012 ips: 6.8119 images/s [03/29 12:48:32] ppdet.engine INFO: Epoch: [3] [5400/7329] learning_rate: 0.000100 loss_class: 0.733810 loss_bbox: 0.184686 loss_giou: 0.504408 loss_class_aux: 4.677339 loss_bbox_aux: 1.218854 loss_giou_aux: 3.207416 loss_class_dn: 0.404363 loss_bbox_dn: 0.242710 loss_giou_dn: 0.599471 loss_class_aux_dn: 2.080068 loss_bbox_aux_dn: 1.342949 loss_giou_aux_dn: 3.208053 loss: 18.866806 eta: 3 days, 4:20:19 batch_cost: 0.5749 data_cost: 0.0012 ips: 6.9578 images/s [03/29 12:49:34] ppdet.engine INFO: Epoch: [3] [5500/7329] learning_rate: 0.000100 loss_class: 0.709242 loss_bbox: 0.198885 loss_giou: 0.513123 loss_class_aux: 4.566235 loss_bbox_aux: 1.224858 loss_giou_aux: 3.343374 loss_class_dn: 0.398056 loss_bbox_dn: 0.259269 loss_giou_dn: 0.572947 loss_class_aux_dn: 2.122493 loss_bbox_aux_dn: 1.461905 loss_giou_aux_dn: 3.040854 loss: 18.792746 eta: 3 days, 4:19:42 batch_cost: 0.5591 data_cost: 0.0012 ips: 7.1543 images/s [03/29 12:50:39] ppdet.engine INFO: Epoch: [3] [5600/7329] learning_rate: 0.000100 loss_class: 0.753841 loss_bbox: 0.169435 loss_giou: 0.522175 loss_class_aux: 4.857205 loss_bbox_aux: 1.134848 loss_giou_aux: 3.403076 loss_class_dn: 0.430177 loss_bbox_dn: 0.245253 loss_giou_dn: 0.597278 loss_class_aux_dn: 2.279698 loss_bbox_aux_dn: 1.384898 loss_giou_aux_dn: 3.249499 loss: 19.362919 eta: 3 days, 4:19:50 batch_cost: 0.5843 data_cost: 0.0015 ips: 6.8458 images/s [03/29 12:51:42] ppdet.engine INFO: Epoch: [3] [5700/7329] learning_rate: 0.000100 loss_class: 0.715760 loss_bbox: 0.178992 loss_giou: 0.553886 loss_class_aux: 4.674121 loss_bbox_aux: 1.174633 loss_giou_aux: 3.602498 loss_class_dn: 0.427060 loss_bbox_dn: 0.250790 loss_giou_dn: 0.610308 loss_class_aux_dn: 2.226316 loss_bbox_aux_dn: 1.473456 loss_giou_aux_dn: 3.329802 loss: 20.618399 eta: 3 days, 4:19:25 batch_cost: 0.5659 data_cost: 0.0012 ips: 7.0688 images/s [03/29 12:52:40] ppdet.engine INFO: Epoch: [3] [5800/7329] learning_rate: 0.000100 loss_class: 0.743389 loss_bbox: 0.195928 loss_giou: 0.450157 loss_class_aux: 4.729971 loss_bbox_aux: 1.345863 loss_giou_aux: 2.834253 loss_class_dn: 0.396263 loss_bbox_dn: 0.286804 loss_giou_dn: 0.540486 loss_class_aux_dn: 2.044567 loss_bbox_aux_dn: 1.540887 loss_giou_aux_dn: 2.887291 loss: 18.514076 eta: 3 days, 4:17:53 batch_cost: 0.5290 data_cost: 0.0013 ips: 7.5609 images/s [03/29 12:53:45] ppdet.engine INFO: Epoch: [3] [5900/7329] learning_rate: 0.000100 loss_class: 0.738006 loss_bbox: 0.190832 loss_giou: 0.471934 loss_class_aux: 4.587157 loss_bbox_aux: 1.309617 loss_giou_aux: 3.049516 loss_class_dn: 0.406632 loss_bbox_dn: 0.265606 loss_giou_dn: 0.592970 loss_class_aux_dn: 2.168046 loss_bbox_aux_dn: 1.489919 loss_giou_aux_dn: 3.218284 loss: 19.594986 eta: 3 days, 4:17:49 batch_cost: 0.5780 data_cost: 0.0014 ips: 6.9202 images/s [03/29 12:54:42] ppdet.engine INFO: Epoch: [3] [6000/7329] learning_rate: 0.000100 loss_class: 0.660505 loss_bbox: 0.184811 loss_giou: 0.468032 loss_class_aux: 4.323429 loss_bbox_aux: 1.155757 loss_giou_aux: 2.896388 loss_class_dn: 0.370910 loss_bbox_dn: 0.259350 loss_giou_dn: 0.531212 loss_class_aux_dn: 1.943049 loss_bbox_aux_dn: 1.550157 loss_giou_aux_dn: 2.867444 loss: 17.059200 eta: 3 days, 4:15:54 batch_cost: 0.5157 data_cost: 0.0015 ips: 7.7562 images/s [03/29 12:55:45] ppdet.engine INFO: Epoch: [3] [6100/7329] learning_rate: 0.000100 loss_class: 0.713659 loss_bbox: 0.198431 loss_giou: 0.547407 loss_class_aux: 4.628748 loss_bbox_aux: 1.282126 loss_giou_aux: 3.505931 loss_class_dn: 0.408052 loss_bbox_dn: 0.276163 loss_giou_dn: 0.627200 loss_class_aux_dn: 2.174995 loss_bbox_aux_dn: 1.498335 loss_giou_aux_dn: 3.275077 loss: 19.579214 eta: 3 days, 4:15:27 batch_cost: 0.5652 data_cost: 0.0015 ips: 7.0776 images/s [03/29 12:56:49] ppdet.engine INFO: Epoch: [3] [6200/7329] learning_rate: 0.000100 loss_class: 0.660178 loss_bbox: 0.194089 loss_giou: 0.444981 loss_class_aux: 4.410864 loss_bbox_aux: 1.267407 loss_giou_aux: 2.863251 loss_class_dn: 0.382495 loss_bbox_dn: 0.283945 loss_giou_dn: 0.466406 loss_class_aux_dn: 2.070512 loss_bbox_aux_dn: 1.558349 loss_giou_aux_dn: 2.505274 loss: 17.138968 eta: 3 days, 4:15:22 batch_cost: 0.5777 data_cost: 0.0014 ips: 6.9241 images/s [03/29 12:57:56] ppdet.engine INFO: Epoch: [3] [6300/7329] learning_rate: 0.000100 loss_class: 0.706489 loss_bbox: 0.199726 loss_giou: 0.510433 loss_class_aux: 4.573326 loss_bbox_aux: 1.229029 loss_giou_aux: 3.335100 loss_class_dn: 0.425729 loss_bbox_dn: 0.280385 loss_giou_dn: 0.582640 loss_class_aux_dn: 2.200515 loss_bbox_aux_dn: 1.506009 loss_giou_aux_dn: 3.157289 loss: 19.296299 eta: 3 days, 4:15:46 batch_cost: 0.5943 data_cost: 0.0015 ips: 6.7310 images/s [03/29 12:58:55] ppdet.engine INFO: Epoch: [3] [6400/7329] learning_rate: 0.000100 loss_class: 0.701668 loss_bbox: 0.182673 loss_giou: 0.496856 loss_class_aux: 4.457745 loss_bbox_aux: 1.173629 loss_giou_aux: 3.303023 loss_class_dn: 0.393041 loss_bbox_dn: 0.252886 loss_giou_dn: 0.571815 loss_class_aux_dn: 2.071027 loss_bbox_aux_dn: 1.352920 loss_giou_aux_dn: 3.010579 loss: 17.634403 eta: 3 days, 4:14:29 batch_cost: 0.5371 data_cost: 0.0012 ips: 7.4476 images/s [03/29 12:59:54] ppdet.engine INFO: Epoch: [3] [6500/7329] learning_rate: 0.000100 loss_class: 0.668919 loss_bbox: 0.172184 loss_giou: 0.463114 loss_class_aux: 4.256302 loss_bbox_aux: 1.141922 loss_giou_aux: 2.913822 loss_class_dn: 0.386605 loss_bbox_dn: 0.245363 loss_giou_dn: 0.513363 loss_class_aux_dn: 2.008965 loss_bbox_aux_dn: 1.379463 loss_giou_aux_dn: 2.707039 loss: 17.274586 eta: 3 days, 4:13:06 batch_cost: 0.5339 data_cost: 0.0012 ips: 7.4921 images/s [03/29 13:00:53] ppdet.engine INFO: Epoch: [3] [6600/7329] learning_rate: 0.000100 loss_class: 0.690590 loss_bbox: 0.177501 loss_giou: 0.449031 loss_class_aux: 4.592441 loss_bbox_aux: 1.175196 loss_giou_aux: 2.874766 loss_class_dn: 0.399033 loss_bbox_dn: 0.258747 loss_giou_dn: 0.514585 loss_class_aux_dn: 2.119017 loss_bbox_aux_dn: 1.406265 loss_giou_aux_dn: 2.748498 loss: 18.327990 eta: 3 days, 4:11:48 batch_cost: 0.5367 data_cost: 0.0012 ips: 7.4535 images/s [03/29 13:01:58] ppdet.engine INFO: Epoch: [3] [6700/7329] learning_rate: 0.000100 loss_class: 0.655107 loss_bbox: 0.185616 loss_giou: 0.443841 loss_class_aux: 4.324578 loss_bbox_aux: 1.182842 loss_giou_aux: 2.828296 loss_class_dn: 0.385830 loss_bbox_dn: 0.251493 loss_giou_dn: 0.526375 loss_class_aux_dn: 2.057363 loss_bbox_aux_dn: 1.326526 loss_giou_aux_dn: 2.849346 loss: 17.466221 eta: 3 days, 4:12:01 batch_cost: 0.5888 data_cost: 0.0012 ips: 6.7937 images/s [03/29 13:02:57] ppdet.engine INFO: Epoch: [3] [6800/7329] learning_rate: 0.000100 loss_class: 0.562881 loss_bbox: 0.170095 loss_giou: 0.359719 loss_class_aux: 3.694036 loss_bbox_aux: 1.163176 loss_giou_aux: 2.413315 loss_class_dn: 0.327269 loss_bbox_dn: 0.245635 loss_giou_dn: 0.414942 loss_class_aux_dn: 1.731334 loss_bbox_aux_dn: 1.359899 loss_giou_aux_dn: 2.287908 loss: 15.538568 eta: 3 days, 4:10:39 batch_cost: 0.5338 data_cost: 0.0012 ips: 7.4940 images/s [03/29 13:03:55] ppdet.engine INFO: Epoch: [3] [6900/7329] learning_rate: 0.000100 loss_class: 0.661572 loss_bbox: 0.171464 loss_giou: 0.443700 loss_class_aux: 4.351629 loss_bbox_aux: 1.166873 loss_giou_aux: 2.909369 loss_class_dn: 0.383329 loss_bbox_dn: 0.271635 loss_giou_dn: 0.532010 loss_class_aux_dn: 1.987032 loss_bbox_aux_dn: 1.482377 loss_giou_aux_dn: 2.899940 loss: 17.521143 eta: 3 days, 4:09:10 batch_cost: 0.5299 data_cost: 0.0012 ips: 7.5484 images/s [03/29 13:05:01] ppdet.engine INFO: Epoch: [3] [7000/7329] learning_rate: 0.000100 loss_class: 0.714945 loss_bbox: 0.190347 loss_giou: 0.432438 loss_class_aux: 4.709204 loss_bbox_aux: 1.234177 loss_giou_aux: 2.851454 loss_class_dn: 0.385579 loss_bbox_dn: 0.277881 loss_giou_dn: 0.522072 loss_class_aux_dn: 2.003776 loss_bbox_aux_dn: 1.511524 loss_giou_aux_dn: 2.877833 loss: 18.904806 eta: 3 days, 4:09:37 batch_cost: 0.5973 data_cost: 0.0018 ips: 6.6970 images/s [03/29 13:06:03] ppdet.engine INFO: Epoch: [3] [7100/7329] learning_rate: 0.000100 loss_class: 0.604133 loss_bbox: 0.173505 loss_giou: 0.421111 loss_class_aux: 3.965417 loss_bbox_aux: 1.174243 loss_giou_aux: 2.668125 loss_class_dn: 0.336067 loss_bbox_dn: 0.271864 loss_giou_dn: 0.450973 loss_class_aux_dn: 1.790909 loss_bbox_aux_dn: 1.491915 loss_giou_aux_dn: 2.474256 loss: 15.835655 eta: 3 days, 4:08:44 batch_cost: 0.5512 data_cost: 0.0015 ips: 7.2568 images/s [03/29 13:07:04] ppdet.engine INFO: Epoch: [3] [7200/7329] learning_rate: 0.000100 loss_class: 0.667718 loss_bbox: 0.182406 loss_giou: 0.509338 loss_class_aux: 4.381344 loss_bbox_aux: 1.150433 loss_giou_aux: 3.315315 loss_class_dn: 0.374895 loss_bbox_dn: 0.261918 loss_giou_dn: 0.538324 loss_class_aux_dn: 2.032351 loss_bbox_aux_dn: 1.444035 loss_giou_aux_dn: 2.952724 loss: 18.318756 eta: 3 days, 4:08:01 batch_cost: 0.5566 data_cost: 0.0012 ips: 7.1865 images/s [03/29 13:08:01] ppdet.engine INFO: Epoch: [3] [7300/7329] learning_rate: 0.000100 loss_class: 0.721927 loss_bbox: 0.179992 loss_giou: 0.524037 loss_class_aux: 4.650918 loss_bbox_aux: 1.159048 loss_giou_aux: 3.358634 loss_class_dn: 0.422680 loss_bbox_dn: 0.269847 loss_giou_dn: 0.552182 loss_class_aux_dn: 2.255142 loss_bbox_aux_dn: 1.515806 loss_giou_aux_dn: 2.931795 loss: 18.971550 eta: 3 days, 4:06:12 batch_cost: 0.5184 data_cost: 0.0012 ips: 7.7161 images/s [03/29 13:08:23] ppdet.engine INFO: Eval iter: 0 [03/29 13:08:51] ppdet.engine INFO: Eval iter: 100 [03/29 13:09:18] ppdet.engine INFO: Eval iter: 200 [03/29 13:09:46] ppdet.engine INFO: Eval iter: 300 [03/29 13:10:14] ppdet.engine INFO: Eval iter: 400 [03/29 13:10:42] ppdet.engine INFO: Eval iter: 500 [03/29 13:11:11] ppdet.engine INFO: Eval iter: 600 [03/29 13:11:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/29 13:11:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.84s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.87s). Accumulating evaluation results... DONE (t=25.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.427 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.599 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.239 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 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.345 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.434 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.862 [03/29 13:14:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.404276210235047 [03/29 13:14:20] ppdet.engine INFO: Best test bbox ap is 0.427. [03/29 13:14:23] ppdet.engine INFO: Epoch: [4] [ 0/7329] learning_rate: 0.000100 loss_class: 0.669444 loss_bbox: 0.159513 loss_giou: 0.437309 loss_class_aux: 4.449978 loss_bbox_aux: 1.043773 loss_giou_aux: 2.749629 loss_class_dn: 0.408481 loss_bbox_dn: 0.259895 loss_giou_dn: 0.494135 loss_class_aux_dn: 2.186939 loss_bbox_aux_dn: 1.387274 loss_giou_aux_dn: 2.691042 loss: 17.019981 eta: 3 days, 4:05:50 batch_cost: 0.5219 data_cost: 0.0014 ips: 7.6637 images/s [03/29 13:15:20] ppdet.engine INFO: Epoch: [4] [ 100/7329] learning_rate: 0.000100 loss_class: 0.706335 loss_bbox: 0.199578 loss_giou: 0.471793 loss_class_aux: 4.537432 loss_bbox_aux: 1.251769 loss_giou_aux: 2.946141 loss_class_dn: 0.396785 loss_bbox_dn: 0.271479 loss_giou_dn: 0.499063 loss_class_aux_dn: 2.106074 loss_bbox_aux_dn: 1.440965 loss_giou_aux_dn: 2.627684 loss: 18.671516 eta: 3 days, 4:03:54 batch_cost: 0.5139 data_cost: 0.0012 ips: 7.7844 images/s [03/29 13:16:23] ppdet.engine INFO: Epoch: [4] [ 200/7329] learning_rate: 0.000100 loss_class: 0.761816 loss_bbox: 0.171241 loss_giou: 0.464265 loss_class_aux: 4.729854 loss_bbox_aux: 1.155136 loss_giou_aux: 2.949220 loss_class_dn: 0.379130 loss_bbox_dn: 0.260300 loss_giou_dn: 0.529374 loss_class_aux_dn: 2.001018 loss_bbox_aux_dn: 1.432530 loss_giou_aux_dn: 2.779452 loss: 18.534452 eta: 3 days, 4:03:57 batch_cost: 0.5836 data_cost: 0.0012 ips: 6.8536 images/s [03/29 13:17:23] ppdet.engine INFO: Epoch: [4] [ 300/7329] learning_rate: 0.000100 loss_class: 0.674520 loss_bbox: 0.191682 loss_giou: 0.434763 loss_class_aux: 4.417632 loss_bbox_aux: 1.250827 loss_giou_aux: 2.830718 loss_class_dn: 0.382653 loss_bbox_dn: 0.269471 loss_giou_dn: 0.494051 loss_class_aux_dn: 2.037066 loss_bbox_aux_dn: 1.488386 loss_giou_aux_dn: 2.732423 loss: 17.859478 eta: 3 days, 4:02:44 batch_cost: 0.5394 data_cost: 0.0015 ips: 7.4153 images/s [03/29 13:18:20] ppdet.engine INFO: Epoch: [4] [ 400/7329] learning_rate: 0.000100 loss_class: 0.672523 loss_bbox: 0.170635 loss_giou: 0.517138 loss_class_aux: 4.305628 loss_bbox_aux: 1.112374 loss_giou_aux: 3.307335 loss_class_dn: 0.371528 loss_bbox_dn: 0.234269 loss_giou_dn: 0.555495 loss_class_aux_dn: 1.904336 loss_bbox_aux_dn: 1.351402 loss_giou_aux_dn: 3.007339 loss: 17.813267 eta: 3 days, 4:00:57 batch_cost: 0.5184 data_cost: 0.0012 ips: 7.7164 images/s [03/29 13:19:21] ppdet.engine INFO: Epoch: [4] [ 500/7329] learning_rate: 0.000100 loss_class: 0.720442 loss_bbox: 0.191289 loss_giou: 0.549612 loss_class_aux: 4.501999 loss_bbox_aux: 1.213542 loss_giou_aux: 3.433029 loss_class_dn: 0.429707 loss_bbox_dn: 0.278386 loss_giou_dn: 0.595217 loss_class_aux_dn: 2.255378 loss_bbox_aux_dn: 1.502565 loss_giou_aux_dn: 3.169792 loss: 20.375074 eta: 3 days, 4:00:00 batch_cost: 0.5481 data_cost: 0.0012 ips: 7.2979 images/s [03/29 13:20:19] ppdet.engine INFO: Epoch: [4] [ 600/7329] learning_rate: 0.000100 loss_class: 0.740838 loss_bbox: 0.189558 loss_giou: 0.492175 loss_class_aux: 4.994501 loss_bbox_aux: 1.200377 loss_giou_aux: 3.216194 loss_class_dn: 0.415739 loss_bbox_dn: 0.288980 loss_giou_dn: 0.581454 loss_class_aux_dn: 2.181745 loss_bbox_aux_dn: 1.598777 loss_giou_aux_dn: 3.120932 loss: 19.712044 eta: 3 days, 3:58:28 batch_cost: 0.5274 data_cost: 0.0012 ips: 7.5847 images/s [03/29 13:21:18] ppdet.engine INFO: Epoch: [4] [ 700/7329] learning_rate: 0.000100 loss_class: 0.655146 loss_bbox: 0.175928 loss_giou: 0.441291 loss_class_aux: 4.259887 loss_bbox_aux: 1.116071 loss_giou_aux: 2.868138 loss_class_dn: 0.405503 loss_bbox_dn: 0.240189 loss_giou_dn: 0.502497 loss_class_aux_dn: 2.137874 loss_bbox_aux_dn: 1.374680 loss_giou_aux_dn: 2.701600 loss: 17.996315 eta: 3 days, 3:56:53 batch_cost: 0.5256 data_cost: 0.0012 ips: 7.6106 images/s [03/29 13:22:16] ppdet.engine INFO: Epoch: [4] [ 800/7329] learning_rate: 0.000100 loss_class: 0.729489 loss_bbox: 0.189488 loss_giou: 0.616307 loss_class_aux: 4.620297 loss_bbox_aux: 1.249894 loss_giou_aux: 3.873433 loss_class_dn: 0.422299 loss_bbox_dn: 0.244008 loss_giou_dn: 0.590866 loss_class_aux_dn: 2.217808 loss_bbox_aux_dn: 1.379921 loss_giou_aux_dn: 3.242579 loss: 19.486710 eta: 3 days, 3:55:17 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6278 images/s [03/29 13:23:17] ppdet.engine INFO: Epoch: [4] [ 900/7329] learning_rate: 0.000100 loss_class: 0.775534 loss_bbox: 0.197641 loss_giou: 0.557529 loss_class_aux: 4.996203 loss_bbox_aux: 1.259360 loss_giou_aux: 3.530172 loss_class_dn: 0.435203 loss_bbox_dn: 0.272131 loss_giou_dn: 0.584404 loss_class_aux_dn: 2.318674 loss_bbox_aux_dn: 1.503238 loss_giou_aux_dn: 3.132915 loss: 20.576820 eta: 3 days, 3:54:24 batch_cost: 0.5504 data_cost: 0.0013 ips: 7.2670 images/s [03/29 13:24:15] ppdet.engine INFO: Epoch: [4] [1000/7329] learning_rate: 0.000100 loss_class: 0.673805 loss_bbox: 0.175954 loss_giou: 0.424306 loss_class_aux: 4.408259 loss_bbox_aux: 1.140989 loss_giou_aux: 2.749961 loss_class_dn: 0.393924 loss_bbox_dn: 0.273524 loss_giou_dn: 0.522328 loss_class_aux_dn: 2.096344 loss_bbox_aux_dn: 1.437545 loss_giou_aux_dn: 2.781097 loss: 18.434925 eta: 3 days, 3:53:02 batch_cost: 0.5327 data_cost: 0.0012 ips: 7.5091 images/s [03/29 13:25:12] ppdet.engine INFO: Epoch: [4] [1100/7329] learning_rate: 0.000100 loss_class: 0.669776 loss_bbox: 0.178881 loss_giou: 0.486462 loss_class_aux: 4.413410 loss_bbox_aux: 1.224937 loss_giou_aux: 3.182708 loss_class_dn: 0.397779 loss_bbox_dn: 0.248136 loss_giou_dn: 0.581585 loss_class_aux_dn: 2.077557 loss_bbox_aux_dn: 1.394878 loss_giou_aux_dn: 3.083165 loss: 18.557285 eta: 3 days, 3:51:13 batch_cost: 0.5165 data_cost: 0.0012 ips: 7.7443 images/s [03/29 13:26:16] ppdet.engine INFO: Epoch: [4] [1200/7329] learning_rate: 0.000100 loss_class: 0.645281 loss_bbox: 0.176559 loss_giou: 0.505122 loss_class_aux: 4.186432 loss_bbox_aux: 1.200481 loss_giou_aux: 3.133982 loss_class_dn: 0.383195 loss_bbox_dn: 0.252740 loss_giou_dn: 0.567663 loss_class_aux_dn: 2.035276 loss_bbox_aux_dn: 1.389702 loss_giou_aux_dn: 2.962554 loss: 18.398823 eta: 3 days, 3:51:09 batch_cost: 0.5799 data_cost: 0.0012 ips: 6.8980 images/s [03/29 13:27:17] ppdet.engine INFO: Epoch: [4] [1300/7329] learning_rate: 0.000100 loss_class: 0.711944 loss_bbox: 0.191403 loss_giou: 0.514014 loss_class_aux: 4.737223 loss_bbox_aux: 1.279252 loss_giou_aux: 3.230173 loss_class_dn: 0.397516 loss_bbox_dn: 0.274796 loss_giou_dn: 0.580616 loss_class_aux_dn: 2.091814 loss_bbox_aux_dn: 1.475714 loss_giou_aux_dn: 3.076005 loss: 18.984808 eta: 3 days, 3:50:16 batch_cost: 0.5508 data_cost: 0.0012 ips: 7.2625 images/s [03/29 13:28:21] ppdet.engine INFO: Epoch: [4] [1400/7329] learning_rate: 0.000100 loss_class: 0.700180 loss_bbox: 0.190748 loss_giou: 0.465743 loss_class_aux: 4.505769 loss_bbox_aux: 1.219321 loss_giou_aux: 2.994018 loss_class_dn: 0.389615 loss_bbox_dn: 0.294267 loss_giou_dn: 0.547848 loss_class_aux_dn: 2.049811 loss_bbox_aux_dn: 1.544369 loss_giou_aux_dn: 2.956348 loss: 18.119293 eta: 3 days, 3:50:03 batch_cost: 0.5748 data_cost: 0.0013 ips: 6.9587 images/s [03/29 13:29:32] ppdet.engine INFO: Epoch: [4] [1500/7329] learning_rate: 0.000100 loss_class: 0.725663 loss_bbox: 0.189434 loss_giou: 0.402684 loss_class_aux: 4.670355 loss_bbox_aux: 1.286581 loss_giou_aux: 2.528884 loss_class_dn: 0.381965 loss_bbox_dn: 0.295252 loss_giou_dn: 0.518945 loss_class_aux_dn: 1.985036 loss_bbox_aux_dn: 1.540919 loss_giou_aux_dn: 2.770522 loss: 18.175762 eta: 3 days, 3:51:42 batch_cost: 0.6453 data_cost: 0.0013 ips: 6.1985 images/s [03/29 13:30:30] ppdet.engine INFO: Epoch: [4] [1600/7329] learning_rate: 0.000100 loss_class: 0.694444 loss_bbox: 0.183642 loss_giou: 0.471270 loss_class_aux: 4.412771 loss_bbox_aux: 1.157727 loss_giou_aux: 2.908983 loss_class_dn: 0.395062 loss_bbox_dn: 0.232956 loss_giou_dn: 0.509661 loss_class_aux_dn: 2.086365 loss_bbox_aux_dn: 1.310338 loss_giou_aux_dn: 2.764240 loss: 17.998940 eta: 3 days, 3:50:05 batch_cost: 0.5234 data_cost: 0.0012 ips: 7.6425 images/s [03/29 13:31:32] ppdet.engine INFO: Epoch: [4] [1700/7329] learning_rate: 0.000100 loss_class: 0.692168 loss_bbox: 0.179611 loss_giou: 0.514603 loss_class_aux: 4.557724 loss_bbox_aux: 1.191795 loss_giou_aux: 3.246383 loss_class_dn: 0.390069 loss_bbox_dn: 0.241513 loss_giou_dn: 0.529851 loss_class_aux_dn: 2.093324 loss_bbox_aux_dn: 1.401002 loss_giou_aux_dn: 2.826985 loss: 18.051975 eta: 3 days, 3:49:36 batch_cost: 0.5655 data_cost: 0.0012 ips: 7.0738 images/s [03/29 13:32:33] ppdet.engine INFO: Epoch: [4] [1800/7329] learning_rate: 0.000100 loss_class: 0.687434 loss_bbox: 0.178628 loss_giou: 0.474757 loss_class_aux: 4.352743 loss_bbox_aux: 1.180285 loss_giou_aux: 2.969292 loss_class_dn: 0.387404 loss_bbox_dn: 0.282354 loss_giou_dn: 0.524770 loss_class_aux_dn: 1.976251 loss_bbox_aux_dn: 1.555490 loss_giou_aux_dn: 2.795316 loss: 18.619511 eta: 3 days, 3:48:37 batch_cost: 0.5475 data_cost: 0.0013 ips: 7.3063 images/s [03/29 13:33:33] ppdet.engine INFO: Epoch: [4] [1900/7329] learning_rate: 0.000100 loss_class: 0.720109 loss_bbox: 0.196610 loss_giou: 0.456026 loss_class_aux: 4.701550 loss_bbox_aux: 1.251357 loss_giou_aux: 2.889774 loss_class_dn: 0.407405 loss_bbox_dn: 0.283231 loss_giou_dn: 0.515484 loss_class_aux_dn: 2.108386 loss_bbox_aux_dn: 1.566442 loss_giou_aux_dn: 2.764457 loss: 18.031193 eta: 3 days, 3:47:31 batch_cost: 0.5427 data_cost: 0.0012 ips: 7.3707 images/s [03/29 13:34:38] ppdet.engine INFO: Epoch: [4] [2000/7329] learning_rate: 0.000100 loss_class: 0.679383 loss_bbox: 0.189447 loss_giou: 0.535096 loss_class_aux: 4.461592 loss_bbox_aux: 1.187510 loss_giou_aux: 3.420591 loss_class_dn: 0.405004 loss_bbox_dn: 0.281247 loss_giou_dn: 0.595900 loss_class_aux_dn: 2.103200 loss_bbox_aux_dn: 1.528967 loss_giou_aux_dn: 3.233637 loss: 19.493332 eta: 3 days, 3:47:54 batch_cost: 0.5985 data_cost: 0.0013 ips: 6.6830 images/s [03/29 13:35:40] ppdet.engine INFO: Epoch: [4] [2100/7329] learning_rate: 0.000100 loss_class: 0.743698 loss_bbox: 0.213234 loss_giou: 0.529394 loss_class_aux: 5.003443 loss_bbox_aux: 1.310075 loss_giou_aux: 3.445345 loss_class_dn: 0.419661 loss_bbox_dn: 0.294077 loss_giou_dn: 0.556608 loss_class_aux_dn: 2.183947 loss_bbox_aux_dn: 1.605580 loss_giou_aux_dn: 2.978331 loss: 19.582573 eta: 3 days, 3:47:27 batch_cost: 0.5673 data_cost: 0.0012 ips: 7.0505 images/s [03/29 13:36:37] ppdet.engine INFO: Epoch: [4] [2200/7329] learning_rate: 0.000100 loss_class: 0.695424 loss_bbox: 0.198315 loss_giou: 0.476256 loss_class_aux: 4.702440 loss_bbox_aux: 1.252385 loss_giou_aux: 3.001358 loss_class_dn: 0.392536 loss_bbox_dn: 0.252754 loss_giou_dn: 0.532441 loss_class_aux_dn: 2.087647 loss_bbox_aux_dn: 1.355263 loss_giou_aux_dn: 2.887450 loss: 18.764111 eta: 3 days, 3:45:35 batch_cost: 0.5134 data_cost: 0.0012 ips: 7.7910 images/s [03/29 13:37:38] ppdet.engine INFO: Epoch: [4] [2300/7329] learning_rate: 0.000100 loss_class: 0.711641 loss_bbox: 0.190301 loss_giou: 0.531846 loss_class_aux: 4.665591 loss_bbox_aux: 1.283715 loss_giou_aux: 3.269006 loss_class_dn: 0.402505 loss_bbox_dn: 0.250942 loss_giou_dn: 0.549903 loss_class_aux_dn: 2.112965 loss_bbox_aux_dn: 1.396500 loss_giou_aux_dn: 2.920723 loss: 19.078133 eta: 3 days, 3:44:35 batch_cost: 0.5470 data_cost: 0.0013 ips: 7.3129 images/s [03/29 13:38:47] ppdet.engine INFO: Epoch: [4] [2400/7329] learning_rate: 0.000100 loss_class: 0.692390 loss_bbox: 0.185677 loss_giou: 0.495438 loss_class_aux: 4.605896 loss_bbox_aux: 1.209149 loss_giou_aux: 3.078537 loss_class_dn: 0.385437 loss_bbox_dn: 0.284247 loss_giou_dn: 0.529008 loss_class_aux_dn: 2.047022 loss_bbox_aux_dn: 1.634380 loss_giou_aux_dn: 2.890896 loss: 19.090591 eta: 3 days, 3:45:29 batch_cost: 0.6188 data_cost: 0.0013 ips: 6.4636 images/s [03/29 13:39:49] ppdet.engine INFO: Epoch: [4] [2500/7329] learning_rate: 0.000100 loss_class: 0.687165 loss_bbox: 0.196962 loss_giou: 0.500328 loss_class_aux: 4.404689 loss_bbox_aux: 1.228911 loss_giou_aux: 3.161320 loss_class_dn: 0.385086 loss_bbox_dn: 0.243451 loss_giou_dn: 0.536119 loss_class_aux_dn: 1.993682 loss_bbox_aux_dn: 1.347529 loss_giou_aux_dn: 2.889665 loss: 18.404512 eta: 3 days, 3:44:59 batch_cost: 0.5662 data_cost: 0.0012 ips: 7.0642 images/s [03/29 13:40:45] ppdet.engine INFO: Epoch: [4] [2600/7329] learning_rate: 0.000100 loss_class: 0.640839 loss_bbox: 0.168283 loss_giou: 0.496205 loss_class_aux: 4.312515 loss_bbox_aux: 1.064093 loss_giou_aux: 3.137372 loss_class_dn: 0.359702 loss_bbox_dn: 0.222438 loss_giou_dn: 0.514310 loss_class_aux_dn: 1.897056 loss_bbox_aux_dn: 1.212405 loss_giou_aux_dn: 2.760679 loss: 16.812695 eta: 3 days, 3:42:55 batch_cost: 0.5055 data_cost: 0.0012 ips: 7.9128 images/s [03/29 13:41:47] ppdet.engine INFO: Epoch: [4] [2700/7329] learning_rate: 0.000100 loss_class: 0.717019 loss_bbox: 0.190287 loss_giou: 0.492219 loss_class_aux: 4.536859 loss_bbox_aux: 1.225433 loss_giou_aux: 3.138438 loss_class_dn: 0.398018 loss_bbox_dn: 0.271728 loss_giou_dn: 0.558288 loss_class_aux_dn: 2.144531 loss_bbox_aux_dn: 1.465728 loss_giou_aux_dn: 3.019239 loss: 19.108322 eta: 3 days, 3:42:22 batch_cost: 0.5636 data_cost: 0.0012 ips: 7.0973 images/s [03/29 13:42:45] ppdet.engine INFO: Epoch: [4] [2800/7329] learning_rate: 0.000100 loss_class: 0.695186 loss_bbox: 0.202078 loss_giou: 0.465585 loss_class_aux: 4.428543 loss_bbox_aux: 1.269378 loss_giou_aux: 2.964475 loss_class_dn: 0.382703 loss_bbox_dn: 0.294011 loss_giou_dn: 0.502509 loss_class_aux_dn: 1.977201 loss_bbox_aux_dn: 1.552490 loss_giou_aux_dn: 2.736083 loss: 17.775013 eta: 3 days, 3:40:52 batch_cost: 0.5274 data_cost: 0.0012 ips: 7.5837 images/s [03/29 13:43:41] ppdet.engine INFO: Epoch: [4] [2900/7329] learning_rate: 0.000100 loss_class: 0.694285 loss_bbox: 0.208285 loss_giou: 0.480753 loss_class_aux: 4.318201 loss_bbox_aux: 1.321980 loss_giou_aux: 3.010474 loss_class_dn: 0.359702 loss_bbox_dn: 0.262160 loss_giou_dn: 0.508415 loss_class_aux_dn: 1.923566 loss_bbox_aux_dn: 1.462245 loss_giou_aux_dn: 2.638587 loss: 17.055134 eta: 3 days, 3:38:34 batch_cost: 0.4961 data_cost: 0.0012 ips: 8.0630 images/s [03/29 13:44:36] ppdet.engine INFO: Epoch: [4] [3000/7329] learning_rate: 0.000100 loss_class: 0.651724 loss_bbox: 0.170562 loss_giou: 0.447135 loss_class_aux: 4.200318 loss_bbox_aux: 1.165728 loss_giou_aux: 2.946436 loss_class_dn: 0.369093 loss_bbox_dn: 0.261668 loss_giou_dn: 0.497988 loss_class_aux_dn: 1.974807 loss_bbox_aux_dn: 1.392658 loss_giou_aux_dn: 2.636982 loss: 17.049480 eta: 3 days, 3:36:30 batch_cost: 0.5044 data_cost: 0.0012 ips: 7.9299 images/s [03/29 13:45:43] ppdet.engine INFO: Epoch: [4] [3100/7329] learning_rate: 0.000100 loss_class: 0.691044 loss_bbox: 0.194668 loss_giou: 0.536544 loss_class_aux: 4.389861 loss_bbox_aux: 1.267802 loss_giou_aux: 3.306823 loss_class_dn: 0.379525 loss_bbox_dn: 0.252308 loss_giou_dn: 0.540351 loss_class_aux_dn: 1.992287 loss_bbox_aux_dn: 1.368657 loss_giou_aux_dn: 2.901606 loss: 18.882645 eta: 3 days, 3:36:36 batch_cost: 0.5893 data_cost: 0.0014 ips: 6.7874 images/s [03/29 13:46:45] ppdet.engine INFO: Epoch: [4] [3200/7329] learning_rate: 0.000100 loss_class: 0.677859 loss_bbox: 0.176288 loss_giou: 0.438869 loss_class_aux: 4.345183 loss_bbox_aux: 1.228222 loss_giou_aux: 2.853931 loss_class_dn: 0.355234 loss_bbox_dn: 0.242521 loss_giou_dn: 0.503858 loss_class_aux_dn: 1.892557 loss_bbox_aux_dn: 1.364699 loss_giou_aux_dn: 2.682856 loss: 17.835835 eta: 3 days, 3:35:43 batch_cost: 0.5507 data_cost: 0.0015 ips: 7.2628 images/s [03/29 13:47:46] ppdet.engine INFO: Epoch: [4] [3300/7329] learning_rate: 0.000100 loss_class: 0.703382 loss_bbox: 0.179735 loss_giou: 0.442703 loss_class_aux: 4.521475 loss_bbox_aux: 1.179899 loss_giou_aux: 2.891602 loss_class_dn: 0.390497 loss_bbox_dn: 0.270247 loss_giou_dn: 0.497340 loss_class_aux_dn: 2.037838 loss_bbox_aux_dn: 1.479606 loss_giou_aux_dn: 2.729078 loss: 18.139153 eta: 3 days, 3:34:48 batch_cost: 0.5498 data_cost: 0.0013 ips: 7.2760 images/s [03/29 13:48:47] ppdet.engine INFO: Epoch: [4] [3400/7329] learning_rate: 0.000100 loss_class: 0.684385 loss_bbox: 0.184710 loss_giou: 0.510725 loss_class_aux: 4.424104 loss_bbox_aux: 1.143482 loss_giou_aux: 3.225072 loss_class_dn: 0.396901 loss_bbox_dn: 0.252740 loss_giou_dn: 0.557702 loss_class_aux_dn: 2.108498 loss_bbox_aux_dn: 1.367308 loss_giou_aux_dn: 2.934777 loss: 18.327122 eta: 3 days, 3:33:58 batch_cost: 0.5524 data_cost: 0.0012 ips: 7.2405 images/s [03/29 13:49:48] ppdet.engine INFO: Epoch: [4] [3500/7329] learning_rate: 0.000100 loss_class: 0.665664 loss_bbox: 0.197917 loss_giou: 0.445439 loss_class_aux: 4.396649 loss_bbox_aux: 1.285869 loss_giou_aux: 2.803519 loss_class_dn: 0.366634 loss_bbox_dn: 0.273400 loss_giou_dn: 0.499399 loss_class_aux_dn: 1.941774 loss_bbox_aux_dn: 1.457575 loss_giou_aux_dn: 2.642963 loss: 17.089352 eta: 3 days, 3:33:17 batch_cost: 0.5594 data_cost: 0.0013 ips: 7.1508 images/s [03/29 13:50:47] ppdet.engine INFO: Epoch: [4] [3600/7329] learning_rate: 0.000100 loss_class: 0.740372 loss_bbox: 0.190753 loss_giou: 0.620019 loss_class_aux: 4.751134 loss_bbox_aux: 1.230010 loss_giou_aux: 3.916674 loss_class_dn: 0.412150 loss_bbox_dn: 0.259581 loss_giou_dn: 0.579168 loss_class_aux_dn: 2.139748 loss_bbox_aux_dn: 1.454655 loss_giou_aux_dn: 3.119562 loss: 18.968939 eta: 3 days, 3:31:51 batch_cost: 0.5288 data_cost: 0.0013 ips: 7.5642 images/s [03/29 13:51:50] ppdet.engine INFO: Epoch: [4] [3700/7329] learning_rate: 0.000100 loss_class: 0.612569 loss_bbox: 0.161868 loss_giou: 0.434344 loss_class_aux: 4.109259 loss_bbox_aux: 1.063889 loss_giou_aux: 2.755168 loss_class_dn: 0.368173 loss_bbox_dn: 0.234792 loss_giou_dn: 0.454573 loss_class_aux_dn: 1.948820 loss_bbox_aux_dn: 1.314938 loss_giou_aux_dn: 2.445318 loss: 16.176701 eta: 3 days, 3:31:15 batch_cost: 0.5620 data_cost: 0.0017 ips: 7.1171 images/s [03/29 13:52:51] ppdet.engine INFO: Epoch: [4] [3800/7329] learning_rate: 0.000100 loss_class: 0.725135 loss_bbox: 0.175755 loss_giou: 0.339953 loss_class_aux: 4.632222 loss_bbox_aux: 1.126392 loss_giou_aux: 2.324967 loss_class_dn: 0.363234 loss_bbox_dn: 0.261168 loss_giou_dn: 0.417728 loss_class_aux_dn: 1.890445 loss_bbox_aux_dn: 1.396056 loss_giou_aux_dn: 2.321317 loss: 16.769711 eta: 3 days, 3:30:19 batch_cost: 0.5488 data_cost: 0.0016 ips: 7.2882 images/s [03/29 13:53:56] ppdet.engine INFO: Epoch: [4] [3900/7329] learning_rate: 0.000100 loss_class: 0.687629 loss_bbox: 0.160819 loss_giou: 0.473037 loss_class_aux: 4.541319 loss_bbox_aux: 1.141374 loss_giou_aux: 2.967336 loss_class_dn: 0.423655 loss_bbox_dn: 0.257572 loss_giou_dn: 0.537979 loss_class_aux_dn: 2.217150 loss_bbox_aux_dn: 1.429379 loss_giou_aux_dn: 2.879993 loss: 18.812275 eta: 3 days, 3:30:27 batch_cost: 0.5920 data_cost: 0.0014 ips: 6.7567 images/s [03/29 13:54:59] ppdet.engine INFO: Epoch: [4] [4000/7329] learning_rate: 0.000100 loss_class: 0.700697 loss_bbox: 0.182031 loss_giou: 0.454179 loss_class_aux: 4.387820 loss_bbox_aux: 1.145840 loss_giou_aux: 2.928083 loss_class_dn: 0.375378 loss_bbox_dn: 0.235888 loss_giou_dn: 0.520152 loss_class_aux_dn: 1.951633 loss_bbox_aux_dn: 1.341587 loss_giou_aux_dn: 2.795941 loss: 18.294556 eta: 3 days, 3:29:53 batch_cost: 0.5641 data_cost: 0.0015 ips: 7.0906 images/s [03/29 13:55:57] ppdet.engine INFO: Epoch: [4] [4100/7329] learning_rate: 0.000100 loss_class: 0.650646 loss_bbox: 0.200994 loss_giou: 0.474174 loss_class_aux: 4.155281 loss_bbox_aux: 1.285220 loss_giou_aux: 3.010055 loss_class_dn: 0.393975 loss_bbox_dn: 0.273360 loss_giou_dn: 0.522182 loss_class_aux_dn: 2.083874 loss_bbox_aux_dn: 1.495185 loss_giou_aux_dn: 2.804985 loss: 17.862396 eta: 3 days, 3:28:16 batch_cost: 0.5208 data_cost: 0.0012 ips: 7.6798 images/s [03/29 13:56:55] ppdet.engine INFO: Epoch: [4] [4200/7329] learning_rate: 0.000100 loss_class: 0.712006 loss_bbox: 0.184620 loss_giou: 0.509869 loss_class_aux: 4.480589 loss_bbox_aux: 1.254848 loss_giou_aux: 3.211967 loss_class_dn: 0.384112 loss_bbox_dn: 0.279936 loss_giou_dn: 0.550893 loss_class_aux_dn: 2.068343 loss_bbox_aux_dn: 1.565793 loss_giou_aux_dn: 2.932032 loss: 18.052675 eta: 3 days, 3:26:47 batch_cost: 0.5273 data_cost: 0.0012 ips: 7.5862 images/s [03/29 13:57:58] ppdet.engine INFO: Epoch: [4] [4300/7329] learning_rate: 0.000100 loss_class: 0.686720 loss_bbox: 0.199286 loss_giou: 0.494582 loss_class_aux: 4.335387 loss_bbox_aux: 1.211867 loss_giou_aux: 3.046992 loss_class_dn: 0.391910 loss_bbox_dn: 0.277698 loss_giou_dn: 0.511757 loss_class_aux_dn: 2.013801 loss_bbox_aux_dn: 1.549755 loss_giou_aux_dn: 2.717461 loss: 18.471624 eta: 3 days, 3:26:21 batch_cost: 0.5689 data_cost: 0.0014 ips: 7.0307 images/s [03/29 13:58:56] ppdet.engine INFO: Epoch: [4] [4400/7329] learning_rate: 0.000100 loss_class: 0.715643 loss_bbox: 0.193671 loss_giou: 0.494698 loss_class_aux: 4.664260 loss_bbox_aux: 1.243882 loss_giou_aux: 3.148960 loss_class_dn: 0.391589 loss_bbox_dn: 0.280078 loss_giou_dn: 0.541060 loss_class_aux_dn: 2.009211 loss_bbox_aux_dn: 1.552070 loss_giou_aux_dn: 2.947365 loss: 18.871845 eta: 3 days, 3:24:49 batch_cost: 0.5244 data_cost: 0.0015 ips: 7.6283 images/s [03/29 13:59:56] ppdet.engine INFO: Epoch: [4] [4500/7329] learning_rate: 0.000100 loss_class: 0.673358 loss_bbox: 0.183351 loss_giou: 0.472501 loss_class_aux: 4.411378 loss_bbox_aux: 1.213849 loss_giou_aux: 3.024545 loss_class_dn: 0.382692 loss_bbox_dn: 0.264217 loss_giou_dn: 0.535436 loss_class_aux_dn: 1.997642 loss_bbox_aux_dn: 1.469231 loss_giou_aux_dn: 2.871737 loss: 18.789835 eta: 3 days, 3:23:37 batch_cost: 0.5379 data_cost: 0.0013 ips: 7.4357 images/s [03/29 14:01:03] ppdet.engine INFO: Epoch: [4] [4600/7329] learning_rate: 0.000100 loss_class: 0.707974 loss_bbox: 0.190466 loss_giou: 0.457357 loss_class_aux: 4.489461 loss_bbox_aux: 1.210159 loss_giou_aux: 2.993380 loss_class_dn: 0.430929 loss_bbox_dn: 0.295762 loss_giou_dn: 0.531207 loss_class_aux_dn: 2.250132 loss_bbox_aux_dn: 1.583785 loss_giou_aux_dn: 2.863649 loss: 19.700918 eta: 3 days, 3:24:17 batch_cost: 0.6146 data_cost: 0.0012 ips: 6.5085 images/s [03/29 14:02:03] ppdet.engine INFO: Epoch: [4] [4700/7329] learning_rate: 0.000100 loss_class: 0.716372 loss_bbox: 0.191734 loss_giou: 0.514599 loss_class_aux: 4.712207 loss_bbox_aux: 1.233969 loss_giou_aux: 3.339753 loss_class_dn: 0.418663 loss_bbox_dn: 0.263061 loss_giou_dn: 0.575868 loss_class_aux_dn: 2.179028 loss_bbox_aux_dn: 1.452569 loss_giou_aux_dn: 3.079712 loss: 19.286638 eta: 3 days, 3:23:10 batch_cost: 0.5420 data_cost: 0.0012 ips: 7.3805 images/s [03/29 14:03:05] ppdet.engine INFO: Epoch: [4] [4800/7329] learning_rate: 0.000100 loss_class: 0.705766 loss_bbox: 0.202115 loss_giou: 0.477000 loss_class_aux: 4.549869 loss_bbox_aux: 1.293946 loss_giou_aux: 3.037619 loss_class_dn: 0.388442 loss_bbox_dn: 0.293251 loss_giou_dn: 0.532210 loss_class_aux_dn: 2.073696 loss_bbox_aux_dn: 1.585232 loss_giou_aux_dn: 2.835199 loss: 19.166172 eta: 3 days, 3:22:48 batch_cost: 0.5723 data_cost: 0.0013 ips: 6.9896 images/s [03/29 14:04:09] ppdet.engine INFO: Epoch: [4] [4900/7329] learning_rate: 0.000100 loss_class: 0.704330 loss_bbox: 0.172846 loss_giou: 0.506831 loss_class_aux: 4.490349 loss_bbox_aux: 1.204667 loss_giou_aux: 3.267518 loss_class_dn: 0.398008 loss_bbox_dn: 0.251532 loss_giou_dn: 0.561706 loss_class_aux_dn: 2.096153 loss_bbox_aux_dn: 1.435018 loss_giou_aux_dn: 2.965886 loss: 18.885599 eta: 3 days, 3:22:26 batch_cost: 0.5729 data_cost: 0.0015 ips: 6.9814 images/s [03/29 14:05:08] ppdet.engine INFO: Epoch: [4] [5000/7329] learning_rate: 0.000100 loss_class: 0.631683 loss_bbox: 0.183570 loss_giou: 0.388305 loss_class_aux: 4.071866 loss_bbox_aux: 1.239049 loss_giou_aux: 2.432895 loss_class_dn: 0.355063 loss_bbox_dn: 0.252138 loss_giou_dn: 0.437573 loss_class_aux_dn: 1.850298 loss_bbox_aux_dn: 1.361617 loss_giou_aux_dn: 2.446361 loss: 16.239925 eta: 3 days, 3:21:16 batch_cost: 0.5392 data_cost: 0.0012 ips: 7.4178 images/s [03/29 14:06:10] ppdet.engine INFO: Epoch: [4] [5100/7329] learning_rate: 0.000100 loss_class: 0.762347 loss_bbox: 0.220603 loss_giou: 0.556740 loss_class_aux: 4.824100 loss_bbox_aux: 1.408769 loss_giou_aux: 3.525109 loss_class_dn: 0.441058 loss_bbox_dn: 0.254278 loss_giou_dn: 0.611905 loss_class_aux_dn: 2.300214 loss_bbox_aux_dn: 1.475655 loss_giou_aux_dn: 3.212564 loss: 20.383764 eta: 3 days, 3:20:41 batch_cost: 0.5638 data_cost: 0.0012 ips: 7.0947 images/s [03/29 14:07:12] ppdet.engine INFO: Epoch: [4] [5200/7329] learning_rate: 0.000100 loss_class: 0.692594 loss_bbox: 0.183203 loss_giou: 0.456601 loss_class_aux: 4.386355 loss_bbox_aux: 1.254949 loss_giou_aux: 2.821916 loss_class_dn: 0.361425 loss_bbox_dn: 0.275884 loss_giou_dn: 0.499425 loss_class_aux_dn: 1.909801 loss_bbox_aux_dn: 1.529108 loss_giou_aux_dn: 2.681346 loss: 17.685177 eta: 3 days, 3:19:59 batch_cost: 0.5592 data_cost: 0.0012 ips: 7.1535 images/s [03/29 14:08:11] ppdet.engine INFO: Epoch: [4] [5300/7329] learning_rate: 0.000100 loss_class: 0.708093 loss_bbox: 0.200880 loss_giou: 0.510611 loss_class_aux: 4.741742 loss_bbox_aux: 1.331317 loss_giou_aux: 3.180294 loss_class_dn: 0.383435 loss_bbox_dn: 0.266121 loss_giou_dn: 0.506742 loss_class_aux_dn: 2.049458 loss_bbox_aux_dn: 1.514744 loss_giou_aux_dn: 2.786986 loss: 18.361759 eta: 3 days, 3:18:41 batch_cost: 0.5332 data_cost: 0.0011 ips: 7.5017 images/s [03/29 14:09:09] ppdet.engine INFO: Epoch: [4] [5400/7329] learning_rate: 0.000100 loss_class: 0.671941 loss_bbox: 0.185264 loss_giou: 0.441770 loss_class_aux: 4.287980 loss_bbox_aux: 1.192218 loss_giou_aux: 2.812024 loss_class_dn: 0.364618 loss_bbox_dn: 0.231326 loss_giou_dn: 0.503573 loss_class_aux_dn: 1.917004 loss_bbox_aux_dn: 1.270869 loss_giou_aux_dn: 2.746495 loss: 16.924664 eta: 3 days, 3:17:15 batch_cost: 0.5280 data_cost: 0.0012 ips: 7.5753 images/s [03/29 14:10:11] ppdet.engine INFO: Epoch: [4] [5500/7329] learning_rate: 0.000100 loss_class: 0.735574 loss_bbox: 0.189485 loss_giou: 0.457634 loss_class_aux: 4.787874 loss_bbox_aux: 1.244244 loss_giou_aux: 2.885289 loss_class_dn: 0.410082 loss_bbox_dn: 0.274319 loss_giou_dn: 0.506343 loss_class_aux_dn: 2.149579 loss_bbox_aux_dn: 1.515653 loss_giou_aux_dn: 2.731766 loss: 18.489342 eta: 3 days, 3:16:26 batch_cost: 0.5544 data_cost: 0.0015 ips: 7.2144 images/s [03/29 14:11:10] ppdet.engine INFO: Epoch: [4] [5600/7329] learning_rate: 0.000100 loss_class: 0.645793 loss_bbox: 0.179715 loss_giou: 0.450298 loss_class_aux: 4.130012 loss_bbox_aux: 1.138298 loss_giou_aux: 2.922067 loss_class_dn: 0.371366 loss_bbox_dn: 0.234782 loss_giou_dn: 0.513425 loss_class_aux_dn: 1.917585 loss_bbox_aux_dn: 1.272338 loss_giou_aux_dn: 2.766957 loss: 16.907780 eta: 3 days, 3:15:04 batch_cost: 0.5304 data_cost: 0.0012 ips: 7.5413 images/s [03/29 14:12:10] ppdet.engine INFO: Epoch: [4] [5700/7329] learning_rate: 0.000100 loss_class: 0.727891 loss_bbox: 0.186990 loss_giou: 0.525772 loss_class_aux: 4.815145 loss_bbox_aux: 1.248787 loss_giou_aux: 3.351385 loss_class_dn: 0.415330 loss_bbox_dn: 0.271333 loss_giou_dn: 0.579105 loss_class_aux_dn: 2.183325 loss_bbox_aux_dn: 1.455196 loss_giou_aux_dn: 3.093221 loss: 19.036434 eta: 3 days, 3:13:57 batch_cost: 0.5416 data_cost: 0.0012 ips: 7.3855 images/s [03/29 14:13:12] ppdet.engine INFO: Epoch: [4] [5800/7329] learning_rate: 0.000100 loss_class: 0.701774 loss_bbox: 0.180619 loss_giou: 0.476713 loss_class_aux: 4.420615 loss_bbox_aux: 1.205239 loss_giou_aux: 3.010143 loss_class_dn: 0.392027 loss_bbox_dn: 0.253841 loss_giou_dn: 0.511685 loss_class_aux_dn: 2.097232 loss_bbox_aux_dn: 1.450886 loss_giou_aux_dn: 2.781921 loss: 17.625242 eta: 3 days, 3:13:23 batch_cost: 0.5645 data_cost: 0.0012 ips: 7.0854 images/s [03/29 14:14:14] ppdet.engine INFO: Epoch: [4] [5900/7329] learning_rate: 0.000100 loss_class: 0.616355 loss_bbox: 0.175114 loss_giou: 0.416117 loss_class_aux: 3.952957 loss_bbox_aux: 1.187304 loss_giou_aux: 2.750051 loss_class_dn: 0.346218 loss_bbox_dn: 0.234163 loss_giou_dn: 0.465453 loss_class_aux_dn: 1.832016 loss_bbox_aux_dn: 1.341992 loss_giou_aux_dn: 2.546709 loss: 16.643915 eta: 3 days, 3:12:56 batch_cost: 0.5693 data_cost: 0.0012 ips: 7.0260 images/s [03/29 14:15:10] ppdet.engine INFO: Epoch: [4] [6000/7329] learning_rate: 0.000100 loss_class: 0.664340 loss_bbox: 0.175760 loss_giou: 0.444122 loss_class_aux: 4.343001 loss_bbox_aux: 1.122603 loss_giou_aux: 2.706239 loss_class_dn: 0.393769 loss_bbox_dn: 0.238615 loss_giou_dn: 0.504716 loss_class_aux_dn: 2.039809 loss_bbox_aux_dn: 1.329226 loss_giou_aux_dn: 2.636093 loss: 18.327600 eta: 3 days, 3:10:59 batch_cost: 0.5056 data_cost: 0.0014 ips: 7.9110 images/s [03/29 14:16:12] ppdet.engine INFO: Epoch: [4] [6100/7329] learning_rate: 0.000100 loss_class: 0.619344 loss_bbox: 0.171363 loss_giou: 0.415989 loss_class_aux: 4.288133 loss_bbox_aux: 1.066734 loss_giou_aux: 2.748037 loss_class_dn: 0.377287 loss_bbox_dn: 0.233959 loss_giou_dn: 0.478949 loss_class_aux_dn: 1.995724 loss_bbox_aux_dn: 1.290345 loss_giou_aux_dn: 2.546627 loss: 16.834209 eta: 3 days, 3:10:08 batch_cost: 0.5526 data_cost: 0.0014 ips: 7.2382 images/s [03/29 14:17:16] ppdet.engine INFO: Epoch: [4] [6200/7329] learning_rate: 0.000100 loss_class: 0.663614 loss_bbox: 0.191392 loss_giou: 0.482127 loss_class_aux: 4.256081 loss_bbox_aux: 1.222703 loss_giou_aux: 3.004108 loss_class_dn: 0.375302 loss_bbox_dn: 0.294291 loss_giou_dn: 0.529713 loss_class_aux_dn: 1.929140 loss_bbox_aux_dn: 1.637021 loss_giou_aux_dn: 2.777509 loss: 17.891270 eta: 3 days, 3:09:58 batch_cost: 0.5821 data_cost: 0.0013 ips: 6.8714 images/s [03/29 14:18:14] ppdet.engine INFO: Epoch: [4] [6300/7329] learning_rate: 0.000100 loss_class: 0.667734 loss_bbox: 0.174530 loss_giou: 0.468159 loss_class_aux: 4.330924 loss_bbox_aux: 1.189319 loss_giou_aux: 3.012954 loss_class_dn: 0.374162 loss_bbox_dn: 0.250445 loss_giou_dn: 0.543948 loss_class_aux_dn: 1.939847 loss_bbox_aux_dn: 1.408914 loss_giou_aux_dn: 2.857956 loss: 18.057610 eta: 3 days, 3:08:28 batch_cost: 0.5243 data_cost: 0.0012 ips: 7.6296 images/s [03/29 14:19:20] ppdet.engine INFO: Epoch: [4] [6400/7329] learning_rate: 0.000100 loss_class: 0.656905 loss_bbox: 0.168913 loss_giou: 0.431848 loss_class_aux: 4.253970 loss_bbox_aux: 1.139171 loss_giou_aux: 2.733664 loss_class_dn: 0.373661 loss_bbox_dn: 0.239411 loss_giou_dn: 0.477983 loss_class_aux_dn: 1.990435 loss_bbox_aux_dn: 1.324734 loss_giou_aux_dn: 2.599668 loss: 17.274769 eta: 3 days, 3:08:50 batch_cost: 0.6059 data_cost: 0.0012 ips: 6.6019 images/s [03/29 14:20:19] ppdet.engine INFO: Epoch: [4] [6500/7329] learning_rate: 0.000100 loss_class: 0.654957 loss_bbox: 0.202367 loss_giou: 0.521762 loss_class_aux: 4.310124 loss_bbox_aux: 1.300816 loss_giou_aux: 3.327803 loss_class_dn: 0.391049 loss_bbox_dn: 0.266382 loss_giou_dn: 0.555964 loss_class_aux_dn: 2.044617 loss_bbox_aux_dn: 1.509722 loss_giou_aux_dn: 3.006834 loss: 18.623531 eta: 3 days, 3:07:32 batch_cost: 0.5329 data_cost: 0.0012 ips: 7.5065 images/s [03/29 14:21:17] ppdet.engine INFO: Epoch: [4] [6600/7329] learning_rate: 0.000100 loss_class: 0.666712 loss_bbox: 0.159797 loss_giou: 0.435435 loss_class_aux: 4.284487 loss_bbox_aux: 1.015750 loss_giou_aux: 2.850912 loss_class_dn: 0.374994 loss_bbox_dn: 0.223787 loss_giou_dn: 0.486035 loss_class_aux_dn: 1.994224 loss_bbox_aux_dn: 1.211829 loss_giou_aux_dn: 2.658211 loss: 17.068005 eta: 3 days, 3:06:11 batch_cost: 0.5314 data_cost: 0.0013 ips: 7.5279 images/s [03/29 14:22:19] ppdet.engine INFO: Epoch: [4] [6700/7329] learning_rate: 0.000100 loss_class: 0.663902 loss_bbox: 0.168042 loss_giou: 0.434392 loss_class_aux: 4.470681 loss_bbox_aux: 1.096461 loss_giou_aux: 2.775843 loss_class_dn: 0.348597 loss_bbox_dn: 0.227251 loss_giou_dn: 0.454934 loss_class_aux_dn: 1.859481 loss_bbox_aux_dn: 1.255890 loss_giou_aux_dn: 2.459064 loss: 16.354958 eta: 3 days, 3:05:28 batch_cost: 0.5582 data_cost: 0.0013 ips: 7.1661 images/s [03/29 14:23:20] ppdet.engine INFO: Epoch: [4] [6800/7329] learning_rate: 0.000100 loss_class: 0.723514 loss_bbox: 0.193237 loss_giou: 0.490457 loss_class_aux: 4.681507 loss_bbox_aux: 1.308939 loss_giou_aux: 3.044284 loss_class_dn: 0.405199 loss_bbox_dn: 0.245141 loss_giou_dn: 0.561478 loss_class_aux_dn: 2.088175 loss_bbox_aux_dn: 1.383608 loss_giou_aux_dn: 2.963876 loss: 19.086529 eta: 3 days, 3:04:23 batch_cost: 0.5427 data_cost: 0.0016 ips: 7.3700 images/s [03/29 14:24:19] ppdet.engine INFO: Epoch: [4] [6900/7329] learning_rate: 0.000100 loss_class: 0.777603 loss_bbox: 0.183980 loss_giou: 0.485144 loss_class_aux: 5.005157 loss_bbox_aux: 1.207753 loss_giou_aux: 3.114841 loss_class_dn: 0.403065 loss_bbox_dn: 0.286951 loss_giou_dn: 0.560418 loss_class_aux_dn: 2.109330 loss_bbox_aux_dn: 1.577953 loss_giou_aux_dn: 3.004451 loss: 19.464273 eta: 3 days, 3:03:13 batch_cost: 0.5386 data_cost: 0.0012 ips: 7.4270 images/s [03/29 14:25:16] ppdet.engine INFO: Epoch: [4] [7000/7329] learning_rate: 0.000100 loss_class: 0.621677 loss_bbox: 0.176298 loss_giou: 0.427005 loss_class_aux: 4.008728 loss_bbox_aux: 1.106189 loss_giou_aux: 2.641558 loss_class_dn: 0.341936 loss_bbox_dn: 0.251841 loss_giou_dn: 0.470923 loss_class_aux_dn: 1.766706 loss_bbox_aux_dn: 1.422878 loss_giou_aux_dn: 2.546806 loss: 16.344765 eta: 3 days, 3:01:27 batch_cost: 0.5123 data_cost: 0.0012 ips: 7.8073 images/s [03/29 14:26:16] ppdet.engine INFO: Epoch: [4] [7100/7329] learning_rate: 0.000100 loss_class: 0.682203 loss_bbox: 0.175823 loss_giou: 0.454358 loss_class_aux: 4.428158 loss_bbox_aux: 1.223328 loss_giou_aux: 2.834290 loss_class_dn: 0.393556 loss_bbox_dn: 0.221941 loss_giou_dn: 0.530169 loss_class_aux_dn: 2.092091 loss_bbox_aux_dn: 1.266516 loss_giou_aux_dn: 2.835911 loss: 18.439188 eta: 3 days, 3:00:31 batch_cost: 0.5488 data_cost: 0.0012 ips: 7.2887 images/s [03/29 14:27:17] ppdet.engine INFO: Epoch: [4] [7200/7329] learning_rate: 0.000100 loss_class: 0.763878 loss_bbox: 0.202775 loss_giou: 0.506431 loss_class_aux: 4.892114 loss_bbox_aux: 1.291076 loss_giou_aux: 3.281667 loss_class_dn: 0.408485 loss_bbox_dn: 0.277516 loss_giou_dn: 0.558452 loss_class_aux_dn: 2.186974 loss_bbox_aux_dn: 1.489244 loss_giou_aux_dn: 3.013581 loss: 19.746998 eta: 3 days, 2:59:42 batch_cost: 0.5535 data_cost: 0.0012 ips: 7.2269 images/s [03/29 14:28:15] ppdet.engine INFO: Epoch: [4] [7300/7329] learning_rate: 0.000100 loss_class: 0.736821 loss_bbox: 0.169191 loss_giou: 0.528750 loss_class_aux: 4.621117 loss_bbox_aux: 1.142205 loss_giou_aux: 3.338916 loss_class_dn: 0.392828 loss_bbox_dn: 0.230810 loss_giou_dn: 0.546983 loss_class_aux_dn: 2.041693 loss_bbox_aux_dn: 1.318367 loss_giou_aux_dn: 2.940926 loss: 17.922037 eta: 3 days, 2:58:11 batch_cost: 0.5232 data_cost: 0.0012 ips: 7.6457 images/s [03/29 14:28:39] ppdet.engine INFO: Eval iter: 0 [03/29 14:29:07] ppdet.engine INFO: Eval iter: 100 [03/29 14:29:37] ppdet.engine INFO: Eval iter: 200 [03/29 14:30:05] ppdet.engine INFO: Eval iter: 300 [03/29 14:30:33] ppdet.engine INFO: Eval iter: 400 [03/29 14:31:01] ppdet.engine INFO: Eval iter: 500 [03/29 14:31:29] ppdet.engine INFO: Eval iter: 600 [03/29 14:32:03] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/29 14:32:03] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.16s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.39s). Accumulating evaluation results... DONE (t=27.03s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.442 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.616 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.476 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.253 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.482 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 ] = 0.355 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.585 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 ] = 0.443 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 ] = 0.867 [03/29 14:34:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.224970719691076 [03/29 14:34:42] ppdet.engine INFO: Best test bbox ap is 0.442. [03/29 14:34:46] ppdet.engine INFO: Epoch: [5] [ 0/7329] learning_rate: 0.000100 loss_class: 0.636295 loss_bbox: 0.142965 loss_giou: 0.480210 loss_class_aux: 4.233727 loss_bbox_aux: 0.951862 loss_giou_aux: 3.096193 loss_class_dn: 0.352465 loss_bbox_dn: 0.209014 loss_giou_dn: 0.494273 loss_class_aux_dn: 1.851713 loss_bbox_aux_dn: 1.168395 loss_giou_aux_dn: 2.673851 loss: 17.175289 eta: 3 days, 2:58:03 batch_cost: 0.5443 data_cost: 0.0013 ips: 7.3491 images/s [03/29 14:35:46] ppdet.engine INFO: Epoch: [5] [ 100/7329] learning_rate: 0.000100 loss_class: 0.715466 loss_bbox: 0.188595 loss_giou: 0.523993 loss_class_aux: 4.542372 loss_bbox_aux: 1.206144 loss_giou_aux: 3.320132 loss_class_dn: 0.418812 loss_bbox_dn: 0.248478 loss_giou_dn: 0.564223 loss_class_aux_dn: 2.144423 loss_bbox_aux_dn: 1.337883 loss_giou_aux_dn: 3.008978 loss: 19.501019 eta: 3 days, 2:57:00 batch_cost: 0.5434 data_cost: 0.0013 ips: 7.3605 images/s [03/29 14:36:49] ppdet.engine INFO: Epoch: [5] [ 200/7329] learning_rate: 0.000100 loss_class: 0.672581 loss_bbox: 0.164388 loss_giou: 0.501379 loss_class_aux: 4.388241 loss_bbox_aux: 1.055979 loss_giou_aux: 3.126104 loss_class_dn: 0.372862 loss_bbox_dn: 0.220210 loss_giou_dn: 0.518005 loss_class_aux_dn: 1.982399 loss_bbox_aux_dn: 1.201573 loss_giou_aux_dn: 2.736891 loss: 17.502373 eta: 3 days, 2:56:33 batch_cost: 0.5705 data_cost: 0.0013 ips: 7.0113 images/s [03/29 14:37:45] ppdet.engine INFO: Epoch: [5] [ 300/7329] learning_rate: 0.000100 loss_class: 0.707184 loss_bbox: 0.179369 loss_giou: 0.537668 loss_class_aux: 4.658283 loss_bbox_aux: 1.144447 loss_giou_aux: 3.381449 loss_class_dn: 0.435304 loss_bbox_dn: 0.220278 loss_giou_dn: 0.596810 loss_class_aux_dn: 2.288769 loss_bbox_aux_dn: 1.256931 loss_giou_aux_dn: 3.241127 loss: 20.414711 eta: 3 days, 2:54:46 batch_cost: 0.5105 data_cost: 0.0012 ips: 7.8354 images/s [03/29 14:38:41] ppdet.engine INFO: Epoch: [5] [ 400/7329] learning_rate: 0.000100 loss_class: 0.678331 loss_bbox: 0.198826 loss_giou: 0.481986 loss_class_aux: 4.593241 loss_bbox_aux: 1.300058 loss_giou_aux: 3.150021 loss_class_dn: 0.432710 loss_bbox_dn: 0.260870 loss_giou_dn: 0.526821 loss_class_aux_dn: 2.270260 loss_bbox_aux_dn: 1.427010 loss_giou_aux_dn: 2.834991 loss: 19.991144 eta: 3 days, 2:52:58 batch_cost: 0.5092 data_cost: 0.0011 ips: 7.8557 images/s [03/29 14:39:38] ppdet.engine INFO: Epoch: [5] [ 500/7329] learning_rate: 0.000100 loss_class: 0.662405 loss_bbox: 0.201974 loss_giou: 0.495250 loss_class_aux: 4.259092 loss_bbox_aux: 1.265621 loss_giou_aux: 3.290756 loss_class_dn: 0.384233 loss_bbox_dn: 0.297925 loss_giou_dn: 0.611874 loss_class_aux_dn: 2.032527 loss_bbox_aux_dn: 1.630111 loss_giou_aux_dn: 3.255560 loss: 18.662815 eta: 3 days, 2:51:18 batch_cost: 0.5153 data_cost: 0.0011 ips: 7.7621 images/s [03/29 14:40:36] ppdet.engine INFO: Epoch: [5] [ 600/7329] learning_rate: 0.000100 loss_class: 0.747316 loss_bbox: 0.196046 loss_giou: 0.490509 loss_class_aux: 4.746209 loss_bbox_aux: 1.284330 loss_giou_aux: 3.129653 loss_class_dn: 0.424319 loss_bbox_dn: 0.278494 loss_giou_dn: 0.546288 loss_class_aux_dn: 2.203187 loss_bbox_aux_dn: 1.504788 loss_giou_aux_dn: 2.922146 loss: 20.080082 eta: 3 days, 2:49:54 batch_cost: 0.5271 data_cost: 0.0011 ips: 7.5889 images/s [03/29 14:41:34] ppdet.engine INFO: Epoch: [5] [ 700/7329] learning_rate: 0.000100 loss_class: 0.722369 loss_bbox: 0.206262 loss_giou: 0.522103 loss_class_aux: 4.663281 loss_bbox_aux: 1.368150 loss_giou_aux: 3.389066 loss_class_dn: 0.414404 loss_bbox_dn: 0.268892 loss_giou_dn: 0.546292 loss_class_aux_dn: 2.172994 loss_bbox_aux_dn: 1.479286 loss_giou_aux_dn: 2.922654 loss: 18.874767 eta: 3 days, 2:48:29 batch_cost: 0.5265 data_cost: 0.0012 ips: 7.5968 images/s [03/29 14:42:35] ppdet.engine INFO: Epoch: [5] [ 800/7329] learning_rate: 0.000100 loss_class: 0.652070 loss_bbox: 0.191941 loss_giou: 0.467035 loss_class_aux: 4.172027 loss_bbox_aux: 1.252695 loss_giou_aux: 2.983204 loss_class_dn: 0.379477 loss_bbox_dn: 0.255786 loss_giou_dn: 0.508254 loss_class_aux_dn: 2.024085 loss_bbox_aux_dn: 1.467451 loss_giou_aux_dn: 2.747141 loss: 17.934689 eta: 3 days, 2:47:31 batch_cost: 0.5474 data_cost: 0.0015 ips: 7.3075 images/s [03/29 14:43:35] ppdet.engine INFO: Epoch: [5] [ 900/7329] learning_rate: 0.000100 loss_class: 0.718986 loss_bbox: 0.189125 loss_giou: 0.516769 loss_class_aux: 4.642426 loss_bbox_aux: 1.232317 loss_giou_aux: 3.253786 loss_class_dn: 0.415482 loss_bbox_dn: 0.255477 loss_giou_dn: 0.545130 loss_class_aux_dn: 2.144457 loss_bbox_aux_dn: 1.424635 loss_giou_aux_dn: 2.876790 loss: 19.221745 eta: 3 days, 2:46:29 batch_cost: 0.5433 data_cost: 0.0012 ips: 7.3631 images/s [03/29 14:44:35] ppdet.engine INFO: Epoch: [5] [1000/7329] learning_rate: 0.000100 loss_class: 0.635789 loss_bbox: 0.168881 loss_giou: 0.407961 loss_class_aux: 4.061680 loss_bbox_aux: 1.162247 loss_giou_aux: 2.659073 loss_class_dn: 0.348363 loss_bbox_dn: 0.242667 loss_giou_dn: 0.443369 loss_class_aux_dn: 1.822949 loss_bbox_aux_dn: 1.350096 loss_giou_aux_dn: 2.457292 loss: 16.067310 eta: 3 days, 2:45:34 batch_cost: 0.5496 data_cost: 0.0012 ips: 7.2779 images/s [03/29 14:45:36] ppdet.engine INFO: Epoch: [5] [1100/7329] learning_rate: 0.000100 loss_class: 0.645323 loss_bbox: 0.178888 loss_giou: 0.505433 loss_class_aux: 4.037323 loss_bbox_aux: 1.149039 loss_giou_aux: 3.218045 loss_class_dn: 0.378029 loss_bbox_dn: 0.220435 loss_giou_dn: 0.557025 loss_class_aux_dn: 1.974973 loss_bbox_aux_dn: 1.211112 loss_giou_aux_dn: 2.998301 loss: 18.373043 eta: 3 days, 2:44:29 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3961 images/s [03/29 14:46:33] ppdet.engine INFO: Epoch: [5] [1200/7329] learning_rate: 0.000100 loss_class: 0.673156 loss_bbox: 0.170942 loss_giou: 0.459753 loss_class_aux: 4.486852 loss_bbox_aux: 1.139832 loss_giou_aux: 2.922667 loss_class_dn: 0.374582 loss_bbox_dn: 0.242482 loss_giou_dn: 0.497132 loss_class_aux_dn: 2.001042 loss_bbox_aux_dn: 1.318140 loss_giou_aux_dn: 2.660838 loss: 17.341816 eta: 3 days, 2:42:58 batch_cost: 0.5214 data_cost: 0.0015 ips: 7.6710 images/s [03/29 14:47:36] ppdet.engine INFO: Epoch: [5] [1300/7329] learning_rate: 0.000100 loss_class: 0.682511 loss_bbox: 0.190938 loss_giou: 0.504972 loss_class_aux: 4.369843 loss_bbox_aux: 1.270470 loss_giou_aux: 3.184971 loss_class_dn: 0.416635 loss_bbox_dn: 0.238012 loss_giou_dn: 0.555281 loss_class_aux_dn: 2.112391 loss_bbox_aux_dn: 1.391986 loss_giou_aux_dn: 2.969592 loss: 19.522991 eta: 3 days, 2:42:39 batch_cost: 0.5773 data_cost: 0.0012 ips: 6.9284 images/s [03/29 14:48:49] ppdet.engine INFO: Epoch: [5] [1400/7329] learning_rate: 0.000100 loss_class: 0.663487 loss_bbox: 0.165085 loss_giou: 0.452293 loss_class_aux: 4.366092 loss_bbox_aux: 1.103342 loss_giou_aux: 2.940887 loss_class_dn: 0.398291 loss_bbox_dn: 0.240405 loss_giou_dn: 0.492966 loss_class_aux_dn: 2.110488 loss_bbox_aux_dn: 1.319598 loss_giou_aux_dn: 2.681304 loss: 17.424858 eta: 3 days, 2:44:20 batch_cost: 0.6702 data_cost: 0.0011 ips: 5.9685 images/s [03/29 14:49:47] ppdet.engine INFO: Epoch: [5] [1500/7329] learning_rate: 0.000100 loss_class: 0.690190 loss_bbox: 0.194049 loss_giou: 0.438821 loss_class_aux: 4.341301 loss_bbox_aux: 1.254341 loss_giou_aux: 2.880008 loss_class_dn: 0.371543 loss_bbox_dn: 0.243791 loss_giou_dn: 0.488523 loss_class_aux_dn: 1.960078 loss_bbox_aux_dn: 1.300281 loss_giou_aux_dn: 2.627405 loss: 17.482311 eta: 3 days, 2:42:49 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6674 images/s [03/29 14:50:49] ppdet.engine INFO: Epoch: [5] [1600/7329] learning_rate: 0.000100 loss_class: 0.687092 loss_bbox: 0.179386 loss_giou: 0.506751 loss_class_aux: 4.482018 loss_bbox_aux: 1.209965 loss_giou_aux: 3.253675 loss_class_dn: 0.405170 loss_bbox_dn: 0.267820 loss_giou_dn: 0.580569 loss_class_aux_dn: 2.108011 loss_bbox_aux_dn: 1.487664 loss_giou_aux_dn: 3.131562 loss: 18.968651 eta: 3 days, 2:42:12 batch_cost: 0.5635 data_cost: 0.0013 ips: 7.0979 images/s [03/29 14:51:53] ppdet.engine INFO: Epoch: [5] [1700/7329] learning_rate: 0.000100 loss_class: 0.703882 loss_bbox: 0.192826 loss_giou: 0.513948 loss_class_aux: 4.776693 loss_bbox_aux: 1.301865 loss_giou_aux: 3.249066 loss_class_dn: 0.409888 loss_bbox_dn: 0.278147 loss_giou_dn: 0.540508 loss_class_aux_dn: 2.225458 loss_bbox_aux_dn: 1.539624 loss_giou_aux_dn: 2.927893 loss: 19.079468 eta: 3 days, 2:41:50 batch_cost: 0.5751 data_cost: 0.0018 ips: 6.9551 images/s [03/29 14:53:01] ppdet.engine INFO: Epoch: [5] [1800/7329] learning_rate: 0.000100 loss_class: 0.698212 loss_bbox: 0.169176 loss_giou: 0.471266 loss_class_aux: 4.550472 loss_bbox_aux: 1.153584 loss_giou_aux: 2.929633 loss_class_dn: 0.393550 loss_bbox_dn: 0.250521 loss_giou_dn: 0.523606 loss_class_aux_dn: 2.039764 loss_bbox_aux_dn: 1.438235 loss_giou_aux_dn: 2.809237 loss: 17.705101 eta: 3 days, 2:42:12 batch_cost: 0.6098 data_cost: 0.0014 ips: 6.5595 images/s [03/29 14:54:01] ppdet.engine INFO: Epoch: [5] [1900/7329] learning_rate: 0.000100 loss_class: 0.650943 loss_bbox: 0.169531 loss_giou: 0.460121 loss_class_aux: 4.380186 loss_bbox_aux: 1.126405 loss_giou_aux: 2.887095 loss_class_dn: 0.350774 loss_bbox_dn: 0.258847 loss_giou_dn: 0.481748 loss_class_aux_dn: 1.875328 loss_bbox_aux_dn: 1.465317 loss_giou_aux_dn: 2.609801 loss: 16.442812 eta: 3 days, 2:41:04 batch_cost: 0.5396 data_cost: 0.0026 ips: 7.4131 images/s [03/29 14:55:00] ppdet.engine INFO: Epoch: [5] [2000/7329] learning_rate: 0.000100 loss_class: 0.699141 loss_bbox: 0.209298 loss_giou: 0.558004 loss_class_aux: 4.604812 loss_bbox_aux: 1.318233 loss_giou_aux: 3.621719 loss_class_dn: 0.399378 loss_bbox_dn: 0.262039 loss_giou_dn: 0.593677 loss_class_aux_dn: 2.142071 loss_bbox_aux_dn: 1.440443 loss_giou_aux_dn: 3.188031 loss: 19.929379 eta: 3 days, 2:39:50 batch_cost: 0.5345 data_cost: 0.0012 ips: 7.4842 images/s [03/29 14:56:02] ppdet.engine INFO: Epoch: [5] [2100/7329] learning_rate: 0.000100 loss_class: 0.694634 loss_bbox: 0.173547 loss_giou: 0.479651 loss_class_aux: 4.548716 loss_bbox_aux: 1.158141 loss_giou_aux: 3.065318 loss_class_dn: 0.392700 loss_bbox_dn: 0.283329 loss_giou_dn: 0.566717 loss_class_aux_dn: 2.076188 loss_bbox_aux_dn: 1.546327 loss_giou_aux_dn: 2.962895 loss: 18.212627 eta: 3 days, 2:39:07 batch_cost: 0.5589 data_cost: 0.0015 ips: 7.1571 images/s [03/29 14:57:06] ppdet.engine INFO: Epoch: [5] [2200/7329] learning_rate: 0.000100 loss_class: 0.738082 loss_bbox: 0.181977 loss_giou: 0.529696 loss_class_aux: 4.769927 loss_bbox_aux: 1.169915 loss_giou_aux: 3.369933 loss_class_dn: 0.407188 loss_bbox_dn: 0.247042 loss_giou_dn: 0.560454 loss_class_aux_dn: 2.119459 loss_bbox_aux_dn: 1.342475 loss_giou_aux_dn: 3.035830 loss: 18.996979 eta: 3 days, 2:38:52 batch_cost: 0.5819 data_cost: 0.0013 ips: 6.8745 images/s [03/29 14:58:07] ppdet.engine INFO: Epoch: [5] [2300/7329] learning_rate: 0.000100 loss_class: 0.684070 loss_bbox: 0.178708 loss_giou: 0.494540 loss_class_aux: 4.305535 loss_bbox_aux: 1.168381 loss_giou_aux: 3.055056 loss_class_dn: 0.403627 loss_bbox_dn: 0.237267 loss_giou_dn: 0.539651 loss_class_aux_dn: 2.100110 loss_bbox_aux_dn: 1.337781 loss_giou_aux_dn: 2.871997 loss: 18.462101 eta: 3 days, 2:37:57 batch_cost: 0.5495 data_cost: 0.0019 ips: 7.2797 images/s [03/29 14:59:04] ppdet.engine INFO: Epoch: [5] [2400/7329] learning_rate: 0.000100 loss_class: 0.703693 loss_bbox: 0.172521 loss_giou: 0.472007 loss_class_aux: 4.532439 loss_bbox_aux: 1.111719 loss_giou_aux: 3.094195 loss_class_dn: 0.384535 loss_bbox_dn: 0.234945 loss_giou_dn: 0.511916 loss_class_aux_dn: 2.041049 loss_bbox_aux_dn: 1.278598 loss_giou_aux_dn: 2.808829 loss: 18.056078 eta: 3 days, 2:36:23 batch_cost: 0.5182 data_cost: 0.0012 ips: 7.7197 images/s [03/29 15:00:03] ppdet.engine INFO: Epoch: [5] [2500/7329] learning_rate: 0.000100 loss_class: 0.675016 loss_bbox: 0.199472 loss_giou: 0.435128 loss_class_aux: 4.342031 loss_bbox_aux: 1.261607 loss_giou_aux: 2.747877 loss_class_dn: 0.366251 loss_bbox_dn: 0.265125 loss_giou_dn: 0.480494 loss_class_aux_dn: 1.918292 loss_bbox_aux_dn: 1.542649 loss_giou_aux_dn: 2.652929 loss: 17.934954 eta: 3 days, 2:35:07 batch_cost: 0.5332 data_cost: 0.0013 ips: 7.5021 images/s [03/29 15:01:04] ppdet.engine INFO: Epoch: [5] [2600/7329] learning_rate: 0.000100 loss_class: 0.663123 loss_bbox: 0.181963 loss_giou: 0.478148 loss_class_aux: 4.250643 loss_bbox_aux: 1.154748 loss_giou_aux: 3.064484 loss_class_dn: 0.366818 loss_bbox_dn: 0.249546 loss_giou_dn: 0.514958 loss_class_aux_dn: 1.949642 loss_bbox_aux_dn: 1.379743 loss_giou_aux_dn: 2.802948 loss: 17.363417 eta: 3 days, 2:34:21 batch_cost: 0.5567 data_cost: 0.0013 ips: 7.1855 images/s [03/29 15:02:11] ppdet.engine INFO: Epoch: [5] [2700/7329] learning_rate: 0.000100 loss_class: 0.717495 loss_bbox: 0.206750 loss_giou: 0.436268 loss_class_aux: 4.569086 loss_bbox_aux: 1.232010 loss_giou_aux: 2.855218 loss_class_dn: 0.372425 loss_bbox_dn: 0.254740 loss_giou_dn: 0.483019 loss_class_aux_dn: 2.029211 loss_bbox_aux_dn: 1.432516 loss_giou_aux_dn: 2.551226 loss: 18.643822 eta: 3 days, 2:34:38 batch_cost: 0.6077 data_cost: 0.0013 ips: 6.5818 images/s [03/29 15:03:10] ppdet.engine INFO: Epoch: [5] [2800/7329] learning_rate: 0.000100 loss_class: 0.660622 loss_bbox: 0.193448 loss_giou: 0.403269 loss_class_aux: 4.394062 loss_bbox_aux: 1.257417 loss_giou_aux: 2.723913 loss_class_dn: 0.392878 loss_bbox_dn: 0.264896 loss_giou_dn: 0.479996 loss_class_aux_dn: 2.060097 loss_bbox_aux_dn: 1.501247 loss_giou_aux_dn: 2.557488 loss: 17.464680 eta: 3 days, 2:33:15 batch_cost: 0.5274 data_cost: 0.0013 ips: 7.5851 images/s [03/29 15:04:06] ppdet.engine INFO: Epoch: [5] [2900/7329] learning_rate: 0.000100 loss_class: 0.656751 loss_bbox: 0.155961 loss_giou: 0.535224 loss_class_aux: 4.311561 loss_bbox_aux: 1.056828 loss_giou_aux: 3.402549 loss_class_dn: 0.401942 loss_bbox_dn: 0.250052 loss_giou_dn: 0.559319 loss_class_aux_dn: 2.095987 loss_bbox_aux_dn: 1.412472 loss_giou_aux_dn: 2.937637 loss: 18.084583 eta: 3 days, 2:31:36 batch_cost: 0.5142 data_cost: 0.0012 ips: 7.7795 images/s [03/29 15:05:05] ppdet.engine INFO: Epoch: [5] [3000/7329] learning_rate: 0.000100 loss_class: 0.618940 loss_bbox: 0.161281 loss_giou: 0.414010 loss_class_aux: 4.057545 loss_bbox_aux: 1.098257 loss_giou_aux: 2.646554 loss_class_dn: 0.345784 loss_bbox_dn: 0.235060 loss_giou_dn: 0.452102 loss_class_aux_dn: 1.835459 loss_bbox_aux_dn: 1.322309 loss_giou_aux_dn: 2.411803 loss: 16.513412 eta: 3 days, 2:30:16 batch_cost: 0.5288 data_cost: 0.0014 ips: 7.5638 images/s [03/29 15:06:08] ppdet.engine INFO: Epoch: [5] [3100/7329] learning_rate: 0.000100 loss_class: 0.690246 loss_bbox: 0.193736 loss_giou: 0.527820 loss_class_aux: 4.502501 loss_bbox_aux: 1.228253 loss_giou_aux: 3.369768 loss_class_dn: 0.419814 loss_bbox_dn: 0.241737 loss_giou_dn: 0.585814 loss_class_aux_dn: 2.214612 loss_bbox_aux_dn: 1.367852 loss_giou_aux_dn: 3.137730 loss: 19.134060 eta: 3 days, 2:29:37 batch_cost: 0.5624 data_cost: 0.0015 ips: 7.1125 images/s [03/29 15:07:15] ppdet.engine INFO: Epoch: [5] [3200/7329] learning_rate: 0.000100 loss_class: 0.678332 loss_bbox: 0.172957 loss_giou: 0.499093 loss_class_aux: 4.506905 loss_bbox_aux: 1.181841 loss_giou_aux: 3.195477 loss_class_dn: 0.393535 loss_bbox_dn: 0.243835 loss_giou_dn: 0.552154 loss_class_aux_dn: 2.078277 loss_bbox_aux_dn: 1.357817 loss_giou_aux_dn: 2.936690 loss: 18.654724 eta: 3 days, 2:29:52 batch_cost: 0.6069 data_cost: 0.0018 ips: 6.5911 images/s [03/29 15:08:14] ppdet.engine INFO: Epoch: [5] [3300/7329] learning_rate: 0.000100 loss_class: 0.640689 loss_bbox: 0.186523 loss_giou: 0.457266 loss_class_aux: 4.191709 loss_bbox_aux: 1.252790 loss_giou_aux: 2.897927 loss_class_dn: 0.352833 loss_bbox_dn: 0.252382 loss_giou_dn: 0.482258 loss_class_aux_dn: 1.935890 loss_bbox_aux_dn: 1.451271 loss_giou_aux_dn: 2.606493 loss: 16.411613 eta: 3 days, 2:28:35 batch_cost: 0.5321 data_cost: 0.0012 ips: 7.5180 images/s [03/29 15:09:14] ppdet.engine INFO: Epoch: [5] [3400/7329] learning_rate: 0.000100 loss_class: 0.706273 loss_bbox: 0.189917 loss_giou: 0.533215 loss_class_aux: 4.367226 loss_bbox_aux: 1.206826 loss_giou_aux: 3.340352 loss_class_dn: 0.404883 loss_bbox_dn: 0.238457 loss_giou_dn: 0.572126 loss_class_aux_dn: 2.066729 loss_bbox_aux_dn: 1.318727 loss_giou_aux_dn: 3.100818 loss: 19.361790 eta: 3 days, 2:27:26 batch_cost: 0.5383 data_cost: 0.0014 ips: 7.4307 images/s [03/29 15:10:16] ppdet.engine INFO: Epoch: [5] [3500/7329] learning_rate: 0.000100 loss_class: 0.766582 loss_bbox: 0.182651 loss_giou: 0.478974 loss_class_aux: 4.701708 loss_bbox_aux: 1.178939 loss_giou_aux: 3.055460 loss_class_dn: 0.405691 loss_bbox_dn: 0.290596 loss_giou_dn: 0.524907 loss_class_aux_dn: 2.166896 loss_bbox_aux_dn: 1.613241 loss_giou_aux_dn: 2.853240 loss: 18.735405 eta: 3 days, 2:26:51 batch_cost: 0.5659 data_cost: 0.0013 ips: 7.0678 images/s [03/29 15:11:17] ppdet.engine INFO: Epoch: [5] [3600/7329] learning_rate: 0.000100 loss_class: 0.698694 loss_bbox: 0.190643 loss_giou: 0.443947 loss_class_aux: 4.613514 loss_bbox_aux: 1.237083 loss_giou_aux: 2.848533 loss_class_dn: 0.405145 loss_bbox_dn: 0.250733 loss_giou_dn: 0.487970 loss_class_aux_dn: 2.146377 loss_bbox_aux_dn: 1.426552 loss_giou_aux_dn: 2.671129 loss: 17.435434 eta: 3 days, 2:25:57 batch_cost: 0.5507 data_cost: 0.0012 ips: 7.2641 images/s [03/29 15:12:17] ppdet.engine INFO: Epoch: [5] [3700/7329] learning_rate: 0.000100 loss_class: 0.703464 loss_bbox: 0.195678 loss_giou: 0.497762 loss_class_aux: 4.537930 loss_bbox_aux: 1.215308 loss_giou_aux: 3.128360 loss_class_dn: 0.408159 loss_bbox_dn: 0.260166 loss_giou_dn: 0.556708 loss_class_aux_dn: 2.180517 loss_bbox_aux_dn: 1.440112 loss_giou_aux_dn: 2.966954 loss: 18.552776 eta: 3 days, 2:24:56 batch_cost: 0.5448 data_cost: 0.0014 ips: 7.3422 images/s [03/29 15:13:15] ppdet.engine INFO: Epoch: [5] [3800/7329] learning_rate: 0.000100 loss_class: 0.679536 loss_bbox: 0.183721 loss_giou: 0.441290 loss_class_aux: 4.471193 loss_bbox_aux: 1.133137 loss_giou_aux: 2.829000 loss_class_dn: 0.366884 loss_bbox_dn: 0.254626 loss_giou_dn: 0.487518 loss_class_aux_dn: 1.895844 loss_bbox_aux_dn: 1.414383 loss_giou_aux_dn: 2.635969 loss: 17.575577 eta: 3 days, 2:23:18 batch_cost: 0.5135 data_cost: 0.0013 ips: 7.7891 images/s [03/29 15:14:12] ppdet.engine INFO: Epoch: [5] [3900/7329] learning_rate: 0.000100 loss_class: 0.725457 loss_bbox: 0.192070 loss_giou: 0.525086 loss_class_aux: 4.619133 loss_bbox_aux: 1.233302 loss_giou_aux: 3.250592 loss_class_dn: 0.397303 loss_bbox_dn: 0.250319 loss_giou_dn: 0.538754 loss_class_aux_dn: 2.110396 loss_bbox_aux_dn: 1.409036 loss_giou_aux_dn: 2.876712 loss: 18.973833 eta: 3 days, 2:21:44 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7310 images/s [03/29 15:15:17] ppdet.engine INFO: Epoch: [5] [4000/7329] learning_rate: 0.000100 loss_class: 0.690188 loss_bbox: 0.172139 loss_giou: 0.447708 loss_class_aux: 4.317622 loss_bbox_aux: 1.135893 loss_giou_aux: 2.906954 loss_class_dn: 0.390444 loss_bbox_dn: 0.236162 loss_giou_dn: 0.529931 loss_class_aux_dn: 2.051562 loss_bbox_aux_dn: 1.270088 loss_giou_aux_dn: 2.796325 loss: 16.868931 eta: 3 days, 2:21:22 batch_cost: 0.5770 data_cost: 0.0016 ips: 6.9324 images/s [03/29 15:16:24] ppdet.engine INFO: Epoch: [5] [4100/7329] learning_rate: 0.000100 loss_class: 0.682605 loss_bbox: 0.201347 loss_giou: 0.533643 loss_class_aux: 4.363565 loss_bbox_aux: 1.259670 loss_giou_aux: 3.336091 loss_class_dn: 0.391391 loss_bbox_dn: 0.266848 loss_giou_dn: 0.528366 loss_class_aux_dn: 2.085632 loss_bbox_aux_dn: 1.484139 loss_giou_aux_dn: 2.840943 loss: 17.854931 eta: 3 days, 2:21:35 batch_cost: 0.6061 data_cost: 0.0018 ips: 6.5994 images/s [03/29 15:17:28] ppdet.engine INFO: Epoch: [5] [4200/7329] learning_rate: 0.000100 loss_class: 0.689868 loss_bbox: 0.156444 loss_giou: 0.445299 loss_class_aux: 4.353221 loss_bbox_aux: 1.102422 loss_giou_aux: 2.953783 loss_class_dn: 0.382015 loss_bbox_dn: 0.232254 loss_giou_dn: 0.503461 loss_class_aux_dn: 2.011225 loss_bbox_aux_dn: 1.281572 loss_giou_aux_dn: 2.740883 loss: 17.400234 eta: 3 days, 2:21:12 batch_cost: 0.5765 data_cost: 0.0014 ips: 6.9381 images/s [03/29 15:18:33] ppdet.engine INFO: Epoch: [5] [4300/7329] learning_rate: 0.000100 loss_class: 0.677691 loss_bbox: 0.162851 loss_giou: 0.435860 loss_class_aux: 4.303619 loss_bbox_aux: 1.094565 loss_giou_aux: 2.798962 loss_class_dn: 0.396480 loss_bbox_dn: 0.239771 loss_giou_dn: 0.490929 loss_class_aux_dn: 2.033878 loss_bbox_aux_dn: 1.334154 loss_giou_aux_dn: 2.662168 loss: 17.201908 eta: 3 days, 2:20:54 batch_cost: 0.5814 data_cost: 0.0013 ips: 6.8799 images/s [03/29 15:19:35] ppdet.engine INFO: Epoch: [5] [4400/7329] learning_rate: 0.000100 loss_class: 0.731240 loss_bbox: 0.179843 loss_giou: 0.453547 loss_class_aux: 4.705747 loss_bbox_aux: 1.136663 loss_giou_aux: 2.866756 loss_class_dn: 0.388106 loss_bbox_dn: 0.242894 loss_giou_dn: 0.512221 loss_class_aux_dn: 2.049914 loss_bbox_aux_dn: 1.322579 loss_giou_aux_dn: 2.777593 loss: 18.068174 eta: 3 days, 2:20:27 batch_cost: 0.5730 data_cost: 0.0013 ips: 6.9812 images/s [03/29 15:20:33] ppdet.engine INFO: Epoch: [5] [4500/7329] learning_rate: 0.000100 loss_class: 0.663506 loss_bbox: 0.188519 loss_giou: 0.500612 loss_class_aux: 4.383175 loss_bbox_aux: 1.157276 loss_giou_aux: 3.223560 loss_class_dn: 0.368265 loss_bbox_dn: 0.229969 loss_giou_dn: 0.539064 loss_class_aux_dn: 1.925167 loss_bbox_aux_dn: 1.298943 loss_giou_aux_dn: 2.863954 loss: 17.140682 eta: 3 days, 2:18:55 batch_cost: 0.5189 data_cost: 0.0012 ips: 7.7084 images/s [03/29 15:21:29] ppdet.engine INFO: Epoch: [5] [4600/7329] learning_rate: 0.000100 loss_class: 0.654818 loss_bbox: 0.155495 loss_giou: 0.503959 loss_class_aux: 4.157393 loss_bbox_aux: 1.054619 loss_giou_aux: 3.183262 loss_class_dn: 0.381268 loss_bbox_dn: 0.209408 loss_giou_dn: 0.548984 loss_class_aux_dn: 2.004976 loss_bbox_aux_dn: 1.199296 loss_giou_aux_dn: 2.960698 loss: 18.313625 eta: 3 days, 2:17:07 batch_cost: 0.5049 data_cost: 0.0012 ips: 7.9222 images/s [03/29 15:22:30] ppdet.engine INFO: Epoch: [5] [4700/7329] learning_rate: 0.000100 loss_class: 0.718970 loss_bbox: 0.180876 loss_giou: 0.504763 loss_class_aux: 4.654234 loss_bbox_aux: 1.201175 loss_giou_aux: 3.074239 loss_class_dn: 0.404357 loss_bbox_dn: 0.262842 loss_giou_dn: 0.533300 loss_class_aux_dn: 2.160648 loss_bbox_aux_dn: 1.498438 loss_giou_aux_dn: 2.840652 loss: 18.663315 eta: 3 days, 2:16:22 batch_cost: 0.5586 data_cost: 0.0012 ips: 7.1602 images/s [03/29 15:23:27] ppdet.engine INFO: Epoch: [5] [4800/7329] learning_rate: 0.000100 loss_class: 0.676433 loss_bbox: 0.185926 loss_giou: 0.492514 loss_class_aux: 4.412644 loss_bbox_aux: 1.200178 loss_giou_aux: 3.102983 loss_class_dn: 0.371700 loss_bbox_dn: 0.244382 loss_giou_dn: 0.527010 loss_class_aux_dn: 1.972500 loss_bbox_aux_dn: 1.381793 loss_giou_aux_dn: 2.808086 loss: 17.734346 eta: 3 days, 2:14:42 batch_cost: 0.5114 data_cost: 0.0012 ips: 7.8210 images/s [03/29 15:24:22] ppdet.engine INFO: Epoch: [5] [4900/7329] learning_rate: 0.000100 loss_class: 0.743345 loss_bbox: 0.195312 loss_giou: 0.579758 loss_class_aux: 4.690735 loss_bbox_aux: 1.334794 loss_giou_aux: 3.652747 loss_class_dn: 0.430115 loss_bbox_dn: 0.258147 loss_giou_dn: 0.609533 loss_class_aux_dn: 2.249988 loss_bbox_aux_dn: 1.440745 loss_giou_aux_dn: 3.272195 loss: 20.258724 eta: 3 days, 2:12:50 batch_cost: 0.5010 data_cost: 0.0013 ips: 7.9838 images/s [03/29 15:25:20] ppdet.engine INFO: Epoch: [5] [5000/7329] learning_rate: 0.000100 loss_class: 0.695983 loss_bbox: 0.173983 loss_giou: 0.421292 loss_class_aux: 4.407516 loss_bbox_aux: 1.138863 loss_giou_aux: 2.669132 loss_class_dn: 0.374237 loss_bbox_dn: 0.229938 loss_giou_dn: 0.459646 loss_class_aux_dn: 2.003398 loss_bbox_aux_dn: 1.275568 loss_giou_aux_dn: 2.467363 loss: 17.155781 eta: 3 days, 2:11:22 batch_cost: 0.5208 data_cost: 0.0013 ips: 7.6804 images/s [03/29 15:26:16] ppdet.engine INFO: Epoch: [5] [5100/7329] learning_rate: 0.000100 loss_class: 0.690476 loss_bbox: 0.199956 loss_giou: 0.428513 loss_class_aux: 4.633154 loss_bbox_aux: 1.244526 loss_giou_aux: 2.705196 loss_class_dn: 0.395100 loss_bbox_dn: 0.265268 loss_giou_dn: 0.501763 loss_class_aux_dn: 2.069947 loss_bbox_aux_dn: 1.467373 loss_giou_aux_dn: 2.657389 loss: 17.799589 eta: 3 days, 2:09:34 batch_cost: 0.5037 data_cost: 0.0012 ips: 7.9409 images/s [03/29 15:27:19] ppdet.engine INFO: Epoch: [5] [5200/7329] learning_rate: 0.000100 loss_class: 0.670423 loss_bbox: 0.201074 loss_giou: 0.489704 loss_class_aux: 4.411396 loss_bbox_aux: 1.247514 loss_giou_aux: 3.070295 loss_class_dn: 0.401378 loss_bbox_dn: 0.236769 loss_giou_dn: 0.537862 loss_class_aux_dn: 2.149205 loss_bbox_aux_dn: 1.340966 loss_giou_aux_dn: 2.942418 loss: 18.201702 eta: 3 days, 2:09:02 batch_cost: 0.5695 data_cost: 0.0015 ips: 7.0239 images/s [03/29 15:28:21] ppdet.engine INFO: Epoch: [5] [5300/7329] learning_rate: 0.000100 loss_class: 0.710081 loss_bbox: 0.164420 loss_giou: 0.496641 loss_class_aux: 4.483913 loss_bbox_aux: 1.057244 loss_giou_aux: 3.113095 loss_class_dn: 0.379431 loss_bbox_dn: 0.223796 loss_giou_dn: 0.540471 loss_class_aux_dn: 2.029386 loss_bbox_aux_dn: 1.203390 loss_giou_aux_dn: 2.921393 loss: 18.564091 eta: 3 days, 2:08:14 batch_cost: 0.5556 data_cost: 0.0014 ips: 7.1990 images/s [03/29 15:29:19] ppdet.engine INFO: Epoch: [5] [5400/7329] learning_rate: 0.000100 loss_class: 0.648103 loss_bbox: 0.171278 loss_giou: 0.516843 loss_class_aux: 4.197578 loss_bbox_aux: 1.106685 loss_giou_aux: 3.323309 loss_class_dn: 0.413271 loss_bbox_dn: 0.239632 loss_giou_dn: 0.547281 loss_class_aux_dn: 2.074609 loss_bbox_aux_dn: 1.352495 loss_giou_aux_dn: 2.888994 loss: 17.530264 eta: 3 days, 2:06:56 batch_cost: 0.5292 data_cost: 0.0012 ips: 7.5584 images/s [03/29 15:30:17] ppdet.engine INFO: Epoch: [5] [5500/7329] learning_rate: 0.000100 loss_class: 0.705480 loss_bbox: 0.199943 loss_giou: 0.491146 loss_class_aux: 4.635263 loss_bbox_aux: 1.284839 loss_giou_aux: 3.209702 loss_class_dn: 0.420058 loss_bbox_dn: 0.301685 loss_giou_dn: 0.581900 loss_class_aux_dn: 2.176848 loss_bbox_aux_dn: 1.638265 loss_giou_aux_dn: 3.150211 loss: 19.597786 eta: 3 days, 2:05:25 batch_cost: 0.5184 data_cost: 0.0015 ips: 7.7157 images/s [03/29 15:31:19] ppdet.engine INFO: Epoch: [5] [5600/7329] learning_rate: 0.000100 loss_class: 0.643253 loss_bbox: 0.162161 loss_giou: 0.418463 loss_class_aux: 4.155221 loss_bbox_aux: 1.064242 loss_giou_aux: 2.660507 loss_class_dn: 0.356861 loss_bbox_dn: 0.229163 loss_giou_dn: 0.452054 loss_class_aux_dn: 1.902246 loss_bbox_aux_dn: 1.264852 loss_giou_aux_dn: 2.452504 loss: 16.144707 eta: 3 days, 2:04:44 batch_cost: 0.5615 data_cost: 0.0016 ips: 7.1240 images/s [03/29 15:32:24] ppdet.engine INFO: Epoch: [5] [5700/7329] learning_rate: 0.000100 loss_class: 0.768191 loss_bbox: 0.215062 loss_giou: 0.516189 loss_class_aux: 5.060533 loss_bbox_aux: 1.452105 loss_giou_aux: 3.314741 loss_class_dn: 0.450503 loss_bbox_dn: 0.270135 loss_giou_dn: 0.561823 loss_class_aux_dn: 2.400712 loss_bbox_aux_dn: 1.482571 loss_giou_aux_dn: 2.985705 loss: 19.838184 eta: 3 days, 2:04:25 batch_cost: 0.5806 data_cost: 0.0014 ips: 6.8899 images/s [03/29 15:33:21] ppdet.engine INFO: Epoch: [5] [5800/7329] learning_rate: 0.000100 loss_class: 0.693355 loss_bbox: 0.173464 loss_giou: 0.486392 loss_class_aux: 4.478157 loss_bbox_aux: 1.129904 loss_giou_aux: 3.050534 loss_class_dn: 0.376593 loss_bbox_dn: 0.253017 loss_giou_dn: 0.521461 loss_class_aux_dn: 2.037781 loss_bbox_aux_dn: 1.345935 loss_giou_aux_dn: 2.820168 loss: 18.281586 eta: 3 days, 2:02:55 batch_cost: 0.5182 data_cost: 0.0012 ips: 7.7188 images/s [03/29 15:34:20] ppdet.engine INFO: Epoch: [5] [5900/7329] learning_rate: 0.000100 loss_class: 0.664495 loss_bbox: 0.179076 loss_giou: 0.485087 loss_class_aux: 4.484981 loss_bbox_aux: 1.198494 loss_giou_aux: 3.035080 loss_class_dn: 0.381763 loss_bbox_dn: 0.259647 loss_giou_dn: 0.497486 loss_class_aux_dn: 2.014472 loss_bbox_aux_dn: 1.412894 loss_giou_aux_dn: 2.673350 loss: 17.257191 eta: 3 days, 2:01:39 batch_cost: 0.5308 data_cost: 0.0015 ips: 7.5351 images/s [03/29 15:35:21] ppdet.engine INFO: Epoch: [5] [6000/7329] learning_rate: 0.000100 loss_class: 0.699963 loss_bbox: 0.194832 loss_giou: 0.404774 loss_class_aux: 4.587080 loss_bbox_aux: 1.204065 loss_giou_aux: 2.723714 loss_class_dn: 0.364313 loss_bbox_dn: 0.267797 loss_giou_dn: 0.467867 loss_class_aux_dn: 1.918347 loss_bbox_aux_dn: 1.523105 loss_giou_aux_dn: 2.536958 loss: 16.172350 eta: 3 days, 2:00:44 batch_cost: 0.5495 data_cost: 0.0015 ips: 7.2792 images/s [03/29 15:36:23] ppdet.engine INFO: Epoch: [5] [6100/7329] learning_rate: 0.000100 loss_class: 0.707262 loss_bbox: 0.175775 loss_giou: 0.442238 loss_class_aux: 4.469291 loss_bbox_aux: 1.144882 loss_giou_aux: 2.840559 loss_class_dn: 0.381306 loss_bbox_dn: 0.233245 loss_giou_dn: 0.526381 loss_class_aux_dn: 2.026624 loss_bbox_aux_dn: 1.289745 loss_giou_aux_dn: 2.776346 loss: 18.019855 eta: 3 days, 1:59:53 batch_cost: 0.5530 data_cost: 0.0012 ips: 7.2332 images/s [03/29 15:37:20] ppdet.engine INFO: Epoch: [5] [6200/7329] learning_rate: 0.000100 loss_class: 0.616046 loss_bbox: 0.175703 loss_giou: 0.438215 loss_class_aux: 4.056589 loss_bbox_aux: 1.188576 loss_giou_aux: 2.889112 loss_class_dn: 0.349439 loss_bbox_dn: 0.245990 loss_giou_dn: 0.490289 loss_class_aux_dn: 1.842580 loss_bbox_aux_dn: 1.338053 loss_giou_aux_dn: 2.636836 loss: 17.032616 eta: 3 days, 1:58:29 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6377 images/s [03/29 15:38:26] ppdet.engine INFO: Epoch: [5] [6300/7329] learning_rate: 0.000100 loss_class: 0.686253 loss_bbox: 0.212908 loss_giou: 0.527446 loss_class_aux: 4.587359 loss_bbox_aux: 1.358267 loss_giou_aux: 3.305684 loss_class_dn: 0.411488 loss_bbox_dn: 0.268833 loss_giou_dn: 0.570870 loss_class_aux_dn: 2.177068 loss_bbox_aux_dn: 1.496560 loss_giou_aux_dn: 3.070458 loss: 19.588264 eta: 3 days, 1:58:27 batch_cost: 0.5962 data_cost: 0.0013 ips: 6.7094 images/s [03/29 15:39:30] ppdet.engine INFO: Epoch: [5] [6400/7329] learning_rate: 0.000100 loss_class: 0.601975 loss_bbox: 0.159044 loss_giou: 0.398672 loss_class_aux: 3.828788 loss_bbox_aux: 1.080410 loss_giou_aux: 2.599656 loss_class_dn: 0.334664 loss_bbox_dn: 0.245593 loss_giou_dn: 0.434079 loss_class_aux_dn: 1.785658 loss_bbox_aux_dn: 1.409925 loss_giou_aux_dn: 2.354242 loss: 15.242863 eta: 3 days, 1:57:58 batch_cost: 0.5726 data_cost: 0.0018 ips: 6.9863 images/s [03/29 15:40:26] ppdet.engine INFO: Epoch: [5] [6500/7329] learning_rate: 0.000100 loss_class: 0.653653 loss_bbox: 0.188079 loss_giou: 0.428985 loss_class_aux: 4.275001 loss_bbox_aux: 1.159876 loss_giou_aux: 2.697508 loss_class_dn: 0.358035 loss_bbox_dn: 0.267081 loss_giou_dn: 0.471515 loss_class_aux_dn: 1.865705 loss_bbox_aux_dn: 1.473286 loss_giou_aux_dn: 2.567544 loss: 16.839016 eta: 3 days, 1:56:18 batch_cost: 0.5090 data_cost: 0.0013 ips: 7.8590 images/s [03/29 15:41:37] ppdet.engine INFO: Epoch: [5] [6600/7329] learning_rate: 0.000100 loss_class: 0.691281 loss_bbox: 0.176742 loss_giou: 0.423806 loss_class_aux: 4.357270 loss_bbox_aux: 1.109710 loss_giou_aux: 2.710473 loss_class_dn: 0.340625 loss_bbox_dn: 0.232881 loss_giou_dn: 0.460197 loss_class_aux_dn: 1.808326 loss_bbox_aux_dn: 1.286644 loss_giou_aux_dn: 2.492156 loss: 16.583595 eta: 3 days, 1:56:56 batch_cost: 0.6324 data_cost: 0.0018 ips: 6.3255 images/s [03/29 15:42:35] ppdet.engine INFO: Epoch: [5] [6700/7329] learning_rate: 0.000100 loss_class: 0.609976 loss_bbox: 0.172851 loss_giou: 0.438911 loss_class_aux: 3.996078 loss_bbox_aux: 1.103969 loss_giou_aux: 2.789751 loss_class_dn: 0.362784 loss_bbox_dn: 0.239016 loss_giou_dn: 0.453154 loss_class_aux_dn: 1.945429 loss_bbox_aux_dn: 1.363150 loss_giou_aux_dn: 2.463714 loss: 16.963333 eta: 3 days, 1:55:28 batch_cost: 0.5200 data_cost: 0.0012 ips: 7.6929 images/s [03/29 15:43:39] ppdet.engine INFO: Epoch: [5] [6800/7329] learning_rate: 0.000100 loss_class: 0.661663 loss_bbox: 0.191858 loss_giou: 0.383469 loss_class_aux: 4.405390 loss_bbox_aux: 1.262048 loss_giou_aux: 2.584127 loss_class_dn: 0.379265 loss_bbox_dn: 0.262778 loss_giou_dn: 0.476870 loss_class_aux_dn: 1.982560 loss_bbox_aux_dn: 1.455294 loss_giou_aux_dn: 2.591014 loss: 17.855177 eta: 3 days, 1:55:13 batch_cost: 0.5854 data_cost: 0.0012 ips: 6.8332 images/s [03/29 15:44:38] ppdet.engine INFO: Epoch: [5] [6900/7329] learning_rate: 0.000100 loss_class: 0.624138 loss_bbox: 0.191015 loss_giou: 0.437238 loss_class_aux: 4.077079 loss_bbox_aux: 1.220447 loss_giou_aux: 2.709412 loss_class_dn: 0.369054 loss_bbox_dn: 0.230852 loss_giou_dn: 0.474013 loss_class_aux_dn: 1.965553 loss_bbox_aux_dn: 1.375762 loss_giou_aux_dn: 2.558126 loss: 16.799850 eta: 3 days, 1:54:02 batch_cost: 0.5355 data_cost: 0.0014 ips: 7.4700 images/s [03/29 15:45:41] ppdet.engine INFO: Epoch: [5] [7000/7329] learning_rate: 0.000100 loss_class: 0.699638 loss_bbox: 0.176452 loss_giou: 0.463228 loss_class_aux: 4.478969 loss_bbox_aux: 1.133962 loss_giou_aux: 2.945538 loss_class_dn: 0.394190 loss_bbox_dn: 0.250175 loss_giou_dn: 0.554392 loss_class_aux_dn: 2.074893 loss_bbox_aux_dn: 1.373234 loss_giou_aux_dn: 2.962394 loss: 17.847387 eta: 3 days, 1:53:26 batch_cost: 0.5661 data_cost: 0.0013 ips: 7.0658 images/s [03/29 15:46:41] ppdet.engine INFO: Epoch: [5] [7100/7329] learning_rate: 0.000100 loss_class: 0.673399 loss_bbox: 0.167583 loss_giou: 0.426251 loss_class_aux: 4.436482 loss_bbox_aux: 1.162473 loss_giou_aux: 2.734898 loss_class_dn: 0.384539 loss_bbox_dn: 0.244471 loss_giou_dn: 0.461382 loss_class_aux_dn: 2.056432 loss_bbox_aux_dn: 1.355201 loss_giou_aux_dn: 2.495695 loss: 17.372814 eta: 3 days, 1:52:23 batch_cost: 0.5427 data_cost: 0.0013 ips: 7.3706 images/s [03/29 15:47:46] ppdet.engine INFO: Epoch: [5] [7200/7329] learning_rate: 0.000100 loss_class: 0.645807 loss_bbox: 0.171011 loss_giou: 0.399206 loss_class_aux: 4.128449 loss_bbox_aux: 1.100202 loss_giou_aux: 2.515639 loss_class_dn: 0.361261 loss_bbox_dn: 0.239796 loss_giou_dn: 0.433126 loss_class_aux_dn: 1.893636 loss_bbox_aux_dn: 1.396972 loss_giou_aux_dn: 2.365378 loss: 16.173679 eta: 3 days, 1:52:26 batch_cost: 0.6014 data_cost: 0.0012 ips: 6.6507 images/s [03/29 15:48:48] ppdet.engine INFO: Epoch: [5] [7300/7329] learning_rate: 0.000100 loss_class: 0.691016 loss_bbox: 0.179682 loss_giou: 0.529185 loss_class_aux: 4.388472 loss_bbox_aux: 1.200030 loss_giou_aux: 3.351191 loss_class_dn: 0.403214 loss_bbox_dn: 0.263817 loss_giou_dn: 0.559723 loss_class_aux_dn: 2.113027 loss_bbox_aux_dn: 1.483693 loss_giou_aux_dn: 2.964739 loss: 18.995731 eta: 3 days, 1:51:41 batch_cost: 0.5588 data_cost: 0.0013 ips: 7.1576 images/s [03/29 15:49:10] ppdet.engine INFO: Eval iter: 0 [03/29 15:49:38] ppdet.engine INFO: Eval iter: 100 [03/29 15:50:06] ppdet.engine INFO: Eval iter: 200 [03/29 15:50:34] ppdet.engine INFO: Eval iter: 300 [03/29 15:51:02] ppdet.engine INFO: Eval iter: 400 [03/29 15:51:31] ppdet.engine INFO: Eval iter: 500 [03/29 15:52:00] ppdet.engine INFO: Eval iter: 600 [03/29 15:52:32] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/29 15:52:33] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.96s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.98s). Accumulating evaluation results... DONE (t=26.65s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.452 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.628 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.487 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.492 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.636 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.592 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.869 [03/29 15:55:14] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.187379655702497 [03/29 15:55:14] ppdet.engine INFO: Best test bbox ap is 0.452. [03/29 15:55:17] ppdet.engine INFO: Epoch: [6] [ 0/7329] learning_rate: 0.000100 loss_class: 0.672404 loss_bbox: 0.179224 loss_giou: 0.479099 loss_class_aux: 4.339925 loss_bbox_aux: 1.207754 loss_giou_aux: 3.123716 loss_class_dn: 0.384947 loss_bbox_dn: 0.263817 loss_giou_dn: 0.536128 loss_class_aux_dn: 2.046922 loss_bbox_aux_dn: 1.489232 loss_giou_aux_dn: 2.842955 loss: 17.988552 eta: 3 days, 1:51:20 batch_cost: 0.5238 data_cost: 0.0013 ips: 7.6369 images/s [03/29 15:56:20] ppdet.engine INFO: Epoch: [6] [ 100/7329] learning_rate: 0.000100 loss_class: 0.627505 loss_bbox: 0.178904 loss_giou: 0.448989 loss_class_aux: 4.091968 loss_bbox_aux: 1.201077 loss_giou_aux: 2.934956 loss_class_dn: 0.386241 loss_bbox_dn: 0.254817 loss_giou_dn: 0.500533 loss_class_aux_dn: 2.028069 loss_bbox_aux_dn: 1.360643 loss_giou_aux_dn: 2.703098 loss: 18.370653 eta: 3 days, 1:50:55 batch_cost: 0.5762 data_cost: 0.0012 ips: 6.9423 images/s [03/29 15:57:19] ppdet.engine INFO: Epoch: [6] [ 200/7329] learning_rate: 0.000100 loss_class: 0.659817 loss_bbox: 0.167867 loss_giou: 0.517537 loss_class_aux: 4.364537 loss_bbox_aux: 1.146108 loss_giou_aux: 3.297854 loss_class_dn: 0.386478 loss_bbox_dn: 0.251068 loss_giou_dn: 0.535509 loss_class_aux_dn: 2.037434 loss_bbox_aux_dn: 1.409080 loss_giou_aux_dn: 2.852508 loss: 17.285929 eta: 3 days, 1:49:44 batch_cost: 0.5358 data_cost: 0.0012 ips: 7.4652 images/s [03/29 15:58:23] ppdet.engine INFO: Epoch: [6] [ 300/7329] learning_rate: 0.000100 loss_class: 0.675354 loss_bbox: 0.188898 loss_giou: 0.467917 loss_class_aux: 4.566136 loss_bbox_aux: 1.238107 loss_giou_aux: 2.957700 loss_class_dn: 0.417323 loss_bbox_dn: 0.271842 loss_giou_dn: 0.540259 loss_class_aux_dn: 2.215177 loss_bbox_aux_dn: 1.465072 loss_giou_aux_dn: 2.919167 loss: 18.615450 eta: 3 days, 1:49:29 batch_cost: 0.5863 data_cost: 0.0014 ips: 6.8219 images/s [03/29 15:59:22] ppdet.engine INFO: Epoch: [6] [ 400/7329] learning_rate: 0.000100 loss_class: 0.672489 loss_bbox: 0.175671 loss_giou: 0.395712 loss_class_aux: 4.333472 loss_bbox_aux: 1.164495 loss_giou_aux: 2.449654 loss_class_dn: 0.371724 loss_bbox_dn: 0.249385 loss_giou_dn: 0.490329 loss_class_aux_dn: 1.986682 loss_bbox_aux_dn: 1.455190 loss_giou_aux_dn: 2.647375 loss: 17.159613 eta: 3 days, 1:48:21 batch_cost: 0.5373 data_cost: 0.0017 ips: 7.4442 images/s [03/29 16:00:25] ppdet.engine INFO: Epoch: [6] [ 500/7329] learning_rate: 0.000100 loss_class: 0.677559 loss_bbox: 0.167850 loss_giou: 0.568532 loss_class_aux: 4.451034 loss_bbox_aux: 1.121923 loss_giou_aux: 3.571321 loss_class_dn: 0.403374 loss_bbox_dn: 0.239276 loss_giou_dn: 0.624171 loss_class_aux_dn: 2.120286 loss_bbox_aux_dn: 1.368331 loss_giou_aux_dn: 3.258909 loss: 19.712364 eta: 3 days, 1:47:51 batch_cost: 0.5727 data_cost: 0.0012 ips: 6.9847 images/s [03/29 16:01:22] ppdet.engine INFO: Epoch: [6] [ 600/7329] learning_rate: 0.000100 loss_class: 0.657883 loss_bbox: 0.190187 loss_giou: 0.418514 loss_class_aux: 4.295603 loss_bbox_aux: 1.263281 loss_giou_aux: 2.782817 loss_class_dn: 0.359592 loss_bbox_dn: 0.245178 loss_giou_dn: 0.462005 loss_class_aux_dn: 1.905321 loss_bbox_aux_dn: 1.362850 loss_giou_aux_dn: 2.471798 loss: 17.062061 eta: 3 days, 1:46:26 batch_cost: 0.5225 data_cost: 0.0011 ips: 7.6549 images/s [03/29 16:02:22] ppdet.engine INFO: Epoch: [6] [ 700/7329] learning_rate: 0.000100 loss_class: 0.587527 loss_bbox: 0.162702 loss_giou: 0.492650 loss_class_aux: 3.802065 loss_bbox_aux: 1.050313 loss_giou_aux: 3.096933 loss_class_dn: 0.370453 loss_bbox_dn: 0.211378 loss_giou_dn: 0.514466 loss_class_aux_dn: 1.958154 loss_bbox_aux_dn: 1.242243 loss_giou_aux_dn: 2.775551 loss: 17.701687 eta: 3 days, 1:45:11 batch_cost: 0.5312 data_cost: 0.0015 ips: 7.5298 images/s [03/29 16:03:20] ppdet.engine INFO: Epoch: [6] [ 800/7329] learning_rate: 0.000100 loss_class: 0.684509 loss_bbox: 0.179994 loss_giou: 0.435411 loss_class_aux: 4.477104 loss_bbox_aux: 1.237033 loss_giou_aux: 2.795446 loss_class_dn: 0.375208 loss_bbox_dn: 0.252606 loss_giou_dn: 0.514497 loss_class_aux_dn: 1.985187 loss_bbox_aux_dn: 1.430829 loss_giou_aux_dn: 2.748218 loss: 17.618057 eta: 3 days, 1:43:57 batch_cost: 0.5313 data_cost: 0.0013 ips: 7.5284 images/s [03/29 16:04:20] ppdet.engine INFO: Epoch: [6] [ 900/7329] learning_rate: 0.000100 loss_class: 0.620549 loss_bbox: 0.150730 loss_giou: 0.382694 loss_class_aux: 3.920225 loss_bbox_aux: 1.007754 loss_giou_aux: 2.484574 loss_class_dn: 0.328098 loss_bbox_dn: 0.210536 loss_giou_dn: 0.437103 loss_class_aux_dn: 1.746077 loss_bbox_aux_dn: 1.228284 loss_giou_aux_dn: 2.420034 loss: 15.384981 eta: 3 days, 1:42:54 batch_cost: 0.5426 data_cost: 0.0012 ips: 7.3721 images/s [03/29 16:05:19] ppdet.engine INFO: Epoch: [6] [1000/7329] learning_rate: 0.000100 loss_class: 0.648268 loss_bbox: 0.169542 loss_giou: 0.473559 loss_class_aux: 4.282768 loss_bbox_aux: 1.072327 loss_giou_aux: 3.039444 loss_class_dn: 0.381470 loss_bbox_dn: 0.198713 loss_giou_dn: 0.521906 loss_class_aux_dn: 1.995444 loss_bbox_aux_dn: 1.152055 loss_giou_aux_dn: 2.832929 loss: 17.332453 eta: 3 days, 1:41:46 batch_cost: 0.5372 data_cost: 0.0012 ips: 7.4467 images/s [03/29 16:06:18] ppdet.engine INFO: Epoch: [6] [1100/7329] learning_rate: 0.000100 loss_class: 0.680823 loss_bbox: 0.196981 loss_giou: 0.497287 loss_class_aux: 4.339294 loss_bbox_aux: 1.318771 loss_giou_aux: 3.122739 loss_class_dn: 0.378742 loss_bbox_dn: 0.272243 loss_giou_dn: 0.558782 loss_class_aux_dn: 2.012487 loss_bbox_aux_dn: 1.518062 loss_giou_aux_dn: 2.975343 loss: 18.086769 eta: 3 days, 1:40:30 batch_cost: 0.5299 data_cost: 0.0013 ips: 7.5484 images/s [03/29 16:07:16] ppdet.engine INFO: Epoch: [6] [1200/7329] learning_rate: 0.000100 loss_class: 0.756948 loss_bbox: 0.191894 loss_giou: 0.634815 loss_class_aux: 4.897159 loss_bbox_aux: 1.295100 loss_giou_aux: 3.955099 loss_class_dn: 0.442520 loss_bbox_dn: 0.246517 loss_giou_dn: 0.665867 loss_class_aux_dn: 2.298185 loss_bbox_aux_dn: 1.346714 loss_giou_aux_dn: 3.540865 loss: 21.783646 eta: 3 days, 1:39:14 batch_cost: 0.5301 data_cost: 0.0012 ips: 7.5463 images/s [03/29 16:08:14] ppdet.engine INFO: Epoch: [6] [1300/7329] learning_rate: 0.000100 loss_class: 0.707255 loss_bbox: 0.183637 loss_giou: 0.486636 loss_class_aux: 4.560087 loss_bbox_aux: 1.173746 loss_giou_aux: 3.163709 loss_class_dn: 0.410254 loss_bbox_dn: 0.248805 loss_giou_dn: 0.564733 loss_class_aux_dn: 2.180586 loss_bbox_aux_dn: 1.417210 loss_giou_aux_dn: 2.990657 loss: 19.266621 eta: 3 days, 1:37:48 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6792 images/s [03/29 16:09:15] ppdet.engine INFO: Epoch: [6] [1400/7329] learning_rate: 0.000100 loss_class: 0.584421 loss_bbox: 0.160907 loss_giou: 0.454308 loss_class_aux: 3.878085 loss_bbox_aux: 1.087457 loss_giou_aux: 2.920264 loss_class_dn: 0.360914 loss_bbox_dn: 0.200872 loss_giou_dn: 0.495016 loss_class_aux_dn: 1.899450 loss_bbox_aux_dn: 1.180907 loss_giou_aux_dn: 2.635437 loss: 16.509577 eta: 3 days, 1:37:07 batch_cost: 0.5624 data_cost: 0.0012 ips: 7.1119 images/s [03/29 16:10:15] ppdet.engine INFO: Epoch: [6] [1500/7329] learning_rate: 0.000100 loss_class: 0.732849 loss_bbox: 0.182930 loss_giou: 0.475725 loss_class_aux: 4.632282 loss_bbox_aux: 1.207048 loss_giou_aux: 3.058966 loss_class_dn: 0.395480 loss_bbox_dn: 0.255172 loss_giou_dn: 0.523556 loss_class_aux_dn: 2.072921 loss_bbox_aux_dn: 1.442842 loss_giou_aux_dn: 2.823662 loss: 17.762264 eta: 3 days, 1:36:04 batch_cost: 0.5421 data_cost: 0.0012 ips: 7.3792 images/s [03/29 16:11:14] ppdet.engine INFO: Epoch: [6] [1600/7329] learning_rate: 0.000100 loss_class: 0.692991 loss_bbox: 0.198288 loss_giou: 0.488137 loss_class_aux: 4.569347 loss_bbox_aux: 1.316808 loss_giou_aux: 3.130518 loss_class_dn: 0.405936 loss_bbox_dn: 0.263733 loss_giou_dn: 0.538211 loss_class_aux_dn: 2.127332 loss_bbox_aux_dn: 1.454741 loss_giou_aux_dn: 2.954585 loss: 19.045815 eta: 3 days, 1:34:52 batch_cost: 0.5333 data_cost: 0.0012 ips: 7.5002 images/s [03/29 16:12:18] ppdet.engine INFO: Epoch: [6] [1700/7329] learning_rate: 0.000100 loss_class: 0.637327 loss_bbox: 0.172157 loss_giou: 0.392338 loss_class_aux: 4.148046 loss_bbox_aux: 1.087168 loss_giou_aux: 2.400381 loss_class_dn: 0.351230 loss_bbox_dn: 0.239910 loss_giou_dn: 0.451609 loss_class_aux_dn: 1.874537 loss_bbox_aux_dn: 1.341483 loss_giou_aux_dn: 2.464506 loss: 16.545717 eta: 3 days, 1:34:37 batch_cost: 0.5867 data_cost: 0.0012 ips: 6.8175 images/s [03/29 16:13:17] ppdet.engine INFO: Epoch: [6] [1800/7329] learning_rate: 0.000100 loss_class: 0.682315 loss_bbox: 0.191424 loss_giou: 0.485737 loss_class_aux: 4.319958 loss_bbox_aux: 1.272459 loss_giou_aux: 3.038060 loss_class_dn: 0.351361 loss_bbox_dn: 0.250657 loss_giou_dn: 0.506854 loss_class_aux_dn: 1.856221 loss_bbox_aux_dn: 1.397093 loss_giou_aux_dn: 2.755976 loss: 17.137829 eta: 3 days, 1:33:18 batch_cost: 0.5267 data_cost: 0.0012 ips: 7.5945 images/s [03/29 16:14:13] ppdet.engine INFO: Epoch: [6] [1900/7329] learning_rate: 0.000100 loss_class: 0.661608 loss_bbox: 0.176485 loss_giou: 0.479992 loss_class_aux: 4.279109 loss_bbox_aux: 1.175896 loss_giou_aux: 3.096260 loss_class_dn: 0.362457 loss_bbox_dn: 0.231637 loss_giou_dn: 0.524221 loss_class_aux_dn: 1.893693 loss_bbox_aux_dn: 1.310364 loss_giou_aux_dn: 2.809470 loss: 17.190704 eta: 3 days, 1:31:41 batch_cost: 0.5096 data_cost: 0.0013 ips: 7.8499 images/s [03/29 16:15:13] ppdet.engine INFO: Epoch: [6] [2000/7329] learning_rate: 0.000100 loss_class: 0.690647 loss_bbox: 0.211664 loss_giou: 0.479031 loss_class_aux: 4.439383 loss_bbox_aux: 1.340666 loss_giou_aux: 3.082372 loss_class_dn: 0.386203 loss_bbox_dn: 0.257238 loss_giou_dn: 0.538643 loss_class_aux_dn: 1.984768 loss_bbox_aux_dn: 1.406227 loss_giou_aux_dn: 2.896806 loss: 18.224052 eta: 3 days, 1:30:38 batch_cost: 0.5415 data_cost: 0.0012 ips: 7.3864 images/s [03/29 16:16:11] ppdet.engine INFO: Epoch: [6] [2100/7329] learning_rate: 0.000100 loss_class: 0.650211 loss_bbox: 0.187045 loss_giou: 0.454399 loss_class_aux: 4.313540 loss_bbox_aux: 1.250611 loss_giou_aux: 2.830750 loss_class_dn: 0.372881 loss_bbox_dn: 0.232649 loss_giou_dn: 0.492281 loss_class_aux_dn: 1.958477 loss_bbox_aux_dn: 1.335607 loss_giou_aux_dn: 2.648783 loss: 18.033688 eta: 3 days, 1:29:18 batch_cost: 0.5260 data_cost: 0.0012 ips: 7.6040 images/s [03/29 16:17:13] ppdet.engine INFO: Epoch: [6] [2200/7329] learning_rate: 0.000100 loss_class: 0.698532 loss_bbox: 0.178764 loss_giou: 0.488758 loss_class_aux: 4.511317 loss_bbox_aux: 1.202161 loss_giou_aux: 3.110177 loss_class_dn: 0.372550 loss_bbox_dn: 0.251460 loss_giou_dn: 0.516106 loss_class_aux_dn: 1.987565 loss_bbox_aux_dn: 1.448735 loss_giou_aux_dn: 2.777803 loss: 17.498325 eta: 3 days, 1:28:32 batch_cost: 0.5572 data_cost: 0.0015 ips: 7.1782 images/s [03/29 16:18:18] ppdet.engine INFO: Epoch: [6] [2300/7329] learning_rate: 0.000100 loss_class: 0.668883 loss_bbox: 0.177169 loss_giou: 0.476150 loss_class_aux: 4.475707 loss_bbox_aux: 1.160827 loss_giou_aux: 3.060457 loss_class_dn: 0.392845 loss_bbox_dn: 0.227947 loss_giou_dn: 0.522315 loss_class_aux_dn: 2.061862 loss_bbox_aux_dn: 1.352523 loss_giou_aux_dn: 2.779053 loss: 17.053944 eta: 3 days, 1:28:16 batch_cost: 0.5867 data_cost: 0.0019 ips: 6.8178 images/s [03/29 16:19:20] ppdet.engine INFO: Epoch: [6] [2400/7329] learning_rate: 0.000100 loss_class: 0.677846 loss_bbox: 0.161380 loss_giou: 0.482042 loss_class_aux: 4.366050 loss_bbox_aux: 1.082521 loss_giou_aux: 3.097704 loss_class_dn: 0.376110 loss_bbox_dn: 0.226670 loss_giou_dn: 0.515762 loss_class_aux_dn: 2.019029 loss_bbox_aux_dn: 1.306497 loss_giou_aux_dn: 2.755544 loss: 18.426632 eta: 3 days, 1:27:29 batch_cost: 0.5574 data_cost: 0.0015 ips: 7.1767 images/s [03/29 16:20:16] ppdet.engine INFO: Epoch: [6] [2500/7329] learning_rate: 0.000100 loss_class: 0.638076 loss_bbox: 0.161826 loss_giou: 0.432661 loss_class_aux: 4.166980 loss_bbox_aux: 1.070913 loss_giou_aux: 2.814347 loss_class_dn: 0.358505 loss_bbox_dn: 0.235064 loss_giou_dn: 0.456323 loss_class_aux_dn: 1.944746 loss_bbox_aux_dn: 1.346049 loss_giou_aux_dn: 2.514982 loss: 16.474705 eta: 3 days, 1:25:49 batch_cost: 0.5060 data_cost: 0.0013 ips: 7.9050 images/s [03/29 16:21:14] ppdet.engine INFO: Epoch: [6] [2600/7329] learning_rate: 0.000100 loss_class: 0.670135 loss_bbox: 0.167748 loss_giou: 0.499191 loss_class_aux: 4.387003 loss_bbox_aux: 1.085365 loss_giou_aux: 3.065679 loss_class_dn: 0.407006 loss_bbox_dn: 0.210695 loss_giou_dn: 0.492685 loss_class_aux_dn: 2.175876 loss_bbox_aux_dn: 1.167821 loss_giou_aux_dn: 2.619321 loss: 17.383732 eta: 3 days, 1:24:30 batch_cost: 0.5258 data_cost: 0.0013 ips: 7.6076 images/s [03/29 16:22:17] ppdet.engine INFO: Epoch: [6] [2700/7329] learning_rate: 0.000100 loss_class: 0.702511 loss_bbox: 0.168124 loss_giou: 0.511423 loss_class_aux: 4.489413 loss_bbox_aux: 1.154561 loss_giou_aux: 3.204553 loss_class_dn: 0.378819 loss_bbox_dn: 0.233755 loss_giou_dn: 0.524323 loss_class_aux_dn: 1.968969 loss_bbox_aux_dn: 1.273552 loss_giou_aux_dn: 2.733894 loss: 17.316650 eta: 3 days, 1:23:58 batch_cost: 0.5715 data_cost: 0.0012 ips: 6.9995 images/s [03/29 16:23:19] ppdet.engine INFO: Epoch: [6] [2800/7329] learning_rate: 0.000100 loss_class: 0.712457 loss_bbox: 0.190470 loss_giou: 0.504351 loss_class_aux: 4.436931 loss_bbox_aux: 1.215451 loss_giou_aux: 3.205143 loss_class_dn: 0.409385 loss_bbox_dn: 0.243996 loss_giou_dn: 0.590137 loss_class_aux_dn: 2.172890 loss_bbox_aux_dn: 1.352679 loss_giou_aux_dn: 3.130985 loss: 19.391888 eta: 3 days, 1:23:15 batch_cost: 0.5610 data_cost: 0.0013 ips: 7.1302 images/s [03/29 16:24:20] ppdet.engine INFO: Epoch: [6] [2900/7329] learning_rate: 0.000100 loss_class: 0.652453 loss_bbox: 0.162804 loss_giou: 0.588605 loss_class_aux: 4.279600 loss_bbox_aux: 1.081663 loss_giou_aux: 3.592150 loss_class_dn: 0.405656 loss_bbox_dn: 0.231807 loss_giou_dn: 0.567002 loss_class_aux_dn: 2.131496 loss_bbox_aux_dn: 1.192727 loss_giou_aux_dn: 3.024873 loss: 18.580576 eta: 3 days, 1:22:31 batch_cost: 0.5598 data_cost: 0.0012 ips: 7.1453 images/s [03/29 16:25:23] ppdet.engine INFO: Epoch: [6] [3000/7329] learning_rate: 0.000100 loss_class: 0.610766 loss_bbox: 0.172767 loss_giou: 0.480531 loss_class_aux: 4.041516 loss_bbox_aux: 1.160641 loss_giou_aux: 3.013483 loss_class_dn: 0.358083 loss_bbox_dn: 0.242265 loss_giou_dn: 0.503837 loss_class_aux_dn: 1.897763 loss_bbox_aux_dn: 1.359831 loss_giou_aux_dn: 2.676521 loss: 16.616165 eta: 3 days, 1:21:57 batch_cost: 0.5704 data_cost: 0.0013 ips: 7.0128 images/s [03/29 16:26:24] ppdet.engine INFO: Epoch: [6] [3100/7329] learning_rate: 0.000100 loss_class: 0.663314 loss_bbox: 0.176957 loss_giou: 0.477513 loss_class_aux: 4.218333 loss_bbox_aux: 1.181310 loss_giou_aux: 3.154995 loss_class_dn: 0.383122 loss_bbox_dn: 0.229137 loss_giou_dn: 0.554452 loss_class_aux_dn: 2.037353 loss_bbox_aux_dn: 1.268876 loss_giou_aux_dn: 2.941661 loss: 18.218552 eta: 3 days, 1:21:01 batch_cost: 0.5481 data_cost: 0.0013 ips: 7.2982 images/s [03/29 16:27:36] ppdet.engine INFO: Epoch: [6] [3200/7329] learning_rate: 0.000100 loss_class: 0.645840 loss_bbox: 0.160997 loss_giou: 0.412564 loss_class_aux: 4.329168 loss_bbox_aux: 1.106465 loss_giou_aux: 2.629789 loss_class_dn: 0.371480 loss_bbox_dn: 0.199258 loss_giou_dn: 0.461300 loss_class_aux_dn: 1.961137 loss_bbox_aux_dn: 1.098527 loss_giou_aux_dn: 2.475346 loss: 16.553167 eta: 3 days, 1:22:02 batch_cost: 0.6637 data_cost: 0.0015 ips: 6.0266 images/s [03/29 16:28:40] ppdet.engine INFO: Epoch: [6] [3300/7329] learning_rate: 0.000100 loss_class: 0.602838 loss_bbox: 0.152426 loss_giou: 0.420589 loss_class_aux: 3.933108 loss_bbox_aux: 0.991882 loss_giou_aux: 2.693121 loss_class_dn: 0.360716 loss_bbox_dn: 0.198059 loss_giou_dn: 0.451531 loss_class_aux_dn: 1.905130 loss_bbox_aux_dn: 1.148067 loss_giou_aux_dn: 2.431805 loss: 15.842709 eta: 3 days, 1:21:33 batch_cost: 0.5752 data_cost: 0.0013 ips: 6.9542 images/s [03/29 16:29:45] ppdet.engine INFO: Epoch: [6] [3400/7329] learning_rate: 0.000100 loss_class: 0.724488 loss_bbox: 0.210579 loss_giou: 0.510169 loss_class_aux: 4.758729 loss_bbox_aux: 1.352702 loss_giou_aux: 3.198660 loss_class_dn: 0.432438 loss_bbox_dn: 0.266615 loss_giou_dn: 0.550962 loss_class_aux_dn: 2.312405 loss_bbox_aux_dn: 1.502517 loss_giou_aux_dn: 3.013949 loss: 19.357199 eta: 3 days, 1:21:22 batch_cost: 0.5930 data_cost: 0.0013 ips: 6.7450 images/s [03/29 16:30:46] ppdet.engine INFO: Epoch: [6] [3500/7329] learning_rate: 0.000100 loss_class: 0.641079 loss_bbox: 0.161053 loss_giou: 0.382780 loss_class_aux: 4.172783 loss_bbox_aux: 1.091629 loss_giou_aux: 2.507536 loss_class_dn: 0.351843 loss_bbox_dn: 0.218607 loss_giou_dn: 0.400100 loss_class_aux_dn: 1.847694 loss_bbox_aux_dn: 1.303021 loss_giou_aux_dn: 2.249521 loss: 16.109951 eta: 3 days, 1:20:27 batch_cost: 0.5499 data_cost: 0.0014 ips: 7.2745 images/s [03/29 16:31:45] ppdet.engine INFO: Epoch: [6] [3600/7329] learning_rate: 0.000100 loss_class: 0.643951 loss_bbox: 0.177919 loss_giou: 0.429721 loss_class_aux: 4.298357 loss_bbox_aux: 1.171095 loss_giou_aux: 2.797750 loss_class_dn: 0.382758 loss_bbox_dn: 0.267445 loss_giou_dn: 0.489568 loss_class_aux_dn: 2.028758 loss_bbox_aux_dn: 1.464481 loss_giou_aux_dn: 2.664987 loss: 17.328243 eta: 3 days, 1:19:17 batch_cost: 0.5343 data_cost: 0.0011 ips: 7.4858 images/s [03/29 16:32:43] ppdet.engine INFO: Epoch: [6] [3700/7329] learning_rate: 0.000100 loss_class: 0.690312 loss_bbox: 0.164482 loss_giou: 0.467177 loss_class_aux: 4.506725 loss_bbox_aux: 1.075476 loss_giou_aux: 2.962972 loss_class_dn: 0.381648 loss_bbox_dn: 0.215505 loss_giou_dn: 0.510834 loss_class_aux_dn: 2.029820 loss_bbox_aux_dn: 1.239135 loss_giou_aux_dn: 2.734704 loss: 17.408428 eta: 3 days, 1:18:00 batch_cost: 0.5283 data_cost: 0.0012 ips: 7.5719 images/s [03/29 16:33:44] ppdet.engine INFO: Epoch: [6] [3800/7329] learning_rate: 0.000100 loss_class: 0.664888 loss_bbox: 0.173755 loss_giou: 0.443388 loss_class_aux: 4.213085 loss_bbox_aux: 1.178843 loss_giou_aux: 2.831708 loss_class_dn: 0.367217 loss_bbox_dn: 0.224280 loss_giou_dn: 0.480077 loss_class_aux_dn: 1.928199 loss_bbox_aux_dn: 1.317847 loss_giou_aux_dn: 2.574857 loss: 17.141670 eta: 3 days, 1:17:10 batch_cost: 0.5547 data_cost: 0.0013 ips: 7.2114 images/s [03/29 16:34:45] ppdet.engine INFO: Epoch: [6] [3900/7329] learning_rate: 0.000100 loss_class: 0.615255 loss_bbox: 0.184302 loss_giou: 0.422594 loss_class_aux: 3.969388 loss_bbox_aux: 1.149588 loss_giou_aux: 2.683551 loss_class_dn: 0.332203 loss_bbox_dn: 0.237247 loss_giou_dn: 0.464726 loss_class_aux_dn: 1.804574 loss_bbox_aux_dn: 1.336914 loss_giou_aux_dn: 2.583456 loss: 15.862171 eta: 3 days, 1:16:21 batch_cost: 0.5556 data_cost: 0.0012 ips: 7.1994 images/s [03/29 16:35:44] ppdet.engine INFO: Epoch: [6] [4000/7329] learning_rate: 0.000100 loss_class: 0.667053 loss_bbox: 0.187629 loss_giou: 0.463012 loss_class_aux: 4.273012 loss_bbox_aux: 1.196135 loss_giou_aux: 2.929170 loss_class_dn: 0.372205 loss_bbox_dn: 0.225553 loss_giou_dn: 0.498842 loss_class_aux_dn: 1.952504 loss_bbox_aux_dn: 1.306202 loss_giou_aux_dn: 2.698287 loss: 18.180443 eta: 3 days, 1:15:11 batch_cost: 0.5345 data_cost: 0.0012 ips: 7.4839 images/s [03/29 16:36:45] ppdet.engine INFO: Epoch: [6] [4100/7329] learning_rate: 0.000100 loss_class: 0.631837 loss_bbox: 0.160490 loss_giou: 0.432368 loss_class_aux: 4.135701 loss_bbox_aux: 1.068060 loss_giou_aux: 2.619045 loss_class_dn: 0.346149 loss_bbox_dn: 0.223876 loss_giou_dn: 0.442982 loss_class_aux_dn: 1.867104 loss_bbox_aux_dn: 1.268430 loss_giou_aux_dn: 2.371440 loss: 15.810191 eta: 3 days, 1:14:13 batch_cost: 0.5470 data_cost: 0.0015 ips: 7.3130 images/s [03/29 16:37:49] ppdet.engine INFO: Epoch: [6] [4200/7329] learning_rate: 0.000100 loss_class: 0.575391 loss_bbox: 0.152559 loss_giou: 0.375545 loss_class_aux: 3.765195 loss_bbox_aux: 0.992365 loss_giou_aux: 2.430885 loss_class_dn: 0.303848 loss_bbox_dn: 0.188486 loss_giou_dn: 0.409859 loss_class_aux_dn: 1.604518 loss_bbox_aux_dn: 1.105910 loss_giou_aux_dn: 2.241886 loss: 14.201763 eta: 3 days, 1:13:59 batch_cost: 0.5907 data_cost: 0.0013 ips: 6.7713 images/s [03/29 16:38:50] ppdet.engine INFO: Epoch: [6] [4300/7329] learning_rate: 0.000100 loss_class: 0.620965 loss_bbox: 0.177888 loss_giou: 0.369635 loss_class_aux: 4.003353 loss_bbox_aux: 1.166402 loss_giou_aux: 2.367195 loss_class_dn: 0.350977 loss_bbox_dn: 0.238380 loss_giou_dn: 0.462727 loss_class_aux_dn: 1.889454 loss_bbox_aux_dn: 1.367566 loss_giou_aux_dn: 2.486451 loss: 15.688725 eta: 3 days, 1:13:09 batch_cost: 0.5548 data_cost: 0.0012 ips: 7.2102 images/s [03/29 16:39:52] ppdet.engine INFO: Epoch: [6] [4400/7329] learning_rate: 0.000100 loss_class: 0.747059 loss_bbox: 0.185499 loss_giou: 0.601038 loss_class_aux: 4.693584 loss_bbox_aux: 1.233925 loss_giou_aux: 3.754323 loss_class_dn: 0.420043 loss_bbox_dn: 0.223543 loss_giou_dn: 0.617628 loss_class_aux_dn: 2.209782 loss_bbox_aux_dn: 1.258260 loss_giou_aux_dn: 3.284611 loss: 19.010771 eta: 3 days, 1:12:28 batch_cost: 0.5641 data_cost: 0.0013 ips: 7.0907 images/s [03/29 16:40:57] ppdet.engine INFO: Epoch: [6] [4500/7329] learning_rate: 0.000100 loss_class: 0.694714 loss_bbox: 0.162338 loss_giou: 0.412310 loss_class_aux: 4.291371 loss_bbox_aux: 1.168199 loss_giou_aux: 2.580260 loss_class_dn: 0.344692 loss_bbox_dn: 0.230185 loss_giou_dn: 0.456895 loss_class_aux_dn: 1.838599 loss_bbox_aux_dn: 1.323294 loss_giou_aux_dn: 2.516729 loss: 16.965683 eta: 3 days, 1:12:09 batch_cost: 0.5863 data_cost: 0.0014 ips: 6.8222 images/s [03/29 16:42:08] ppdet.engine INFO: Epoch: [6] [4600/7329] learning_rate: 0.000100 loss_class: 0.650681 loss_bbox: 0.179989 loss_giou: 0.431395 loss_class_aux: 4.213425 loss_bbox_aux: 1.181667 loss_giou_aux: 2.784642 loss_class_dn: 0.347736 loss_bbox_dn: 0.258282 loss_giou_dn: 0.498701 loss_class_aux_dn: 1.867662 loss_bbox_aux_dn: 1.443720 loss_giou_aux_dn: 2.641567 loss: 16.231768 eta: 3 days, 1:12:52 batch_cost: 0.6491 data_cost: 0.0012 ips: 6.1627 images/s [03/29 16:43:09] ppdet.engine INFO: Epoch: [6] [4700/7329] learning_rate: 0.000100 loss_class: 0.629362 loss_bbox: 0.172735 loss_giou: 0.402483 loss_class_aux: 4.020324 loss_bbox_aux: 1.097932 loss_giou_aux: 2.558778 loss_class_dn: 0.343331 loss_bbox_dn: 0.238446 loss_giou_dn: 0.434272 loss_class_aux_dn: 1.802571 loss_bbox_aux_dn: 1.329701 loss_giou_aux_dn: 2.353935 loss: 16.294289 eta: 3 days, 1:11:58 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2510 images/s [03/29 16:44:11] ppdet.engine INFO: Epoch: [6] [4800/7329] learning_rate: 0.000100 loss_class: 0.616297 loss_bbox: 0.177500 loss_giou: 0.444164 loss_class_aux: 4.067618 loss_bbox_aux: 1.183624 loss_giou_aux: 2.856805 loss_class_dn: 0.351643 loss_bbox_dn: 0.234134 loss_giou_dn: 0.470059 loss_class_aux_dn: 1.882948 loss_bbox_aux_dn: 1.343777 loss_giou_aux_dn: 2.574395 loss: 16.605391 eta: 3 days, 1:11:14 batch_cost: 0.5610 data_cost: 0.0013 ips: 7.1299 images/s [03/29 16:45:08] ppdet.engine INFO: Epoch: [6] [4900/7329] learning_rate: 0.000100 loss_class: 0.581776 loss_bbox: 0.166734 loss_giou: 0.494429 loss_class_aux: 3.750911 loss_bbox_aux: 1.124207 loss_giou_aux: 3.085759 loss_class_dn: 0.356481 loss_bbox_dn: 0.214407 loss_giou_dn: 0.499876 loss_class_aux_dn: 1.906153 loss_bbox_aux_dn: 1.189290 loss_giou_aux_dn: 2.742654 loss: 16.504654 eta: 3 days, 1:09:45 batch_cost: 0.5156 data_cost: 0.0012 ips: 7.7586 images/s [03/29 16:46:10] ppdet.engine INFO: Epoch: [6] [5000/7329] learning_rate: 0.000100 loss_class: 0.638840 loss_bbox: 0.189225 loss_giou: 0.465769 loss_class_aux: 4.123684 loss_bbox_aux: 1.128546 loss_giou_aux: 2.970891 loss_class_dn: 0.362405 loss_bbox_dn: 0.255272 loss_giou_dn: 0.509457 loss_class_aux_dn: 1.958976 loss_bbox_aux_dn: 1.385845 loss_giou_aux_dn: 2.679893 loss: 17.288742 eta: 3 days, 1:08:55 batch_cost: 0.5555 data_cost: 0.0015 ips: 7.2006 images/s [03/29 16:47:06] ppdet.engine INFO: Epoch: [6] [5100/7329] learning_rate: 0.000100 loss_class: 0.659373 loss_bbox: 0.174734 loss_giou: 0.439711 loss_class_aux: 4.169142 loss_bbox_aux: 1.113981 loss_giou_aux: 2.852019 loss_class_dn: 0.363092 loss_bbox_dn: 0.223361 loss_giou_dn: 0.515838 loss_class_aux_dn: 1.891946 loss_bbox_aux_dn: 1.237094 loss_giou_aux_dn: 2.788193 loss: 17.514360 eta: 3 days, 1:07:18 batch_cost: 0.5069 data_cost: 0.0012 ips: 7.8914 images/s [03/29 16:48:05] ppdet.engine INFO: Epoch: [6] [5200/7329] learning_rate: 0.000100 loss_class: 0.636268 loss_bbox: 0.187955 loss_giou: 0.406042 loss_class_aux: 4.216543 loss_bbox_aux: 1.220696 loss_giou_aux: 2.653489 loss_class_dn: 0.360277 loss_bbox_dn: 0.250882 loss_giou_dn: 0.454682 loss_class_aux_dn: 1.940524 loss_bbox_aux_dn: 1.366032 loss_giou_aux_dn: 2.459450 loss: 16.966743 eta: 3 days, 1:06:05 batch_cost: 0.5318 data_cost: 0.0014 ips: 7.5216 images/s [03/29 16:49:05] ppdet.engine INFO: Epoch: [6] [5300/7329] learning_rate: 0.000100 loss_class: 0.651511 loss_bbox: 0.174406 loss_giou: 0.422492 loss_class_aux: 4.263975 loss_bbox_aux: 1.049447 loss_giou_aux: 2.657266 loss_class_dn: 0.362796 loss_bbox_dn: 0.219470 loss_giou_dn: 0.474156 loss_class_aux_dn: 1.942926 loss_bbox_aux_dn: 1.271475 loss_giou_aux_dn: 2.530801 loss: 16.638069 eta: 3 days, 1:04:59 batch_cost: 0.5380 data_cost: 0.0016 ips: 7.4345 images/s [03/29 16:50:04] ppdet.engine INFO: Epoch: [6] [5400/7329] learning_rate: 0.000100 loss_class: 0.601474 loss_bbox: 0.178212 loss_giou: 0.401285 loss_class_aux: 3.968611 loss_bbox_aux: 1.231073 loss_giou_aux: 2.627895 loss_class_dn: 0.341756 loss_bbox_dn: 0.221631 loss_giou_dn: 0.450701 loss_class_aux_dn: 1.836601 loss_bbox_aux_dn: 1.274753 loss_giou_aux_dn: 2.476604 loss: 16.714342 eta: 3 days, 1:03:42 batch_cost: 0.5273 data_cost: 0.0014 ips: 7.5860 images/s [03/29 16:51:06] ppdet.engine INFO: Epoch: [6] [5500/7329] learning_rate: 0.000100 loss_class: 0.676303 loss_bbox: 0.177442 loss_giou: 0.460302 loss_class_aux: 4.294146 loss_bbox_aux: 1.178531 loss_giou_aux: 2.988992 loss_class_dn: 0.355433 loss_bbox_dn: 0.268813 loss_giou_dn: 0.499027 loss_class_aux_dn: 1.905516 loss_bbox_aux_dn: 1.504314 loss_giou_aux_dn: 2.674427 loss: 17.079765 eta: 3 days, 1:03:00 batch_cost: 0.5629 data_cost: 0.0013 ips: 7.1059 images/s [03/29 16:52:07] ppdet.engine INFO: Epoch: [6] [5600/7329] learning_rate: 0.000100 loss_class: 0.664829 loss_bbox: 0.158793 loss_giou: 0.502185 loss_class_aux: 4.171351 loss_bbox_aux: 1.042080 loss_giou_aux: 3.199454 loss_class_dn: 0.387030 loss_bbox_dn: 0.206822 loss_giou_dn: 0.536043 loss_class_aux_dn: 2.050916 loss_bbox_aux_dn: 1.176417 loss_giou_aux_dn: 2.857482 loss: 17.536682 eta: 3 days, 1:02:06 batch_cost: 0.5518 data_cost: 0.0013 ips: 7.2496 images/s [03/29 16:53:06] ppdet.engine INFO: Epoch: [6] [5700/7329] learning_rate: 0.000100 loss_class: 0.708979 loss_bbox: 0.177674 loss_giou: 0.512300 loss_class_aux: 4.454143 loss_bbox_aux: 1.159191 loss_giou_aux: 3.229466 loss_class_dn: 0.371095 loss_bbox_dn: 0.234434 loss_giou_dn: 0.531743 loss_class_aux_dn: 1.994029 loss_bbox_aux_dn: 1.294401 loss_giou_aux_dn: 2.853110 loss: 17.709120 eta: 3 days, 1:00:56 batch_cost: 0.5335 data_cost: 0.0013 ips: 7.4971 images/s [03/29 16:54:08] ppdet.engine INFO: Epoch: [6] [5800/7329] learning_rate: 0.000100 loss_class: 0.623935 loss_bbox: 0.178715 loss_giou: 0.447399 loss_class_aux: 4.244420 loss_bbox_aux: 1.179065 loss_giou_aux: 2.868163 loss_class_dn: 0.372063 loss_bbox_dn: 0.241912 loss_giou_dn: 0.475823 loss_class_aux_dn: 1.956687 loss_bbox_aux_dn: 1.344831 loss_giou_aux_dn: 2.554785 loss: 17.386147 eta: 3 days, 1:00:10 batch_cost: 0.5599 data_cost: 0.0013 ips: 7.1440 images/s [03/29 16:55:05] ppdet.engine INFO: Epoch: [6] [5900/7329] learning_rate: 0.000100 loss_class: 0.690631 loss_bbox: 0.194395 loss_giou: 0.403030 loss_class_aux: 4.400467 loss_bbox_aux: 1.290143 loss_giou_aux: 2.716160 loss_class_dn: 0.368390 loss_bbox_dn: 0.253841 loss_giou_dn: 0.488527 loss_class_aux_dn: 1.996338 loss_bbox_aux_dn: 1.456644 loss_giou_aux_dn: 2.654810 loss: 16.934345 eta: 3 days, 0:58:46 batch_cost: 0.5192 data_cost: 0.0012 ips: 7.7035 images/s [03/29 16:56:11] ppdet.engine INFO: Epoch: [6] [6000/7329] learning_rate: 0.000100 loss_class: 0.687567 loss_bbox: 0.198613 loss_giou: 0.436433 loss_class_aux: 4.587672 loss_bbox_aux: 1.332774 loss_giou_aux: 2.830833 loss_class_dn: 0.365184 loss_bbox_dn: 0.263890 loss_giou_dn: 0.515653 loss_class_aux_dn: 1.946794 loss_bbox_aux_dn: 1.491280 loss_giou_aux_dn: 2.740166 loss: 17.869049 eta: 3 days, 0:58:39 batch_cost: 0.5999 data_cost: 0.0014 ips: 6.6679 images/s [03/29 16:57:16] ppdet.engine INFO: Epoch: [6] [6100/7329] learning_rate: 0.000100 loss_class: 0.660739 loss_bbox: 0.170909 loss_giou: 0.484693 loss_class_aux: 4.390111 loss_bbox_aux: 1.106197 loss_giou_aux: 3.095862 loss_class_dn: 0.375915 loss_bbox_dn: 0.241149 loss_giou_dn: 0.527182 loss_class_aux_dn: 2.032822 loss_bbox_aux_dn: 1.345882 loss_giou_aux_dn: 2.771625 loss: 17.061735 eta: 3 days, 0:58:17 batch_cost: 0.5854 data_cost: 0.0014 ips: 6.8333 images/s [03/29 16:58:14] ppdet.engine INFO: Epoch: [6] [6200/7329] learning_rate: 0.000100 loss_class: 0.693489 loss_bbox: 0.208888 loss_giou: 0.494680 loss_class_aux: 4.473219 loss_bbox_aux: 1.323335 loss_giou_aux: 3.084746 loss_class_dn: 0.407568 loss_bbox_dn: 0.260750 loss_giou_dn: 0.532299 loss_class_aux_dn: 2.147520 loss_bbox_aux_dn: 1.404404 loss_giou_aux_dn: 2.903014 loss: 18.666180 eta: 3 days, 0:57:00 batch_cost: 0.5268 data_cost: 0.0012 ips: 7.5932 images/s [03/29 16:59:12] ppdet.engine INFO: Epoch: [6] [6300/7329] learning_rate: 0.000100 loss_class: 0.643086 loss_bbox: 0.166532 loss_giou: 0.441441 loss_class_aux: 4.196631 loss_bbox_aux: 1.149461 loss_giou_aux: 2.906337 loss_class_dn: 0.377245 loss_bbox_dn: 0.231253 loss_giou_dn: 0.497244 loss_class_aux_dn: 2.003385 loss_bbox_aux_dn: 1.320662 loss_giou_aux_dn: 2.689456 loss: 17.607687 eta: 3 days, 0:55:45 batch_cost: 0.5283 data_cost: 0.0013 ips: 7.5709 images/s [03/29 17:00:18] ppdet.engine INFO: Epoch: [6] [6400/7329] learning_rate: 0.000100 loss_class: 0.602517 loss_bbox: 0.175115 loss_giou: 0.529342 loss_class_aux: 4.025994 loss_bbox_aux: 1.165641 loss_giou_aux: 3.406201 loss_class_dn: 0.379011 loss_bbox_dn: 0.250046 loss_giou_dn: 0.547938 loss_class_aux_dn: 2.011795 loss_bbox_aux_dn: 1.398096 loss_giou_aux_dn: 2.902327 loss: 17.808517 eta: 3 days, 0:55:32 batch_cost: 0.5947 data_cost: 0.0013 ips: 6.7263 images/s [03/29 17:01:18] ppdet.engine INFO: Epoch: [6] [6500/7329] learning_rate: 0.000100 loss_class: 0.674350 loss_bbox: 0.181533 loss_giou: 0.489779 loss_class_aux: 4.293881 loss_bbox_aux: 1.153185 loss_giou_aux: 3.059778 loss_class_dn: 0.378769 loss_bbox_dn: 0.216962 loss_giou_dn: 0.511793 loss_class_aux_dn: 2.030643 loss_bbox_aux_dn: 1.219607 loss_giou_aux_dn: 2.714807 loss: 17.796181 eta: 3 days, 0:54:28 batch_cost: 0.5405 data_cost: 0.0014 ips: 7.4004 images/s [03/29 17:02:14] ppdet.engine INFO: Epoch: [6] [6600/7329] learning_rate: 0.000100 loss_class: 0.623425 loss_bbox: 0.158926 loss_giou: 0.383877 loss_class_aux: 4.128622 loss_bbox_aux: 1.057742 loss_giou_aux: 2.469151 loss_class_dn: 0.326630 loss_bbox_dn: 0.232413 loss_giou_dn: 0.401997 loss_class_aux_dn: 1.772564 loss_bbox_aux_dn: 1.284448 loss_giou_aux_dn: 2.205543 loss: 14.439664 eta: 3 days, 0:52:56 batch_cost: 0.5102 data_cost: 0.0014 ips: 7.8398 images/s [03/29 17:03:11] ppdet.engine INFO: Epoch: [6] [6700/7329] learning_rate: 0.000100 loss_class: 0.643680 loss_bbox: 0.164058 loss_giou: 0.409525 loss_class_aux: 4.056211 loss_bbox_aux: 1.056202 loss_giou_aux: 2.637189 loss_class_dn: 0.344624 loss_bbox_dn: 0.219059 loss_giou_dn: 0.453507 loss_class_aux_dn: 1.796615 loss_bbox_aux_dn: 1.229434 loss_giou_aux_dn: 2.479492 loss: 16.098114 eta: 3 days, 0:51:26 batch_cost: 0.5136 data_cost: 0.0012 ips: 7.7889 images/s [03/29 17:04:08] ppdet.engine INFO: Epoch: [6] [6800/7329] learning_rate: 0.000100 loss_class: 0.667026 loss_bbox: 0.169984 loss_giou: 0.488586 loss_class_aux: 4.192523 loss_bbox_aux: 1.102337 loss_giou_aux: 3.042248 loss_class_dn: 0.373505 loss_bbox_dn: 0.231484 loss_giou_dn: 0.497685 loss_class_aux_dn: 1.965391 loss_bbox_aux_dn: 1.368413 loss_giou_aux_dn: 2.667499 loss: 17.013760 eta: 3 days, 0:49:59 batch_cost: 0.5148 data_cost: 0.0012 ips: 7.7702 images/s [03/29 17:05:09] ppdet.engine INFO: Epoch: [6] [6900/7329] learning_rate: 0.000100 loss_class: 0.613526 loss_bbox: 0.149873 loss_giou: 0.437938 loss_class_aux: 3.861446 loss_bbox_aux: 1.070156 loss_giou_aux: 2.782862 loss_class_dn: 0.349302 loss_bbox_dn: 0.208373 loss_giou_dn: 0.471911 loss_class_aux_dn: 1.783376 loss_bbox_aux_dn: 1.128183 loss_giou_aux_dn: 2.542797 loss: 15.894130 eta: 3 days, 0:49:11 batch_cost: 0.5573 data_cost: 0.0012 ips: 7.1769 images/s [03/29 17:06:13] ppdet.engine INFO: Epoch: [6] [7000/7329] learning_rate: 0.000100 loss_class: 0.612707 loss_bbox: 0.161253 loss_giou: 0.435412 loss_class_aux: 3.877101 loss_bbox_aux: 1.045991 loss_giou_aux: 2.652048 loss_class_dn: 0.341480 loss_bbox_dn: 0.212635 loss_giou_dn: 0.452675 loss_class_aux_dn: 1.836082 loss_bbox_aux_dn: 1.203931 loss_giou_aux_dn: 2.352092 loss: 16.927853 eta: 3 days, 0:48:43 batch_cost: 0.5790 data_cost: 0.0013 ips: 6.9089 images/s [03/29 17:07:16] ppdet.engine INFO: Epoch: [6] [7100/7329] learning_rate: 0.000100 loss_class: 0.625447 loss_bbox: 0.172091 loss_giou: 0.385655 loss_class_aux: 4.018738 loss_bbox_aux: 1.118725 loss_giou_aux: 2.397049 loss_class_dn: 0.342770 loss_bbox_dn: 0.245948 loss_giou_dn: 0.438522 loss_class_aux_dn: 1.813578 loss_bbox_aux_dn: 1.362297 loss_giou_aux_dn: 2.437742 loss: 17.150679 eta: 3 days, 0:48:11 batch_cost: 0.5740 data_cost: 0.0013 ips: 6.9682 images/s [03/29 17:08:18] ppdet.engine INFO: Epoch: [6] [7200/7329] learning_rate: 0.000100 loss_class: 0.662058 loss_bbox: 0.195117 loss_giou: 0.525945 loss_class_aux: 4.260941 loss_bbox_aux: 1.235997 loss_giou_aux: 3.110642 loss_class_dn: 0.393414 loss_bbox_dn: 0.256472 loss_giou_dn: 0.539476 loss_class_aux_dn: 2.072469 loss_bbox_aux_dn: 1.457111 loss_giou_aux_dn: 2.921004 loss: 18.837688 eta: 3 days, 0:47:27 batch_cost: 0.5619 data_cost: 0.0013 ips: 7.1186 images/s [03/29 17:09:18] ppdet.engine INFO: Epoch: [6] [7300/7329] learning_rate: 0.000100 loss_class: 0.630504 loss_bbox: 0.172896 loss_giou: 0.423704 loss_class_aux: 4.138424 loss_bbox_aux: 1.132305 loss_giou_aux: 2.640739 loss_class_dn: 0.377122 loss_bbox_dn: 0.225772 loss_giou_dn: 0.463241 loss_class_aux_dn: 1.998904 loss_bbox_aux_dn: 1.266241 loss_giou_aux_dn: 2.461896 loss: 16.822773 eta: 3 days, 0:46:24 batch_cost: 0.5412 data_cost: 0.0014 ips: 7.3917 images/s [03/29 17:09:40] ppdet.engine INFO: Eval iter: 0 [03/29 17:10:08] ppdet.engine INFO: Eval iter: 100 [03/29 17:10:36] ppdet.engine INFO: Eval iter: 200 [03/29 17:11:03] ppdet.engine INFO: Eval iter: 300 [03/29 17:11:33] ppdet.engine INFO: Eval iter: 400 [03/29 17:12:02] ppdet.engine INFO: Eval iter: 500 [03/29 17:12:30] ppdet.engine INFO: Eval iter: 600 [03/29 17:13:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [03/29 17:13:03] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.49s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.86s). Accumulating evaluation results... DONE (t=27.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.637 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.498 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 ] = 0.503 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.363 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.600 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.674 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.870 [03/29 17:15:46] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.84466119696417 [03/29 17:15:46] ppdet.engine INFO: Best test bbox ap is 0.461. [03/29 17:15:49] ppdet.engine INFO: Epoch: [7] [ 0/7329] learning_rate: 0.000100 loss_class: 0.639200 loss_bbox: 0.172896 loss_giou: 0.463205 loss_class_aux: 4.101687 loss_bbox_aux: 1.123691 loss_giou_aux: 2.974644 loss_class_dn: 0.376062 loss_bbox_dn: 0.223107 loss_giou_dn: 0.476734 loss_class_aux_dn: 1.970613 loss_bbox_aux_dn: 1.266241 loss_giou_aux_dn: 2.560574 loss: 17.031788 eta: 3 days, 0:46:05 batch_cost: 0.5314 data_cost: 0.0015 ips: 7.5268 images/s [03/29 17:16:56] ppdet.engine INFO: Epoch: [7] [ 100/7329] learning_rate: 0.000100 loss_class: 0.628268 loss_bbox: 0.160575 loss_giou: 0.446658 loss_class_aux: 3.980149 loss_bbox_aux: 1.070906 loss_giou_aux: 2.917179 loss_class_dn: 0.386670 loss_bbox_dn: 0.201029 loss_giou_dn: 0.470469 loss_class_aux_dn: 2.052890 loss_bbox_aux_dn: 1.112921 loss_giou_aux_dn: 2.547646 loss: 16.970512 eta: 3 days, 0:46:01 batch_cost: 0.6051 data_cost: 0.0014 ips: 6.6108 images/s [03/29 17:17:53] ppdet.engine INFO: Epoch: [7] [ 200/7329] learning_rate: 0.000100 loss_class: 0.638051 loss_bbox: 0.168121 loss_giou: 0.417996 loss_class_aux: 3.969667 loss_bbox_aux: 1.108071 loss_giou_aux: 2.683433 loss_class_dn: 0.356972 loss_bbox_dn: 0.219525 loss_giou_dn: 0.438625 loss_class_aux_dn: 1.903712 loss_bbox_aux_dn: 1.231745 loss_giou_aux_dn: 2.475587 loss: 16.516762 eta: 3 days, 0:44:40 batch_cost: 0.5220 data_cost: 0.0012 ips: 7.6629 images/s [03/29 17:18:48] ppdet.engine INFO: Epoch: [7] [ 300/7329] learning_rate: 0.000100 loss_class: 0.673824 loss_bbox: 0.188049 loss_giou: 0.490870 loss_class_aux: 4.421352 loss_bbox_aux: 1.201374 loss_giou_aux: 3.081713 loss_class_dn: 0.387483 loss_bbox_dn: 0.244830 loss_giou_dn: 0.495668 loss_class_aux_dn: 2.083789 loss_bbox_aux_dn: 1.330594 loss_giou_aux_dn: 2.723550 loss: 18.956585 eta: 3 days, 0:42:52 batch_cost: 0.4926 data_cost: 0.0013 ips: 8.1199 images/s [03/29 17:19:48] ppdet.engine INFO: Epoch: [7] [ 400/7329] learning_rate: 0.000100 loss_class: 0.611582 loss_bbox: 0.171175 loss_giou: 0.451013 loss_class_aux: 4.057114 loss_bbox_aux: 1.114667 loss_giou_aux: 2.872369 loss_class_dn: 0.380622 loss_bbox_dn: 0.215233 loss_giou_dn: 0.469275 loss_class_aux_dn: 2.028696 loss_bbox_aux_dn: 1.276980 loss_giou_aux_dn: 2.529237 loss: 17.383896 eta: 3 days, 0:41:53 batch_cost: 0.5450 data_cost: 0.0013 ips: 7.3399 images/s [03/29 17:20:45] ppdet.engine INFO: Epoch: [7] [ 500/7329] learning_rate: 0.000100 loss_class: 0.692248 loss_bbox: 0.205582 loss_giou: 0.529202 loss_class_aux: 4.544662 loss_bbox_aux: 1.340601 loss_giou_aux: 3.301058 loss_class_dn: 0.394496 loss_bbox_dn: 0.251485 loss_giou_dn: 0.537443 loss_class_aux_dn: 2.123892 loss_bbox_aux_dn: 1.390368 loss_giou_aux_dn: 2.844983 loss: 18.228374 eta: 3 days, 0:40:32 batch_cost: 0.5223 data_cost: 0.0011 ips: 7.6578 images/s [03/29 17:21:45] ppdet.engine INFO: Epoch: [7] [ 600/7329] learning_rate: 0.000100 loss_class: 0.620897 loss_bbox: 0.184523 loss_giou: 0.423715 loss_class_aux: 4.123761 loss_bbox_aux: 1.212890 loss_giou_aux: 2.607499 loss_class_dn: 0.345890 loss_bbox_dn: 0.238298 loss_giou_dn: 0.482086 loss_class_aux_dn: 1.852522 loss_bbox_aux_dn: 1.281972 loss_giou_aux_dn: 2.613385 loss: 16.720778 eta: 3 days, 0:39:38 batch_cost: 0.5499 data_cost: 0.0012 ips: 7.2738 images/s [03/29 17:22:42] ppdet.engine INFO: Epoch: [7] [ 700/7329] learning_rate: 0.000100 loss_class: 0.672605 loss_bbox: 0.174137 loss_giou: 0.508050 loss_class_aux: 4.402289 loss_bbox_aux: 1.113217 loss_giou_aux: 3.277286 loss_class_dn: 0.389840 loss_bbox_dn: 0.228825 loss_giou_dn: 0.514919 loss_class_aux_dn: 2.044869 loss_bbox_aux_dn: 1.309565 loss_giou_aux_dn: 2.786100 loss: 17.931389 eta: 3 days, 0:38:10 batch_cost: 0.5138 data_cost: 0.0012 ips: 7.7850 images/s [03/29 17:23:41] ppdet.engine INFO: Epoch: [7] [ 800/7329] learning_rate: 0.000100 loss_class: 0.689146 loss_bbox: 0.161427 loss_giou: 0.490667 loss_class_aux: 4.330071 loss_bbox_aux: 1.078953 loss_giou_aux: 3.210876 loss_class_dn: 0.405300 loss_bbox_dn: 0.233306 loss_giou_dn: 0.530842 loss_class_aux_dn: 2.114261 loss_bbox_aux_dn: 1.280725 loss_giou_aux_dn: 2.929323 loss: 18.445501 eta: 3 days, 0:36:57 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5456 images/s [03/29 17:24:36] ppdet.engine INFO: Epoch: [7] [ 900/7329] learning_rate: 0.000100 loss_class: 0.627925 loss_bbox: 0.161576 loss_giou: 0.420480 loss_class_aux: 4.029086 loss_bbox_aux: 1.059132 loss_giou_aux: 2.654810 loss_class_dn: 0.361063 loss_bbox_dn: 0.228870 loss_giou_dn: 0.464302 loss_class_aux_dn: 1.909953 loss_bbox_aux_dn: 1.279433 loss_giou_aux_dn: 2.487123 loss: 15.881872 eta: 3 days, 0:35:20 batch_cost: 0.5039 data_cost: 0.0013 ips: 7.9385 images/s [03/29 17:25:35] ppdet.engine INFO: Epoch: [7] [1000/7329] learning_rate: 0.000100 loss_class: 0.649589 loss_bbox: 0.170929 loss_giou: 0.452517 loss_class_aux: 4.267569 loss_bbox_aux: 1.149482 loss_giou_aux: 2.981111 loss_class_dn: 0.366832 loss_bbox_dn: 0.244269 loss_giou_dn: 0.497154 loss_class_aux_dn: 1.921461 loss_bbox_aux_dn: 1.364940 loss_giou_aux_dn: 2.656175 loss: 17.542877 eta: 3 days, 0:34:07 batch_cost: 0.5297 data_cost: 0.0013 ips: 7.5508 images/s [03/29 17:26:37] ppdet.engine INFO: Epoch: [7] [1100/7329] learning_rate: 0.000100 loss_class: 0.703787 loss_bbox: 0.174541 loss_giou: 0.456232 loss_class_aux: 4.505908 loss_bbox_aux: 1.143098 loss_giou_aux: 2.915778 loss_class_dn: 0.414183 loss_bbox_dn: 0.240361 loss_giou_dn: 0.521989 loss_class_aux_dn: 2.203210 loss_bbox_aux_dn: 1.380079 loss_giou_aux_dn: 2.842011 loss: 18.928310 eta: 3 days, 0:33:28 batch_cost: 0.5666 data_cost: 0.0013 ips: 7.0602 images/s [03/29 17:27:36] ppdet.engine INFO: Epoch: [7] [1200/7329] learning_rate: 0.000100 loss_class: 0.662698 loss_bbox: 0.189951 loss_giou: 0.469070 loss_class_aux: 4.329405 loss_bbox_aux: 1.261935 loss_giou_aux: 2.956643 loss_class_dn: 0.400047 loss_bbox_dn: 0.231106 loss_giou_dn: 0.479914 loss_class_aux_dn: 2.069139 loss_bbox_aux_dn: 1.327197 loss_giou_aux_dn: 2.599911 loss: 18.040525 eta: 3 days, 0:32:20 batch_cost: 0.5357 data_cost: 0.0014 ips: 7.4666 images/s [03/29 17:28:33] ppdet.engine INFO: Epoch: [7] [1300/7329] learning_rate: 0.000100 loss_class: 0.589768 loss_bbox: 0.165984 loss_giou: 0.371321 loss_class_aux: 3.913184 loss_bbox_aux: 1.036265 loss_giou_aux: 2.445419 loss_class_dn: 0.354311 loss_bbox_dn: 0.214187 loss_giou_dn: 0.441416 loss_class_aux_dn: 1.882480 loss_bbox_aux_dn: 1.264783 loss_giou_aux_dn: 2.360814 loss: 16.158375 eta: 3 days, 0:30:54 batch_cost: 0.5151 data_cost: 0.0012 ips: 7.7647 images/s [03/29 17:29:32] ppdet.engine INFO: Epoch: [7] [1400/7329] learning_rate: 0.000100 loss_class: 0.728460 loss_bbox: 0.165061 loss_giou: 0.456006 loss_class_aux: 4.599722 loss_bbox_aux: 1.087353 loss_giou_aux: 2.906865 loss_class_dn: 0.388742 loss_bbox_dn: 0.243086 loss_giou_dn: 0.516321 loss_class_aux_dn: 2.055725 loss_bbox_aux_dn: 1.411916 loss_giou_aux_dn: 2.748863 loss: 18.556513 eta: 3 days, 0:29:49 batch_cost: 0.5382 data_cost: 0.0013 ips: 7.4319 images/s [03/29 17:30:32] ppdet.engine INFO: Epoch: [7] [1500/7329] learning_rate: 0.000100 loss_class: 0.681042 loss_bbox: 0.167473 loss_giou: 0.418405 loss_class_aux: 4.298736 loss_bbox_aux: 1.157163 loss_giou_aux: 2.633524 loss_class_dn: 0.375997 loss_bbox_dn: 0.247416 loss_giou_dn: 0.479723 loss_class_aux_dn: 2.060969 loss_bbox_aux_dn: 1.417756 loss_giou_aux_dn: 2.538840 loss: 17.031017 eta: 3 days, 0:28:51 batch_cost: 0.5460 data_cost: 0.0012 ips: 7.3262 images/s [03/29 17:31:29] ppdet.engine INFO: Epoch: [7] [1600/7329] learning_rate: 0.000100 loss_class: 0.648646 loss_bbox: 0.169977 loss_giou: 0.468157 loss_class_aux: 4.057372 loss_bbox_aux: 1.130852 loss_giou_aux: 2.950345 loss_class_dn: 0.373856 loss_bbox_dn: 0.210203 loss_giou_dn: 0.495758 loss_class_aux_dn: 1.975652 loss_bbox_aux_dn: 1.163428 loss_giou_aux_dn: 2.614814 loss: 17.221901 eta: 3 days, 0:27:20 batch_cost: 0.5090 data_cost: 0.0012 ips: 7.8582 images/s [03/29 17:32:25] ppdet.engine INFO: Epoch: [7] [1700/7329] learning_rate: 0.000100 loss_class: 0.623084 loss_bbox: 0.169187 loss_giou: 0.484587 loss_class_aux: 4.119795 loss_bbox_aux: 1.061296 loss_giou_aux: 3.048302 loss_class_dn: 0.372935 loss_bbox_dn: 0.224634 loss_giou_dn: 0.487428 loss_class_aux_dn: 1.968261 loss_bbox_aux_dn: 1.279582 loss_giou_aux_dn: 2.646694 loss: 16.740604 eta: 3 days, 0:25:49 batch_cost: 0.5099 data_cost: 0.0013 ips: 7.8440 images/s [03/29 17:33:27] ppdet.engine INFO: Epoch: [7] [1800/7329] learning_rate: 0.000100 loss_class: 0.716233 loss_bbox: 0.194244 loss_giou: 0.476513 loss_class_aux: 4.612291 loss_bbox_aux: 1.238815 loss_giou_aux: 3.024180 loss_class_dn: 0.401114 loss_bbox_dn: 0.239297 loss_giou_dn: 0.542891 loss_class_aux_dn: 2.085151 loss_bbox_aux_dn: 1.329816 loss_giou_aux_dn: 2.987703 loss: 18.898781 eta: 3 days, 0:24:54 batch_cost: 0.5486 data_cost: 0.0013 ips: 7.2918 images/s [03/29 17:34:25] ppdet.engine INFO: Epoch: [7] [1900/7329] learning_rate: 0.000100 loss_class: 0.678404 loss_bbox: 0.168090 loss_giou: 0.499802 loss_class_aux: 4.328963 loss_bbox_aux: 1.148111 loss_giou_aux: 3.133976 loss_class_dn: 0.392527 loss_bbox_dn: 0.216077 loss_giou_dn: 0.566484 loss_class_aux_dn: 2.025243 loss_bbox_aux_dn: 1.244347 loss_giou_aux_dn: 3.039204 loss: 18.401934 eta: 3 days, 0:23:36 batch_cost: 0.5234 data_cost: 0.0012 ips: 7.6423 images/s [03/29 17:35:23] ppdet.engine INFO: Epoch: [7] [2000/7329] learning_rate: 0.000100 loss_class: 0.616777 loss_bbox: 0.174763 loss_giou: 0.363738 loss_class_aux: 4.059172 loss_bbox_aux: 1.125636 loss_giou_aux: 2.348766 loss_class_dn: 0.333049 loss_bbox_dn: 0.235774 loss_giou_dn: 0.431533 loss_class_aux_dn: 1.814533 loss_bbox_aux_dn: 1.319572 loss_giou_aux_dn: 2.401388 loss: 15.641738 eta: 3 days, 0:22:22 batch_cost: 0.5287 data_cost: 0.0013 ips: 7.5663 images/s [03/29 17:36:18] ppdet.engine INFO: Epoch: [7] [2100/7329] learning_rate: 0.000100 loss_class: 0.629732 loss_bbox: 0.172674 loss_giou: 0.454714 loss_class_aux: 4.044161 loss_bbox_aux: 1.146690 loss_giou_aux: 2.962128 loss_class_dn: 0.373091 loss_bbox_dn: 0.231463 loss_giou_dn: 0.498952 loss_class_aux_dn: 1.928624 loss_bbox_aux_dn: 1.348142 loss_giou_aux_dn: 2.731281 loss: 17.275822 eta: 3 days, 0:20:40 batch_cost: 0.4959 data_cost: 0.0013 ips: 8.0657 images/s [03/29 17:37:20] ppdet.engine INFO: Epoch: [7] [2200/7329] learning_rate: 0.000100 loss_class: 0.646820 loss_bbox: 0.169614 loss_giou: 0.392704 loss_class_aux: 4.278312 loss_bbox_aux: 1.136673 loss_giou_aux: 2.886147 loss_class_dn: 0.355513 loss_bbox_dn: 0.239823 loss_giou_dn: 0.423531 loss_class_aux_dn: 1.876265 loss_bbox_aux_dn: 1.364728 loss_giou_aux_dn: 2.328045 loss: 16.155136 eta: 3 days, 0:19:55 batch_cost: 0.5602 data_cost: 0.0015 ips: 7.1398 images/s [03/29 17:38:23] ppdet.engine INFO: Epoch: [7] [2300/7329] learning_rate: 0.000100 loss_class: 0.575785 loss_bbox: 0.162004 loss_giou: 0.414758 loss_class_aux: 3.843267 loss_bbox_aux: 1.071500 loss_giou_aux: 2.597200 loss_class_dn: 0.324659 loss_bbox_dn: 0.221841 loss_giou_dn: 0.446083 loss_class_aux_dn: 1.752060 loss_bbox_aux_dn: 1.288487 loss_giou_aux_dn: 2.407872 loss: 15.190359 eta: 3 days, 0:19:12 batch_cost: 0.5624 data_cost: 0.0015 ips: 7.1122 images/s [03/29 17:39:19] ppdet.engine INFO: Epoch: [7] [2400/7329] learning_rate: 0.000100 loss_class: 0.623724 loss_bbox: 0.177199 loss_giou: 0.438170 loss_class_aux: 4.107244 loss_bbox_aux: 1.082357 loss_giou_aux: 2.712506 loss_class_dn: 0.355180 loss_bbox_dn: 0.228727 loss_giou_dn: 0.486200 loss_class_aux_dn: 1.878923 loss_bbox_aux_dn: 1.282637 loss_giou_aux_dn: 2.550631 loss: 16.034363 eta: 3 days, 0:17:44 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8250 images/s [03/29 17:40:19] ppdet.engine INFO: Epoch: [7] [2500/7329] learning_rate: 0.000100 loss_class: 0.618513 loss_bbox: 0.167626 loss_giou: 0.458065 loss_class_aux: 4.048500 loss_bbox_aux: 1.059004 loss_giou_aux: 2.792976 loss_class_dn: 0.357028 loss_bbox_dn: 0.226877 loss_giou_dn: 0.462917 loss_class_aux_dn: 1.853233 loss_bbox_aux_dn: 1.244601 loss_giou_aux_dn: 2.511129 loss: 16.070473 eta: 3 days, 0:16:43 batch_cost: 0.5425 data_cost: 0.0013 ips: 7.3733 images/s [03/29 17:41:22] ppdet.engine INFO: Epoch: [7] [2600/7329] learning_rate: 0.000100 loss_class: 0.667977 loss_bbox: 0.181618 loss_giou: 0.430285 loss_class_aux: 4.250776 loss_bbox_aux: 1.200779 loss_giou_aux: 2.860065 loss_class_dn: 0.363128 loss_bbox_dn: 0.218470 loss_giou_dn: 0.454106 loss_class_aux_dn: 1.915951 loss_bbox_aux_dn: 1.262937 loss_giou_aux_dn: 2.460841 loss: 16.468342 eta: 3 days, 0:16:01 batch_cost: 0.5638 data_cost: 0.0015 ips: 7.0946 images/s [03/29 17:42:20] ppdet.engine INFO: Epoch: [7] [2700/7329] learning_rate: 0.000100 loss_class: 0.687479 loss_bbox: 0.193850 loss_giou: 0.558057 loss_class_aux: 4.355971 loss_bbox_aux: 1.167310 loss_giou_aux: 3.576451 loss_class_dn: 0.407899 loss_bbox_dn: 0.234077 loss_giou_dn: 0.546060 loss_class_aux_dn: 2.127068 loss_bbox_aux_dn: 1.277071 loss_giou_aux_dn: 3.013399 loss: 19.051537 eta: 3 days, 0:14:49 batch_cost: 0.5298 data_cost: 0.0012 ips: 7.5496 images/s [03/29 17:43:19] ppdet.engine INFO: Epoch: [7] [2800/7329] learning_rate: 0.000100 loss_class: 0.627149 loss_bbox: 0.155088 loss_giou: 0.371404 loss_class_aux: 3.973853 loss_bbox_aux: 1.010375 loss_giou_aux: 2.464184 loss_class_dn: 0.311796 loss_bbox_dn: 0.218409 loss_giou_dn: 0.451645 loss_class_aux_dn: 1.647312 loss_bbox_aux_dn: 1.272113 loss_giou_aux_dn: 2.434436 loss: 15.753206 eta: 3 days, 0:13:37 batch_cost: 0.5291 data_cost: 0.0013 ips: 7.5597 images/s [03/29 17:44:22] ppdet.engine INFO: Epoch: [7] [2900/7329] learning_rate: 0.000100 loss_class: 0.621780 loss_bbox: 0.174455 loss_giou: 0.439783 loss_class_aux: 4.238301 loss_bbox_aux: 1.148951 loss_giou_aux: 2.879022 loss_class_dn: 0.378243 loss_bbox_dn: 0.207406 loss_giou_dn: 0.510262 loss_class_aux_dn: 1.985708 loss_bbox_aux_dn: 1.157296 loss_giou_aux_dn: 2.738778 loss: 17.838058 eta: 3 days, 0:13:04 batch_cost: 0.5748 data_cost: 0.0013 ips: 6.9589 images/s [03/29 17:45:25] ppdet.engine INFO: Epoch: [7] [3000/7329] learning_rate: 0.000100 loss_class: 0.591503 loss_bbox: 0.152014 loss_giou: 0.359257 loss_class_aux: 3.852206 loss_bbox_aux: 0.966848 loss_giou_aux: 2.297160 loss_class_dn: 0.327755 loss_bbox_dn: 0.216852 loss_giou_dn: 0.402670 loss_class_aux_dn: 1.736657 loss_bbox_aux_dn: 1.239346 loss_giou_aux_dn: 2.180741 loss: 15.226790 eta: 3 days, 0:12:24 batch_cost: 0.5663 data_cost: 0.0013 ips: 7.0629 images/s [03/29 17:46:31] ppdet.engine INFO: Epoch: [7] [3100/7329] learning_rate: 0.000100 loss_class: 0.593025 loss_bbox: 0.150873 loss_giou: 0.397911 loss_class_aux: 3.746783 loss_bbox_aux: 0.967569 loss_giou_aux: 2.486834 loss_class_dn: 0.322830 loss_bbox_dn: 0.219376 loss_giou_dn: 0.416279 loss_class_aux_dn: 1.735945 loss_bbox_aux_dn: 1.237593 loss_giou_aux_dn: 2.282038 loss: 14.889577 eta: 3 days, 0:12:01 batch_cost: 0.5850 data_cost: 0.0017 ips: 6.8377 images/s [03/29 17:47:32] ppdet.engine INFO: Epoch: [7] [3200/7329] learning_rate: 0.000100 loss_class: 0.644112 loss_bbox: 0.157932 loss_giou: 0.383712 loss_class_aux: 4.145400 loss_bbox_aux: 1.022110 loss_giou_aux: 2.410452 loss_class_dn: 0.322561 loss_bbox_dn: 0.201681 loss_giou_dn: 0.428110 loss_class_aux_dn: 1.727730 loss_bbox_aux_dn: 1.211686 loss_giou_aux_dn: 2.357572 loss: 15.412674 eta: 3 days, 0:11:11 batch_cost: 0.5548 data_cost: 0.0013 ips: 7.2100 images/s [03/29 17:48:30] ppdet.engine INFO: Epoch: [7] [3300/7329] learning_rate: 0.000100 loss_class: 0.630114 loss_bbox: 0.166504 loss_giou: 0.398461 loss_class_aux: 4.204660 loss_bbox_aux: 1.044152 loss_giou_aux: 2.500954 loss_class_dn: 0.383584 loss_bbox_dn: 0.225407 loss_giou_dn: 0.466272 loss_class_aux_dn: 2.030045 loss_bbox_aux_dn: 1.301178 loss_giou_aux_dn: 2.577659 loss: 16.729342 eta: 3 days, 0:09:52 batch_cost: 0.5221 data_cost: 0.0013 ips: 7.6610 images/s [03/29 17:49:31] ppdet.engine INFO: Epoch: [7] [3400/7329] learning_rate: 0.000100 loss_class: 0.666176 loss_bbox: 0.163267 loss_giou: 0.432344 loss_class_aux: 4.160234 loss_bbox_aux: 1.066112 loss_giou_aux: 2.716496 loss_class_dn: 0.359755 loss_bbox_dn: 0.216034 loss_giou_dn: 0.458721 loss_class_aux_dn: 1.915953 loss_bbox_aux_dn: 1.198447 loss_giou_aux_dn: 2.470090 loss: 16.734404 eta: 3 days, 0:08:59 batch_cost: 0.5510 data_cost: 0.0014 ips: 7.2592 images/s [03/29 17:50:35] ppdet.engine INFO: Epoch: [7] [3500/7329] learning_rate: 0.000100 loss_class: 0.690546 loss_bbox: 0.160552 loss_giou: 0.489447 loss_class_aux: 4.369337 loss_bbox_aux: 1.168502 loss_giou_aux: 3.223592 loss_class_dn: 0.411084 loss_bbox_dn: 0.229476 loss_giou_dn: 0.548560 loss_class_aux_dn: 2.137989 loss_bbox_aux_dn: 1.264343 loss_giou_aux_dn: 2.941584 loss: 18.690779 eta: 3 days, 0:08:38 batch_cost: 0.5884 data_cost: 0.0012 ips: 6.7986 images/s [03/29 17:51:32] ppdet.engine INFO: Epoch: [7] [3600/7329] learning_rate: 0.000100 loss_class: 0.704190 loss_bbox: 0.171614 loss_giou: 0.506165 loss_class_aux: 4.573250 loss_bbox_aux: 1.167809 loss_giou_aux: 3.303506 loss_class_dn: 0.381213 loss_bbox_dn: 0.219949 loss_giou_dn: 0.563498 loss_class_aux_dn: 2.064923 loss_bbox_aux_dn: 1.258299 loss_giou_aux_dn: 2.975901 loss: 19.285498 eta: 3 days, 0:07:12 batch_cost: 0.5135 data_cost: 0.0014 ips: 7.7890 images/s [03/29 17:52:31] ppdet.engine INFO: Epoch: [7] [3700/7329] learning_rate: 0.000100 loss_class: 0.612462 loss_bbox: 0.164639 loss_giou: 0.439072 loss_class_aux: 3.975923 loss_bbox_aux: 1.085450 loss_giou_aux: 2.716058 loss_class_dn: 0.341729 loss_bbox_dn: 0.228636 loss_giou_dn: 0.454328 loss_class_aux_dn: 1.842490 loss_bbox_aux_dn: 1.254709 loss_giou_aux_dn: 2.469730 loss: 15.471117 eta: 3 days, 0:06:03 batch_cost: 0.5320 data_cost: 0.0015 ips: 7.5191 images/s [03/29 17:53:41] ppdet.engine INFO: Epoch: [7] [3800/7329] learning_rate: 0.000100 loss_class: 0.602319 loss_bbox: 0.164680 loss_giou: 0.449557 loss_class_aux: 4.100027 loss_bbox_aux: 1.078912 loss_giou_aux: 2.908998 loss_class_dn: 0.393579 loss_bbox_dn: 0.217235 loss_giou_dn: 0.507604 loss_class_aux_dn: 2.036856 loss_bbox_aux_dn: 1.252232 loss_giou_aux_dn: 2.747715 loss: 17.775875 eta: 3 days, 0:06:06 batch_cost: 0.6166 data_cost: 0.0016 ips: 6.4872 images/s [03/29 17:54:44] ppdet.engine INFO: Epoch: [7] [3900/7329] learning_rate: 0.000100 loss_class: 0.620967 loss_bbox: 0.168247 loss_giou: 0.450935 loss_class_aux: 4.052427 loss_bbox_aux: 1.150789 loss_giou_aux: 2.896194 loss_class_dn: 0.360943 loss_bbox_dn: 0.218916 loss_giou_dn: 0.488284 loss_class_aux_dn: 1.863619 loss_bbox_aux_dn: 1.176617 loss_giou_aux_dn: 2.667567 loss: 16.035532 eta: 3 days, 0:05:26 batch_cost: 0.5669 data_cost: 0.0016 ips: 7.0558 images/s [03/29 17:55:47] ppdet.engine INFO: Epoch: [7] [4000/7329] learning_rate: 0.000100 loss_class: 0.657081 loss_bbox: 0.162610 loss_giou: 0.503555 loss_class_aux: 4.181962 loss_bbox_aux: 1.055564 loss_giou_aux: 3.269108 loss_class_dn: 0.394419 loss_bbox_dn: 0.208031 loss_giou_dn: 0.560158 loss_class_aux_dn: 2.080032 loss_bbox_aux_dn: 1.191581 loss_giou_aux_dn: 2.978759 loss: 18.103924 eta: 3 days, 0:04:46 batch_cost: 0.5667 data_cost: 0.0014 ips: 7.0588 images/s [03/29 17:56:58] ppdet.engine INFO: Epoch: [7] [4100/7329] learning_rate: 0.000100 loss_class: 0.681958 loss_bbox: 0.175237 loss_giou: 0.480257 loss_class_aux: 4.555558 loss_bbox_aux: 1.107017 loss_giou_aux: 3.027798 loss_class_dn: 0.397789 loss_bbox_dn: 0.238043 loss_giou_dn: 0.523853 loss_class_aux_dn: 2.077487 loss_bbox_aux_dn: 1.300047 loss_giou_aux_dn: 2.864478 loss: 18.195187 eta: 3 days, 0:05:06 batch_cost: 0.6379 data_cost: 0.0018 ips: 6.2710 images/s [03/29 17:58:00] ppdet.engine INFO: Epoch: [7] [4200/7329] learning_rate: 0.000100 loss_class: 0.639543 loss_bbox: 0.199360 loss_giou: 0.461805 loss_class_aux: 4.234971 loss_bbox_aux: 1.219926 loss_giou_aux: 3.009342 loss_class_dn: 0.395530 loss_bbox_dn: 0.223084 loss_giou_dn: 0.502143 loss_class_aux_dn: 2.089695 loss_bbox_aux_dn: 1.276830 loss_giou_aux_dn: 2.743864 loss: 17.999611 eta: 3 days, 0:04:17 batch_cost: 0.5558 data_cost: 0.0015 ips: 7.1966 images/s [03/29 17:58:57] ppdet.engine INFO: Epoch: [7] [4300/7329] learning_rate: 0.000100 loss_class: 0.646314 loss_bbox: 0.153037 loss_giou: 0.444414 loss_class_aux: 4.284945 loss_bbox_aux: 1.002385 loss_giou_aux: 3.012383 loss_class_dn: 0.381413 loss_bbox_dn: 0.224669 loss_giou_dn: 0.504256 loss_class_aux_dn: 2.042630 loss_bbox_aux_dn: 1.313854 loss_giou_aux_dn: 2.735987 loss: 17.220688 eta: 3 days, 0:02:47 batch_cost: 0.5081 data_cost: 0.0013 ips: 7.8719 images/s [03/29 17:59:56] ppdet.engine INFO: Epoch: [7] [4400/7329] learning_rate: 0.000100 loss_class: 0.617689 loss_bbox: 0.165288 loss_giou: 0.398177 loss_class_aux: 3.946809 loss_bbox_aux: 1.046423 loss_giou_aux: 2.602643 loss_class_dn: 0.355097 loss_bbox_dn: 0.212190 loss_giou_dn: 0.484323 loss_class_aux_dn: 1.884825 loss_bbox_aux_dn: 1.257994 loss_giou_aux_dn: 2.603730 loss: 16.769827 eta: 3 days, 0:01:44 batch_cost: 0.5410 data_cost: 0.0013 ips: 7.3940 images/s [03/29 18:00:55] ppdet.engine INFO: Epoch: [7] [4500/7329] learning_rate: 0.000100 loss_class: 0.671346 loss_bbox: 0.180951 loss_giou: 0.499729 loss_class_aux: 4.511527 loss_bbox_aux: 1.201177 loss_giou_aux: 3.097983 loss_class_dn: 0.369446 loss_bbox_dn: 0.248746 loss_giou_dn: 0.547064 loss_class_aux_dn: 1.954652 loss_bbox_aux_dn: 1.477631 loss_giou_aux_dn: 2.855934 loss: 17.531445 eta: 3 days, 0:00:38 batch_cost: 0.5354 data_cost: 0.0013 ips: 7.4707 images/s [03/29 18:02:00] ppdet.engine INFO: Epoch: [7] [4600/7329] learning_rate: 0.000100 loss_class: 0.748592 loss_bbox: 0.195356 loss_giou: 0.515711 loss_class_aux: 4.798508 loss_bbox_aux: 1.256800 loss_giou_aux: 3.257496 loss_class_dn: 0.413223 loss_bbox_dn: 0.239330 loss_giou_dn: 0.548279 loss_class_aux_dn: 2.213577 loss_bbox_aux_dn: 1.325365 loss_giou_aux_dn: 2.995726 loss: 18.954308 eta: 3 days, 0:00:10 batch_cost: 0.5814 data_cost: 0.0015 ips: 6.8795 images/s [03/29 18:03:04] ppdet.engine INFO: Epoch: [7] [4700/7329] learning_rate: 0.000100 loss_class: 0.616592 loss_bbox: 0.163307 loss_giou: 0.420750 loss_class_aux: 4.038051 loss_bbox_aux: 1.049133 loss_giou_aux: 2.675897 loss_class_dn: 0.349303 loss_bbox_dn: 0.230470 loss_giou_dn: 0.479819 loss_class_aux_dn: 1.854995 loss_bbox_aux_dn: 1.321625 loss_giou_aux_dn: 2.591045 loss: 15.597548 eta: 2 days, 23:59:38 batch_cost: 0.5769 data_cost: 0.0017 ips: 6.9335 images/s [03/29 18:04:12] ppdet.engine INFO: Epoch: [7] [4800/7329] learning_rate: 0.000100 loss_class: 0.677901 loss_bbox: 0.169795 loss_giou: 0.442306 loss_class_aux: 4.544508 loss_bbox_aux: 1.112664 loss_giou_aux: 2.841914 loss_class_dn: 0.371336 loss_bbox_dn: 0.254560 loss_giou_dn: 0.476318 loss_class_aux_dn: 1.973767 loss_bbox_aux_dn: 1.457046 loss_giou_aux_dn: 2.573972 loss: 16.459515 eta: 2 days, 23:59:42 batch_cost: 0.6190 data_cost: 0.0015 ips: 6.4621 images/s [03/29 18:05:11] ppdet.engine INFO: Epoch: [7] [4900/7329] learning_rate: 0.000100 loss_class: 0.667309 loss_bbox: 0.163318 loss_giou: 0.516366 loss_class_aux: 4.483168 loss_bbox_aux: 1.078453 loss_giou_aux: 3.299829 loss_class_dn: 0.408870 loss_bbox_dn: 0.209864 loss_giou_dn: 0.561791 loss_class_aux_dn: 2.154869 loss_bbox_aux_dn: 1.253282 loss_giou_aux_dn: 3.030233 loss: 18.802914 eta: 2 days, 23:58:34 batch_cost: 0.5348 data_cost: 0.0012 ips: 7.4792 images/s [03/29 18:06:09] ppdet.engine INFO: Epoch: [7] [5000/7329] learning_rate: 0.000100 loss_class: 0.619462 loss_bbox: 0.165646 loss_giou: 0.357093 loss_class_aux: 3.790404 loss_bbox_aux: 1.106038 loss_giou_aux: 2.273015 loss_class_dn: 0.325359 loss_bbox_dn: 0.202478 loss_giou_dn: 0.406949 loss_class_aux_dn: 1.723556 loss_bbox_aux_dn: 1.121965 loss_giou_aux_dn: 2.268918 loss: 15.778755 eta: 2 days, 23:57:16 batch_cost: 0.5213 data_cost: 0.0015 ips: 7.6730 images/s [03/29 18:07:16] ppdet.engine INFO: Epoch: [7] [5100/7329] learning_rate: 0.000100 loss_class: 0.661112 loss_bbox: 0.175495 loss_giou: 0.469326 loss_class_aux: 4.369673 loss_bbox_aux: 1.144665 loss_giou_aux: 3.025358 loss_class_dn: 0.384923 loss_bbox_dn: 0.244501 loss_giou_dn: 0.486451 loss_class_aux_dn: 2.038623 loss_bbox_aux_dn: 1.357546 loss_giou_aux_dn: 2.675188 loss: 17.032246 eta: 2 days, 23:57:17 batch_cost: 0.6168 data_cost: 0.0013 ips: 6.4847 images/s [03/29 18:08:17] ppdet.engine INFO: Epoch: [7] [5200/7329] learning_rate: 0.000100 loss_class: 0.623099 loss_bbox: 0.177015 loss_giou: 0.426012 loss_class_aux: 4.123940 loss_bbox_aux: 1.133566 loss_giou_aux: 2.625127 loss_class_dn: 0.348707 loss_bbox_dn: 0.244693 loss_giou_dn: 0.454494 loss_class_aux_dn: 1.844258 loss_bbox_aux_dn: 1.412347 loss_giou_aux_dn: 2.454249 loss: 16.206001 eta: 2 days, 23:56:23 batch_cost: 0.5512 data_cost: 0.0015 ips: 7.2574 images/s [03/29 18:09:20] ppdet.engine INFO: Epoch: [7] [5300/7329] learning_rate: 0.000100 loss_class: 0.666650 loss_bbox: 0.183895 loss_giou: 0.482357 loss_class_aux: 4.312024 loss_bbox_aux: 1.118178 loss_giou_aux: 3.165788 loss_class_dn: 0.373084 loss_bbox_dn: 0.206090 loss_giou_dn: 0.506784 loss_class_aux_dn: 1.983325 loss_bbox_aux_dn: 1.185039 loss_giou_aux_dn: 2.732188 loss: 17.171154 eta: 2 days, 23:55:41 batch_cost: 0.5648 data_cost: 0.0014 ips: 7.0826 images/s [03/29 18:10:18] ppdet.engine INFO: Epoch: [7] [5400/7329] learning_rate: 0.000100 loss_class: 0.647526 loss_bbox: 0.170736 loss_giou: 0.448532 loss_class_aux: 4.155647 loss_bbox_aux: 1.159940 loss_giou_aux: 2.824979 loss_class_dn: 0.361824 loss_bbox_dn: 0.255559 loss_giou_dn: 0.455939 loss_class_aux_dn: 1.945815 loss_bbox_aux_dn: 1.424931 loss_giou_aux_dn: 2.502146 loss: 16.457922 eta: 2 days, 23:54:26 batch_cost: 0.5259 data_cost: 0.0012 ips: 7.6063 images/s [03/29 18:11:25] ppdet.engine INFO: Epoch: [7] [5500/7329] learning_rate: 0.000100 loss_class: 0.613222 loss_bbox: 0.165158 loss_giou: 0.435087 loss_class_aux: 4.033941 loss_bbox_aux: 1.161514 loss_giou_aux: 2.767305 loss_class_dn: 0.356498 loss_bbox_dn: 0.235227 loss_giou_dn: 0.442558 loss_class_aux_dn: 1.887571 loss_bbox_aux_dn: 1.269212 loss_giou_aux_dn: 2.420776 loss: 15.498651 eta: 2 days, 23:54:22 batch_cost: 0.6110 data_cost: 0.0012 ips: 6.5463 images/s [03/29 18:12:27] ppdet.engine INFO: Epoch: [7] [5600/7329] learning_rate: 0.000100 loss_class: 0.686087 loss_bbox: 0.168035 loss_giou: 0.473001 loss_class_aux: 4.548531 loss_bbox_aux: 1.129310 loss_giou_aux: 3.114945 loss_class_dn: 0.396066 loss_bbox_dn: 0.228177 loss_giou_dn: 0.520020 loss_class_aux_dn: 2.125561 loss_bbox_aux_dn: 1.318379 loss_giou_aux_dn: 2.811196 loss: 18.011671 eta: 2 days, 23:53:42 batch_cost: 0.5677 data_cost: 0.0013 ips: 7.0457 images/s [03/29 18:13:26] ppdet.engine INFO: Epoch: [7] [5700/7329] learning_rate: 0.000100 loss_class: 0.660928 loss_bbox: 0.176775 loss_giou: 0.465040 loss_class_aux: 4.231470 loss_bbox_aux: 1.133272 loss_giou_aux: 2.907775 loss_class_dn: 0.392423 loss_bbox_dn: 0.224096 loss_giou_dn: 0.515658 loss_class_aux_dn: 2.070229 loss_bbox_aux_dn: 1.268109 loss_giou_aux_dn: 2.768422 loss: 17.096056 eta: 2 days, 23:52:30 batch_cost: 0.5292 data_cost: 0.0016 ips: 7.5591 images/s [03/29 18:14:25] ppdet.engine INFO: Epoch: [7] [5800/7329] learning_rate: 0.000100 loss_class: 0.627383 loss_bbox: 0.180921 loss_giou: 0.436795 loss_class_aux: 3.983186 loss_bbox_aux: 1.086465 loss_giou_aux: 2.698888 loss_class_dn: 0.354217 loss_bbox_dn: 0.225455 loss_giou_dn: 0.447385 loss_class_aux_dn: 1.872862 loss_bbox_aux_dn: 1.328316 loss_giou_aux_dn: 2.436135 loss: 16.772118 eta: 2 days, 23:51:24 batch_cost: 0.5362 data_cost: 0.0013 ips: 7.4600 images/s [03/29 18:15:21] ppdet.engine INFO: Epoch: [7] [5900/7329] learning_rate: 0.000100 loss_class: 0.693539 loss_bbox: 0.166422 loss_giou: 0.509233 loss_class_aux: 4.430035 loss_bbox_aux: 1.085820 loss_giou_aux: 3.291008 loss_class_dn: 0.403356 loss_bbox_dn: 0.208375 loss_giou_dn: 0.568082 loss_class_aux_dn: 2.130322 loss_bbox_aux_dn: 1.151039 loss_giou_aux_dn: 3.013937 loss: 18.141304 eta: 2 days, 23:49:52 batch_cost: 0.5053 data_cost: 0.0012 ips: 7.9165 images/s [03/29 18:16:20] ppdet.engine INFO: Epoch: [7] [6000/7329] learning_rate: 0.000100 loss_class: 0.624354 loss_bbox: 0.156941 loss_giou: 0.450274 loss_class_aux: 4.091854 loss_bbox_aux: 1.060341 loss_giou_aux: 2.855582 loss_class_dn: 0.366871 loss_bbox_dn: 0.222780 loss_giou_dn: 0.489172 loss_class_aux_dn: 1.932078 loss_bbox_aux_dn: 1.244029 loss_giou_aux_dn: 2.613027 loss: 17.098660 eta: 2 days, 23:48:44 batch_cost: 0.5334 data_cost: 0.0013 ips: 7.4997 images/s [03/29 18:17:17] ppdet.engine INFO: Epoch: [7] [6100/7329] learning_rate: 0.000100 loss_class: 0.647022 loss_bbox: 0.173424 loss_giou: 0.425831 loss_class_aux: 4.127035 loss_bbox_aux: 1.132978 loss_giou_aux: 2.736852 loss_class_dn: 0.388318 loss_bbox_dn: 0.213191 loss_giou_dn: 0.475394 loss_class_aux_dn: 2.029467 loss_bbox_aux_dn: 1.209038 loss_giou_aux_dn: 2.574118 loss: 17.434124 eta: 2 days, 23:47:19 batch_cost: 0.5130 data_cost: 0.0013 ips: 7.7973 images/s [03/29 18:18:19] ppdet.engine INFO: Epoch: [7] [6200/7329] learning_rate: 0.000100 loss_class: 0.688079 loss_bbox: 0.187219 loss_giou: 0.534916 loss_class_aux: 4.600813 loss_bbox_aux: 1.222909 loss_giou_aux: 3.309632 loss_class_dn: 0.408186 loss_bbox_dn: 0.252952 loss_giou_dn: 0.548573 loss_class_aux_dn: 2.099389 loss_bbox_aux_dn: 1.430230 loss_giou_aux_dn: 2.964470 loss: 18.715372 eta: 2 days, 23:46:21 batch_cost: 0.5458 data_cost: 0.0016 ips: 7.3283 images/s [03/29 18:19:19] ppdet.engine INFO: Epoch: [7] [6300/7329] learning_rate: 0.000100 loss_class: 0.624650 loss_bbox: 0.172037 loss_giou: 0.415836 loss_class_aux: 4.086230 loss_bbox_aux: 1.095363 loss_giou_aux: 2.774604 loss_class_dn: 0.348585 loss_bbox_dn: 0.227633 loss_giou_dn: 0.464628 loss_class_aux_dn: 1.838423 loss_bbox_aux_dn: 1.281146 loss_giou_aux_dn: 2.501934 loss: 16.746407 eta: 2 days, 23:45:21 batch_cost: 0.5432 data_cost: 0.0021 ips: 7.3637 images/s [03/29 18:20:15] ppdet.engine INFO: Epoch: [7] [6400/7329] learning_rate: 0.000100 loss_class: 0.633078 loss_bbox: 0.165475 loss_giou: 0.487533 loss_class_aux: 4.170491 loss_bbox_aux: 1.099751 loss_giou_aux: 3.053320 loss_class_dn: 0.358375 loss_bbox_dn: 0.221430 loss_giou_dn: 0.536052 loss_class_aux_dn: 1.927086 loss_bbox_aux_dn: 1.220835 loss_giou_aux_dn: 2.811146 loss: 17.679039 eta: 2 days, 23:43:51 batch_cost: 0.5060 data_cost: 0.0012 ips: 7.9049 images/s [03/29 18:21:13] ppdet.engine INFO: Epoch: [7] [6500/7329] learning_rate: 0.000100 loss_class: 0.640215 loss_bbox: 0.171345 loss_giou: 0.516232 loss_class_aux: 4.335008 loss_bbox_aux: 1.117120 loss_giou_aux: 3.195721 loss_class_dn: 0.380869 loss_bbox_dn: 0.210490 loss_giou_dn: 0.533221 loss_class_aux_dn: 1.991569 loss_bbox_aux_dn: 1.277606 loss_giou_aux_dn: 2.855138 loss: 17.307571 eta: 2 days, 23:42:37 batch_cost: 0.5264 data_cost: 0.0012 ips: 7.5985 images/s [03/29 18:22:14] ppdet.engine INFO: Epoch: [7] [6600/7329] learning_rate: 0.000100 loss_class: 0.760327 loss_bbox: 0.194655 loss_giou: 0.544335 loss_class_aux: 4.871665 loss_bbox_aux: 1.243104 loss_giou_aux: 3.493449 loss_class_dn: 0.443110 loss_bbox_dn: 0.258081 loss_giou_dn: 0.564569 loss_class_aux_dn: 2.316531 loss_bbox_aux_dn: 1.418943 loss_giou_aux_dn: 3.117095 loss: 19.688534 eta: 2 days, 23:41:45 batch_cost: 0.5529 data_cost: 0.0015 ips: 7.2350 images/s [03/29 18:23:15] ppdet.engine INFO: Epoch: [7] [6700/7329] learning_rate: 0.000100 loss_class: 0.593301 loss_bbox: 0.153463 loss_giou: 0.363755 loss_class_aux: 3.877357 loss_bbox_aux: 0.983664 loss_giou_aux: 2.330203 loss_class_dn: 0.319584 loss_bbox_dn: 0.202927 loss_giou_dn: 0.413129 loss_class_aux_dn: 1.702456 loss_bbox_aux_dn: 1.183725 loss_giou_aux_dn: 2.233191 loss: 14.446664 eta: 2 days, 23:40:48 batch_cost: 0.5470 data_cost: 0.0014 ips: 7.3124 images/s [03/29 18:24:15] ppdet.engine INFO: Epoch: [7] [6800/7329] learning_rate: 0.000100 loss_class: 0.643811 loss_bbox: 0.161452 loss_giou: 0.413627 loss_class_aux: 4.160728 loss_bbox_aux: 1.114877 loss_giou_aux: 2.706282 loss_class_dn: 0.347959 loss_bbox_dn: 0.225946 loss_giou_dn: 0.457455 loss_class_aux_dn: 1.894784 loss_bbox_aux_dn: 1.312776 loss_giou_aux_dn: 2.484259 loss: 15.964090 eta: 2 days, 23:39:50 batch_cost: 0.5456 data_cost: 0.0012 ips: 7.3319 images/s [03/29 18:25:19] ppdet.engine INFO: Epoch: [7] [6900/7329] learning_rate: 0.000100 loss_class: 0.648763 loss_bbox: 0.163317 loss_giou: 0.466914 loss_class_aux: 4.325172 loss_bbox_aux: 1.047732 loss_giou_aux: 3.006241 loss_class_dn: 0.379115 loss_bbox_dn: 0.233621 loss_giou_dn: 0.502913 loss_class_aux_dn: 2.007036 loss_bbox_aux_dn: 1.291477 loss_giou_aux_dn: 2.663726 loss: 17.240032 eta: 2 days, 23:39:21 batch_cost: 0.5818 data_cost: 0.0014 ips: 6.8751 images/s [03/29 18:26:22] ppdet.engine INFO: Epoch: [7] [7000/7329] learning_rate: 0.000100 loss_class: 0.633796 loss_bbox: 0.155002 loss_giou: 0.407853 loss_class_aux: 4.245125 loss_bbox_aux: 1.010593 loss_giou_aux: 2.671365 loss_class_dn: 0.334917 loss_bbox_dn: 0.214881 loss_giou_dn: 0.452898 loss_class_aux_dn: 1.800441 loss_bbox_aux_dn: 1.224453 loss_giou_aux_dn: 2.415048 loss: 15.625603 eta: 2 days, 23:38:46 batch_cost: 0.5745 data_cost: 0.0014 ips: 6.9628 images/s [03/29 18:27:29] ppdet.engine INFO: Epoch: [7] [7100/7329] learning_rate: 0.000100 loss_class: 0.693278 loss_bbox: 0.182239 loss_giou: 0.433200 loss_class_aux: 4.479311 loss_bbox_aux: 1.176945 loss_giou_aux: 2.740755 loss_class_dn: 0.384853 loss_bbox_dn: 0.232348 loss_giou_dn: 0.440086 loss_class_aux_dn: 2.051978 loss_bbox_aux_dn: 1.335460 loss_giou_aux_dn: 2.420176 loss: 17.547997 eta: 2 days, 23:38:42 batch_cost: 0.6132 data_cost: 0.0012 ips: 6.5228 images/s [03/29 18:28:31] ppdet.engine INFO: Epoch: [7] [7200/7329] learning_rate: 0.000100 loss_class: 0.598795 loss_bbox: 0.163552 loss_giou: 0.394696 loss_class_aux: 3.867970 loss_bbox_aux: 1.062274 loss_giou_aux: 2.504088 loss_class_dn: 0.339605 loss_bbox_dn: 0.199755 loss_giou_dn: 0.426838 loss_class_aux_dn: 1.802845 loss_bbox_aux_dn: 1.128073 loss_giou_aux_dn: 2.277599 loss: 16.148205 eta: 2 days, 23:38:03 batch_cost: 0.5691 data_cost: 0.0012 ips: 7.0284 images/s [03/29 18:29:30] ppdet.engine INFO: Epoch: [7] [7300/7329] learning_rate: 0.000100 loss_class: 0.611897 loss_bbox: 0.167376 loss_giou: 0.436079 loss_class_aux: 4.058937 loss_bbox_aux: 1.060227 loss_giou_aux: 2.812311 loss_class_dn: 0.345166 loss_bbox_dn: 0.207205 loss_giou_dn: 0.451035 loss_class_aux_dn: 1.862118 loss_bbox_aux_dn: 1.179738 loss_giou_aux_dn: 2.536050 loss: 15.455444 eta: 2 days, 23:36:57 batch_cost: 0.5362 data_cost: 0.0012 ips: 7.4597 images/s [03/29 18:29:51] ppdet.engine INFO: Eval iter: 0 [03/29 18:30:19] ppdet.engine INFO: Eval iter: 100 [03/29 18:30:46] ppdet.engine INFO: Eval iter: 200 [03/29 18:31:16] ppdet.engine INFO: Eval iter: 300 [03/29 18:31:44] ppdet.engine INFO: Eval iter: 400 [03/29 18:32:11] ppdet.engine INFO: Eval iter: 500 [03/29 18:32:40] ppdet.engine INFO: Eval iter: 600 [03/29 18:33:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.87s) creating index... index created! [03/29 18:33:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.66s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=107.59s). Accumulating evaluation results... DONE (t=32.19s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.468 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.645 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.275 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.512 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.651 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 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.679 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.870 [03/29 18:36:02] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.22504141401607 [03/29 18:36:02] ppdet.engine INFO: Best test bbox ap is 0.468. [03/29 18:36:05] ppdet.engine INFO: Epoch: [8] [ 0/7329] learning_rate: 0.000100 loss_class: 0.636332 loss_bbox: 0.181471 loss_giou: 0.482235 loss_class_aux: 4.343451 loss_bbox_aux: 1.121905 loss_giou_aux: 3.125730 loss_class_dn: 0.400664 loss_bbox_dn: 0.199074 loss_giou_dn: 0.538128 loss_class_aux_dn: 2.076385 loss_bbox_aux_dn: 1.153561 loss_giou_aux_dn: 2.872501 loss: 17.819023 eta: 2 days, 23:36:28 batch_cost: 0.5169 data_cost: 0.0013 ips: 7.7382 images/s [03/29 18:37:03] ppdet.engine INFO: Epoch: [8] [ 100/7329] learning_rate: 0.000100 loss_class: 0.602274 loss_bbox: 0.165455 loss_giou: 0.398404 loss_class_aux: 3.967770 loss_bbox_aux: 1.051664 loss_giou_aux: 2.471378 loss_class_dn: 0.350205 loss_bbox_dn: 0.208499 loss_giou_dn: 0.420283 loss_class_aux_dn: 1.863364 loss_bbox_aux_dn: 1.232252 loss_giou_aux_dn: 2.296511 loss: 16.280308 eta: 2 days, 23:35:17 batch_cost: 0.5289 data_cost: 0.0013 ips: 7.5632 images/s [03/29 18:38:00] ppdet.engine INFO: Epoch: [8] [ 200/7329] learning_rate: 0.000100 loss_class: 0.587371 loss_bbox: 0.155320 loss_giou: 0.387688 loss_class_aux: 3.885728 loss_bbox_aux: 1.041324 loss_giou_aux: 2.468548 loss_class_dn: 0.319469 loss_bbox_dn: 0.202822 loss_giou_dn: 0.416611 loss_class_aux_dn: 1.691294 loss_bbox_aux_dn: 1.226152 loss_giou_aux_dn: 2.291870 loss: 14.420214 eta: 2 days, 23:33:49 batch_cost: 0.5089 data_cost: 0.0012 ips: 7.8596 images/s [03/29 18:38:58] ppdet.engine INFO: Epoch: [8] [ 300/7329] learning_rate: 0.000100 loss_class: 0.673421 loss_bbox: 0.166304 loss_giou: 0.530025 loss_class_aux: 4.389074 loss_bbox_aux: 1.077810 loss_giou_aux: 3.282133 loss_class_dn: 0.378330 loss_bbox_dn: 0.211972 loss_giou_dn: 0.521747 loss_class_aux_dn: 2.043359 loss_bbox_aux_dn: 1.184344 loss_giou_aux_dn: 2.763583 loss: 17.337133 eta: 2 days, 23:32:38 batch_cost: 0.5290 data_cost: 0.0012 ips: 7.5615 images/s [03/29 18:39:57] ppdet.engine INFO: Epoch: [8] [ 400/7329] learning_rate: 0.000100 loss_class: 0.649482 loss_bbox: 0.169037 loss_giou: 0.446541 loss_class_aux: 4.237453 loss_bbox_aux: 1.089401 loss_giou_aux: 2.804617 loss_class_dn: 0.359437 loss_bbox_dn: 0.227875 loss_giou_dn: 0.471025 loss_class_aux_dn: 1.947517 loss_bbox_aux_dn: 1.259560 loss_giou_aux_dn: 2.530983 loss: 17.607538 eta: 2 days, 23:31:28 batch_cost: 0.5308 data_cost: 0.0014 ips: 7.5354 images/s [03/29 18:40:58] ppdet.engine INFO: Epoch: [8] [ 500/7329] learning_rate: 0.000100 loss_class: 0.699177 loss_bbox: 0.164445 loss_giou: 0.454540 loss_class_aux: 4.415959 loss_bbox_aux: 1.134066 loss_giou_aux: 3.030346 loss_class_dn: 0.389923 loss_bbox_dn: 0.243065 loss_giou_dn: 0.510636 loss_class_aux_dn: 2.050017 loss_bbox_aux_dn: 1.335579 loss_giou_aux_dn: 2.752132 loss: 18.011917 eta: 2 days, 23:30:38 batch_cost: 0.5549 data_cost: 0.0014 ips: 7.2085 images/s [03/29 18:41:58] ppdet.engine INFO: Epoch: [8] [ 600/7329] learning_rate: 0.000100 loss_class: 0.762548 loss_bbox: 0.185359 loss_giou: 0.519246 loss_class_aux: 4.772676 loss_bbox_aux: 1.257780 loss_giou_aux: 3.263616 loss_class_dn: 0.418652 loss_bbox_dn: 0.264173 loss_giou_dn: 0.537426 loss_class_aux_dn: 2.207745 loss_bbox_aux_dn: 1.502797 loss_giou_aux_dn: 2.939675 loss: 19.913403 eta: 2 days, 23:29:35 batch_cost: 0.5402 data_cost: 0.0013 ips: 7.4053 images/s [03/29 18:42:56] ppdet.engine INFO: Epoch: [8] [ 700/7329] learning_rate: 0.000100 loss_class: 0.665376 loss_bbox: 0.167842 loss_giou: 0.415994 loss_class_aux: 4.432737 loss_bbox_aux: 1.118309 loss_giou_aux: 2.778707 loss_class_dn: 0.375620 loss_bbox_dn: 0.226569 loss_giou_dn: 0.489074 loss_class_aux_dn: 1.988135 loss_bbox_aux_dn: 1.266316 loss_giou_aux_dn: 2.590818 loss: 16.659969 eta: 2 days, 23:28:24 batch_cost: 0.5281 data_cost: 0.0013 ips: 7.5740 images/s [03/29 18:43:52] ppdet.engine INFO: Epoch: [8] [ 800/7329] learning_rate: 0.000100 loss_class: 0.665412 loss_bbox: 0.174517 loss_giou: 0.517574 loss_class_aux: 4.308160 loss_bbox_aux: 1.076569 loss_giou_aux: 3.364404 loss_class_dn: 0.392486 loss_bbox_dn: 0.215575 loss_giou_dn: 0.529801 loss_class_aux_dn: 2.050988 loss_bbox_aux_dn: 1.179857 loss_giou_aux_dn: 2.843626 loss: 17.293344 eta: 2 days, 23:26:55 batch_cost: 0.5066 data_cost: 0.0012 ips: 7.8961 images/s [03/29 18:44:56] ppdet.engine INFO: Epoch: [8] [ 900/7329] learning_rate: 0.000100 loss_class: 0.550100 loss_bbox: 0.150748 loss_giou: 0.392531 loss_class_aux: 3.590533 loss_bbox_aux: 1.068768 loss_giou_aux: 2.460643 loss_class_dn: 0.322490 loss_bbox_dn: 0.210027 loss_giou_dn: 0.421377 loss_class_aux_dn: 1.736777 loss_bbox_aux_dn: 1.213537 loss_giou_aux_dn: 2.330763 loss: 14.562531 eta: 2 days, 23:26:35 batch_cost: 0.5941 data_cost: 0.0011 ips: 6.7329 images/s [03/29 18:46:00] ppdet.engine INFO: Epoch: [8] [1000/7329] learning_rate: 0.000100 loss_class: 0.687587 loss_bbox: 0.187433 loss_giou: 0.452373 loss_class_aux: 4.574176 loss_bbox_aux: 1.263477 loss_giou_aux: 2.848058 loss_class_dn: 0.392362 loss_bbox_dn: 0.260418 loss_giou_dn: 0.481289 loss_class_aux_dn: 2.073863 loss_bbox_aux_dn: 1.431858 loss_giou_aux_dn: 2.706667 loss: 18.336767 eta: 2 days, 23:26:08 batch_cost: 0.5845 data_cost: 0.0012 ips: 6.8431 images/s [03/29 18:46:59] ppdet.engine INFO: Epoch: [8] [1100/7329] learning_rate: 0.000100 loss_class: 0.626881 loss_bbox: 0.144531 loss_giou: 0.430935 loss_class_aux: 4.141417 loss_bbox_aux: 0.964841 loss_giou_aux: 2.778240 loss_class_dn: 0.334413 loss_bbox_dn: 0.208647 loss_giou_dn: 0.459542 loss_class_aux_dn: 1.810033 loss_bbox_aux_dn: 1.183691 loss_giou_aux_dn: 2.463778 loss: 15.426543 eta: 2 days, 23:25:00 batch_cost: 0.5334 data_cost: 0.0012 ips: 7.4992 images/s [03/29 18:47:57] ppdet.engine INFO: Epoch: [8] [1200/7329] learning_rate: 0.000100 loss_class: 0.596917 loss_bbox: 0.159592 loss_giou: 0.419699 loss_class_aux: 3.816463 loss_bbox_aux: 1.007205 loss_giou_aux: 2.526692 loss_class_dn: 0.331048 loss_bbox_dn: 0.204326 loss_giou_dn: 0.416566 loss_class_aux_dn: 1.754681 loss_bbox_aux_dn: 1.148349 loss_giou_aux_dn: 2.232980 loss: 15.277985 eta: 2 days, 23:23:44 batch_cost: 0.5218 data_cost: 0.0015 ips: 7.6652 images/s [03/29 18:48:55] ppdet.engine INFO: Epoch: [8] [1300/7329] learning_rate: 0.000100 loss_class: 0.649009 loss_bbox: 0.181246 loss_giou: 0.428377 loss_class_aux: 4.264496 loss_bbox_aux: 1.157403 loss_giou_aux: 2.716842 loss_class_dn: 0.342203 loss_bbox_dn: 0.217038 loss_giou_dn: 0.436879 loss_class_aux_dn: 1.828562 loss_bbox_aux_dn: 1.254906 loss_giou_aux_dn: 2.370223 loss: 16.232140 eta: 2 days, 23:22:31 batch_cost: 0.5263 data_cost: 0.0012 ips: 7.6002 images/s [03/29 18:49:57] ppdet.engine INFO: Epoch: [8] [1400/7329] learning_rate: 0.000100 loss_class: 0.676478 loss_bbox: 0.172927 loss_giou: 0.424856 loss_class_aux: 4.487887 loss_bbox_aux: 1.149765 loss_giou_aux: 2.716891 loss_class_dn: 0.388541 loss_bbox_dn: 0.226052 loss_giou_dn: 0.459595 loss_class_aux_dn: 2.040734 loss_bbox_aux_dn: 1.251306 loss_giou_aux_dn: 2.553432 loss: 17.303240 eta: 2 days, 23:21:40 batch_cost: 0.5542 data_cost: 0.0016 ips: 7.2173 images/s [03/29 18:50:59] ppdet.engine INFO: Epoch: [8] [1500/7329] learning_rate: 0.000100 loss_class: 0.647621 loss_bbox: 0.172374 loss_giou: 0.445073 loss_class_aux: 4.172771 loss_bbox_aux: 1.125754 loss_giou_aux: 2.991647 loss_class_dn: 0.350659 loss_bbox_dn: 0.228209 loss_giou_dn: 0.517917 loss_class_aux_dn: 1.837965 loss_bbox_aux_dn: 1.253367 loss_giou_aux_dn: 2.781236 loss: 16.923449 eta: 2 days, 23:20:55 batch_cost: 0.5617 data_cost: 0.0013 ips: 7.1215 images/s [03/29 18:52:01] ppdet.engine INFO: Epoch: [8] [1600/7329] learning_rate: 0.000100 loss_class: 0.685187 loss_bbox: 0.172043 loss_giou: 0.473586 loss_class_aux: 4.308689 loss_bbox_aux: 1.181129 loss_giou_aux: 3.017468 loss_class_dn: 0.383477 loss_bbox_dn: 0.248334 loss_giou_dn: 0.528214 loss_class_aux_dn: 2.052889 loss_bbox_aux_dn: 1.370358 loss_giou_aux_dn: 2.805727 loss: 17.710880 eta: 2 days, 23:20:03 batch_cost: 0.5536 data_cost: 0.0013 ips: 7.2256 images/s [03/29 18:52:59] ppdet.engine INFO: Epoch: [8] [1700/7329] learning_rate: 0.000100 loss_class: 0.683479 loss_bbox: 0.182774 loss_giou: 0.425180 loss_class_aux: 4.331128 loss_bbox_aux: 1.167024 loss_giou_aux: 2.768855 loss_class_dn: 0.364084 loss_bbox_dn: 0.230901 loss_giou_dn: 0.467031 loss_class_aux_dn: 1.930162 loss_bbox_aux_dn: 1.319341 loss_giou_aux_dn: 2.590925 loss: 17.525406 eta: 2 days, 23:18:51 batch_cost: 0.5279 data_cost: 0.0012 ips: 7.5773 images/s [03/29 18:54:00] ppdet.engine INFO: Epoch: [8] [1800/7329] learning_rate: 0.000100 loss_class: 0.517769 loss_bbox: 0.136290 loss_giou: 0.317239 loss_class_aux: 3.485915 loss_bbox_aux: 0.927508 loss_giou_aux: 2.045347 loss_class_dn: 0.277615 loss_bbox_dn: 0.185966 loss_giou_dn: 0.339770 loss_class_aux_dn: 1.522709 loss_bbox_aux_dn: 1.053427 loss_giou_aux_dn: 1.921663 loss: 13.250286 eta: 2 days, 23:17:56 batch_cost: 0.5485 data_cost: 0.0013 ips: 7.2920 images/s [03/29 18:55:01] ppdet.engine INFO: Epoch: [8] [1900/7329] learning_rate: 0.000100 loss_class: 0.652500 loss_bbox: 0.148683 loss_giou: 0.443980 loss_class_aux: 4.280287 loss_bbox_aux: 0.987952 loss_giou_aux: 2.860278 loss_class_dn: 0.358984 loss_bbox_dn: 0.218013 loss_giou_dn: 0.492240 loss_class_aux_dn: 1.912162 loss_bbox_aux_dn: 1.282880 loss_giou_aux_dn: 2.611282 loss: 16.456821 eta: 2 days, 23:17:10 batch_cost: 0.5607 data_cost: 0.0014 ips: 7.1335 images/s [03/29 18:56:04] ppdet.engine INFO: Epoch: [8] [2000/7329] learning_rate: 0.000100 loss_class: 0.707575 loss_bbox: 0.183298 loss_giou: 0.483318 loss_class_aux: 4.869402 loss_bbox_aux: 1.178769 loss_giou_aux: 3.041492 loss_class_dn: 0.391197 loss_bbox_dn: 0.248143 loss_giou_dn: 0.545524 loss_class_aux_dn: 2.087201 loss_bbox_aux_dn: 1.456133 loss_giou_aux_dn: 2.988125 loss: 18.859764 eta: 2 days, 23:16:30 batch_cost: 0.5693 data_cost: 0.0017 ips: 7.0262 images/s [03/29 18:57:06] ppdet.engine INFO: Epoch: [8] [2100/7329] learning_rate: 0.000100 loss_class: 0.655887 loss_bbox: 0.157296 loss_giou: 0.461182 loss_class_aux: 4.223498 loss_bbox_aux: 1.055640 loss_giou_aux: 2.975594 loss_class_dn: 0.370478 loss_bbox_dn: 0.219154 loss_giou_dn: 0.480426 loss_class_aux_dn: 2.000204 loss_bbox_aux_dn: 1.265552 loss_giou_aux_dn: 2.595186 loss: 16.280455 eta: 2 days, 23:15:47 batch_cost: 0.5650 data_cost: 0.0013 ips: 7.0797 images/s [03/29 18:58:14] ppdet.engine INFO: Epoch: [8] [2200/7329] learning_rate: 0.000100 loss_class: 0.611948 loss_bbox: 0.165880 loss_giou: 0.406781 loss_class_aux: 3.974130 loss_bbox_aux: 1.077615 loss_giou_aux: 2.678052 loss_class_dn: 0.337952 loss_bbox_dn: 0.207927 loss_giou_dn: 0.456869 loss_class_aux_dn: 1.784730 loss_bbox_aux_dn: 1.204839 loss_giou_aux_dn: 2.399672 loss: 15.659824 eta: 2 days, 23:15:47 batch_cost: 0.6206 data_cost: 0.0012 ips: 6.4449 images/s [03/29 18:59:16] ppdet.engine INFO: Epoch: [8] [2300/7329] learning_rate: 0.000100 loss_class: 0.621586 loss_bbox: 0.160987 loss_giou: 0.454659 loss_class_aux: 3.998066 loss_bbox_aux: 1.018239 loss_giou_aux: 2.882028 loss_class_dn: 0.346119 loss_bbox_dn: 0.208649 loss_giou_dn: 0.454084 loss_class_aux_dn: 1.804151 loss_bbox_aux_dn: 1.193284 loss_giou_aux_dn: 2.442444 loss: 15.156372 eta: 2 days, 23:15:05 batch_cost: 0.5661 data_cost: 0.0013 ips: 7.0658 images/s [03/29 19:00:22] ppdet.engine INFO: Epoch: [8] [2400/7329] learning_rate: 0.000100 loss_class: 0.724490 loss_bbox: 0.187439 loss_giou: 0.464328 loss_class_aux: 4.681320 loss_bbox_aux: 1.176450 loss_giou_aux: 3.040949 loss_class_dn: 0.409761 loss_bbox_dn: 0.229923 loss_giou_dn: 0.491113 loss_class_aux_dn: 2.147629 loss_bbox_aux_dn: 1.279060 loss_giou_aux_dn: 2.617691 loss: 19.091146 eta: 2 days, 23:14:48 batch_cost: 0.5993 data_cost: 0.0013 ips: 6.6743 images/s [03/29 19:01:25] ppdet.engine INFO: Epoch: [8] [2500/7329] learning_rate: 0.000100 loss_class: 0.600737 loss_bbox: 0.161166 loss_giou: 0.391130 loss_class_aux: 3.855599 loss_bbox_aux: 1.111653 loss_giou_aux: 2.533118 loss_class_dn: 0.343658 loss_bbox_dn: 0.241759 loss_giou_dn: 0.430219 loss_class_aux_dn: 1.815316 loss_bbox_aux_dn: 1.372028 loss_giou_aux_dn: 2.322772 loss: 15.998410 eta: 2 days, 23:14:16 batch_cost: 0.5794 data_cost: 0.0012 ips: 6.9031 images/s [03/29 19:02:29] ppdet.engine INFO: Epoch: [8] [2600/7329] learning_rate: 0.000100 loss_class: 0.612494 loss_bbox: 0.168082 loss_giou: 0.382832 loss_class_aux: 4.172242 loss_bbox_aux: 1.069867 loss_giou_aux: 2.398612 loss_class_dn: 0.354381 loss_bbox_dn: 0.225473 loss_giou_dn: 0.428658 loss_class_aux_dn: 1.900590 loss_bbox_aux_dn: 1.288225 loss_giou_aux_dn: 2.340514 loss: 15.908619 eta: 2 days, 23:13:46 batch_cost: 0.5836 data_cost: 0.0012 ips: 6.8545 images/s [03/29 19:03:27] ppdet.engine INFO: Epoch: [8] [2700/7329] learning_rate: 0.000100 loss_class: 0.639540 loss_bbox: 0.159178 loss_giou: 0.546290 loss_class_aux: 4.067945 loss_bbox_aux: 1.034669 loss_giou_aux: 3.282190 loss_class_dn: 0.369743 loss_bbox_dn: 0.192180 loss_giou_dn: 0.522157 loss_class_aux_dn: 1.992558 loss_bbox_aux_dn: 1.123529 loss_giou_aux_dn: 2.803061 loss: 17.026604 eta: 2 days, 23:12:31 batch_cost: 0.5223 data_cost: 0.0012 ips: 7.6580 images/s [03/29 19:04:31] ppdet.engine INFO: Epoch: [8] [2800/7329] learning_rate: 0.000100 loss_class: 0.594119 loss_bbox: 0.160015 loss_giou: 0.389366 loss_class_aux: 3.831698 loss_bbox_aux: 1.049366 loss_giou_aux: 2.493622 loss_class_dn: 0.341733 loss_bbox_dn: 0.219552 loss_giou_dn: 0.437688 loss_class_aux_dn: 1.851609 loss_bbox_aux_dn: 1.246803 loss_giou_aux_dn: 2.385010 loss: 15.661354 eta: 2 days, 23:11:58 batch_cost: 0.5795 data_cost: 0.0013 ips: 6.9021 images/s [03/29 19:05:26] ppdet.engine INFO: Epoch: [8] [2900/7329] learning_rate: 0.000100 loss_class: 0.578603 loss_bbox: 0.171398 loss_giou: 0.391574 loss_class_aux: 3.757800 loss_bbox_aux: 1.098817 loss_giou_aux: 2.502000 loss_class_dn: 0.313294 loss_bbox_dn: 0.200090 loss_giou_dn: 0.415758 loss_class_aux_dn: 1.695661 loss_bbox_aux_dn: 1.164331 loss_giou_aux_dn: 2.219260 loss: 14.737092 eta: 2 days, 23:10:29 batch_cost: 0.5041 data_cost: 0.0012 ips: 7.9355 images/s [03/29 19:06:23] ppdet.engine INFO: Epoch: [8] [3000/7329] learning_rate: 0.000100 loss_class: 0.723535 loss_bbox: 0.173843 loss_giou: 0.519451 loss_class_aux: 4.531602 loss_bbox_aux: 1.223626 loss_giou_aux: 3.300670 loss_class_dn: 0.399869 loss_bbox_dn: 0.226709 loss_giou_dn: 0.553287 loss_class_aux_dn: 2.108211 loss_bbox_aux_dn: 1.317838 loss_giou_aux_dn: 2.997483 loss: 18.812489 eta: 2 days, 23:09:02 batch_cost: 0.5077 data_cost: 0.0013 ips: 7.8793 images/s [03/29 19:07:23] ppdet.engine INFO: Epoch: [8] [3100/7329] learning_rate: 0.000100 loss_class: 0.696286 loss_bbox: 0.175103 loss_giou: 0.432268 loss_class_aux: 4.485153 loss_bbox_aux: 1.213586 loss_giou_aux: 2.858607 loss_class_dn: 0.363307 loss_bbox_dn: 0.241910 loss_giou_dn: 0.481714 loss_class_aux_dn: 1.946208 loss_bbox_aux_dn: 1.387173 loss_giou_aux_dn: 2.646960 loss: 16.958843 eta: 2 days, 23:08:04 batch_cost: 0.5451 data_cost: 0.0013 ips: 7.3381 images/s [03/29 19:08:20] ppdet.engine INFO: Epoch: [8] [3200/7329] learning_rate: 0.000100 loss_class: 0.617037 loss_bbox: 0.158969 loss_giou: 0.392703 loss_class_aux: 4.016293 loss_bbox_aux: 1.059645 loss_giou_aux: 2.489085 loss_class_dn: 0.317420 loss_bbox_dn: 0.212381 loss_giou_dn: 0.420841 loss_class_aux_dn: 1.706627 loss_bbox_aux_dn: 1.157017 loss_giou_aux_dn: 2.274267 loss: 15.387211 eta: 2 days, 23:06:40 batch_cost: 0.5117 data_cost: 0.0013 ips: 7.8175 images/s [03/29 19:09:26] ppdet.engine INFO: Epoch: [8] [3300/7329] learning_rate: 0.000100 loss_class: 0.666822 loss_bbox: 0.161009 loss_giou: 0.462409 loss_class_aux: 4.367049 loss_bbox_aux: 1.106136 loss_giou_aux: 2.932859 loss_class_dn: 0.375045 loss_bbox_dn: 0.240823 loss_giou_dn: 0.506825 loss_class_aux_dn: 1.994191 loss_bbox_aux_dn: 1.336896 loss_giou_aux_dn: 2.781721 loss: 17.101688 eta: 2 days, 23:06:13 batch_cost: 0.5867 data_cost: 0.0016 ips: 6.8180 images/s [03/29 19:10:26] ppdet.engine INFO: Epoch: [8] [3400/7329] learning_rate: 0.000100 loss_class: 0.610868 loss_bbox: 0.172896 loss_giou: 0.400863 loss_class_aux: 3.983255 loss_bbox_aux: 1.145934 loss_giou_aux: 2.529658 loss_class_dn: 0.340111 loss_bbox_dn: 0.228489 loss_giou_dn: 0.425723 loss_class_aux_dn: 1.833792 loss_bbox_aux_dn: 1.343911 loss_giou_aux_dn: 2.338759 loss: 15.343227 eta: 2 days, 23:05:10 batch_cost: 0.5393 data_cost: 0.0013 ips: 7.4173 images/s [03/29 19:11:22] ppdet.engine INFO: Epoch: [8] [3500/7329] learning_rate: 0.000100 loss_class: 0.702845 loss_bbox: 0.165901 loss_giou: 0.448059 loss_class_aux: 4.623857 loss_bbox_aux: 1.115347 loss_giou_aux: 2.792052 loss_class_dn: 0.380306 loss_bbox_dn: 0.230189 loss_giou_dn: 0.503041 loss_class_aux_dn: 2.030463 loss_bbox_aux_dn: 1.321649 loss_giou_aux_dn: 2.680172 loss: 17.981510 eta: 2 days, 23:03:46 batch_cost: 0.5105 data_cost: 0.0012 ips: 7.8349 images/s [03/29 19:12:18] ppdet.engine INFO: Epoch: [8] [3600/7329] learning_rate: 0.000100 loss_class: 0.735360 loss_bbox: 0.169829 loss_giou: 0.491810 loss_class_aux: 4.810179 loss_bbox_aux: 1.138524 loss_giou_aux: 3.079031 loss_class_dn: 0.396280 loss_bbox_dn: 0.238860 loss_giou_dn: 0.531625 loss_class_aux_dn: 2.154523 loss_bbox_aux_dn: 1.306934 loss_giou_aux_dn: 2.828166 loss: 18.856174 eta: 2 days, 23:02:19 batch_cost: 0.5063 data_cost: 0.0012 ips: 7.9006 images/s [03/29 19:13:19] ppdet.engine INFO: Epoch: [8] [3700/7329] learning_rate: 0.000100 loss_class: 0.648465 loss_bbox: 0.163222 loss_giou: 0.510756 loss_class_aux: 4.195927 loss_bbox_aux: 1.072623 loss_giou_aux: 3.181892 loss_class_dn: 0.382905 loss_bbox_dn: 0.202604 loss_giou_dn: 0.529694 loss_class_aux_dn: 2.118270 loss_bbox_aux_dn: 1.168825 loss_giou_aux_dn: 2.949891 loss: 18.106331 eta: 2 days, 23:01:25 batch_cost: 0.5505 data_cost: 0.0012 ips: 7.2655 images/s [03/29 19:14:22] ppdet.engine INFO: Epoch: [8] [3800/7329] learning_rate: 0.000100 loss_class: 0.668905 loss_bbox: 0.170596 loss_giou: 0.432993 loss_class_aux: 4.233994 loss_bbox_aux: 1.133154 loss_giou_aux: 2.756409 loss_class_dn: 0.373281 loss_bbox_dn: 0.233450 loss_giou_dn: 0.491980 loss_class_aux_dn: 1.979251 loss_bbox_aux_dn: 1.379951 loss_giou_aux_dn: 2.638124 loss: 16.820581 eta: 2 days, 23:00:49 batch_cost: 0.5753 data_cost: 0.0012 ips: 6.9524 images/s [03/29 19:15:25] ppdet.engine INFO: Epoch: [8] [3900/7329] learning_rate: 0.000100 loss_class: 0.775082 loss_bbox: 0.186610 loss_giou: 0.496222 loss_class_aux: 4.998743 loss_bbox_aux: 1.195655 loss_giou_aux: 3.114990 loss_class_dn: 0.416160 loss_bbox_dn: 0.268570 loss_giou_dn: 0.577237 loss_class_aux_dn: 2.198084 loss_bbox_aux_dn: 1.506089 loss_giou_aux_dn: 3.107817 loss: 19.551569 eta: 2 days, 23:00:16 batch_cost: 0.5786 data_cost: 0.0012 ips: 6.9135 images/s [03/29 19:16:29] ppdet.engine INFO: Epoch: [8] [4000/7329] learning_rate: 0.000100 loss_class: 0.667412 loss_bbox: 0.163770 loss_giou: 0.453876 loss_class_aux: 4.286739 loss_bbox_aux: 1.025941 loss_giou_aux: 2.845494 loss_class_dn: 0.370995 loss_bbox_dn: 0.195590 loss_giou_dn: 0.460734 loss_class_aux_dn: 1.944740 loss_bbox_aux_dn: 1.146983 loss_giou_aux_dn: 2.524623 loss: 17.070925 eta: 2 days, 22:59:43 batch_cost: 0.5799 data_cost: 0.0012 ips: 6.8977 images/s [03/29 19:17:26] ppdet.engine INFO: Epoch: [8] [4100/7329] learning_rate: 0.000100 loss_class: 0.677546 loss_bbox: 0.165045 loss_giou: 0.487073 loss_class_aux: 4.479142 loss_bbox_aux: 1.126118 loss_giou_aux: 3.138343 loss_class_dn: 0.392272 loss_bbox_dn: 0.206652 loss_giou_dn: 0.506050 loss_class_aux_dn: 2.129343 loss_bbox_aux_dn: 1.183332 loss_giou_aux_dn: 2.774307 loss: 17.909840 eta: 2 days, 22:58:25 batch_cost: 0.5181 data_cost: 0.0014 ips: 7.7199 images/s [03/29 19:18:25] ppdet.engine INFO: Epoch: [8] [4200/7329] learning_rate: 0.000100 loss_class: 0.672063 loss_bbox: 0.186346 loss_giou: 0.429159 loss_class_aux: 4.233645 loss_bbox_aux: 1.208374 loss_giou_aux: 2.688906 loss_class_dn: 0.380043 loss_bbox_dn: 0.232450 loss_giou_dn: 0.464546 loss_class_aux_dn: 2.051706 loss_bbox_aux_dn: 1.357615 loss_giou_aux_dn: 2.517438 loss: 17.086895 eta: 2 days, 22:57:21 batch_cost: 0.5369 data_cost: 0.0013 ips: 7.4500 images/s [03/29 19:19:24] ppdet.engine INFO: Epoch: [8] [4300/7329] learning_rate: 0.000100 loss_class: 0.686061 loss_bbox: 0.171002 loss_giou: 0.397529 loss_class_aux: 4.481623 loss_bbox_aux: 1.117630 loss_giou_aux: 2.411367 loss_class_dn: 0.357983 loss_bbox_dn: 0.234581 loss_giou_dn: 0.414764 loss_class_aux_dn: 1.961854 loss_bbox_aux_dn: 1.313935 loss_giou_aux_dn: 2.273607 loss: 16.515472 eta: 2 days, 22:56:14 batch_cost: 0.5332 data_cost: 0.0012 ips: 7.5021 images/s [03/29 19:20:20] ppdet.engine INFO: Epoch: [8] [4400/7329] learning_rate: 0.000100 loss_class: 0.704088 loss_bbox: 0.177331 loss_giou: 0.402610 loss_class_aux: 4.731667 loss_bbox_aux: 1.141207 loss_giou_aux: 2.519038 loss_class_dn: 0.380721 loss_bbox_dn: 0.233993 loss_giou_dn: 0.447413 loss_class_aux_dn: 2.084372 loss_bbox_aux_dn: 1.359322 loss_giou_aux_dn: 2.442419 loss: 17.614452 eta: 2 days, 22:54:46 batch_cost: 0.5055 data_cost: 0.0013 ips: 7.9137 images/s [03/29 19:21:24] ppdet.engine INFO: Epoch: [8] [4500/7329] learning_rate: 0.000100 loss_class: 0.721418 loss_bbox: 0.175364 loss_giou: 0.453422 loss_class_aux: 4.407312 loss_bbox_aux: 1.168520 loss_giou_aux: 2.934043 loss_class_dn: 0.366340 loss_bbox_dn: 0.230964 loss_giou_dn: 0.519131 loss_class_aux_dn: 1.984461 loss_bbox_aux_dn: 1.267891 loss_giou_aux_dn: 2.844022 loss: 17.275852 eta: 2 days, 22:54:08 batch_cost: 0.5721 data_cost: 0.0015 ips: 6.9913 images/s [03/29 19:22:23] ppdet.engine INFO: Epoch: [8] [4600/7329] learning_rate: 0.000100 loss_class: 0.609782 loss_bbox: 0.147262 loss_giou: 0.441124 loss_class_aux: 3.918995 loss_bbox_aux: 0.981813 loss_giou_aux: 2.817555 loss_class_dn: 0.338111 loss_bbox_dn: 0.184226 loss_giou_dn: 0.455760 loss_class_aux_dn: 1.794472 loss_bbox_aux_dn: 1.069726 loss_giou_aux_dn: 2.491005 loss: 15.355604 eta: 2 days, 22:52:55 batch_cost: 0.5240 data_cost: 0.0014 ips: 7.6329 images/s [03/29 19:23:18] ppdet.engine INFO: Epoch: [8] [4700/7329] learning_rate: 0.000100 loss_class: 0.553817 loss_bbox: 0.148410 loss_giou: 0.351750 loss_class_aux: 3.544596 loss_bbox_aux: 0.965987 loss_giou_aux: 2.147360 loss_class_dn: 0.290525 loss_bbox_dn: 0.198285 loss_giou_dn: 0.386450 loss_class_aux_dn: 1.565125 loss_bbox_aux_dn: 1.161070 loss_giou_aux_dn: 2.086627 loss: 13.746368 eta: 2 days, 22:51:26 batch_cost: 0.5031 data_cost: 0.0013 ips: 7.9503 images/s [03/29 19:24:16] ppdet.engine INFO: Epoch: [8] [4800/7329] learning_rate: 0.000100 loss_class: 0.635886 loss_bbox: 0.164700 loss_giou: 0.422145 loss_class_aux: 4.028037 loss_bbox_aux: 1.134361 loss_giou_aux: 2.652739 loss_class_dn: 0.367821 loss_bbox_dn: 0.228919 loss_giou_dn: 0.466109 loss_class_aux_dn: 1.930242 loss_bbox_aux_dn: 1.332000 loss_giou_aux_dn: 2.494264 loss: 16.096249 eta: 2 days, 22:50:10 batch_cost: 0.5204 data_cost: 0.0012 ips: 7.6868 images/s [03/29 19:25:14] ppdet.engine INFO: Epoch: [8] [4900/7329] learning_rate: 0.000100 loss_class: 0.704919 loss_bbox: 0.150136 loss_giou: 0.527419 loss_class_aux: 4.479579 loss_bbox_aux: 1.028824 loss_giou_aux: 3.236543 loss_class_dn: 0.398882 loss_bbox_dn: 0.221501 loss_giou_dn: 0.546508 loss_class_aux_dn: 2.072220 loss_bbox_aux_dn: 1.255797 loss_giou_aux_dn: 2.927738 loss: 18.249428 eta: 2 days, 22:48:55 batch_cost: 0.5222 data_cost: 0.0012 ips: 7.6598 images/s [03/29 19:26:10] ppdet.engine INFO: Epoch: [8] [5000/7329] learning_rate: 0.000100 loss_class: 0.656451 loss_bbox: 0.196593 loss_giou: 0.499715 loss_class_aux: 4.120123 loss_bbox_aux: 1.260375 loss_giou_aux: 3.187066 loss_class_dn: 0.393495 loss_bbox_dn: 0.259628 loss_giou_dn: 0.547532 loss_class_aux_dn: 2.097128 loss_bbox_aux_dn: 1.462173 loss_giou_aux_dn: 2.937225 loss: 18.020477 eta: 2 days, 22:47:28 batch_cost: 0.5051 data_cost: 0.0012 ips: 7.9194 images/s [03/29 19:27:09] ppdet.engine INFO: Epoch: [8] [5100/7329] learning_rate: 0.000100 loss_class: 0.606001 loss_bbox: 0.163042 loss_giou: 0.401815 loss_class_aux: 4.031575 loss_bbox_aux: 1.064647 loss_giou_aux: 2.490392 loss_class_dn: 0.330793 loss_bbox_dn: 0.218281 loss_giou_dn: 0.418863 loss_class_aux_dn: 1.747372 loss_bbox_aux_dn: 1.214951 loss_giou_aux_dn: 2.320089 loss: 15.805602 eta: 2 days, 22:46:17 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5906 images/s [03/29 19:28:09] ppdet.engine INFO: Epoch: [8] [5200/7329] learning_rate: 0.000100 loss_class: 0.621413 loss_bbox: 0.162262 loss_giou: 0.500451 loss_class_aux: 3.967308 loss_bbox_aux: 1.031563 loss_giou_aux: 3.120215 loss_class_dn: 0.384106 loss_bbox_dn: 0.198612 loss_giou_dn: 0.520870 loss_class_aux_dn: 1.985685 loss_bbox_aux_dn: 1.205259 loss_giou_aux_dn: 2.763827 loss: 16.852486 eta: 2 days, 22:45:24 batch_cost: 0.5518 data_cost: 0.0013 ips: 7.2492 images/s [03/29 19:29:15] ppdet.engine INFO: Epoch: [8] [5300/7329] learning_rate: 0.000100 loss_class: 0.670948 loss_bbox: 0.152755 loss_giou: 0.437189 loss_class_aux: 4.181737 loss_bbox_aux: 1.012123 loss_giou_aux: 2.829120 loss_class_dn: 0.374980 loss_bbox_dn: 0.219246 loss_giou_dn: 0.483482 loss_class_aux_dn: 2.031295 loss_bbox_aux_dn: 1.260069 loss_giou_aux_dn: 2.682873 loss: 17.306976 eta: 2 days, 22:44:57 batch_cost: 0.5875 data_cost: 0.0015 ips: 6.8081 images/s [03/29 19:30:14] ppdet.engine INFO: Epoch: [8] [5400/7329] learning_rate: 0.000100 loss_class: 0.692651 loss_bbox: 0.149045 loss_giou: 0.463502 loss_class_aux: 4.408724 loss_bbox_aux: 1.029328 loss_giou_aux: 3.013894 loss_class_dn: 0.381775 loss_bbox_dn: 0.181334 loss_giou_dn: 0.480065 loss_class_aux_dn: 2.008970 loss_bbox_aux_dn: 1.076353 loss_giou_aux_dn: 2.623622 loss: 17.950243 eta: 2 days, 22:43:53 batch_cost: 0.5367 data_cost: 0.0012 ips: 7.4525 images/s [03/29 19:31:14] ppdet.engine INFO: Epoch: [8] [5500/7329] learning_rate: 0.000100 loss_class: 0.669704 loss_bbox: 0.166333 loss_giou: 0.461029 loss_class_aux: 4.433096 loss_bbox_aux: 1.038376 loss_giou_aux: 2.977634 loss_class_dn: 0.384105 loss_bbox_dn: 0.237414 loss_giou_dn: 0.511848 loss_class_aux_dn: 2.036708 loss_bbox_aux_dn: 1.334405 loss_giou_aux_dn: 2.821256 loss: 18.319115 eta: 2 days, 22:42:52 batch_cost: 0.5415 data_cost: 0.0014 ips: 7.3873 images/s [03/29 19:32:11] ppdet.engine INFO: Epoch: [8] [5600/7329] learning_rate: 0.000100 loss_class: 0.614236 loss_bbox: 0.145642 loss_giou: 0.418771 loss_class_aux: 3.809074 loss_bbox_aux: 0.941138 loss_giou_aux: 2.625536 loss_class_dn: 0.356341 loss_bbox_dn: 0.198329 loss_giou_dn: 0.438839 loss_class_aux_dn: 1.872264 loss_bbox_aux_dn: 1.104904 loss_giou_aux_dn: 2.333650 loss: 15.748348 eta: 2 days, 22:41:28 batch_cost: 0.5092 data_cost: 0.0013 ips: 7.8559 images/s [03/29 19:33:08] ppdet.engine INFO: Epoch: [8] [5700/7329] learning_rate: 0.000100 loss_class: 0.622284 loss_bbox: 0.173861 loss_giou: 0.313903 loss_class_aux: 3.902107 loss_bbox_aux: 1.156349 loss_giou_aux: 2.105026 loss_class_dn: 0.329361 loss_bbox_dn: 0.227405 loss_giou_dn: 0.377960 loss_class_aux_dn: 1.725038 loss_bbox_aux_dn: 1.275475 loss_giou_aux_dn: 2.098237 loss: 15.456209 eta: 2 days, 22:40:13 batch_cost: 0.5206 data_cost: 0.0012 ips: 7.6836 images/s [03/29 19:34:14] ppdet.engine INFO: Epoch: [8] [5800/7329] learning_rate: 0.000100 loss_class: 0.684156 loss_bbox: 0.193067 loss_giou: 0.398813 loss_class_aux: 4.446193 loss_bbox_aux: 1.250367 loss_giou_aux: 2.574960 loss_class_dn: 0.352585 loss_bbox_dn: 0.233195 loss_giou_dn: 0.470775 loss_class_aux_dn: 1.912993 loss_bbox_aux_dn: 1.320736 loss_giou_aux_dn: 2.595268 loss: 17.491962 eta: 2 days, 22:39:46 batch_cost: 0.5884 data_cost: 0.0013 ips: 6.7986 images/s [03/29 19:35:18] ppdet.engine INFO: Epoch: [8] [5900/7329] learning_rate: 0.000100 loss_class: 0.684826 loss_bbox: 0.165563 loss_giou: 0.443279 loss_class_aux: 4.574509 loss_bbox_aux: 1.095282 loss_giou_aux: 2.677717 loss_class_dn: 0.386601 loss_bbox_dn: 0.231536 loss_giou_dn: 0.477122 loss_class_aux_dn: 2.102415 loss_bbox_aux_dn: 1.321680 loss_giou_aux_dn: 2.554079 loss: 17.372566 eta: 2 days, 22:39:14 batch_cost: 0.5811 data_cost: 0.0015 ips: 6.8837 images/s [03/29 19:36:18] ppdet.engine INFO: Epoch: [8] [6000/7329] learning_rate: 0.000100 loss_class: 0.665606 loss_bbox: 0.187247 loss_giou: 0.422261 loss_class_aux: 4.174325 loss_bbox_aux: 1.198876 loss_giou_aux: 2.670153 loss_class_dn: 0.376711 loss_bbox_dn: 0.259265 loss_giou_dn: 0.474199 loss_class_aux_dn: 2.014056 loss_bbox_aux_dn: 1.466347 loss_giou_aux_dn: 2.586713 loss: 17.177912 eta: 2 days, 22:38:13 batch_cost: 0.5398 data_cost: 0.0014 ips: 7.4097 images/s [03/29 19:37:18] ppdet.engine INFO: Epoch: [8] [6100/7329] learning_rate: 0.000100 loss_class: 0.687958 loss_bbox: 0.185739 loss_giou: 0.457053 loss_class_aux: 4.584874 loss_bbox_aux: 1.156555 loss_giou_aux: 2.977879 loss_class_dn: 0.401804 loss_bbox_dn: 0.205056 loss_giou_dn: 0.538707 loss_class_aux_dn: 2.199867 loss_bbox_aux_dn: 1.196438 loss_giou_aux_dn: 2.918754 loss: 18.799015 eta: 2 days, 22:37:19 batch_cost: 0.5509 data_cost: 0.0013 ips: 7.2615 images/s [03/29 19:38:24] ppdet.engine INFO: Epoch: [8] [6200/7329] learning_rate: 0.000100 loss_class: 0.629269 loss_bbox: 0.163160 loss_giou: 0.389380 loss_class_aux: 4.195207 loss_bbox_aux: 1.094591 loss_giou_aux: 2.513198 loss_class_dn: 0.350172 loss_bbox_dn: 0.210051 loss_giou_dn: 0.425623 loss_class_aux_dn: 1.864643 loss_bbox_aux_dn: 1.181056 loss_giou_aux_dn: 2.356173 loss: 15.886429 eta: 2 days, 22:36:49 batch_cost: 0.5836 data_cost: 0.0015 ips: 6.8535 images/s [03/29 19:39:28] ppdet.engine INFO: Epoch: [8] [6300/7329] learning_rate: 0.000100 loss_class: 0.588194 loss_bbox: 0.167029 loss_giou: 0.437909 loss_class_aux: 3.798589 loss_bbox_aux: 1.074214 loss_giou_aux: 2.682472 loss_class_dn: 0.342555 loss_bbox_dn: 0.237369 loss_giou_dn: 0.460357 loss_class_aux_dn: 1.806295 loss_bbox_aux_dn: 1.337877 loss_giou_aux_dn: 2.482212 loss: 14.827005 eta: 2 days, 22:36:09 batch_cost: 0.5700 data_cost: 0.0013 ips: 7.0180 images/s [03/29 19:40:30] ppdet.engine INFO: Epoch: [8] [6400/7329] learning_rate: 0.000100 loss_class: 0.686140 loss_bbox: 0.162228 loss_giou: 0.487630 loss_class_aux: 4.456939 loss_bbox_aux: 1.059636 loss_giou_aux: 3.229394 loss_class_dn: 0.383675 loss_bbox_dn: 0.220118 loss_giou_dn: 0.519080 loss_class_aux_dn: 2.034019 loss_bbox_aux_dn: 1.232213 loss_giou_aux_dn: 2.777125 loss: 18.156734 eta: 2 days, 22:35:24 batch_cost: 0.5632 data_cost: 0.0013 ips: 7.1017 images/s [03/29 19:41:27] ppdet.engine INFO: Epoch: [8] [6500/7329] learning_rate: 0.000100 loss_class: 0.645378 loss_bbox: 0.178651 loss_giou: 0.445225 loss_class_aux: 4.238152 loss_bbox_aux: 1.059969 loss_giou_aux: 2.903815 loss_class_dn: 0.368184 loss_bbox_dn: 0.208101 loss_giou_dn: 0.472614 loss_class_aux_dn: 1.951094 loss_bbox_aux_dn: 1.146641 loss_giou_aux_dn: 2.518599 loss: 16.373566 eta: 2 days, 22:34:08 batch_cost: 0.5207 data_cost: 0.0012 ips: 7.6815 images/s [03/29 19:42:24] ppdet.engine INFO: Epoch: [8] [6600/7329] learning_rate: 0.000100 loss_class: 0.702286 loss_bbox: 0.163509 loss_giou: 0.376310 loss_class_aux: 4.493454 loss_bbox_aux: 1.084433 loss_giou_aux: 2.432372 loss_class_dn: 0.375267 loss_bbox_dn: 0.234958 loss_giou_dn: 0.451079 loss_class_aux_dn: 2.008049 loss_bbox_aux_dn: 1.351430 loss_giou_aux_dn: 2.492465 loss: 17.334515 eta: 2 days, 22:32:49 batch_cost: 0.5144 data_cost: 0.0012 ips: 7.7766 images/s [03/29 19:43:23] ppdet.engine INFO: Epoch: [8] [6700/7329] learning_rate: 0.000100 loss_class: 0.637088 loss_bbox: 0.179473 loss_giou: 0.428480 loss_class_aux: 4.095824 loss_bbox_aux: 1.188998 loss_giou_aux: 2.797083 loss_class_dn: 0.385210 loss_bbox_dn: 0.217709 loss_giou_dn: 0.498593 loss_class_aux_dn: 1.994871 loss_bbox_aux_dn: 1.244540 loss_giou_aux_dn: 2.731692 loss: 16.798500 eta: 2 days, 22:31:42 batch_cost: 0.5326 data_cost: 0.0012 ips: 7.5107 images/s [03/29 19:44:30] ppdet.engine INFO: Epoch: [8] [6800/7329] learning_rate: 0.000100 loss_class: 0.613207 loss_bbox: 0.161312 loss_giou: 0.456419 loss_class_aux: 4.002380 loss_bbox_aux: 1.051054 loss_giou_aux: 2.829990 loss_class_dn: 0.383485 loss_bbox_dn: 0.206793 loss_giou_dn: 0.476137 loss_class_aux_dn: 2.015283 loss_bbox_aux_dn: 1.206609 loss_giou_aux_dn: 2.609265 loss: 17.612862 eta: 2 days, 22:31:24 batch_cost: 0.6018 data_cost: 0.0014 ips: 6.6469 images/s [03/29 19:45:31] ppdet.engine INFO: Epoch: [8] [6900/7329] learning_rate: 0.000100 loss_class: 0.676008 loss_bbox: 0.183202 loss_giou: 0.522252 loss_class_aux: 4.371598 loss_bbox_aux: 1.194603 loss_giou_aux: 3.255892 loss_class_dn: 0.398742 loss_bbox_dn: 0.245177 loss_giou_dn: 0.542681 loss_class_aux_dn: 2.150890 loss_bbox_aux_dn: 1.388641 loss_giou_aux_dn: 2.921808 loss: 17.861198 eta: 2 days, 22:30:27 batch_cost: 0.5462 data_cost: 0.0013 ips: 7.3234 images/s [03/29 19:46:35] ppdet.engine INFO: Epoch: [8] [7000/7329] learning_rate: 0.000100 loss_class: 0.631967 loss_bbox: 0.154297 loss_giou: 0.434693 loss_class_aux: 4.112241 loss_bbox_aux: 1.014515 loss_giou_aux: 2.776557 loss_class_dn: 0.359982 loss_bbox_dn: 0.215575 loss_giou_dn: 0.445974 loss_class_aux_dn: 1.922035 loss_bbox_aux_dn: 1.206740 loss_giou_aux_dn: 2.489920 loss: 16.852667 eta: 2 days, 22:29:43 batch_cost: 0.5644 data_cost: 0.0015 ips: 7.0868 images/s [03/29 19:47:39] ppdet.engine INFO: Epoch: [8] [7100/7329] learning_rate: 0.000100 loss_class: 0.649649 loss_bbox: 0.162245 loss_giou: 0.495734 loss_class_aux: 4.346429 loss_bbox_aux: 1.032446 loss_giou_aux: 3.111434 loss_class_dn: 0.377602 loss_bbox_dn: 0.196869 loss_giou_dn: 0.496588 loss_class_aux_dn: 1.978662 loss_bbox_aux_dn: 1.158641 loss_giou_aux_dn: 2.673954 loss: 17.304113 eta: 2 days, 22:29:17 batch_cost: 0.5898 data_cost: 0.0014 ips: 6.7823 images/s [03/29 19:48:44] ppdet.engine INFO: Epoch: [8] [7200/7329] learning_rate: 0.000100 loss_class: 0.623402 loss_bbox: 0.158723 loss_giou: 0.409232 loss_class_aux: 4.041596 loss_bbox_aux: 1.075536 loss_giou_aux: 2.635904 loss_class_dn: 0.362700 loss_bbox_dn: 0.201125 loss_giou_dn: 0.421870 loss_class_aux_dn: 1.961444 loss_bbox_aux_dn: 1.171086 loss_giou_aux_dn: 2.310040 loss: 16.141220 eta: 2 days, 22:28:50 batch_cost: 0.5900 data_cost: 0.0012 ips: 6.7800 images/s [03/29 19:49:40] ppdet.engine INFO: Epoch: [8] [7300/7329] learning_rate: 0.000100 loss_class: 0.670355 loss_bbox: 0.168900 loss_giou: 0.442889 loss_class_aux: 4.308602 loss_bbox_aux: 1.199528 loss_giou_aux: 2.924920 loss_class_dn: 0.397993 loss_bbox_dn: 0.218189 loss_giou_dn: 0.524856 loss_class_aux_dn: 2.077693 loss_bbox_aux_dn: 1.294325 loss_giou_aux_dn: 2.850580 loss: 17.693096 eta: 2 days, 22:27:25 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8984 images/s [03/29 19:50:03] ppdet.engine INFO: Eval iter: 0 [03/29 19:50:31] ppdet.engine INFO: Eval iter: 100 [03/29 19:50:59] ppdet.engine INFO: Eval iter: 200 [03/29 19:51:27] ppdet.engine INFO: Eval iter: 300 [03/29 19:51:55] ppdet.engine INFO: Eval iter: 400 [03/29 19:52:22] ppdet.engine INFO: Eval iter: 500 [03/29 19:52:49] ppdet.engine INFO: Eval iter: 600 [03/29 19:53:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [03/29 19:53:21] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.24s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.25s). Accumulating evaluation results... DONE (t=27.01s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.474 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.653 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.283 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.517 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 ] = 0.368 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 ] = 0.683 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.483 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 ] = 0.873 [03/29 19:56:06] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.43832508219721 [03/29 19:56:06] ppdet.engine INFO: Best test bbox ap is 0.474. [03/29 19:56:09] ppdet.engine INFO: Epoch: [9] [ 0/7329] learning_rate: 0.000100 loss_class: 0.657645 loss_bbox: 0.173210 loss_giou: 0.443639 loss_class_aux: 4.254783 loss_bbox_aux: 1.100091 loss_giou_aux: 2.776737 loss_class_dn: 0.375225 loss_bbox_dn: 0.216785 loss_giou_dn: 0.469724 loss_class_aux_dn: 2.043629 loss_bbox_aux_dn: 1.209698 loss_giou_aux_dn: 2.629993 loss: 17.444759 eta: 2 days, 22:27:06 batch_cost: 0.5144 data_cost: 0.0012 ips: 7.7756 images/s [03/29 19:57:12] ppdet.engine INFO: Epoch: [9] [ 100/7329] learning_rate: 0.000100 loss_class: 0.601866 loss_bbox: 0.157704 loss_giou: 0.391182 loss_class_aux: 3.997444 loss_bbox_aux: 1.051178 loss_giou_aux: 2.478103 loss_class_dn: 0.332935 loss_bbox_dn: 0.212070 loss_giou_dn: 0.428737 loss_class_aux_dn: 1.784492 loss_bbox_aux_dn: 1.241308 loss_giou_aux_dn: 2.287456 loss: 15.003049 eta: 2 days, 22:26:22 batch_cost: 0.5658 data_cost: 0.0013 ips: 7.0693 images/s [03/29 19:58:16] ppdet.engine INFO: Epoch: [9] [ 200/7329] learning_rate: 0.000100 loss_class: 0.617346 loss_bbox: 0.166750 loss_giou: 0.501730 loss_class_aux: 4.127787 loss_bbox_aux: 1.145043 loss_giou_aux: 3.065165 loss_class_dn: 0.353371 loss_bbox_dn: 0.199030 loss_giou_dn: 0.510416 loss_class_aux_dn: 1.917987 loss_bbox_aux_dn: 1.143410 loss_giou_aux_dn: 2.746873 loss: 16.760689 eta: 2 days, 22:25:53 batch_cost: 0.5862 data_cost: 0.0013 ips: 6.8234 images/s [03/29 19:59:17] ppdet.engine INFO: Epoch: [9] [ 300/7329] learning_rate: 0.000100 loss_class: 0.643626 loss_bbox: 0.176377 loss_giou: 0.423115 loss_class_aux: 4.053782 loss_bbox_aux: 1.119807 loss_giou_aux: 2.806545 loss_class_dn: 0.362254 loss_bbox_dn: 0.205191 loss_giou_dn: 0.440434 loss_class_aux_dn: 1.973538 loss_bbox_aux_dn: 1.210763 loss_giou_aux_dn: 2.380961 loss: 16.080404 eta: 2 days, 22:24:58 batch_cost: 0.5495 data_cost: 0.0014 ips: 7.2789 images/s [03/29 20:00:23] ppdet.engine INFO: Epoch: [9] [ 400/7329] learning_rate: 0.000100 loss_class: 0.674924 loss_bbox: 0.172479 loss_giou: 0.454812 loss_class_aux: 4.513698 loss_bbox_aux: 1.141515 loss_giou_aux: 2.853698 loss_class_dn: 0.391208 loss_bbox_dn: 0.214567 loss_giou_dn: 0.495851 loss_class_aux_dn: 2.037441 loss_bbox_aux_dn: 1.260330 loss_giou_aux_dn: 2.743183 loss: 17.744839 eta: 2 days, 22:24:34 batch_cost: 0.5938 data_cost: 0.0014 ips: 6.7361 images/s [03/29 20:01:20] ppdet.engine INFO: Epoch: [9] [ 500/7329] learning_rate: 0.000100 loss_class: 0.680103 loss_bbox: 0.169311 loss_giou: 0.443200 loss_class_aux: 4.489424 loss_bbox_aux: 1.137497 loss_giou_aux: 2.773659 loss_class_dn: 0.369472 loss_bbox_dn: 0.229736 loss_giou_dn: 0.484391 loss_class_aux_dn: 2.045792 loss_bbox_aux_dn: 1.302902 loss_giou_aux_dn: 2.662222 loss: 16.823124 eta: 2 days, 22:23:13 batch_cost: 0.5119 data_cost: 0.0013 ips: 7.8145 images/s [03/29 20:02:19] ppdet.engine INFO: Epoch: [9] [ 600/7329] learning_rate: 0.000100 loss_class: 0.698610 loss_bbox: 0.182334 loss_giou: 0.476956 loss_class_aux: 4.429841 loss_bbox_aux: 1.180523 loss_giou_aux: 3.048771 loss_class_dn: 0.393333 loss_bbox_dn: 0.248124 loss_giou_dn: 0.510961 loss_class_aux_dn: 2.026145 loss_bbox_aux_dn: 1.361705 loss_giou_aux_dn: 2.727405 loss: 17.866364 eta: 2 days, 22:22:08 batch_cost: 0.5348 data_cost: 0.0012 ips: 7.4795 images/s [03/29 20:03:19] ppdet.engine INFO: Epoch: [9] [ 700/7329] learning_rate: 0.000100 loss_class: 0.546925 loss_bbox: 0.140943 loss_giou: 0.398884 loss_class_aux: 3.646656 loss_bbox_aux: 0.922216 loss_giou_aux: 2.518457 loss_class_dn: 0.297464 loss_bbox_dn: 0.199199 loss_giou_dn: 0.396993 loss_class_aux_dn: 1.603828 loss_bbox_aux_dn: 1.185142 loss_giou_aux_dn: 2.132086 loss: 14.027922 eta: 2 days, 22:21:08 batch_cost: 0.5413 data_cost: 0.0011 ips: 7.3895 images/s [03/29 20:04:14] ppdet.engine INFO: Epoch: [9] [ 800/7329] learning_rate: 0.000100 loss_class: 0.641549 loss_bbox: 0.146958 loss_giou: 0.394728 loss_class_aux: 4.068066 loss_bbox_aux: 0.967907 loss_giou_aux: 2.519982 loss_class_dn: 0.343934 loss_bbox_dn: 0.184133 loss_giou_dn: 0.426884 loss_class_aux_dn: 1.817172 loss_bbox_aux_dn: 1.110983 loss_giou_aux_dn: 2.347649 loss: 15.578652 eta: 2 days, 22:19:41 batch_cost: 0.5028 data_cost: 0.0013 ips: 7.9561 images/s [03/29 20:05:13] ppdet.engine INFO: Epoch: [9] [ 900/7329] learning_rate: 0.000100 loss_class: 0.655932 loss_bbox: 0.184434 loss_giou: 0.548268 loss_class_aux: 4.274102 loss_bbox_aux: 1.233061 loss_giou_aux: 3.523164 loss_class_dn: 0.379734 loss_bbox_dn: 0.245039 loss_giou_dn: 0.541838 loss_class_aux_dn: 2.036330 loss_bbox_aux_dn: 1.382422 loss_giou_aux_dn: 2.940501 loss: 18.068026 eta: 2 days, 22:18:39 batch_cost: 0.5396 data_cost: 0.0013 ips: 7.4130 images/s [03/29 20:06:11] ppdet.engine INFO: Epoch: [9] [1000/7329] learning_rate: 0.000100 loss_class: 0.645143 loss_bbox: 0.153307 loss_giou: 0.402094 loss_class_aux: 4.114010 loss_bbox_aux: 0.992732 loss_giou_aux: 2.521695 loss_class_dn: 0.323266 loss_bbox_dn: 0.208444 loss_giou_dn: 0.419471 loss_class_aux_dn: 1.798611 loss_bbox_aux_dn: 1.184768 loss_giou_aux_dn: 2.296285 loss: 16.232380 eta: 2 days, 22:17:27 batch_cost: 0.5239 data_cost: 0.0011 ips: 7.6357 images/s [03/29 20:07:10] ppdet.engine INFO: Epoch: [9] [1100/7329] learning_rate: 0.000100 loss_class: 0.573805 loss_bbox: 0.149089 loss_giou: 0.361440 loss_class_aux: 3.867083 loss_bbox_aux: 1.030934 loss_giou_aux: 2.261685 loss_class_dn: 0.317195 loss_bbox_dn: 0.204826 loss_giou_dn: 0.379457 loss_class_aux_dn: 1.734121 loss_bbox_aux_dn: 1.174998 loss_giou_aux_dn: 2.015833 loss: 14.582652 eta: 2 days, 22:16:23 batch_cost: 0.5368 data_cost: 0.0013 ips: 7.4511 images/s [03/29 20:08:06] ppdet.engine INFO: Epoch: [9] [1200/7329] learning_rate: 0.000100 loss_class: 0.600435 loss_bbox: 0.146688 loss_giou: 0.422789 loss_class_aux: 3.810763 loss_bbox_aux: 0.971773 loss_giou_aux: 2.635148 loss_class_dn: 0.350740 loss_bbox_dn: 0.217885 loss_giou_dn: 0.436555 loss_class_aux_dn: 1.870477 loss_bbox_aux_dn: 1.220435 loss_giou_aux_dn: 2.350044 loss: 15.631992 eta: 2 days, 22:14:58 batch_cost: 0.5048 data_cost: 0.0013 ips: 7.9242 images/s [03/29 20:09:09] ppdet.engine INFO: Epoch: [9] [1300/7329] learning_rate: 0.000100 loss_class: 0.631619 loss_bbox: 0.177140 loss_giou: 0.443182 loss_class_aux: 4.281048 loss_bbox_aux: 1.167097 loss_giou_aux: 2.738182 loss_class_dn: 0.356473 loss_bbox_dn: 0.230537 loss_giou_dn: 0.461031 loss_class_aux_dn: 1.912982 loss_bbox_aux_dn: 1.305404 loss_giou_aux_dn: 2.503872 loss: 16.108536 eta: 2 days, 22:14:21 batch_cost: 0.5757 data_cost: 0.0013 ips: 6.9486 images/s [03/29 20:10:08] ppdet.engine INFO: Epoch: [9] [1400/7329] learning_rate: 0.000100 loss_class: 0.620090 loss_bbox: 0.155306 loss_giou: 0.431851 loss_class_aux: 4.043696 loss_bbox_aux: 1.004946 loss_giou_aux: 2.686349 loss_class_dn: 0.347073 loss_bbox_dn: 0.214045 loss_giou_dn: 0.436942 loss_class_aux_dn: 1.836646 loss_bbox_aux_dn: 1.158227 loss_giou_aux_dn: 2.318931 loss: 16.247250 eta: 2 days, 22:13:12 batch_cost: 0.5284 data_cost: 0.0012 ips: 7.5705 images/s [03/29 20:11:11] ppdet.engine INFO: Epoch: [9] [1500/7329] learning_rate: 0.000100 loss_class: 0.607548 loss_bbox: 0.176742 loss_giou: 0.438217 loss_class_aux: 3.858212 loss_bbox_aux: 1.158039 loss_giou_aux: 2.756034 loss_class_dn: 0.342752 loss_bbox_dn: 0.231043 loss_giou_dn: 0.490376 loss_class_aux_dn: 1.807102 loss_bbox_aux_dn: 1.299529 loss_giou_aux_dn: 2.585285 loss: 16.976234 eta: 2 days, 22:12:40 batch_cost: 0.5833 data_cost: 0.0012 ips: 6.8580 images/s [03/29 20:12:09] ppdet.engine INFO: Epoch: [9] [1600/7329] learning_rate: 0.000100 loss_class: 0.636951 loss_bbox: 0.149944 loss_giou: 0.446221 loss_class_aux: 4.102557 loss_bbox_aux: 0.941814 loss_giou_aux: 2.915128 loss_class_dn: 0.373619 loss_bbox_dn: 0.195084 loss_giou_dn: 0.475554 loss_class_aux_dn: 1.976377 loss_bbox_aux_dn: 1.129339 loss_giou_aux_dn: 2.583939 loss: 16.994568 eta: 2 days, 22:11:24 batch_cost: 0.5176 data_cost: 0.0013 ips: 7.7279 images/s [03/29 20:13:08] ppdet.engine INFO: Epoch: [9] [1700/7329] learning_rate: 0.000100 loss_class: 0.605715 loss_bbox: 0.175931 loss_giou: 0.338212 loss_class_aux: 4.075375 loss_bbox_aux: 1.179771 loss_giou_aux: 2.186314 loss_class_dn: 0.341265 loss_bbox_dn: 0.226802 loss_giou_dn: 0.394306 loss_class_aux_dn: 1.834808 loss_bbox_aux_dn: 1.317765 loss_giou_aux_dn: 2.140299 loss: 16.035561 eta: 2 days, 22:10:20 batch_cost: 0.5362 data_cost: 0.0015 ips: 7.4593 images/s [03/29 20:14:14] ppdet.engine INFO: Epoch: [9] [1800/7329] learning_rate: 0.000100 loss_class: 0.632346 loss_bbox: 0.182103 loss_giou: 0.454697 loss_class_aux: 4.224334 loss_bbox_aux: 1.205115 loss_giou_aux: 2.856483 loss_class_dn: 0.379199 loss_bbox_dn: 0.230581 loss_giou_dn: 0.467424 loss_class_aux_dn: 2.011300 loss_bbox_aux_dn: 1.283748 loss_giou_aux_dn: 2.574669 loss: 17.609798 eta: 2 days, 22:09:57 batch_cost: 0.5960 data_cost: 0.0015 ips: 6.7110 images/s [03/29 20:15:14] ppdet.engine INFO: Epoch: [9] [1900/7329] learning_rate: 0.000100 loss_class: 0.612135 loss_bbox: 0.153657 loss_giou: 0.392328 loss_class_aux: 4.016477 loss_bbox_aux: 0.979009 loss_giou_aux: 2.514683 loss_class_dn: 0.332223 loss_bbox_dn: 0.223841 loss_giou_dn: 0.444257 loss_class_aux_dn: 1.793087 loss_bbox_aux_dn: 1.221837 loss_giou_aux_dn: 2.448317 loss: 15.558470 eta: 2 days, 22:09:00 batch_cost: 0.5455 data_cost: 0.0013 ips: 7.3331 images/s [03/29 20:16:23] ppdet.engine INFO: Epoch: [9] [2000/7329] learning_rate: 0.000100 loss_class: 0.687042 loss_bbox: 0.172077 loss_giou: 0.451990 loss_class_aux: 4.320135 loss_bbox_aux: 1.078931 loss_giou_aux: 2.935436 loss_class_dn: 0.377857 loss_bbox_dn: 0.214074 loss_giou_dn: 0.512425 loss_class_aux_dn: 2.011190 loss_bbox_aux_dn: 1.246379 loss_giou_aux_dn: 2.775490 loss: 18.143534 eta: 2 days, 22:09:01 batch_cost: 0.6331 data_cost: 0.0012 ips: 6.3182 images/s [03/29 20:17:20] ppdet.engine INFO: Epoch: [9] [2100/7329] learning_rate: 0.000100 loss_class: 0.602588 loss_bbox: 0.164726 loss_giou: 0.400403 loss_class_aux: 3.901316 loss_bbox_aux: 1.112405 loss_giou_aux: 2.417779 loss_class_dn: 0.337261 loss_bbox_dn: 0.217573 loss_giou_dn: 0.415145 loss_class_aux_dn: 1.752436 loss_bbox_aux_dn: 1.230969 loss_giou_aux_dn: 2.327925 loss: 15.665246 eta: 2 days, 22:07:44 batch_cost: 0.5165 data_cost: 0.0015 ips: 7.7451 images/s [03/29 20:18:23] ppdet.engine INFO: Epoch: [9] [2200/7329] learning_rate: 0.000100 loss_class: 0.650382 loss_bbox: 0.171158 loss_giou: 0.471027 loss_class_aux: 4.022551 loss_bbox_aux: 1.099979 loss_giou_aux: 3.000907 loss_class_dn: 0.358949 loss_bbox_dn: 0.205389 loss_giou_dn: 0.431344 loss_class_aux_dn: 1.988730 loss_bbox_aux_dn: 1.194905 loss_giou_aux_dn: 2.405972 loss: 17.132938 eta: 2 days, 22:07:03 batch_cost: 0.5694 data_cost: 0.0017 ips: 7.0256 images/s [03/29 20:19:35] ppdet.engine INFO: Epoch: [9] [2300/7329] learning_rate: 0.000100 loss_class: 0.577908 loss_bbox: 0.166104 loss_giou: 0.469824 loss_class_aux: 3.831792 loss_bbox_aux: 1.076848 loss_giou_aux: 3.027167 loss_class_dn: 0.342552 loss_bbox_dn: 0.199100 loss_giou_dn: 0.468604 loss_class_aux_dn: 1.808229 loss_bbox_aux_dn: 1.082359 loss_giou_aux_dn: 2.580157 loss: 16.342213 eta: 2 days, 22:07:05 batch_cost: 0.6347 data_cost: 0.0021 ips: 6.3022 images/s [03/29 20:20:43] ppdet.engine INFO: Epoch: [9] [2400/7329] learning_rate: 0.000100 loss_class: 0.619721 loss_bbox: 0.151843 loss_giou: 0.467740 loss_class_aux: 3.841466 loss_bbox_aux: 1.005974 loss_giou_aux: 3.022929 loss_class_dn: 0.343497 loss_bbox_dn: 0.193713 loss_giou_dn: 0.465395 loss_class_aux_dn: 1.872844 loss_bbox_aux_dn: 1.114380 loss_giou_aux_dn: 2.526478 loss: 16.675196 eta: 2 days, 22:06:57 batch_cost: 0.6186 data_cost: 0.0016 ips: 6.4663 images/s [03/29 20:21:43] ppdet.engine INFO: Epoch: [9] [2500/7329] learning_rate: 0.000100 loss_class: 0.681356 loss_bbox: 0.178631 loss_giou: 0.507021 loss_class_aux: 4.329373 loss_bbox_aux: 1.138263 loss_giou_aux: 3.235686 loss_class_dn: 0.388130 loss_bbox_dn: 0.217595 loss_giou_dn: 0.517714 loss_class_aux_dn: 2.023046 loss_bbox_aux_dn: 1.270698 loss_giou_aux_dn: 2.834931 loss: 18.287346 eta: 2 days, 22:05:58 batch_cost: 0.5439 data_cost: 0.0014 ips: 7.3539 images/s [03/29 20:22:43] ppdet.engine INFO: Epoch: [9] [2600/7329] learning_rate: 0.000100 loss_class: 0.532977 loss_bbox: 0.148898 loss_giou: 0.350765 loss_class_aux: 3.652649 loss_bbox_aux: 0.958231 loss_giou_aux: 2.236051 loss_class_dn: 0.283859 loss_bbox_dn: 0.193246 loss_giou_dn: 0.403205 loss_class_aux_dn: 1.524222 loss_bbox_aux_dn: 1.109013 loss_giou_aux_dn: 2.152282 loss: 13.815708 eta: 2 days, 22:04:59 batch_cost: 0.5428 data_cost: 0.0012 ips: 7.3692 images/s [03/29 20:23:42] ppdet.engine INFO: Epoch: [9] [2700/7329] learning_rate: 0.000100 loss_class: 0.661017 loss_bbox: 0.178053 loss_giou: 0.449189 loss_class_aux: 4.274423 loss_bbox_aux: 1.166207 loss_giou_aux: 2.785299 loss_class_dn: 0.366836 loss_bbox_dn: 0.220550 loss_giou_dn: 0.483436 loss_class_aux_dn: 1.982183 loss_bbox_aux_dn: 1.296797 loss_giou_aux_dn: 2.679118 loss: 16.948181 eta: 2 days, 22:03:54 batch_cost: 0.5344 data_cost: 0.0013 ips: 7.4845 images/s [03/29 20:24:38] ppdet.engine INFO: Epoch: [9] [2800/7329] learning_rate: 0.000100 loss_class: 0.624052 loss_bbox: 0.168769 loss_giou: 0.517237 loss_class_aux: 3.941822 loss_bbox_aux: 1.056457 loss_giou_aux: 3.191135 loss_class_dn: 0.384162 loss_bbox_dn: 0.198882 loss_giou_dn: 0.498969 loss_class_aux_dn: 2.049772 loss_bbox_aux_dn: 1.117711 loss_giou_aux_dn: 2.711722 loss: 17.423428 eta: 2 days, 22:02:30 batch_cost: 0.5062 data_cost: 0.0012 ips: 7.9027 images/s [03/29 20:25:38] ppdet.engine INFO: Epoch: [9] [2900/7329] learning_rate: 0.000100 loss_class: 0.636962 loss_bbox: 0.162577 loss_giou: 0.416666 loss_class_aux: 4.139369 loss_bbox_aux: 1.094904 loss_giou_aux: 2.722356 loss_class_dn: 0.363866 loss_bbox_dn: 0.227899 loss_giou_dn: 0.466660 loss_class_aux_dn: 1.999645 loss_bbox_aux_dn: 1.321921 loss_giou_aux_dn: 2.586642 loss: 16.439905 eta: 2 days, 22:01:31 batch_cost: 0.5444 data_cost: 0.0014 ips: 7.3480 images/s [03/29 20:26:37] ppdet.engine INFO: Epoch: [9] [3000/7329] learning_rate: 0.000100 loss_class: 0.605120 loss_bbox: 0.166149 loss_giou: 0.494863 loss_class_aux: 3.917013 loss_bbox_aux: 1.138120 loss_giou_aux: 3.065885 loss_class_dn: 0.356541 loss_bbox_dn: 0.196476 loss_giou_dn: 0.486844 loss_class_aux_dn: 1.873743 loss_bbox_aux_dn: 1.139975 loss_giou_aux_dn: 2.625811 loss: 16.394768 eta: 2 days, 22:00:28 batch_cost: 0.5366 data_cost: 0.0012 ips: 7.4546 images/s [03/29 20:27:35] ppdet.engine INFO: Epoch: [9] [3100/7329] learning_rate: 0.000100 loss_class: 0.618057 loss_bbox: 0.162454 loss_giou: 0.406378 loss_class_aux: 4.018179 loss_bbox_aux: 1.087629 loss_giou_aux: 2.606564 loss_class_dn: 0.329011 loss_bbox_dn: 0.216176 loss_giou_dn: 0.428502 loss_class_aux_dn: 1.765999 loss_bbox_aux_dn: 1.250607 loss_giou_aux_dn: 2.343914 loss: 16.169643 eta: 2 days, 21:59:17 batch_cost: 0.5256 data_cost: 0.0013 ips: 7.6106 images/s [03/29 20:28:36] ppdet.engine INFO: Epoch: [9] [3200/7329] learning_rate: 0.000100 loss_class: 0.731125 loss_bbox: 0.162427 loss_giou: 0.495163 loss_class_aux: 4.870172 loss_bbox_aux: 1.065282 loss_giou_aux: 3.083707 loss_class_dn: 0.408156 loss_bbox_dn: 0.251067 loss_giou_dn: 0.541687 loss_class_aux_dn: 2.174560 loss_bbox_aux_dn: 1.407748 loss_giou_aux_dn: 2.844163 loss: 17.751892 eta: 2 days, 21:58:26 batch_cost: 0.5554 data_cost: 0.0012 ips: 7.2026 images/s [03/29 20:29:33] ppdet.engine INFO: Epoch: [9] [3300/7329] learning_rate: 0.000100 loss_class: 0.654273 loss_bbox: 0.178446 loss_giou: 0.427229 loss_class_aux: 4.150504 loss_bbox_aux: 1.178107 loss_giou_aux: 2.619586 loss_class_dn: 0.377471 loss_bbox_dn: 0.253037 loss_giou_dn: 0.446211 loss_class_aux_dn: 1.984150 loss_bbox_aux_dn: 1.452771 loss_giou_aux_dn: 2.464235 loss: 16.608765 eta: 2 days, 21:57:09 batch_cost: 0.5159 data_cost: 0.0013 ips: 7.7527 images/s [03/29 20:30:36] ppdet.engine INFO: Epoch: [9] [3400/7329] learning_rate: 0.000100 loss_class: 0.578466 loss_bbox: 0.136054 loss_giou: 0.389606 loss_class_aux: 3.647582 loss_bbox_aux: 0.939852 loss_giou_aux: 2.483723 loss_class_dn: 0.323663 loss_bbox_dn: 0.213417 loss_giou_dn: 0.404297 loss_class_aux_dn: 1.735308 loss_bbox_aux_dn: 1.186338 loss_giou_aux_dn: 2.189612 loss: 15.120634 eta: 2 days, 21:56:31 batch_cost: 0.5753 data_cost: 0.0012 ips: 6.9535 images/s [03/29 20:31:43] ppdet.engine INFO: Epoch: [9] [3500/7329] learning_rate: 0.000100 loss_class: 0.716035 loss_bbox: 0.158786 loss_giou: 0.441419 loss_class_aux: 4.485425 loss_bbox_aux: 1.014388 loss_giou_aux: 2.750774 loss_class_dn: 0.375920 loss_bbox_dn: 0.215841 loss_giou_dn: 0.495473 loss_class_aux_dn: 1.951842 loss_bbox_aux_dn: 1.270583 loss_giou_aux_dn: 2.647528 loss: 16.785284 eta: 2 days, 21:56:13 batch_cost: 0.6051 data_cost: 0.0014 ips: 6.6107 images/s [03/29 20:32:47] ppdet.engine INFO: Epoch: [9] [3600/7329] learning_rate: 0.000100 loss_class: 0.634434 loss_bbox: 0.161377 loss_giou: 0.368257 loss_class_aux: 4.190962 loss_bbox_aux: 1.085513 loss_giou_aux: 2.405612 loss_class_dn: 0.348013 loss_bbox_dn: 0.225458 loss_giou_dn: 0.405644 loss_class_aux_dn: 1.861576 loss_bbox_aux_dn: 1.295460 loss_giou_aux_dn: 2.210300 loss: 16.623865 eta: 2 days, 21:55:34 batch_cost: 0.5733 data_cost: 0.0014 ips: 6.9774 images/s [03/29 20:33:48] ppdet.engine INFO: Epoch: [9] [3700/7329] learning_rate: 0.000100 loss_class: 0.668667 loss_bbox: 0.162644 loss_giou: 0.393125 loss_class_aux: 4.246754 loss_bbox_aux: 1.042783 loss_giou_aux: 2.514526 loss_class_dn: 0.351550 loss_bbox_dn: 0.200351 loss_giou_dn: 0.444730 loss_class_aux_dn: 1.901416 loss_bbox_aux_dn: 1.171332 loss_giou_aux_dn: 2.470451 loss: 16.775711 eta: 2 days, 21:54:40 batch_cost: 0.5504 data_cost: 0.0012 ips: 7.2671 images/s [03/29 20:34:49] ppdet.engine INFO: Epoch: [9] [3800/7329] learning_rate: 0.000100 loss_class: 0.495729 loss_bbox: 0.158321 loss_giou: 0.369331 loss_class_aux: 3.476663 loss_bbox_aux: 1.006908 loss_giou_aux: 2.337785 loss_class_dn: 0.291871 loss_bbox_dn: 0.223733 loss_giou_dn: 0.390549 loss_class_aux_dn: 1.564306 loss_bbox_aux_dn: 1.202847 loss_giou_aux_dn: 2.107279 loss: 13.776928 eta: 2 days, 21:53:46 batch_cost: 0.5520 data_cost: 0.0013 ips: 7.2466 images/s [03/29 20:35:49] ppdet.engine INFO: Epoch: [9] [3900/7329] learning_rate: 0.000100 loss_class: 0.653477 loss_bbox: 0.164001 loss_giou: 0.440373 loss_class_aux: 4.344045 loss_bbox_aux: 1.117922 loss_giou_aux: 2.841879 loss_class_dn: 0.369086 loss_bbox_dn: 0.223584 loss_giou_dn: 0.479119 loss_class_aux_dn: 1.936486 loss_bbox_aux_dn: 1.213578 loss_giou_aux_dn: 2.653515 loss: 17.915253 eta: 2 days, 21:52:52 batch_cost: 0.5506 data_cost: 0.0013 ips: 7.2643 images/s [03/29 20:36:47] ppdet.engine INFO: Epoch: [9] [4000/7329] learning_rate: 0.000100 loss_class: 0.656221 loss_bbox: 0.172896 loss_giou: 0.450402 loss_class_aux: 4.288243 loss_bbox_aux: 1.015582 loss_giou_aux: 2.850789 loss_class_dn: 0.369646 loss_bbox_dn: 0.205256 loss_giou_dn: 0.481290 loss_class_aux_dn: 1.991818 loss_bbox_aux_dn: 1.153892 loss_giou_aux_dn: 2.572774 loss: 16.629389 eta: 2 days, 21:51:37 batch_cost: 0.5180 data_cost: 0.0014 ips: 7.7216 images/s [03/29 20:37:43] ppdet.engine INFO: Epoch: [9] [4100/7329] learning_rate: 0.000100 loss_class: 0.628222 loss_bbox: 0.171227 loss_giou: 0.396631 loss_class_aux: 3.982384 loss_bbox_aux: 1.139990 loss_giou_aux: 2.534015 loss_class_dn: 0.346787 loss_bbox_dn: 0.223209 loss_giou_dn: 0.441919 loss_class_aux_dn: 1.852591 loss_bbox_aux_dn: 1.253900 loss_giou_aux_dn: 2.435452 loss: 16.262354 eta: 2 days, 21:50:14 batch_cost: 0.5069 data_cost: 0.0012 ips: 7.8910 images/s [03/29 20:38:45] ppdet.engine INFO: Epoch: [9] [4200/7329] learning_rate: 0.000100 loss_class: 0.634103 loss_bbox: 0.170592 loss_giou: 0.479648 loss_class_aux: 4.091408 loss_bbox_aux: 1.129783 loss_giou_aux: 3.119823 loss_class_dn: 0.365564 loss_bbox_dn: 0.222457 loss_giou_dn: 0.487191 loss_class_aux_dn: 1.909520 loss_bbox_aux_dn: 1.213267 loss_giou_aux_dn: 2.623595 loss: 16.659153 eta: 2 days, 21:49:23 batch_cost: 0.5559 data_cost: 0.0016 ips: 7.1955 images/s [03/29 20:39:42] ppdet.engine INFO: Epoch: [9] [4300/7329] learning_rate: 0.000100 loss_class: 0.685404 loss_bbox: 0.179020 loss_giou: 0.425538 loss_class_aux: 4.408547 loss_bbox_aux: 1.186754 loss_giou_aux: 2.728816 loss_class_dn: 0.374612 loss_bbox_dn: 0.239746 loss_giou_dn: 0.492648 loss_class_aux_dn: 1.997997 loss_bbox_aux_dn: 1.355040 loss_giou_aux_dn: 2.636581 loss: 16.744509 eta: 2 days, 21:48:02 batch_cost: 0.5096 data_cost: 0.0013 ips: 7.8499 images/s [03/29 20:40:42] ppdet.engine INFO: Epoch: [9] [4400/7329] learning_rate: 0.000100 loss_class: 0.643919 loss_bbox: 0.167335 loss_giou: 0.430902 loss_class_aux: 4.037062 loss_bbox_aux: 1.082129 loss_giou_aux: 2.709511 loss_class_dn: 0.341017 loss_bbox_dn: 0.223347 loss_giou_dn: 0.456461 loss_class_aux_dn: 1.851511 loss_bbox_aux_dn: 1.247566 loss_giou_aux_dn: 2.507414 loss: 16.392067 eta: 2 days, 21:47:04 batch_cost: 0.5449 data_cost: 0.0011 ips: 7.3406 images/s [03/29 20:41:41] ppdet.engine INFO: Epoch: [9] [4500/7329] learning_rate: 0.000100 loss_class: 0.651948 loss_bbox: 0.156672 loss_giou: 0.415966 loss_class_aux: 4.314262 loss_bbox_aux: 1.034096 loss_giou_aux: 2.632949 loss_class_dn: 0.352700 loss_bbox_dn: 0.190472 loss_giou_dn: 0.458479 loss_class_aux_dn: 1.885252 loss_bbox_aux_dn: 1.104915 loss_giou_aux_dn: 2.526663 loss: 16.034145 eta: 2 days, 21:46:02 batch_cost: 0.5384 data_cost: 0.0013 ips: 7.4291 images/s [03/29 20:42:44] ppdet.engine INFO: Epoch: [9] [4600/7329] learning_rate: 0.000100 loss_class: 0.592207 loss_bbox: 0.142563 loss_giou: 0.477848 loss_class_aux: 3.984314 loss_bbox_aux: 0.972742 loss_giou_aux: 2.978175 loss_class_dn: 0.345171 loss_bbox_dn: 0.185790 loss_giou_dn: 0.485306 loss_class_aux_dn: 1.829398 loss_bbox_aux_dn: 1.093949 loss_giou_aux_dn: 2.676592 loss: 15.785461 eta: 2 days, 21:45:23 batch_cost: 0.5733 data_cost: 0.0012 ips: 6.9769 images/s [03/29 20:43:43] ppdet.engine INFO: Epoch: [9] [4700/7329] learning_rate: 0.000100 loss_class: 0.575493 loss_bbox: 0.151015 loss_giou: 0.373470 loss_class_aux: 3.764549 loss_bbox_aux: 0.960296 loss_giou_aux: 2.358120 loss_class_dn: 0.324210 loss_bbox_dn: 0.184366 loss_giou_dn: 0.413354 loss_class_aux_dn: 1.754430 loss_bbox_aux_dn: 1.143422 loss_giou_aux_dn: 2.275092 loss: 14.980509 eta: 2 days, 21:44:22 batch_cost: 0.5395 data_cost: 0.0012 ips: 7.4137 images/s [03/29 20:44:39] ppdet.engine INFO: Epoch: [9] [4800/7329] learning_rate: 0.000100 loss_class: 0.675014 loss_bbox: 0.178920 loss_giou: 0.390743 loss_class_aux: 4.453660 loss_bbox_aux: 1.099018 loss_giou_aux: 2.577486 loss_class_dn: 0.359557 loss_bbox_dn: 0.216928 loss_giou_dn: 0.480493 loss_class_aux_dn: 1.969206 loss_bbox_aux_dn: 1.242981 loss_giou_aux_dn: 2.548746 loss: 17.076916 eta: 2 days, 21:42:57 batch_cost: 0.5031 data_cost: 0.0012 ips: 7.9515 images/s [03/29 20:45:39] ppdet.engine INFO: Epoch: [9] [4900/7329] learning_rate: 0.000100 loss_class: 0.664696 loss_bbox: 0.172809 loss_giou: 0.415373 loss_class_aux: 4.322916 loss_bbox_aux: 1.098207 loss_giou_aux: 2.627403 loss_class_dn: 0.359049 loss_bbox_dn: 0.225649 loss_giou_dn: 0.460626 loss_class_aux_dn: 1.870193 loss_bbox_aux_dn: 1.270257 loss_giou_aux_dn: 2.442109 loss: 16.130270 eta: 2 days, 21:41:58 batch_cost: 0.5423 data_cost: 0.0014 ips: 7.3764 images/s [03/29 20:46:41] ppdet.engine INFO: Epoch: [9] [5000/7329] learning_rate: 0.000100 loss_class: 0.700366 loss_bbox: 0.170637 loss_giou: 0.436199 loss_class_aux: 4.403932 loss_bbox_aux: 1.151385 loss_giou_aux: 2.886958 loss_class_dn: 0.399990 loss_bbox_dn: 0.232375 loss_giou_dn: 0.487289 loss_class_aux_dn: 2.141140 loss_bbox_aux_dn: 1.318811 loss_giou_aux_dn: 2.647275 loss: 17.757301 eta: 2 days, 21:41:08 batch_cost: 0.5578 data_cost: 0.0014 ips: 7.1708 images/s [03/29 20:47:44] ppdet.engine INFO: Epoch: [9] [5100/7329] learning_rate: 0.000100 loss_class: 0.662865 loss_bbox: 0.167508 loss_giou: 0.417141 loss_class_aux: 4.323200 loss_bbox_aux: 1.117000 loss_giou_aux: 2.687408 loss_class_dn: 0.362811 loss_bbox_dn: 0.218068 loss_giou_dn: 0.475226 loss_class_aux_dn: 1.939888 loss_bbox_aux_dn: 1.229031 loss_giou_aux_dn: 2.543494 loss: 16.366520 eta: 2 days, 21:40:31 batch_cost: 0.5778 data_cost: 0.0014 ips: 6.9232 images/s [03/29 20:48:45] ppdet.engine INFO: Epoch: [9] [5200/7329] learning_rate: 0.000100 loss_class: 0.624850 loss_bbox: 0.169451 loss_giou: 0.407287 loss_class_aux: 4.138338 loss_bbox_aux: 1.123040 loss_giou_aux: 2.522300 loss_class_dn: 0.371425 loss_bbox_dn: 0.224089 loss_giou_dn: 0.441469 loss_class_aux_dn: 2.023264 loss_bbox_aux_dn: 1.283884 loss_giou_aux_dn: 2.474402 loss: 16.997652 eta: 2 days, 21:39:33 batch_cost: 0.5438 data_cost: 0.0014 ips: 7.3557 images/s [03/29 20:49:51] ppdet.engine INFO: Epoch: [9] [5300/7329] learning_rate: 0.000100 loss_class: 0.648400 loss_bbox: 0.165076 loss_giou: 0.435682 loss_class_aux: 4.292924 loss_bbox_aux: 1.125701 loss_giou_aux: 2.770902 loss_class_dn: 0.373383 loss_bbox_dn: 0.222973 loss_giou_dn: 0.505241 loss_class_aux_dn: 1.989559 loss_bbox_aux_dn: 1.249081 loss_giou_aux_dn: 2.764078 loss: 16.488415 eta: 2 days, 21:39:19 batch_cost: 0.6129 data_cost: 0.0013 ips: 6.5264 images/s [03/29 20:50:52] ppdet.engine INFO: Epoch: [9] [5400/7329] learning_rate: 0.000100 loss_class: 0.620944 loss_bbox: 0.160887 loss_giou: 0.333248 loss_class_aux: 4.037418 loss_bbox_aux: 1.056489 loss_giou_aux: 2.128583 loss_class_dn: 0.312916 loss_bbox_dn: 0.225733 loss_giou_dn: 0.377196 loss_class_aux_dn: 1.661992 loss_bbox_aux_dn: 1.330261 loss_giou_aux_dn: 2.111022 loss: 14.566340 eta: 2 days, 21:38:23 batch_cost: 0.5481 data_cost: 0.0015 ips: 7.2979 images/s [03/29 20:51:53] ppdet.engine INFO: Epoch: [9] [5500/7329] learning_rate: 0.000100 loss_class: 0.660666 loss_bbox: 0.167906 loss_giou: 0.429954 loss_class_aux: 4.171469 loss_bbox_aux: 1.093095 loss_giou_aux: 2.602968 loss_class_dn: 0.354692 loss_bbox_dn: 0.210777 loss_giou_dn: 0.469710 loss_class_aux_dn: 1.943651 loss_bbox_aux_dn: 1.208545 loss_giou_aux_dn: 2.509391 loss: 16.945562 eta: 2 days, 21:37:28 batch_cost: 0.5497 data_cost: 0.0013 ips: 7.2761 images/s [03/29 20:52:49] ppdet.engine INFO: Epoch: [9] [5600/7329] learning_rate: 0.000100 loss_class: 0.684495 loss_bbox: 0.183526 loss_giou: 0.481856 loss_class_aux: 4.398736 loss_bbox_aux: 1.223915 loss_giou_aux: 2.968730 loss_class_dn: 0.386442 loss_bbox_dn: 0.252244 loss_giou_dn: 0.546957 loss_class_aux_dn: 2.078632 loss_bbox_aux_dn: 1.459954 loss_giou_aux_dn: 2.926301 loss: 18.291107 eta: 2 days, 21:36:05 batch_cost: 0.5050 data_cost: 0.0012 ips: 7.9203 images/s [03/29 20:53:45] ppdet.engine INFO: Epoch: [9] [5700/7329] learning_rate: 0.000100 loss_class: 0.662181 loss_bbox: 0.158894 loss_giou: 0.474904 loss_class_aux: 4.386671 loss_bbox_aux: 1.055180 loss_giou_aux: 3.057497 loss_class_dn: 0.361587 loss_bbox_dn: 0.216601 loss_giou_dn: 0.498238 loss_class_aux_dn: 1.944435 loss_bbox_aux_dn: 1.285018 loss_giou_aux_dn: 2.639021 loss: 16.709522 eta: 2 days, 21:34:41 batch_cost: 0.5033 data_cost: 0.0013 ips: 7.9475 images/s [03/29 20:54:43] ppdet.engine INFO: Epoch: [9] [5800/7329] learning_rate: 0.000100 loss_class: 0.626614 loss_bbox: 0.152677 loss_giou: 0.381775 loss_class_aux: 4.153591 loss_bbox_aux: 1.022637 loss_giou_aux: 2.496985 loss_class_dn: 0.335508 loss_bbox_dn: 0.215507 loss_giou_dn: 0.428973 loss_class_aux_dn: 1.804724 loss_bbox_aux_dn: 1.256748 loss_giou_aux_dn: 2.314799 loss: 15.549160 eta: 2 days, 21:33:36 batch_cost: 0.5341 data_cost: 0.0013 ips: 7.4899 images/s [03/29 20:55:47] ppdet.engine INFO: Epoch: [9] [5900/7329] learning_rate: 0.000100 loss_class: 0.665593 loss_bbox: 0.176976 loss_giou: 0.460089 loss_class_aux: 4.114557 loss_bbox_aux: 1.127895 loss_giou_aux: 2.867267 loss_class_dn: 0.396157 loss_bbox_dn: 0.208861 loss_giou_dn: 0.484973 loss_class_aux_dn: 2.132059 loss_bbox_aux_dn: 1.239445 loss_giou_aux_dn: 2.690719 loss: 17.426239 eta: 2 days, 21:33:03 batch_cost: 0.5835 data_cost: 0.0012 ips: 6.8558 images/s [03/29 20:56:48] ppdet.engine INFO: Epoch: [9] [6000/7329] learning_rate: 0.000100 loss_class: 0.683857 loss_bbox: 0.169340 loss_giou: 0.421677 loss_class_aux: 4.468640 loss_bbox_aux: 1.132229 loss_giou_aux: 2.585721 loss_class_dn: 0.332847 loss_bbox_dn: 0.248316 loss_giou_dn: 0.467429 loss_class_aux_dn: 1.808722 loss_bbox_aux_dn: 1.381676 loss_giou_aux_dn: 2.508288 loss: 16.494202 eta: 2 days, 21:32:04 batch_cost: 0.5430 data_cost: 0.0015 ips: 7.3671 images/s [03/29 20:57:47] ppdet.engine INFO: Epoch: [9] [6100/7329] learning_rate: 0.000100 loss_class: 0.682106 loss_bbox: 0.186972 loss_giou: 0.457202 loss_class_aux: 4.398664 loss_bbox_aux: 1.231110 loss_giou_aux: 2.834600 loss_class_dn: 0.366026 loss_bbox_dn: 0.233809 loss_giou_dn: 0.495643 loss_class_aux_dn: 1.966432 loss_bbox_aux_dn: 1.269630 loss_giou_aux_dn: 2.697419 loss: 17.710505 eta: 2 days, 21:31:02 batch_cost: 0.5374 data_cost: 0.0013 ips: 7.4434 images/s [03/29 20:58:51] ppdet.engine INFO: Epoch: [9] [6200/7329] learning_rate: 0.000100 loss_class: 0.672731 loss_bbox: 0.168869 loss_giou: 0.446406 loss_class_aux: 4.339354 loss_bbox_aux: 1.118291 loss_giou_aux: 2.871044 loss_class_dn: 0.379550 loss_bbox_dn: 0.212389 loss_giou_dn: 0.490757 loss_class_aux_dn: 1.988430 loss_bbox_aux_dn: 1.128621 loss_giou_aux_dn: 2.644839 loss: 17.390892 eta: 2 days, 21:30:34 batch_cost: 0.5919 data_cost: 0.0012 ips: 6.7580 images/s [03/29 20:59:53] ppdet.engine INFO: Epoch: [9] [6300/7329] learning_rate: 0.000100 loss_class: 0.731669 loss_bbox: 0.170033 loss_giou: 0.540078 loss_class_aux: 4.730330 loss_bbox_aux: 1.155248 loss_giou_aux: 3.508346 loss_class_dn: 0.407135 loss_bbox_dn: 0.217397 loss_giou_dn: 0.529426 loss_class_aux_dn: 2.173499 loss_bbox_aux_dn: 1.232448 loss_giou_aux_dn: 2.832977 loss: 18.102224 eta: 2 days, 21:29:46 batch_cost: 0.5609 data_cost: 0.0012 ips: 7.1315 images/s [03/29 21:00:52] ppdet.engine INFO: Epoch: [9] [6400/7329] learning_rate: 0.000100 loss_class: 0.652651 loss_bbox: 0.161312 loss_giou: 0.441349 loss_class_aux: 4.070702 loss_bbox_aux: 1.094069 loss_giou_aux: 2.771928 loss_class_dn: 0.346709 loss_bbox_dn: 0.225632 loss_giou_dn: 0.443443 loss_class_aux_dn: 1.815934 loss_bbox_aux_dn: 1.247461 loss_giou_aux_dn: 2.437178 loss: 15.663731 eta: 2 days, 21:28:39 batch_cost: 0.5304 data_cost: 0.0013 ips: 7.5418 images/s [03/29 21:01:50] ppdet.engine INFO: Epoch: [9] [6500/7329] learning_rate: 0.000100 loss_class: 0.653596 loss_bbox: 0.179438 loss_giou: 0.442140 loss_class_aux: 4.242442 loss_bbox_aux: 1.166117 loss_giou_aux: 2.682119 loss_class_dn: 0.388891 loss_bbox_dn: 0.205425 loss_giou_dn: 0.470306 loss_class_aux_dn: 2.060866 loss_bbox_aux_dn: 1.149023 loss_giou_aux_dn: 2.563338 loss: 17.805038 eta: 2 days, 21:27:31 batch_cost: 0.5288 data_cost: 0.0014 ips: 7.5647 images/s [03/29 21:02:48] ppdet.engine INFO: Epoch: [9] [6600/7329] learning_rate: 0.000100 loss_class: 0.592961 loss_bbox: 0.151619 loss_giou: 0.404628 loss_class_aux: 3.919847 loss_bbox_aux: 1.017850 loss_giou_aux: 2.660465 loss_class_dn: 0.317151 loss_bbox_dn: 0.216468 loss_giou_dn: 0.430256 loss_class_aux_dn: 1.672627 loss_bbox_aux_dn: 1.237200 loss_giou_aux_dn: 2.313188 loss: 15.614136 eta: 2 days, 21:26:15 batch_cost: 0.5148 data_cost: 0.0013 ips: 7.7696 images/s [03/29 21:03:44] ppdet.engine INFO: Epoch: [9] [6700/7329] learning_rate: 0.000100 loss_class: 0.647551 loss_bbox: 0.171743 loss_giou: 0.507785 loss_class_aux: 4.147509 loss_bbox_aux: 1.069146 loss_giou_aux: 3.234383 loss_class_dn: 0.382903 loss_bbox_dn: 0.204954 loss_giou_dn: 0.515812 loss_class_aux_dn: 2.058285 loss_bbox_aux_dn: 1.142832 loss_giou_aux_dn: 2.761617 loss: 17.630215 eta: 2 days, 21:24:56 batch_cost: 0.5112 data_cost: 0.0014 ips: 7.8242 images/s [03/29 21:04:42] ppdet.engine INFO: Epoch: [9] [6800/7329] learning_rate: 0.000100 loss_class: 0.587284 loss_bbox: 0.159560 loss_giou: 0.405356 loss_class_aux: 3.739137 loss_bbox_aux: 1.022665 loss_giou_aux: 2.574171 loss_class_dn: 0.320172 loss_bbox_dn: 0.189501 loss_giou_dn: 0.391265 loss_class_aux_dn: 1.707725 loss_bbox_aux_dn: 1.068448 loss_giou_aux_dn: 2.115401 loss: 14.063480 eta: 2 days, 21:23:47 batch_cost: 0.5267 data_cost: 0.0012 ips: 7.5949 images/s [03/29 21:05:43] ppdet.engine INFO: Epoch: [9] [6900/7329] learning_rate: 0.000100 loss_class: 0.650270 loss_bbox: 0.182647 loss_giou: 0.504852 loss_class_aux: 4.240705 loss_bbox_aux: 1.148552 loss_giou_aux: 3.177778 loss_class_dn: 0.382000 loss_bbox_dn: 0.210376 loss_giou_dn: 0.513388 loss_class_aux_dn: 1.994941 loss_bbox_aux_dn: 1.194306 loss_giou_aux_dn: 2.791490 loss: 17.725658 eta: 2 days, 21:22:52 batch_cost: 0.5491 data_cost: 0.0012 ips: 7.2851 images/s [03/29 21:06:42] ppdet.engine INFO: Epoch: [9] [7000/7329] learning_rate: 0.000100 loss_class: 0.633524 loss_bbox: 0.161961 loss_giou: 0.483251 loss_class_aux: 4.114799 loss_bbox_aux: 1.066851 loss_giou_aux: 3.028695 loss_class_dn: 0.378302 loss_bbox_dn: 0.210537 loss_giou_dn: 0.491929 loss_class_aux_dn: 1.980557 loss_bbox_aux_dn: 1.176694 loss_giou_aux_dn: 2.589760 loss: 17.115463 eta: 2 days, 21:21:46 batch_cost: 0.5315 data_cost: 0.0013 ips: 7.5253 images/s [03/29 21:07:40] ppdet.engine INFO: Epoch: [9] [7100/7329] learning_rate: 0.000100 loss_class: 0.672129 loss_bbox: 0.169357 loss_giou: 0.484899 loss_class_aux: 4.324149 loss_bbox_aux: 1.114552 loss_giou_aux: 3.064764 loss_class_dn: 0.384073 loss_bbox_dn: 0.212714 loss_giou_dn: 0.494013 loss_class_aux_dn: 2.032325 loss_bbox_aux_dn: 1.188849 loss_giou_aux_dn: 2.645267 loss: 16.965029 eta: 2 days, 21:20:35 batch_cost: 0.5232 data_cost: 0.0013 ips: 7.6454 images/s [03/29 21:08:35] ppdet.engine INFO: Epoch: [9] [7200/7329] learning_rate: 0.000100 loss_class: 0.644251 loss_bbox: 0.162440 loss_giou: 0.419745 loss_class_aux: 4.081466 loss_bbox_aux: 1.011247 loss_giou_aux: 2.640323 loss_class_dn: 0.345351 loss_bbox_dn: 0.204749 loss_giou_dn: 0.455373 loss_class_aux_dn: 1.851854 loss_bbox_aux_dn: 1.212006 loss_giou_aux_dn: 2.417837 loss: 16.694120 eta: 2 days, 21:19:11 batch_cost: 0.5028 data_cost: 0.0012 ips: 7.9553 images/s [03/29 21:09:36] ppdet.engine INFO: Epoch: [9] [7300/7329] learning_rate: 0.000100 loss_class: 0.673993 loss_bbox: 0.173194 loss_giou: 0.495240 loss_class_aux: 4.209360 loss_bbox_aux: 1.177076 loss_giou_aux: 3.165813 loss_class_dn: 0.398300 loss_bbox_dn: 0.226405 loss_giou_dn: 0.532423 loss_class_aux_dn: 2.110605 loss_bbox_aux_dn: 1.297575 loss_giou_aux_dn: 2.888999 loss: 17.269402 eta: 2 days, 21:18:17 batch_cost: 0.5506 data_cost: 0.0012 ips: 7.2647 images/s [03/29 21:09:58] ppdet.engine INFO: Eval iter: 0 [03/29 21:10:25] ppdet.engine INFO: Eval iter: 100 [03/29 21:10:53] ppdet.engine INFO: Eval iter: 200 [03/29 21:11:21] ppdet.engine INFO: Eval iter: 300 [03/29 21:11:48] ppdet.engine INFO: Eval iter: 400 [03/29 21:12:16] ppdet.engine INFO: Eval iter: 500 [03/29 21:12:44] ppdet.engine INFO: Eval iter: 600 [03/29 21:13:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [03/29 21:13:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.26s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.28s). Accumulating evaluation results... DONE (t=27.69s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.480 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.370 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 ] = 0.686 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.482 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 ] = 0.877 [03/29 21:16:02] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.491950234575075 [03/29 21:16:02] ppdet.engine INFO: Best test bbox ap is 0.480. [03/29 21:16:06] ppdet.engine INFO: Epoch: [10] [ 0/7329] learning_rate: 0.000100 loss_class: 0.660117 loss_bbox: 0.169844 loss_giou: 0.440166 loss_class_aux: 4.188822 loss_bbox_aux: 1.117597 loss_giou_aux: 2.832087 loss_class_dn: 0.346110 loss_bbox_dn: 0.225107 loss_giou_dn: 0.471936 loss_class_aux_dn: 1.897044 loss_bbox_aux_dn: 1.296692 loss_giou_aux_dn: 2.579602 loss: 16.574257 eta: 2 days, 21:17:59 batch_cost: 0.5559 data_cost: 0.0013 ips: 7.1958 images/s [03/29 21:17:12] ppdet.engine INFO: Epoch: [10] [ 100/7329] learning_rate: 0.000100 loss_class: 0.636571 loss_bbox: 0.174753 loss_giou: 0.383277 loss_class_aux: 4.234245 loss_bbox_aux: 1.168820 loss_giou_aux: 2.413573 loss_class_dn: 0.337838 loss_bbox_dn: 0.241138 loss_giou_dn: 0.419650 loss_class_aux_dn: 1.841422 loss_bbox_aux_dn: 1.359091 loss_giou_aux_dn: 2.312244 loss: 15.723600 eta: 2 days, 21:17:33 batch_cost: 0.5961 data_cost: 0.0022 ips: 6.7103 images/s [03/29 21:18:17] ppdet.engine INFO: Epoch: [10] [ 200/7329] learning_rate: 0.000100 loss_class: 0.616871 loss_bbox: 0.163789 loss_giou: 0.425260 loss_class_aux: 3.988315 loss_bbox_aux: 1.043468 loss_giou_aux: 2.749968 loss_class_dn: 0.375038 loss_bbox_dn: 0.216852 loss_giou_dn: 0.431761 loss_class_aux_dn: 1.990986 loss_bbox_aux_dn: 1.255012 loss_giou_aux_dn: 2.327461 loss: 15.500469 eta: 2 days, 21:17:07 batch_cost: 0.5963 data_cost: 0.0012 ips: 6.7078 images/s [03/29 21:19:19] ppdet.engine INFO: Epoch: [10] [ 300/7329] learning_rate: 0.000100 loss_class: 0.615286 loss_bbox: 0.158312 loss_giou: 0.402223 loss_class_aux: 4.018940 loss_bbox_aux: 1.065368 loss_giou_aux: 2.571567 loss_class_dn: 0.355162 loss_bbox_dn: 0.197925 loss_giou_dn: 0.435308 loss_class_aux_dn: 1.911028 loss_bbox_aux_dn: 1.158320 loss_giou_aux_dn: 2.308582 loss: 16.015034 eta: 2 days, 21:16:21 batch_cost: 0.5631 data_cost: 0.0012 ips: 7.1035 images/s [03/29 21:20:19] ppdet.engine INFO: Epoch: [10] [ 400/7329] learning_rate: 0.000100 loss_class: 0.642416 loss_bbox: 0.155589 loss_giou: 0.431461 loss_class_aux: 4.109763 loss_bbox_aux: 1.000771 loss_giou_aux: 2.886364 loss_class_dn: 0.350467 loss_bbox_dn: 0.199846 loss_giou_dn: 0.452333 loss_class_aux_dn: 1.828272 loss_bbox_aux_dn: 1.160711 loss_giou_aux_dn: 2.397377 loss: 15.783005 eta: 2 days, 21:15:24 batch_cost: 0.5455 data_cost: 0.0013 ips: 7.3325 images/s [03/29 21:21:21] ppdet.engine INFO: Epoch: [10] [ 500/7329] learning_rate: 0.000100 loss_class: 0.613504 loss_bbox: 0.156683 loss_giou: 0.401992 loss_class_aux: 4.028734 loss_bbox_aux: 1.000440 loss_giou_aux: 2.485008 loss_class_dn: 0.349512 loss_bbox_dn: 0.187782 loss_giou_dn: 0.444857 loss_class_aux_dn: 1.829329 loss_bbox_aux_dn: 1.073272 loss_giou_aux_dn: 2.433344 loss: 15.810205 eta: 2 days, 21:14:34 batch_cost: 0.5572 data_cost: 0.0016 ips: 7.1787 images/s [03/29 21:22:19] ppdet.engine INFO: Epoch: [10] [ 600/7329] learning_rate: 0.000100 loss_class: 0.596108 loss_bbox: 0.149627 loss_giou: 0.422673 loss_class_aux: 3.902339 loss_bbox_aux: 1.025388 loss_giou_aux: 2.711832 loss_class_dn: 0.339504 loss_bbox_dn: 0.185209 loss_giou_dn: 0.428302 loss_class_aux_dn: 1.835404 loss_bbox_aux_dn: 1.067721 loss_giou_aux_dn: 2.322576 loss: 15.499271 eta: 2 days, 21:13:25 batch_cost: 0.5270 data_cost: 0.0012 ips: 7.5905 images/s [03/29 21:23:20] ppdet.engine INFO: Epoch: [10] [ 700/7329] learning_rate: 0.000100 loss_class: 0.684318 loss_bbox: 0.175135 loss_giou: 0.471790 loss_class_aux: 4.285704 loss_bbox_aux: 1.126502 loss_giou_aux: 3.043226 loss_class_dn: 0.393420 loss_bbox_dn: 0.210329 loss_giou_dn: 0.535420 loss_class_aux_dn: 2.103867 loss_bbox_aux_dn: 1.188762 loss_giou_aux_dn: 2.867100 loss: 17.899637 eta: 2 days, 21:12:33 batch_cost: 0.5535 data_cost: 0.0011 ips: 7.2262 images/s [03/29 21:24:17] ppdet.engine INFO: Epoch: [10] [ 800/7329] learning_rate: 0.000100 loss_class: 0.622534 loss_bbox: 0.162854 loss_giou: 0.392964 loss_class_aux: 4.075741 loss_bbox_aux: 1.079927 loss_giou_aux: 2.514932 loss_class_dn: 0.330469 loss_bbox_dn: 0.243140 loss_giou_dn: 0.428482 loss_class_aux_dn: 1.770620 loss_bbox_aux_dn: 1.319521 loss_giou_aux_dn: 2.360608 loss: 16.266827 eta: 2 days, 21:11:15 batch_cost: 0.5108 data_cost: 0.0012 ips: 7.8305 images/s [03/29 21:25:13] ppdet.engine INFO: Epoch: [10] [ 900/7329] learning_rate: 0.000100 loss_class: 0.663015 loss_bbox: 0.164227 loss_giou: 0.413563 loss_class_aux: 4.350149 loss_bbox_aux: 1.109372 loss_giou_aux: 2.640136 loss_class_dn: 0.354962 loss_bbox_dn: 0.210874 loss_giou_dn: 0.430329 loss_class_aux_dn: 1.947459 loss_bbox_aux_dn: 1.231570 loss_giou_aux_dn: 2.380165 loss: 16.501049 eta: 2 days, 21:09:59 batch_cost: 0.5145 data_cost: 0.0011 ips: 7.7747 images/s [03/29 21:26:13] ppdet.engine INFO: Epoch: [10] [1000/7329] learning_rate: 0.000100 loss_class: 0.699321 loss_bbox: 0.168132 loss_giou: 0.456062 loss_class_aux: 4.696413 loss_bbox_aux: 1.116867 loss_giou_aux: 2.918139 loss_class_dn: 0.409376 loss_bbox_dn: 0.226011 loss_giou_dn: 0.497281 loss_class_aux_dn: 2.175601 loss_bbox_aux_dn: 1.302836 loss_giou_aux_dn: 2.758819 loss: 18.770002 eta: 2 days, 21:08:57 batch_cost: 0.5376 data_cost: 0.0015 ips: 7.4411 images/s [03/29 21:27:11] ppdet.engine INFO: Epoch: [10] [1100/7329] learning_rate: 0.000100 loss_class: 0.581881 loss_bbox: 0.148315 loss_giou: 0.417538 loss_class_aux: 3.797267 loss_bbox_aux: 1.033486 loss_giou_aux: 2.680866 loss_class_dn: 0.344203 loss_bbox_dn: 0.194542 loss_giou_dn: 0.440155 loss_class_aux_dn: 1.829455 loss_bbox_aux_dn: 1.129806 loss_giou_aux_dn: 2.411397 loss: 15.396700 eta: 2 days, 21:07:51 batch_cost: 0.5318 data_cost: 0.0012 ips: 7.5221 images/s [03/29 21:28:11] ppdet.engine INFO: Epoch: [10] [1200/7329] learning_rate: 0.000100 loss_class: 0.587128 loss_bbox: 0.141455 loss_giou: 0.419410 loss_class_aux: 3.844751 loss_bbox_aux: 0.900713 loss_giou_aux: 2.637964 loss_class_dn: 0.331797 loss_bbox_dn: 0.174910 loss_giou_dn: 0.482532 loss_class_aux_dn: 1.779625 loss_bbox_aux_dn: 0.997554 loss_giou_aux_dn: 2.582721 loss: 15.975926 eta: 2 days, 21:06:52 batch_cost: 0.5414 data_cost: 0.0013 ips: 7.3877 images/s [03/29 21:29:30] ppdet.engine INFO: Epoch: [10] [1300/7329] learning_rate: 0.000100 loss_class: 0.635835 loss_bbox: 0.152402 loss_giou: 0.395278 loss_class_aux: 4.107207 loss_bbox_aux: 0.997909 loss_giou_aux: 2.603261 loss_class_dn: 0.343765 loss_bbox_dn: 0.212232 loss_giou_dn: 0.440898 loss_class_aux_dn: 1.870933 loss_bbox_aux_dn: 1.213250 loss_giou_aux_dn: 2.398849 loss: 15.228569 eta: 2 days, 21:07:54 batch_cost: 0.7422 data_cost: 0.0012 ips: 5.3894 images/s [03/29 21:30:45] ppdet.engine INFO: Epoch: [10] [1400/7329] learning_rate: 0.000100 loss_class: 0.707092 loss_bbox: 0.178756 loss_giou: 0.467724 loss_class_aux: 4.630116 loss_bbox_aux: 1.168240 loss_giou_aux: 3.041914 loss_class_dn: 0.378742 loss_bbox_dn: 0.226680 loss_giou_dn: 0.513175 loss_class_aux_dn: 1.997994 loss_bbox_aux_dn: 1.297219 loss_giou_aux_dn: 2.921481 loss: 17.587420 eta: 2 days, 21:08:19 batch_cost: 0.6805 data_cost: 0.0012 ips: 5.8778 images/s [03/29 21:31:46] ppdet.engine INFO: Epoch: [10] [1500/7329] learning_rate: 0.000100 loss_class: 0.622598 loss_bbox: 0.165096 loss_giou: 0.390333 loss_class_aux: 3.906007 loss_bbox_aux: 1.061709 loss_giou_aux: 2.439201 loss_class_dn: 0.320590 loss_bbox_dn: 0.216433 loss_giou_dn: 0.407491 loss_class_aux_dn: 1.719693 loss_bbox_aux_dn: 1.261454 loss_giou_aux_dn: 2.181404 loss: 15.172220 eta: 2 days, 21:07:24 batch_cost: 0.5505 data_cost: 0.0014 ips: 7.2667 images/s [03/29 21:32:49] ppdet.engine INFO: Epoch: [10] [1600/7329] learning_rate: 0.000100 loss_class: 0.677142 loss_bbox: 0.168331 loss_giou: 0.402970 loss_class_aux: 4.433635 loss_bbox_aux: 1.071863 loss_giou_aux: 2.513346 loss_class_dn: 0.387651 loss_bbox_dn: 0.208457 loss_giou_dn: 0.461567 loss_class_aux_dn: 2.023625 loss_bbox_aux_dn: 1.208862 loss_giou_aux_dn: 2.521837 loss: 17.106831 eta: 2 days, 21:06:44 batch_cost: 0.5730 data_cost: 0.0014 ips: 6.9810 images/s [03/29 21:33:48] ppdet.engine INFO: Epoch: [10] [1700/7329] learning_rate: 0.000100 loss_class: 0.673920 loss_bbox: 0.161510 loss_giou: 0.368226 loss_class_aux: 4.236935 loss_bbox_aux: 1.084502 loss_giou_aux: 2.436213 loss_class_dn: 0.368840 loss_bbox_dn: 0.203897 loss_giou_dn: 0.397505 loss_class_aux_dn: 1.957176 loss_bbox_aux_dn: 1.197463 loss_giou_aux_dn: 2.287951 loss: 16.636614 eta: 2 days, 21:05:39 batch_cost: 0.5330 data_cost: 0.0013 ips: 7.5050 images/s [03/29 21:34:49] ppdet.engine INFO: Epoch: [10] [1800/7329] learning_rate: 0.000100 loss_class: 0.697607 loss_bbox: 0.180906 loss_giou: 0.475829 loss_class_aux: 4.405028 loss_bbox_aux: 1.164490 loss_giou_aux: 2.972772 loss_class_dn: 0.404582 loss_bbox_dn: 0.207502 loss_giou_dn: 0.476698 loss_class_aux_dn: 2.146070 loss_bbox_aux_dn: 1.157334 loss_giou_aux_dn: 2.614495 loss: 17.516479 eta: 2 days, 21:04:49 batch_cost: 0.5575 data_cost: 0.0012 ips: 7.1743 images/s [03/29 21:35:47] ppdet.engine INFO: Epoch: [10] [1900/7329] learning_rate: 0.000100 loss_class: 0.651626 loss_bbox: 0.170805 loss_giou: 0.461585 loss_class_aux: 4.071112 loss_bbox_aux: 1.080481 loss_giou_aux: 2.947348 loss_class_dn: 0.373100 loss_bbox_dn: 0.206453 loss_giou_dn: 0.522998 loss_class_aux_dn: 1.980443 loss_bbox_aux_dn: 1.209025 loss_giou_aux_dn: 2.801922 loss: 16.738367 eta: 2 days, 21:03:39 batch_cost: 0.5246 data_cost: 0.0013 ips: 7.6246 images/s [03/29 21:36:43] ppdet.engine INFO: Epoch: [10] [2000/7329] learning_rate: 0.000100 loss_class: 0.571627 loss_bbox: 0.134021 loss_giou: 0.370207 loss_class_aux: 3.800713 loss_bbox_aux: 0.861031 loss_giou_aux: 2.364671 loss_class_dn: 0.305511 loss_bbox_dn: 0.157191 loss_giou_dn: 0.369367 loss_class_aux_dn: 1.650170 loss_bbox_aux_dn: 0.914218 loss_giou_aux_dn: 2.019567 loss: 14.044020 eta: 2 days, 21:02:16 batch_cost: 0.5022 data_cost: 0.0013 ips: 7.9644 images/s [03/29 21:37:47] ppdet.engine INFO: Epoch: [10] [2100/7329] learning_rate: 0.000100 loss_class: 0.651900 loss_bbox: 0.156162 loss_giou: 0.354690 loss_class_aux: 4.208024 loss_bbox_aux: 1.000443 loss_giou_aux: 2.418127 loss_class_dn: 0.328139 loss_bbox_dn: 0.210869 loss_giou_dn: 0.429726 loss_class_aux_dn: 1.739300 loss_bbox_aux_dn: 1.196332 loss_giou_aux_dn: 2.359799 loss: 15.097592 eta: 2 days, 21:01:32 batch_cost: 0.5680 data_cost: 0.0017 ips: 7.0422 images/s [03/29 21:38:43] ppdet.engine INFO: Epoch: [10] [2200/7329] learning_rate: 0.000100 loss_class: 0.657552 loss_bbox: 0.171461 loss_giou: 0.392553 loss_class_aux: 4.472666 loss_bbox_aux: 1.178496 loss_giou_aux: 2.635480 loss_class_dn: 0.359016 loss_bbox_dn: 0.236423 loss_giou_dn: 0.456777 loss_class_aux_dn: 1.907175 loss_bbox_aux_dn: 1.374869 loss_giou_aux_dn: 2.528863 loss: 16.861490 eta: 2 days, 21:00:13 batch_cost: 0.5097 data_cost: 0.0012 ips: 7.8472 images/s [03/29 21:39:50] ppdet.engine INFO: Epoch: [10] [2300/7329] learning_rate: 0.000100 loss_class: 0.632213 loss_bbox: 0.174046 loss_giou: 0.425471 loss_class_aux: 4.287605 loss_bbox_aux: 1.127807 loss_giou_aux: 2.688935 loss_class_dn: 0.349882 loss_bbox_dn: 0.196991 loss_giou_dn: 0.452780 loss_class_aux_dn: 1.870319 loss_bbox_aux_dn: 1.138514 loss_giou_aux_dn: 2.449788 loss: 15.785473 eta: 2 days, 20:59:49 batch_cost: 0.6008 data_cost: 0.0014 ips: 6.6579 images/s [03/29 21:40:56] ppdet.engine INFO: Epoch: [10] [2400/7329] learning_rate: 0.000100 loss_class: 0.640444 loss_bbox: 0.159967 loss_giou: 0.375189 loss_class_aux: 4.072986 loss_bbox_aux: 1.077452 loss_giou_aux: 2.379687 loss_class_dn: 0.332563 loss_bbox_dn: 0.218419 loss_giou_dn: 0.425941 loss_class_aux_dn: 1.821645 loss_bbox_aux_dn: 1.256483 loss_giou_aux_dn: 2.324285 loss: 16.256462 eta: 2 days, 20:59:15 batch_cost: 0.5853 data_cost: 0.0015 ips: 6.8339 images/s [03/29 21:41:55] ppdet.engine INFO: Epoch: [10] [2500/7329] learning_rate: 0.000100 loss_class: 0.636714 loss_bbox: 0.167250 loss_giou: 0.400619 loss_class_aux: 4.130075 loss_bbox_aux: 1.093130 loss_giou_aux: 2.541782 loss_class_dn: 0.367358 loss_bbox_dn: 0.202953 loss_giou_dn: 0.419095 loss_class_aux_dn: 2.021402 loss_bbox_aux_dn: 1.183727 loss_giou_aux_dn: 2.364691 loss: 16.609367 eta: 2 days, 20:58:07 batch_cost: 0.5277 data_cost: 0.0013 ips: 7.5795 images/s [03/29 21:42:56] ppdet.engine INFO: Epoch: [10] [2600/7329] learning_rate: 0.000100 loss_class: 0.642532 loss_bbox: 0.171710 loss_giou: 0.418071 loss_class_aux: 4.255299 loss_bbox_aux: 1.094883 loss_giou_aux: 2.625588 loss_class_dn: 0.354051 loss_bbox_dn: 0.189773 loss_giou_dn: 0.457499 loss_class_aux_dn: 1.930472 loss_bbox_aux_dn: 1.113032 loss_giou_aux_dn: 2.553547 loss: 17.108305 eta: 2 days, 20:57:16 batch_cost: 0.5554 data_cost: 0.0014 ips: 7.2025 images/s [03/29 21:43:55] ppdet.engine INFO: Epoch: [10] [2700/7329] learning_rate: 0.000100 loss_class: 0.626671 loss_bbox: 0.173154 loss_giou: 0.472308 loss_class_aux: 4.077210 loss_bbox_aux: 1.103633 loss_giou_aux: 2.999515 loss_class_dn: 0.365004 loss_bbox_dn: 0.216709 loss_giou_dn: 0.451804 loss_class_aux_dn: 1.977367 loss_bbox_aux_dn: 1.224447 loss_giou_aux_dn: 2.485011 loss: 15.703331 eta: 2 days, 20:56:11 batch_cost: 0.5328 data_cost: 0.0014 ips: 7.5077 images/s [03/29 21:44:53] ppdet.engine INFO: Epoch: [10] [2800/7329] learning_rate: 0.000100 loss_class: 0.664775 loss_bbox: 0.173515 loss_giou: 0.407096 loss_class_aux: 4.255770 loss_bbox_aux: 1.136846 loss_giou_aux: 2.651795 loss_class_dn: 0.361624 loss_bbox_dn: 0.221743 loss_giou_dn: 0.458814 loss_class_aux_dn: 1.921411 loss_bbox_aux_dn: 1.315058 loss_giou_aux_dn: 2.592288 loss: 17.241302 eta: 2 days, 20:54:58 batch_cost: 0.5189 data_cost: 0.0015 ips: 7.7084 images/s [03/29 21:45:50] ppdet.engine INFO: Epoch: [10] [2900/7329] learning_rate: 0.000100 loss_class: 0.637707 loss_bbox: 0.148286 loss_giou: 0.457163 loss_class_aux: 4.373809 loss_bbox_aux: 0.983781 loss_giou_aux: 2.848217 loss_class_dn: 0.347403 loss_bbox_dn: 0.195802 loss_giou_dn: 0.473667 loss_class_aux_dn: 1.865293 loss_bbox_aux_dn: 1.106578 loss_giou_aux_dn: 2.586989 loss: 16.592672 eta: 2 days, 20:53:40 batch_cost: 0.5102 data_cost: 0.0013 ips: 7.8406 images/s [03/29 21:46:46] ppdet.engine INFO: Epoch: [10] [3000/7329] learning_rate: 0.000100 loss_class: 0.629771 loss_bbox: 0.151764 loss_giou: 0.418613 loss_class_aux: 4.090416 loss_bbox_aux: 0.967519 loss_giou_aux: 2.717557 loss_class_dn: 0.361094 loss_bbox_dn: 0.212841 loss_giou_dn: 0.448374 loss_class_aux_dn: 1.918159 loss_bbox_aux_dn: 1.193260 loss_giou_aux_dn: 2.474975 loss: 16.696745 eta: 2 days, 20:52:19 batch_cost: 0.5051 data_cost: 0.0013 ips: 7.9187 images/s [03/29 21:47:48] ppdet.engine INFO: Epoch: [10] [3100/7329] learning_rate: 0.000100 loss_class: 0.577393 loss_bbox: 0.154385 loss_giou: 0.383878 loss_class_aux: 3.695859 loss_bbox_aux: 1.040083 loss_giou_aux: 2.449445 loss_class_dn: 0.298783 loss_bbox_dn: 0.198804 loss_giou_dn: 0.396353 loss_class_aux_dn: 1.644223 loss_bbox_aux_dn: 1.138854 loss_giou_aux_dn: 2.155013 loss: 14.275154 eta: 2 days, 20:51:29 batch_cost: 0.5569 data_cost: 0.0017 ips: 7.1825 images/s [03/29 21:48:57] ppdet.engine INFO: Epoch: [10] [3200/7329] learning_rate: 0.000100 loss_class: 0.633711 loss_bbox: 0.166956 loss_giou: 0.407680 loss_class_aux: 4.076194 loss_bbox_aux: 1.123340 loss_giou_aux: 2.589842 loss_class_dn: 0.356769 loss_bbox_dn: 0.220698 loss_giou_dn: 0.467317 loss_class_aux_dn: 1.925421 loss_bbox_aux_dn: 1.265224 loss_giou_aux_dn: 2.509579 loss: 16.998783 eta: 2 days, 20:51:11 batch_cost: 0.6120 data_cost: 0.0020 ips: 6.5363 images/s [03/29 21:49:58] ppdet.engine INFO: Epoch: [10] [3300/7329] learning_rate: 0.000100 loss_class: 0.602726 loss_bbox: 0.162163 loss_giou: 0.353236 loss_class_aux: 3.862308 loss_bbox_aux: 1.047019 loss_giou_aux: 2.223638 loss_class_dn: 0.311339 loss_bbox_dn: 0.206072 loss_giou_dn: 0.392534 loss_class_aux_dn: 1.683851 loss_bbox_aux_dn: 1.172491 loss_giou_aux_dn: 2.138501 loss: 14.825954 eta: 2 days, 20:50:17 batch_cost: 0.5510 data_cost: 0.0012 ips: 7.2595 images/s [03/29 21:50:54] ppdet.engine INFO: Epoch: [10] [3400/7329] learning_rate: 0.000100 loss_class: 0.624870 loss_bbox: 0.173341 loss_giou: 0.382312 loss_class_aux: 4.072253 loss_bbox_aux: 1.098393 loss_giou_aux: 2.273886 loss_class_dn: 0.341069 loss_bbox_dn: 0.207223 loss_giou_dn: 0.367644 loss_class_aux_dn: 1.805911 loss_bbox_aux_dn: 1.165257 loss_giou_aux_dn: 2.076363 loss: 15.758537 eta: 2 days, 20:48:55 batch_cost: 0.5033 data_cost: 0.0012 ips: 7.9473 images/s [03/29 21:51:50] ppdet.engine INFO: Epoch: [10] [3500/7329] learning_rate: 0.000100 loss_class: 0.596747 loss_bbox: 0.147769 loss_giou: 0.452047 loss_class_aux: 3.906237 loss_bbox_aux: 0.985539 loss_giou_aux: 2.834811 loss_class_dn: 0.326856 loss_bbox_dn: 0.187870 loss_giou_dn: 0.460722 loss_class_aux_dn: 1.747366 loss_bbox_aux_dn: 1.081092 loss_giou_aux_dn: 2.488044 loss: 14.944210 eta: 2 days, 20:47:34 batch_cost: 0.5051 data_cost: 0.0013 ips: 7.9190 images/s [03/29 21:52:55] ppdet.engine INFO: Epoch: [10] [3600/7329] learning_rate: 0.000100 loss_class: 0.644852 loss_bbox: 0.178786 loss_giou: 0.479302 loss_class_aux: 4.103477 loss_bbox_aux: 1.147627 loss_giou_aux: 3.174895 loss_class_dn: 0.367934 loss_bbox_dn: 0.225054 loss_giou_dn: 0.490546 loss_class_aux_dn: 1.945925 loss_bbox_aux_dn: 1.242198 loss_giou_aux_dn: 2.586597 loss: 17.036472 eta: 2 days, 20:47:01 batch_cost: 0.5870 data_cost: 0.0017 ips: 6.8142 images/s [03/29 21:53:55] ppdet.engine INFO: Epoch: [10] [3700/7329] learning_rate: 0.000100 loss_class: 0.565169 loss_bbox: 0.150035 loss_giou: 0.403361 loss_class_aux: 3.785821 loss_bbox_aux: 0.959228 loss_giou_aux: 2.483624 loss_class_dn: 0.320404 loss_bbox_dn: 0.213095 loss_giou_dn: 0.403918 loss_class_aux_dn: 1.717473 loss_bbox_aux_dn: 1.239110 loss_giou_aux_dn: 2.191915 loss: 14.747625 eta: 2 days, 20:46:01 batch_cost: 0.5399 data_cost: 0.0014 ips: 7.4083 images/s [03/29 21:54:55] ppdet.engine INFO: Epoch: [10] [3800/7329] learning_rate: 0.000100 loss_class: 0.656501 loss_bbox: 0.181230 loss_giou: 0.430851 loss_class_aux: 4.165167 loss_bbox_aux: 1.179146 loss_giou_aux: 2.854568 loss_class_dn: 0.368058 loss_bbox_dn: 0.220601 loss_giou_dn: 0.443980 loss_class_aux_dn: 1.982917 loss_bbox_aux_dn: 1.303258 loss_giou_aux_dn: 2.449549 loss: 17.203979 eta: 2 days, 20:45:03 batch_cost: 0.5448 data_cost: 0.0013 ips: 7.3416 images/s [03/29 21:55:52] ppdet.engine INFO: Epoch: [10] [3900/7329] learning_rate: 0.000100 loss_class: 0.610388 loss_bbox: 0.161057 loss_giou: 0.420127 loss_class_aux: 3.837447 loss_bbox_aux: 1.077142 loss_giou_aux: 2.699559 loss_class_dn: 0.343661 loss_bbox_dn: 0.209472 loss_giou_dn: 0.440326 loss_class_aux_dn: 1.818884 loss_bbox_aux_dn: 1.159676 loss_giou_aux_dn: 2.368544 loss: 15.606663 eta: 2 days, 20:43:49 batch_cost: 0.5174 data_cost: 0.0013 ips: 7.7309 images/s [03/29 21:56:53] ppdet.engine INFO: Epoch: [10] [4000/7329] learning_rate: 0.000100 loss_class: 0.634625 loss_bbox: 0.184485 loss_giou: 0.461981 loss_class_aux: 4.163918 loss_bbox_aux: 1.174351 loss_giou_aux: 2.931539 loss_class_dn: 0.393240 loss_bbox_dn: 0.232507 loss_giou_dn: 0.484349 loss_class_aux_dn: 2.101323 loss_bbox_aux_dn: 1.342213 loss_giou_aux_dn: 2.626925 loss: 16.811485 eta: 2 days, 20:42:55 batch_cost: 0.5503 data_cost: 0.0013 ips: 7.2693 images/s [03/29 21:57:58] ppdet.engine INFO: Epoch: [10] [4100/7329] learning_rate: 0.000100 loss_class: 0.671287 loss_bbox: 0.163029 loss_giou: 0.404985 loss_class_aux: 4.278064 loss_bbox_aux: 1.082585 loss_giou_aux: 2.726531 loss_class_dn: 0.391938 loss_bbox_dn: 0.212883 loss_giou_dn: 0.468100 loss_class_aux_dn: 2.074565 loss_bbox_aux_dn: 1.229948 loss_giou_aux_dn: 2.558087 loss: 17.179140 eta: 2 days, 20:42:21 batch_cost: 0.5855 data_cost: 0.0013 ips: 6.8315 images/s [03/29 21:58:56] ppdet.engine INFO: Epoch: [10] [4200/7329] learning_rate: 0.000100 loss_class: 0.649634 loss_bbox: 0.162573 loss_giou: 0.390422 loss_class_aux: 4.357244 loss_bbox_aux: 1.079430 loss_giou_aux: 2.544100 loss_class_dn: 0.359471 loss_bbox_dn: 0.202197 loss_giou_dn: 0.440460 loss_class_aux_dn: 1.900776 loss_bbox_aux_dn: 1.160775 loss_giou_aux_dn: 2.367849 loss: 16.570896 eta: 2 days, 20:41:16 batch_cost: 0.5312 data_cost: 0.0013 ips: 7.5295 images/s [03/29 22:00:00] ppdet.engine INFO: Epoch: [10] [4300/7329] learning_rate: 0.000100 loss_class: 0.605180 loss_bbox: 0.161312 loss_giou: 0.480492 loss_class_aux: 4.002987 loss_bbox_aux: 1.071369 loss_giou_aux: 3.076657 loss_class_dn: 0.374902 loss_bbox_dn: 0.202592 loss_giou_dn: 0.507679 loss_class_aux_dn: 1.958067 loss_bbox_aux_dn: 1.163495 loss_giou_aux_dn: 2.795565 loss: 17.814270 eta: 2 days, 20:40:37 batch_cost: 0.5766 data_cost: 0.0014 ips: 6.9373 images/s [03/29 22:00:57] ppdet.engine INFO: Epoch: [10] [4400/7329] learning_rate: 0.000100 loss_class: 0.696615 loss_bbox: 0.198229 loss_giou: 0.485261 loss_class_aux: 4.536835 loss_bbox_aux: 1.234609 loss_giou_aux: 3.109273 loss_class_dn: 0.402074 loss_bbox_dn: 0.254762 loss_giou_dn: 0.524137 loss_class_aux_dn: 2.157171 loss_bbox_aux_dn: 1.446812 loss_giou_aux_dn: 2.835563 loss: 18.466640 eta: 2 days, 20:39:22 batch_cost: 0.5145 data_cost: 0.0012 ips: 7.7744 images/s [03/29 22:01:56] ppdet.engine INFO: Epoch: [10] [4500/7329] learning_rate: 0.000100 loss_class: 0.689086 loss_bbox: 0.178119 loss_giou: 0.466035 loss_class_aux: 4.491910 loss_bbox_aux: 1.113071 loss_giou_aux: 2.958348 loss_class_dn: 0.388047 loss_bbox_dn: 0.216988 loss_giou_dn: 0.497713 loss_class_aux_dn: 2.028747 loss_bbox_aux_dn: 1.212978 loss_giou_aux_dn: 2.785581 loss: 18.198730 eta: 2 days, 20:38:20 batch_cost: 0.5380 data_cost: 0.0013 ips: 7.4350 images/s [03/29 22:02:56] ppdet.engine INFO: Epoch: [10] [4600/7329] learning_rate: 0.000100 loss_class: 0.685804 loss_bbox: 0.164377 loss_giou: 0.477963 loss_class_aux: 4.410743 loss_bbox_aux: 1.144572 loss_giou_aux: 3.025394 loss_class_dn: 0.385950 loss_bbox_dn: 0.237226 loss_giou_dn: 0.491365 loss_class_aux_dn: 2.058067 loss_bbox_aux_dn: 1.393673 loss_giou_aux_dn: 2.671141 loss: 17.687630 eta: 2 days, 20:37:19 batch_cost: 0.5375 data_cost: 0.0014 ips: 7.4418 images/s [03/29 22:03:52] ppdet.engine INFO: Epoch: [10] [4700/7329] learning_rate: 0.000100 loss_class: 0.626487 loss_bbox: 0.148584 loss_giou: 0.460358 loss_class_aux: 4.120159 loss_bbox_aux: 1.001250 loss_giou_aux: 2.957548 loss_class_dn: 0.368593 loss_bbox_dn: 0.179422 loss_giou_dn: 0.462246 loss_class_aux_dn: 1.962825 loss_bbox_aux_dn: 1.038488 loss_giou_aux_dn: 2.519143 loss: 16.397488 eta: 2 days, 20:36:01 batch_cost: 0.5091 data_cost: 0.0013 ips: 7.8574 images/s [03/29 22:04:53] ppdet.engine INFO: Epoch: [10] [4800/7329] learning_rate: 0.000100 loss_class: 0.663478 loss_bbox: 0.148880 loss_giou: 0.432804 loss_class_aux: 4.228279 loss_bbox_aux: 0.998013 loss_giou_aux: 2.665549 loss_class_dn: 0.393625 loss_bbox_dn: 0.186972 loss_giou_dn: 0.499917 loss_class_aux_dn: 2.081326 loss_bbox_aux_dn: 1.104222 loss_giou_aux_dn: 2.725929 loss: 17.477886 eta: 2 days, 20:35:05 batch_cost: 0.5475 data_cost: 0.0012 ips: 7.3060 images/s [03/29 22:05:49] ppdet.engine INFO: Epoch: [10] [4900/7329] learning_rate: 0.000100 loss_class: 0.570933 loss_bbox: 0.152406 loss_giou: 0.397280 loss_class_aux: 3.909276 loss_bbox_aux: 1.075712 loss_giou_aux: 2.530719 loss_class_dn: 0.338669 loss_bbox_dn: 0.195466 loss_giou_dn: 0.429804 loss_class_aux_dn: 1.806351 loss_bbox_aux_dn: 1.156614 loss_giou_aux_dn: 2.349837 loss: 15.323267 eta: 2 days, 20:33:44 batch_cost: 0.5046 data_cost: 0.0012 ips: 7.9275 images/s [03/29 22:06:46] ppdet.engine INFO: Epoch: [10] [5000/7329] learning_rate: 0.000100 loss_class: 0.605255 loss_bbox: 0.178043 loss_giou: 0.454403 loss_class_aux: 3.872999 loss_bbox_aux: 1.141479 loss_giou_aux: 2.889927 loss_class_dn: 0.337544 loss_bbox_dn: 0.215303 loss_giou_dn: 0.455481 loss_class_aux_dn: 1.816794 loss_bbox_aux_dn: 1.208634 loss_giou_aux_dn: 2.443252 loss: 15.670066 eta: 2 days, 20:32:28 batch_cost: 0.5129 data_cost: 0.0013 ips: 7.7990 images/s [03/29 22:07:49] ppdet.engine INFO: Epoch: [10] [5100/7329] learning_rate: 0.000100 loss_class: 0.642068 loss_bbox: 0.174859 loss_giou: 0.395544 loss_class_aux: 4.036273 loss_bbox_aux: 1.107623 loss_giou_aux: 2.549808 loss_class_dn: 0.350915 loss_bbox_dn: 0.232345 loss_giou_dn: 0.442170 loss_class_aux_dn: 1.873193 loss_bbox_aux_dn: 1.266728 loss_giou_aux_dn: 2.444039 loss: 16.105919 eta: 2 days, 20:31:48 batch_cost: 0.5738 data_cost: 0.0013 ips: 6.9711 images/s [03/29 22:08:49] ppdet.engine INFO: Epoch: [10] [5200/7329] learning_rate: 0.000100 loss_class: 0.624546 loss_bbox: 0.182482 loss_giou: 0.442073 loss_class_aux: 4.195360 loss_bbox_aux: 1.169646 loss_giou_aux: 2.796932 loss_class_dn: 0.355530 loss_bbox_dn: 0.221172 loss_giou_dn: 0.461253 loss_class_aux_dn: 1.923152 loss_bbox_aux_dn: 1.265004 loss_giou_aux_dn: 2.528542 loss: 15.921877 eta: 2 days, 20:30:50 batch_cost: 0.5442 data_cost: 0.0012 ips: 7.3508 images/s [03/29 22:09:51] ppdet.engine INFO: Epoch: [10] [5300/7329] learning_rate: 0.000100 loss_class: 0.675287 loss_bbox: 0.171854 loss_giou: 0.512382 loss_class_aux: 4.465031 loss_bbox_aux: 1.157838 loss_giou_aux: 3.236273 loss_class_dn: 0.384524 loss_bbox_dn: 0.225927 loss_giou_dn: 0.523834 loss_class_aux_dn: 2.005445 loss_bbox_aux_dn: 1.236936 loss_giou_aux_dn: 2.836475 loss: 17.703142 eta: 2 days, 20:30:05 batch_cost: 0.5667 data_cost: 0.0013 ips: 7.0589 images/s [03/29 22:10:49] ppdet.engine INFO: Epoch: [10] [5400/7329] learning_rate: 0.000100 loss_class: 0.641448 loss_bbox: 0.170337 loss_giou: 0.490958 loss_class_aux: 4.098673 loss_bbox_aux: 1.093686 loss_giou_aux: 3.173736 loss_class_dn: 0.363341 loss_bbox_dn: 0.230149 loss_giou_dn: 0.499875 loss_class_aux_dn: 1.943481 loss_bbox_aux_dn: 1.324489 loss_giou_aux_dn: 2.740609 loss: 17.153627 eta: 2 days, 20:29:00 batch_cost: 0.5314 data_cost: 0.0012 ips: 7.5266 images/s [03/29 22:11:45] ppdet.engine INFO: Epoch: [10] [5500/7329] learning_rate: 0.000100 loss_class: 0.702625 loss_bbox: 0.154288 loss_giou: 0.476667 loss_class_aux: 4.382760 loss_bbox_aux: 1.010334 loss_giou_aux: 2.986392 loss_class_dn: 0.383921 loss_bbox_dn: 0.213715 loss_giou_dn: 0.482388 loss_class_aux_dn: 2.018331 loss_bbox_aux_dn: 1.198697 loss_giou_aux_dn: 2.579881 loss: 17.325354 eta: 2 days, 20:27:40 batch_cost: 0.5054 data_cost: 0.0012 ips: 7.9149 images/s [03/29 22:12:44] ppdet.engine INFO: Epoch: [10] [5600/7329] learning_rate: 0.000100 loss_class: 0.597811 loss_bbox: 0.163197 loss_giou: 0.455499 loss_class_aux: 3.870035 loss_bbox_aux: 1.054909 loss_giou_aux: 2.904021 loss_class_dn: 0.345650 loss_bbox_dn: 0.189928 loss_giou_dn: 0.458078 loss_class_aux_dn: 1.897692 loss_bbox_aux_dn: 1.099647 loss_giou_aux_dn: 2.521016 loss: 15.683674 eta: 2 days, 20:26:36 batch_cost: 0.5328 data_cost: 0.0012 ips: 7.5078 images/s [03/29 22:13:43] ppdet.engine INFO: Epoch: [10] [5700/7329] learning_rate: 0.000100 loss_class: 0.734536 loss_bbox: 0.153137 loss_giou: 0.417128 loss_class_aux: 4.602274 loss_bbox_aux: 1.063941 loss_giou_aux: 2.682443 loss_class_dn: 0.370074 loss_bbox_dn: 0.192041 loss_giou_dn: 0.464202 loss_class_aux_dn: 1.964030 loss_bbox_aux_dn: 1.154807 loss_giou_aux_dn: 2.562231 loss: 16.893618 eta: 2 days, 20:25:31 batch_cost: 0.5318 data_cost: 0.0012 ips: 7.5223 images/s [03/29 22:14:44] ppdet.engine INFO: Epoch: [10] [5800/7329] learning_rate: 0.000100 loss_class: 0.662056 loss_bbox: 0.158403 loss_giou: 0.486724 loss_class_aux: 4.150522 loss_bbox_aux: 1.043556 loss_giou_aux: 3.090166 loss_class_dn: 0.382883 loss_bbox_dn: 0.190761 loss_giou_dn: 0.521691 loss_class_aux_dn: 2.026497 loss_bbox_aux_dn: 1.079602 loss_giou_aux_dn: 2.781016 loss: 17.476210 eta: 2 days, 20:24:39 batch_cost: 0.5540 data_cost: 0.0013 ips: 7.2208 images/s [03/29 22:15:48] ppdet.engine INFO: Epoch: [10] [5900/7329] learning_rate: 0.000100 loss_class: 0.623447 loss_bbox: 0.168334 loss_giou: 0.398907 loss_class_aux: 3.998642 loss_bbox_aux: 1.076684 loss_giou_aux: 2.543115 loss_class_dn: 0.356550 loss_bbox_dn: 0.210122 loss_giou_dn: 0.432515 loss_class_aux_dn: 1.880045 loss_bbox_aux_dn: 1.260067 loss_giou_aux_dn: 2.393525 loss: 15.403934 eta: 2 days, 20:24:06 batch_cost: 0.5880 data_cost: 0.0013 ips: 6.8032 images/s [03/29 22:16:47] ppdet.engine INFO: Epoch: [10] [6000/7329] learning_rate: 0.000100 loss_class: 0.683437 loss_bbox: 0.167465 loss_giou: 0.422908 loss_class_aux: 4.422771 loss_bbox_aux: 1.068097 loss_giou_aux: 2.693827 loss_class_dn: 0.368489 loss_bbox_dn: 0.228236 loss_giou_dn: 0.436838 loss_class_aux_dn: 1.957254 loss_bbox_aux_dn: 1.287485 loss_giou_aux_dn: 2.390723 loss: 16.655710 eta: 2 days, 20:23:01 batch_cost: 0.5297 data_cost: 0.0012 ips: 7.5511 images/s [03/29 22:17:50] ppdet.engine INFO: Epoch: [10] [6100/7329] learning_rate: 0.000100 loss_class: 0.670551 loss_bbox: 0.164101 loss_giou: 0.392838 loss_class_aux: 4.459497 loss_bbox_aux: 1.119027 loss_giou_aux: 2.464060 loss_class_dn: 0.331286 loss_bbox_dn: 0.229965 loss_giou_dn: 0.440532 loss_class_aux_dn: 1.862751 loss_bbox_aux_dn: 1.291052 loss_giou_aux_dn: 2.311820 loss: 16.501163 eta: 2 days, 20:22:15 batch_cost: 0.5647 data_cost: 0.0015 ips: 7.0831 images/s [03/29 22:18:47] ppdet.engine INFO: Epoch: [10] [6200/7329] learning_rate: 0.000100 loss_class: 0.597557 loss_bbox: 0.161783 loss_giou: 0.369048 loss_class_aux: 3.919299 loss_bbox_aux: 1.071632 loss_giou_aux: 2.361407 loss_class_dn: 0.347594 loss_bbox_dn: 0.219784 loss_giou_dn: 0.428660 loss_class_aux_dn: 1.832064 loss_bbox_aux_dn: 1.151645 loss_giou_aux_dn: 2.291453 loss: 15.552984 eta: 2 days, 20:21:02 batch_cost: 0.5176 data_cost: 0.0012 ips: 7.7273 images/s [03/29 22:19:47] ppdet.engine INFO: Epoch: [10] [6300/7329] learning_rate: 0.000100 loss_class: 0.620475 loss_bbox: 0.163081 loss_giou: 0.418125 loss_class_aux: 3.943644 loss_bbox_aux: 1.066677 loss_giou_aux: 2.701528 loss_class_dn: 0.377393 loss_bbox_dn: 0.220873 loss_giou_dn: 0.428197 loss_class_aux_dn: 2.008840 loss_bbox_aux_dn: 1.239130 loss_giou_aux_dn: 2.364806 loss: 15.824045 eta: 2 days, 20:20:02 batch_cost: 0.5399 data_cost: 0.0015 ips: 7.4093 images/s [03/29 22:20:47] ppdet.engine INFO: Epoch: [10] [6400/7329] learning_rate: 0.000100 loss_class: 0.680470 loss_bbox: 0.166329 loss_giou: 0.496158 loss_class_aux: 4.298049 loss_bbox_aux: 1.110684 loss_giou_aux: 3.241499 loss_class_dn: 0.366284 loss_bbox_dn: 0.212478 loss_giou_dn: 0.552450 loss_class_aux_dn: 1.945652 loss_bbox_aux_dn: 1.249472 loss_giou_aux_dn: 2.956717 loss: 17.584663 eta: 2 days, 20:18:57 batch_cost: 0.5316 data_cost: 0.0013 ips: 7.5245 images/s [03/29 22:21:44] ppdet.engine INFO: Epoch: [10] [6500/7329] learning_rate: 0.000100 loss_class: 0.616402 loss_bbox: 0.160185 loss_giou: 0.422573 loss_class_aux: 3.936538 loss_bbox_aux: 1.097301 loss_giou_aux: 2.634406 loss_class_dn: 0.322553 loss_bbox_dn: 0.205634 loss_giou_dn: 0.424078 loss_class_aux_dn: 1.736425 loss_bbox_aux_dn: 1.197367 loss_giou_aux_dn: 2.272908 loss: 15.343293 eta: 2 days, 20:17:43 batch_cost: 0.5153 data_cost: 0.0012 ips: 7.7630 images/s [03/29 22:22:39] ppdet.engine INFO: Epoch: [10] [6600/7329] learning_rate: 0.000100 loss_class: 0.549221 loss_bbox: 0.152951 loss_giou: 0.364712 loss_class_aux: 3.782779 loss_bbox_aux: 1.015139 loss_giou_aux: 2.343636 loss_class_dn: 0.310328 loss_bbox_dn: 0.201507 loss_giou_dn: 0.386136 loss_class_aux_dn: 1.722990 loss_bbox_aux_dn: 1.188076 loss_giou_aux_dn: 2.068200 loss: 14.663542 eta: 2 days, 20:16:23 batch_cost: 0.5032 data_cost: 0.0012 ips: 7.9494 images/s [03/29 22:23:38] ppdet.engine INFO: Epoch: [10] [6700/7329] learning_rate: 0.000100 loss_class: 0.587084 loss_bbox: 0.157401 loss_giou: 0.411734 loss_class_aux: 3.546124 loss_bbox_aux: 1.062500 loss_giou_aux: 2.657428 loss_class_dn: 0.300091 loss_bbox_dn: 0.207173 loss_giou_dn: 0.416112 loss_class_aux_dn: 1.654852 loss_bbox_aux_dn: 1.178181 loss_giou_aux_dn: 2.239130 loss: 14.917059 eta: 2 days, 20:15:21 batch_cost: 0.5355 data_cost: 0.0013 ips: 7.4693 images/s [03/29 22:24:38] ppdet.engine INFO: Epoch: [10] [6800/7329] learning_rate: 0.000100 loss_class: 0.652744 loss_bbox: 0.167893 loss_giou: 0.470594 loss_class_aux: 4.195090 loss_bbox_aux: 1.118480 loss_giou_aux: 2.958212 loss_class_dn: 0.381382 loss_bbox_dn: 0.205910 loss_giou_dn: 0.506027 loss_class_aux_dn: 2.046778 loss_bbox_aux_dn: 1.238835 loss_giou_aux_dn: 2.734061 loss: 17.112869 eta: 2 days, 20:14:21 batch_cost: 0.5409 data_cost: 0.0012 ips: 7.3955 images/s [03/29 22:25:41] ppdet.engine INFO: Epoch: [10] [6900/7329] learning_rate: 0.000100 loss_class: 0.670193 loss_bbox: 0.172190 loss_giou: 0.356934 loss_class_aux: 4.251708 loss_bbox_aux: 1.168955 loss_giou_aux: 2.333612 loss_class_dn: 0.365436 loss_bbox_dn: 0.217555 loss_giou_dn: 0.429126 loss_class_aux_dn: 1.938858 loss_bbox_aux_dn: 1.240911 loss_giou_aux_dn: 2.445971 loss: 15.695234 eta: 2 days, 20:13:34 batch_cost: 0.5634 data_cost: 0.0015 ips: 7.0992 images/s [03/29 22:26:39] ppdet.engine INFO: Epoch: [10] [7000/7329] learning_rate: 0.000100 loss_class: 0.568787 loss_bbox: 0.162345 loss_giou: 0.403355 loss_class_aux: 3.716352 loss_bbox_aux: 1.058652 loss_giou_aux: 2.640027 loss_class_dn: 0.330668 loss_bbox_dn: 0.192277 loss_giou_dn: 0.437441 loss_class_aux_dn: 1.814058 loss_bbox_aux_dn: 1.116607 loss_giou_aux_dn: 2.428465 loss: 15.462612 eta: 2 days, 20:12:22 batch_cost: 0.5179 data_cost: 0.0013 ips: 7.7232 images/s [03/29 22:27:47] ppdet.engine INFO: Epoch: [10] [7100/7329] learning_rate: 0.000100 loss_class: 0.672243 loss_bbox: 0.196136 loss_giou: 0.402408 loss_class_aux: 4.232378 loss_bbox_aux: 1.234811 loss_giou_aux: 2.595296 loss_class_dn: 0.361532 loss_bbox_dn: 0.232844 loss_giou_dn: 0.466196 loss_class_aux_dn: 1.900805 loss_bbox_aux_dn: 1.315706 loss_giou_aux_dn: 2.527412 loss: 16.739578 eta: 2 days, 20:12:11 batch_cost: 0.6268 data_cost: 0.0012 ips: 6.3817 images/s [03/29 22:28:45] ppdet.engine INFO: Epoch: [10] [7200/7329] learning_rate: 0.000100 loss_class: 0.671947 loss_bbox: 0.177960 loss_giou: 0.395450 loss_class_aux: 4.247968 loss_bbox_aux: 1.154305 loss_giou_aux: 2.584812 loss_class_dn: 0.364063 loss_bbox_dn: 0.205361 loss_giou_dn: 0.430554 loss_class_aux_dn: 1.966732 loss_bbox_aux_dn: 1.170786 loss_giou_aux_dn: 2.375877 loss: 16.563910 eta: 2 days, 20:11:01 batch_cost: 0.5225 data_cost: 0.0014 ips: 7.6562 images/s [03/29 22:29:50] ppdet.engine INFO: Epoch: [10] [7300/7329] learning_rate: 0.000100 loss_class: 0.618948 loss_bbox: 0.141026 loss_giou: 0.485511 loss_class_aux: 3.863248 loss_bbox_aux: 0.950297 loss_giou_aux: 3.173669 loss_class_dn: 0.356387 loss_bbox_dn: 0.190131 loss_giou_dn: 0.528723 loss_class_aux_dn: 1.897708 loss_bbox_aux_dn: 1.069812 loss_giou_aux_dn: 2.858296 loss: 16.281952 eta: 2 days, 20:10:33 batch_cost: 0.5965 data_cost: 0.0013 ips: 6.7063 images/s [03/29 22:30:16] ppdet.engine INFO: Eval iter: 0 [03/29 22:30:44] ppdet.engine INFO: Eval iter: 100 [03/29 22:31:11] ppdet.engine INFO: Eval iter: 200 [03/29 22:31:39] ppdet.engine INFO: Eval iter: 300 [03/29 22:32:07] ppdet.engine INFO: Eval iter: 400 [03/29 22:32:36] ppdet.engine INFO: Eval iter: 500 [03/29 22:33:05] ppdet.engine INFO: Eval iter: 600 [03/29 22:33:34] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.60s) creating index... index created! [03/29 22:33:35] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.68s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.29s). Accumulating evaluation results... DONE (t=27.35s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.484 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.664 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.292 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.617 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 ] = 0.484 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.878 [03/29 22:36:15] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.397670790638525 [03/29 22:36:15] ppdet.engine INFO: Best test bbox ap is 0.484. [03/29 22:36:19] ppdet.engine INFO: Epoch: [11] [ 0/7329] learning_rate: 0.000100 loss_class: 0.627454 loss_bbox: 0.131361 loss_giou: 0.472507 loss_class_aux: 4.006600 loss_bbox_aux: 0.892676 loss_giou_aux: 3.136357 loss_class_dn: 0.359219 loss_bbox_dn: 0.155244 loss_giou_dn: 0.506941 loss_class_aux_dn: 1.901405 loss_bbox_aux_dn: 0.922150 loss_giou_aux_dn: 2.751241 loss: 16.281952 eta: 2 days, 20:10:35 batch_cost: 0.6164 data_cost: 0.0014 ips: 6.4895 images/s [03/29 22:37:18] ppdet.engine INFO: Epoch: [11] [ 100/7329] learning_rate: 0.000100 loss_class: 0.656247 loss_bbox: 0.160981 loss_giou: 0.408100 loss_class_aux: 4.028465 loss_bbox_aux: 1.026905 loss_giou_aux: 2.700587 loss_class_dn: 0.348874 loss_bbox_dn: 0.183202 loss_giou_dn: 0.437841 loss_class_aux_dn: 1.870768 loss_bbox_aux_dn: 1.040308 loss_giou_aux_dn: 2.417232 loss: 16.298782 eta: 2 days, 20:09:29 batch_cost: 0.5293 data_cost: 0.0014 ips: 7.5573 images/s [03/29 22:38:18] ppdet.engine INFO: Epoch: [11] [ 200/7329] learning_rate: 0.000100 loss_class: 0.633058 loss_bbox: 0.166921 loss_giou: 0.468019 loss_class_aux: 4.077418 loss_bbox_aux: 1.092425 loss_giou_aux: 2.874959 loss_class_dn: 0.364812 loss_bbox_dn: 0.186181 loss_giou_dn: 0.454937 loss_class_aux_dn: 1.941029 loss_bbox_aux_dn: 1.085809 loss_giou_aux_dn: 2.509225 loss: 16.747341 eta: 2 days, 20:08:32 batch_cost: 0.5451 data_cost: 0.0014 ips: 7.3380 images/s [03/29 22:39:30] ppdet.engine INFO: Epoch: [11] [ 300/7329] learning_rate: 0.000100 loss_class: 0.711065 loss_bbox: 0.176191 loss_giou: 0.437931 loss_class_aux: 4.710295 loss_bbox_aux: 1.143876 loss_giou_aux: 2.677227 loss_class_dn: 0.377401 loss_bbox_dn: 0.215828 loss_giou_dn: 0.476028 loss_class_aux_dn: 2.005894 loss_bbox_aux_dn: 1.287316 loss_giou_aux_dn: 2.579823 loss: 17.694771 eta: 2 days, 20:08:41 batch_cost: 0.6644 data_cost: 0.0012 ips: 6.0204 images/s [03/29 22:40:29] ppdet.engine INFO: Epoch: [11] [ 400/7329] learning_rate: 0.000100 loss_class: 0.636024 loss_bbox: 0.174139 loss_giou: 0.515184 loss_class_aux: 4.006786 loss_bbox_aux: 1.099908 loss_giou_aux: 3.235198 loss_class_dn: 0.358659 loss_bbox_dn: 0.193623 loss_giou_dn: 0.518319 loss_class_aux_dn: 1.924922 loss_bbox_aux_dn: 1.111161 loss_giou_aux_dn: 2.725470 loss: 16.389862 eta: 2 days, 20:07:38 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4901 images/s [03/29 22:41:29] ppdet.engine INFO: Epoch: [11] [ 500/7329] learning_rate: 0.000100 loss_class: 0.584845 loss_bbox: 0.160249 loss_giou: 0.448736 loss_class_aux: 3.854367 loss_bbox_aux: 0.996201 loss_giou_aux: 2.787099 loss_class_dn: 0.346840 loss_bbox_dn: 0.201029 loss_giou_dn: 0.459847 loss_class_aux_dn: 1.847819 loss_bbox_aux_dn: 1.138327 loss_giou_aux_dn: 2.460922 loss: 15.694900 eta: 2 days, 20:06:41 batch_cost: 0.5455 data_cost: 0.0012 ips: 7.3333 images/s [03/29 22:42:31] ppdet.engine INFO: Epoch: [11] [ 600/7329] learning_rate: 0.000100 loss_class: 0.567266 loss_bbox: 0.134174 loss_giou: 0.353592 loss_class_aux: 3.735363 loss_bbox_aux: 0.854503 loss_giou_aux: 2.296876 loss_class_dn: 0.303697 loss_bbox_dn: 0.174275 loss_giou_dn: 0.397337 loss_class_aux_dn: 1.634274 loss_bbox_aux_dn: 1.014958 loss_giou_aux_dn: 2.210720 loss: 14.492952 eta: 2 days, 20:05:54 batch_cost: 0.5645 data_cost: 0.0014 ips: 7.0858 images/s [03/29 22:43:35] ppdet.engine INFO: Epoch: [11] [ 700/7329] learning_rate: 0.000100 loss_class: 0.604572 loss_bbox: 0.168430 loss_giou: 0.424459 loss_class_aux: 4.075186 loss_bbox_aux: 1.082746 loss_giou_aux: 2.838632 loss_class_dn: 0.370834 loss_bbox_dn: 0.202952 loss_giou_dn: 0.462583 loss_class_aux_dn: 1.947249 loss_bbox_aux_dn: 1.196899 loss_giou_aux_dn: 2.518923 loss: 15.954730 eta: 2 days, 20:05:08 batch_cost: 0.5639 data_cost: 0.0015 ips: 7.0937 images/s [03/29 22:44:34] ppdet.engine INFO: Epoch: [11] [ 800/7329] learning_rate: 0.000100 loss_class: 0.604326 loss_bbox: 0.148465 loss_giou: 0.368924 loss_class_aux: 3.897147 loss_bbox_aux: 0.928110 loss_giou_aux: 2.372486 loss_class_dn: 0.333207 loss_bbox_dn: 0.188435 loss_giou_dn: 0.427704 loss_class_aux_dn: 1.805798 loss_bbox_aux_dn: 1.156703 loss_giou_aux_dn: 2.350879 loss: 15.925697 eta: 2 days, 20:04:09 batch_cost: 0.5430 data_cost: 0.0012 ips: 7.3669 images/s [03/29 22:45:36] ppdet.engine INFO: Epoch: [11] [ 900/7329] learning_rate: 0.000100 loss_class: 0.704741 loss_bbox: 0.164219 loss_giou: 0.552021 loss_class_aux: 4.408182 loss_bbox_aux: 1.116315 loss_giou_aux: 3.479196 loss_class_dn: 0.423633 loss_bbox_dn: 0.199134 loss_giou_dn: 0.577416 loss_class_aux_dn: 2.181320 loss_bbox_aux_dn: 1.130363 loss_giou_aux_dn: 3.083515 loss: 19.097363 eta: 2 days, 20:03:17 batch_cost: 0.5532 data_cost: 0.0013 ips: 7.2303 images/s [03/29 22:46:41] ppdet.engine INFO: Epoch: [11] [1000/7329] learning_rate: 0.000100 loss_class: 0.676312 loss_bbox: 0.180808 loss_giou: 0.453508 loss_class_aux: 4.446703 loss_bbox_aux: 1.134430 loss_giou_aux: 2.917302 loss_class_dn: 0.386845 loss_bbox_dn: 0.212304 loss_giou_dn: 0.478037 loss_class_aux_dn: 2.117375 loss_bbox_aux_dn: 1.234049 loss_giou_aux_dn: 2.665568 loss: 17.697495 eta: 2 days, 20:02:40 batch_cost: 0.5832 data_cost: 0.0013 ips: 6.8590 images/s [03/29 22:47:42] ppdet.engine INFO: Epoch: [11] [1100/7329] learning_rate: 0.000100 loss_class: 0.631173 loss_bbox: 0.165422 loss_giou: 0.421212 loss_class_aux: 4.000176 loss_bbox_aux: 1.054035 loss_giou_aux: 2.774636 loss_class_dn: 0.358887 loss_bbox_dn: 0.184538 loss_giou_dn: 0.457944 loss_class_aux_dn: 1.900022 loss_bbox_aux_dn: 1.095254 loss_giou_aux_dn: 2.472844 loss: 16.328106 eta: 2 days, 20:01:44 batch_cost: 0.5475 data_cost: 0.0014 ips: 7.3062 images/s [03/29 22:48:40] ppdet.engine INFO: Epoch: [11] [1200/7329] learning_rate: 0.000100 loss_class: 0.642909 loss_bbox: 0.164596 loss_giou: 0.466967 loss_class_aux: 4.147509 loss_bbox_aux: 1.079260 loss_giou_aux: 2.907292 loss_class_dn: 0.384678 loss_bbox_dn: 0.198132 loss_giou_dn: 0.480512 loss_class_aux_dn: 2.027345 loss_bbox_aux_dn: 1.110154 loss_giou_aux_dn: 2.588870 loss: 16.158836 eta: 2 days, 20:00:36 batch_cost: 0.5235 data_cost: 0.0013 ips: 7.6411 images/s [03/29 22:49:41] ppdet.engine INFO: Epoch: [11] [1300/7329] learning_rate: 0.000100 loss_class: 0.637884 loss_bbox: 0.177212 loss_giou: 0.392556 loss_class_aux: 3.954212 loss_bbox_aux: 1.106074 loss_giou_aux: 2.523140 loss_class_dn: 0.348144 loss_bbox_dn: 0.212479 loss_giou_dn: 0.416653 loss_class_aux_dn: 1.857442 loss_bbox_aux_dn: 1.215083 loss_giou_aux_dn: 2.279336 loss: 15.176804 eta: 2 days, 19:59:44 batch_cost: 0.5543 data_cost: 0.0012 ips: 7.2160 images/s [03/29 22:50:42] ppdet.engine INFO: Epoch: [11] [1400/7329] learning_rate: 0.000100 loss_class: 0.597581 loss_bbox: 0.160164 loss_giou: 0.393726 loss_class_aux: 4.027577 loss_bbox_aux: 1.034133 loss_giou_aux: 2.558962 loss_class_dn: 0.333994 loss_bbox_dn: 0.201612 loss_giou_dn: 0.434243 loss_class_aux_dn: 1.779538 loss_bbox_aux_dn: 1.164686 loss_giou_aux_dn: 2.380133 loss: 15.504814 eta: 2 days, 19:58:53 batch_cost: 0.5571 data_cost: 0.0012 ips: 7.1794 images/s [03/29 22:51:44] ppdet.engine INFO: Epoch: [11] [1500/7329] learning_rate: 0.000100 loss_class: 0.714136 loss_bbox: 0.167552 loss_giou: 0.495924 loss_class_aux: 4.533988 loss_bbox_aux: 1.135056 loss_giou_aux: 3.106647 loss_class_dn: 0.381517 loss_bbox_dn: 0.210934 loss_giou_dn: 0.509857 loss_class_aux_dn: 2.042473 loss_bbox_aux_dn: 1.220886 loss_giou_aux_dn: 2.681498 loss: 17.817932 eta: 2 days, 19:58:05 batch_cost: 0.5619 data_cost: 0.0013 ips: 7.1181 images/s [03/29 22:52:44] ppdet.engine INFO: Epoch: [11] [1600/7329] learning_rate: 0.000100 loss_class: 0.574337 loss_bbox: 0.142291 loss_giou: 0.374592 loss_class_aux: 3.719898 loss_bbox_aux: 0.996248 loss_giou_aux: 2.368616 loss_class_dn: 0.330896 loss_bbox_dn: 0.200570 loss_giou_dn: 0.439628 loss_class_aux_dn: 1.788203 loss_bbox_aux_dn: 1.212320 loss_giou_aux_dn: 2.363812 loss: 15.322866 eta: 2 days, 19:57:09 batch_cost: 0.5463 data_cost: 0.0013 ips: 7.3220 images/s [03/29 22:53:43] ppdet.engine INFO: Epoch: [11] [1700/7329] learning_rate: 0.000100 loss_class: 0.734254 loss_bbox: 0.181993 loss_giou: 0.514213 loss_class_aux: 4.421485 loss_bbox_aux: 1.148082 loss_giou_aux: 3.261737 loss_class_dn: 0.375063 loss_bbox_dn: 0.214924 loss_giou_dn: 0.502918 loss_class_aux_dn: 1.965721 loss_bbox_aux_dn: 1.248652 loss_giou_aux_dn: 2.796037 loss: 17.521778 eta: 2 days, 19:56:07 batch_cost: 0.5369 data_cost: 0.0013 ips: 7.4502 images/s [03/29 22:54:41] ppdet.engine INFO: Epoch: [11] [1800/7329] learning_rate: 0.000100 loss_class: 0.696658 loss_bbox: 0.177197 loss_giou: 0.470500 loss_class_aux: 4.463314 loss_bbox_aux: 1.151167 loss_giou_aux: 3.147011 loss_class_dn: 0.382487 loss_bbox_dn: 0.209509 loss_giou_dn: 0.494474 loss_class_aux_dn: 2.051815 loss_bbox_aux_dn: 1.205828 loss_giou_aux_dn: 2.700186 loss: 17.647682 eta: 2 days, 19:54:55 batch_cost: 0.5166 data_cost: 0.0012 ips: 7.7426 images/s [03/29 22:55:39] ppdet.engine INFO: Epoch: [11] [1900/7329] learning_rate: 0.000100 loss_class: 0.593661 loss_bbox: 0.156460 loss_giou: 0.422154 loss_class_aux: 3.780499 loss_bbox_aux: 1.056235 loss_giou_aux: 2.588369 loss_class_dn: 0.337766 loss_bbox_dn: 0.194432 loss_giou_dn: 0.416954 loss_class_aux_dn: 1.794581 loss_bbox_aux_dn: 1.148036 loss_giou_aux_dn: 2.267574 loss: 14.728797 eta: 2 days, 19:53:49 batch_cost: 0.5294 data_cost: 0.0012 ips: 7.5563 images/s [03/29 22:56:44] ppdet.engine INFO: Epoch: [11] [2000/7329] learning_rate: 0.000100 loss_class: 0.568724 loss_bbox: 0.149436 loss_giou: 0.392742 loss_class_aux: 3.860564 loss_bbox_aux: 1.000760 loss_giou_aux: 2.516919 loss_class_dn: 0.317412 loss_bbox_dn: 0.199948 loss_giou_dn: 0.419675 loss_class_aux_dn: 1.731900 loss_bbox_aux_dn: 1.111376 loss_giou_aux_dn: 2.233104 loss: 14.643692 eta: 2 days, 19:53:10 batch_cost: 0.5788 data_cost: 0.0014 ips: 6.9109 images/s [03/29 22:57:42] ppdet.engine INFO: Epoch: [11] [2100/7329] learning_rate: 0.000100 loss_class: 0.626015 loss_bbox: 0.146425 loss_giou: 0.412686 loss_class_aux: 3.992662 loss_bbox_aux: 0.992140 loss_giou_aux: 2.663565 loss_class_dn: 0.338558 loss_bbox_dn: 0.185700 loss_giou_dn: 0.418038 loss_class_aux_dn: 1.794899 loss_bbox_aux_dn: 1.073444 loss_giou_aux_dn: 2.256421 loss: 15.420588 eta: 2 days, 19:52:03 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5898 images/s [03/29 22:58:42] ppdet.engine INFO: Epoch: [11] [2200/7329] learning_rate: 0.000100 loss_class: 0.600284 loss_bbox: 0.142829 loss_giou: 0.361812 loss_class_aux: 3.961675 loss_bbox_aux: 0.912451 loss_giou_aux: 2.385870 loss_class_dn: 0.318691 loss_bbox_dn: 0.176248 loss_giou_dn: 0.389908 loss_class_aux_dn: 1.748649 loss_bbox_aux_dn: 1.046263 loss_giou_aux_dn: 2.156896 loss: 14.815968 eta: 2 days, 19:51:07 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3293 images/s [03/29 22:59:47] ppdet.engine INFO: Epoch: [11] [2300/7329] learning_rate: 0.000100 loss_class: 0.638764 loss_bbox: 0.162279 loss_giou: 0.495533 loss_class_aux: 4.125026 loss_bbox_aux: 1.101649 loss_giou_aux: 3.150369 loss_class_dn: 0.370291 loss_bbox_dn: 0.204422 loss_giou_dn: 0.513348 loss_class_aux_dn: 1.966660 loss_bbox_aux_dn: 1.175759 loss_giou_aux_dn: 2.803476 loss: 17.341320 eta: 2 days, 19:50:35 batch_cost: 0.5919 data_cost: 0.0014 ips: 6.7576 images/s [03/29 23:00:47] ppdet.engine INFO: Epoch: [11] [2400/7329] learning_rate: 0.000100 loss_class: 0.665079 loss_bbox: 0.173966 loss_giou: 0.488772 loss_class_aux: 4.292220 loss_bbox_aux: 1.099171 loss_giou_aux: 3.065553 loss_class_dn: 0.392249 loss_bbox_dn: 0.208029 loss_giou_dn: 0.493169 loss_class_aux_dn: 2.123698 loss_bbox_aux_dn: 1.265720 loss_giou_aux_dn: 2.730970 loss: 16.926888 eta: 2 days, 19:49:38 batch_cost: 0.5452 data_cost: 0.0012 ips: 7.3373 images/s [03/29 23:01:46] ppdet.engine INFO: Epoch: [11] [2500/7329] learning_rate: 0.000100 loss_class: 0.616486 loss_bbox: 0.159490 loss_giou: 0.415909 loss_class_aux: 4.005815 loss_bbox_aux: 1.072111 loss_giou_aux: 2.663281 loss_class_dn: 0.349325 loss_bbox_dn: 0.203834 loss_giou_dn: 0.447574 loss_class_aux_dn: 1.891765 loss_bbox_aux_dn: 1.123658 loss_giou_aux_dn: 2.461484 loss: 16.122869 eta: 2 days, 19:48:33 batch_cost: 0.5318 data_cost: 0.0012 ips: 7.5210 images/s [03/29 23:02:49] ppdet.engine INFO: Epoch: [11] [2600/7329] learning_rate: 0.000100 loss_class: 0.672849 loss_bbox: 0.159429 loss_giou: 0.444823 loss_class_aux: 4.278641 loss_bbox_aux: 1.061695 loss_giou_aux: 2.804181 loss_class_dn: 0.360199 loss_bbox_dn: 0.186817 loss_giou_dn: 0.458364 loss_class_aux_dn: 1.978508 loss_bbox_aux_dn: 1.083815 loss_giou_aux_dn: 2.577255 loss: 16.869017 eta: 2 days, 19:47:54 batch_cost: 0.5779 data_cost: 0.0012 ips: 6.9213 images/s [03/29 23:03:51] ppdet.engine INFO: Epoch: [11] [2700/7329] learning_rate: 0.000100 loss_class: 0.661895 loss_bbox: 0.163833 loss_giou: 0.419467 loss_class_aux: 4.421778 loss_bbox_aux: 1.094050 loss_giou_aux: 2.739119 loss_class_dn: 0.356283 loss_bbox_dn: 0.214798 loss_giou_dn: 0.482997 loss_class_aux_dn: 1.933401 loss_bbox_aux_dn: 1.227837 loss_giou_aux_dn: 2.643930 loss: 17.508377 eta: 2 days, 19:47:08 batch_cost: 0.5669 data_cost: 0.0013 ips: 7.0563 images/s [03/29 23:04:50] ppdet.engine INFO: Epoch: [11] [2800/7329] learning_rate: 0.000100 loss_class: 0.693832 loss_bbox: 0.174961 loss_giou: 0.494057 loss_class_aux: 4.382203 loss_bbox_aux: 1.140412 loss_giou_aux: 3.138621 loss_class_dn: 0.405413 loss_bbox_dn: 0.200821 loss_giou_dn: 0.536427 loss_class_aux_dn: 2.144901 loss_bbox_aux_dn: 1.083642 loss_giou_aux_dn: 2.903252 loss: 18.348331 eta: 2 days, 19:46:10 batch_cost: 0.5418 data_cost: 0.0012 ips: 7.3835 images/s [03/29 23:05:53] ppdet.engine INFO: Epoch: [11] [2900/7329] learning_rate: 0.000100 loss_class: 0.687872 loss_bbox: 0.155616 loss_giou: 0.471351 loss_class_aux: 4.445772 loss_bbox_aux: 0.989555 loss_giou_aux: 3.001240 loss_class_dn: 0.392632 loss_bbox_dn: 0.193405 loss_giou_dn: 0.490619 loss_class_aux_dn: 2.031972 loss_bbox_aux_dn: 1.176702 loss_giou_aux_dn: 2.652018 loss: 18.042309 eta: 2 days, 19:45:23 batch_cost: 0.5648 data_cost: 0.0014 ips: 7.0827 images/s [03/29 23:06:51] ppdet.engine INFO: Epoch: [11] [3000/7329] learning_rate: 0.000100 loss_class: 0.664388 loss_bbox: 0.165279 loss_giou: 0.421429 loss_class_aux: 4.234086 loss_bbox_aux: 1.091293 loss_giou_aux: 2.646755 loss_class_dn: 0.365232 loss_bbox_dn: 0.197873 loss_giou_dn: 0.462357 loss_class_aux_dn: 1.931162 loss_bbox_aux_dn: 1.110293 loss_giou_aux_dn: 2.468638 loss: 16.613712 eta: 2 days, 19:44:17 batch_cost: 0.5275 data_cost: 0.0012 ips: 7.5833 images/s [03/29 23:07:55] ppdet.engine INFO: Epoch: [11] [3100/7329] learning_rate: 0.000100 loss_class: 0.690290 loss_bbox: 0.159479 loss_giou: 0.454493 loss_class_aux: 4.320657 loss_bbox_aux: 1.054763 loss_giou_aux: 2.817355 loss_class_dn: 0.362992 loss_bbox_dn: 0.193084 loss_giou_dn: 0.486029 loss_class_aux_dn: 1.950877 loss_bbox_aux_dn: 1.134114 loss_giou_aux_dn: 2.604778 loss: 16.618729 eta: 2 days, 19:43:33 batch_cost: 0.5702 data_cost: 0.0013 ips: 7.0153 images/s [03/29 23:08:59] ppdet.engine INFO: Epoch: [11] [3200/7329] learning_rate: 0.000100 loss_class: 0.581266 loss_bbox: 0.162352 loss_giou: 0.407956 loss_class_aux: 3.759785 loss_bbox_aux: 1.040429 loss_giou_aux: 2.553887 loss_class_dn: 0.315561 loss_bbox_dn: 0.199985 loss_giou_dn: 0.419219 loss_class_aux_dn: 1.701599 loss_bbox_aux_dn: 1.136732 loss_giou_aux_dn: 2.283643 loss: 15.018768 eta: 2 days, 19:42:50 batch_cost: 0.5719 data_cost: 0.0014 ips: 6.9938 images/s [03/29 23:09:59] ppdet.engine INFO: Epoch: [11] [3300/7329] learning_rate: 0.000100 loss_class: 0.672667 loss_bbox: 0.159635 loss_giou: 0.470836 loss_class_aux: 4.340672 loss_bbox_aux: 1.024459 loss_giou_aux: 2.878989 loss_class_dn: 0.374089 loss_bbox_dn: 0.202722 loss_giou_dn: 0.497727 loss_class_aux_dn: 1.967203 loss_bbox_aux_dn: 1.231787 loss_giou_aux_dn: 2.674943 loss: 17.908470 eta: 2 days, 19:41:55 batch_cost: 0.5496 data_cost: 0.0012 ips: 7.2776 images/s [03/29 23:10:59] ppdet.engine INFO: Epoch: [11] [3400/7329] learning_rate: 0.000100 loss_class: 0.634471 loss_bbox: 0.155544 loss_giou: 0.459728 loss_class_aux: 4.143092 loss_bbox_aux: 1.013605 loss_giou_aux: 2.908581 loss_class_dn: 0.349034 loss_bbox_dn: 0.211152 loss_giou_dn: 0.443215 loss_class_aux_dn: 1.863788 loss_bbox_aux_dn: 1.236955 loss_giou_aux_dn: 2.453078 loss: 16.427126 eta: 2 days, 19:40:56 batch_cost: 0.5411 data_cost: 0.0012 ips: 7.3926 images/s [03/29 23:12:00] ppdet.engine INFO: Epoch: [11] [3500/7329] learning_rate: 0.000100 loss_class: 0.626148 loss_bbox: 0.163898 loss_giou: 0.473918 loss_class_aux: 4.155768 loss_bbox_aux: 1.096154 loss_giou_aux: 2.978108 loss_class_dn: 0.371408 loss_bbox_dn: 0.205868 loss_giou_dn: 0.474649 loss_class_aux_dn: 1.981804 loss_bbox_aux_dn: 1.201720 loss_giou_aux_dn: 2.547811 loss: 16.536995 eta: 2 days, 19:40:03 batch_cost: 0.5524 data_cost: 0.0013 ips: 7.2405 images/s [03/29 23:13:01] ppdet.engine INFO: Epoch: [11] [3600/7329] learning_rate: 0.000100 loss_class: 0.622506 loss_bbox: 0.149288 loss_giou: 0.461790 loss_class_aux: 4.029453 loss_bbox_aux: 1.025473 loss_giou_aux: 3.066170 loss_class_dn: 0.361433 loss_bbox_dn: 0.188424 loss_giou_dn: 0.463042 loss_class_aux_dn: 1.938801 loss_bbox_aux_dn: 1.066767 loss_giou_aux_dn: 2.636148 loss: 16.491104 eta: 2 days, 19:39:10 batch_cost: 0.5531 data_cost: 0.0016 ips: 7.2324 images/s [03/29 23:14:02] ppdet.engine INFO: Epoch: [11] [3700/7329] learning_rate: 0.000100 loss_class: 0.634329 loss_bbox: 0.151974 loss_giou: 0.430740 loss_class_aux: 4.020041 loss_bbox_aux: 0.987588 loss_giou_aux: 2.733998 loss_class_dn: 0.337091 loss_bbox_dn: 0.190856 loss_giou_dn: 0.453434 loss_class_aux_dn: 1.794207 loss_bbox_aux_dn: 1.178312 loss_giou_aux_dn: 2.485816 loss: 16.450645 eta: 2 days, 19:38:21 batch_cost: 0.5605 data_cost: 0.0012 ips: 7.1365 images/s [03/29 23:15:01] ppdet.engine INFO: Epoch: [11] [3800/7329] learning_rate: 0.000100 loss_class: 0.647390 loss_bbox: 0.169036 loss_giou: 0.434119 loss_class_aux: 4.274021 loss_bbox_aux: 1.132688 loss_giou_aux: 2.757575 loss_class_dn: 0.392673 loss_bbox_dn: 0.226896 loss_giou_dn: 0.482199 loss_class_aux_dn: 2.079995 loss_bbox_aux_dn: 1.232284 loss_giou_aux_dn: 2.609834 loss: 17.350807 eta: 2 days, 19:37:18 batch_cost: 0.5338 data_cost: 0.0012 ips: 7.4929 images/s [03/29 23:16:01] ppdet.engine INFO: Epoch: [11] [3900/7329] learning_rate: 0.000100 loss_class: 0.662385 loss_bbox: 0.146807 loss_giou: 0.496913 loss_class_aux: 4.309215 loss_bbox_aux: 1.052106 loss_giou_aux: 3.123112 loss_class_dn: 0.388760 loss_bbox_dn: 0.202766 loss_giou_dn: 0.477460 loss_class_aux_dn: 2.049409 loss_bbox_aux_dn: 1.160003 loss_giou_aux_dn: 2.637746 loss: 16.980534 eta: 2 days, 19:36:16 batch_cost: 0.5360 data_cost: 0.0014 ips: 7.4622 images/s [03/29 23:17:02] ppdet.engine INFO: Epoch: [11] [4000/7329] learning_rate: 0.000100 loss_class: 0.631312 loss_bbox: 0.161692 loss_giou: 0.462445 loss_class_aux: 4.100835 loss_bbox_aux: 1.046993 loss_giou_aux: 2.973417 loss_class_dn: 0.393678 loss_bbox_dn: 0.222559 loss_giou_dn: 0.468951 loss_class_aux_dn: 2.052096 loss_bbox_aux_dn: 1.224933 loss_giou_aux_dn: 2.627810 loss: 17.297462 eta: 2 days, 19:35:24 batch_cost: 0.5542 data_cost: 0.0015 ips: 7.2174 images/s [03/29 23:18:00] ppdet.engine INFO: Epoch: [11] [4100/7329] learning_rate: 0.000100 loss_class: 0.641874 loss_bbox: 0.164819 loss_giou: 0.485266 loss_class_aux: 4.180171 loss_bbox_aux: 1.078279 loss_giou_aux: 3.215087 loss_class_dn: 0.366333 loss_bbox_dn: 0.198867 loss_giou_dn: 0.509403 loss_class_aux_dn: 1.934247 loss_bbox_aux_dn: 1.107521 loss_giou_aux_dn: 2.753767 loss: 17.102341 eta: 2 days, 19:34:15 batch_cost: 0.5219 data_cost: 0.0012 ips: 7.6647 images/s [03/29 23:18:58] ppdet.engine INFO: Epoch: [11] [4200/7329] learning_rate: 0.000100 loss_class: 0.640289 loss_bbox: 0.171915 loss_giou: 0.410185 loss_class_aux: 4.055311 loss_bbox_aux: 1.121521 loss_giou_aux: 2.701728 loss_class_dn: 0.375128 loss_bbox_dn: 0.199044 loss_giou_dn: 0.469360 loss_class_aux_dn: 2.027443 loss_bbox_aux_dn: 1.137707 loss_giou_aux_dn: 2.485818 loss: 16.737019 eta: 2 days, 19:33:08 batch_cost: 0.5257 data_cost: 0.0013 ips: 7.6095 images/s [03/29 23:19:57] ppdet.engine INFO: Epoch: [11] [4300/7329] learning_rate: 0.000100 loss_class: 0.640950 loss_bbox: 0.160075 loss_giou: 0.413209 loss_class_aux: 4.154100 loss_bbox_aux: 1.078027 loss_giou_aux: 2.664651 loss_class_dn: 0.374158 loss_bbox_dn: 0.228974 loss_giou_dn: 0.443170 loss_class_aux_dn: 2.009776 loss_bbox_aux_dn: 1.335717 loss_giou_aux_dn: 2.430724 loss: 16.291759 eta: 2 days, 19:32:04 batch_cost: 0.5323 data_cost: 0.0014 ips: 7.5143 images/s [03/29 23:21:00] ppdet.engine INFO: Epoch: [11] [4400/7329] learning_rate: 0.000100 loss_class: 0.731182 loss_bbox: 0.173668 loss_giou: 0.404655 loss_class_aux: 4.548432 loss_bbox_aux: 1.129725 loss_giou_aux: 2.547997 loss_class_dn: 0.376707 loss_bbox_dn: 0.206013 loss_giou_dn: 0.459693 loss_class_aux_dn: 2.031977 loss_bbox_aux_dn: 1.187361 loss_giou_aux_dn: 2.471683 loss: 16.734406 eta: 2 days, 19:31:19 batch_cost: 0.5681 data_cost: 0.0018 ips: 7.0404 images/s [03/29 23:22:12] ppdet.engine INFO: Epoch: [11] [4500/7329] learning_rate: 0.000100 loss_class: 0.642961 loss_bbox: 0.150814 loss_giou: 0.434586 loss_class_aux: 4.253679 loss_bbox_aux: 1.035701 loss_giou_aux: 2.775008 loss_class_dn: 0.358457 loss_bbox_dn: 0.200769 loss_giou_dn: 0.463597 loss_class_aux_dn: 1.889261 loss_bbox_aux_dn: 1.145121 loss_giou_aux_dn: 2.539225 loss: 16.845173 eta: 2 days, 19:31:23 batch_cost: 0.6622 data_cost: 0.0014 ips: 6.0401 images/s [03/29 23:23:12] ppdet.engine INFO: Epoch: [11] [4600/7329] learning_rate: 0.000100 loss_class: 0.618299 loss_bbox: 0.151779 loss_giou: 0.424575 loss_class_aux: 4.011720 loss_bbox_aux: 0.968247 loss_giou_aux: 2.657962 loss_class_dn: 0.339063 loss_bbox_dn: 0.187981 loss_giou_dn: 0.434957 loss_class_aux_dn: 1.815551 loss_bbox_aux_dn: 1.052069 loss_giou_aux_dn: 2.441801 loss: 15.461071 eta: 2 days, 19:30:22 batch_cost: 0.5379 data_cost: 0.0014 ips: 7.4368 images/s [03/29 23:24:11] ppdet.engine INFO: Epoch: [11] [4700/7329] learning_rate: 0.000100 loss_class: 0.674931 loss_bbox: 0.145101 loss_giou: 0.453219 loss_class_aux: 4.245141 loss_bbox_aux: 1.044742 loss_giou_aux: 2.915719 loss_class_dn: 0.386584 loss_bbox_dn: 0.195196 loss_giou_dn: 0.464783 loss_class_aux_dn: 2.055569 loss_bbox_aux_dn: 1.128316 loss_giou_aux_dn: 2.619954 loss: 16.873724 eta: 2 days, 19:29:22 batch_cost: 0.5386 data_cost: 0.0012 ips: 7.4264 images/s [03/29 23:25:13] ppdet.engine INFO: Epoch: [11] [4800/7329] learning_rate: 0.000100 loss_class: 0.672825 loss_bbox: 0.168531 loss_giou: 0.431974 loss_class_aux: 4.291059 loss_bbox_aux: 1.094530 loss_giou_aux: 2.735327 loss_class_dn: 0.365378 loss_bbox_dn: 0.197575 loss_giou_dn: 0.496678 loss_class_aux_dn: 1.924637 loss_bbox_aux_dn: 1.119640 loss_giou_aux_dn: 2.663231 loss: 16.324995 eta: 2 days, 19:28:32 batch_cost: 0.5592 data_cost: 0.0012 ips: 7.1529 images/s [03/29 23:26:11] ppdet.engine INFO: Epoch: [11] [4900/7329] learning_rate: 0.000100 loss_class: 0.589876 loss_bbox: 0.156385 loss_giou: 0.353649 loss_class_aux: 3.633028 loss_bbox_aux: 1.055311 loss_giou_aux: 2.234150 loss_class_dn: 0.312693 loss_bbox_dn: 0.205813 loss_giou_dn: 0.383502 loss_class_aux_dn: 1.629285 loss_bbox_aux_dn: 1.126161 loss_giou_aux_dn: 2.107788 loss: 14.571277 eta: 2 days, 19:27:23 batch_cost: 0.5229 data_cost: 0.0013 ips: 7.6493 images/s [03/29 23:27:16] ppdet.engine INFO: Epoch: [11] [5000/7329] learning_rate: 0.000100 loss_class: 0.601118 loss_bbox: 0.151616 loss_giou: 0.448124 loss_class_aux: 3.859075 loss_bbox_aux: 1.053869 loss_giou_aux: 2.848258 loss_class_dn: 0.358099 loss_bbox_dn: 0.195484 loss_giou_dn: 0.455604 loss_class_aux_dn: 1.937282 loss_bbox_aux_dn: 1.109977 loss_giou_aux_dn: 2.470660 loss: 16.131268 eta: 2 days, 19:26:53 batch_cost: 0.5977 data_cost: 0.0013 ips: 6.6918 images/s [03/29 23:28:16] ppdet.engine INFO: Epoch: [11] [5100/7329] learning_rate: 0.000100 loss_class: 0.646298 loss_bbox: 0.179424 loss_giou: 0.496533 loss_class_aux: 4.189229 loss_bbox_aux: 1.097962 loss_giou_aux: 3.139193 loss_class_dn: 0.371550 loss_bbox_dn: 0.199806 loss_giou_dn: 0.503220 loss_class_aux_dn: 2.006722 loss_bbox_aux_dn: 1.122336 loss_giou_aux_dn: 2.650781 loss: 16.928917 eta: 2 days, 19:25:58 batch_cost: 0.5482 data_cost: 0.0013 ips: 7.2965 images/s [03/29 23:29:13] ppdet.engine INFO: Epoch: [11] [5200/7329] learning_rate: 0.000100 loss_class: 0.623521 loss_bbox: 0.158449 loss_giou: 0.466739 loss_class_aux: 4.097099 loss_bbox_aux: 1.014128 loss_giou_aux: 2.933859 loss_class_dn: 0.366201 loss_bbox_dn: 0.186992 loss_giou_dn: 0.460822 loss_class_aux_dn: 1.994102 loss_bbox_aux_dn: 1.084626 loss_giou_aux_dn: 2.562776 loss: 16.492392 eta: 2 days, 19:24:41 batch_cost: 0.5070 data_cost: 0.0013 ips: 7.8895 images/s [03/29 23:30:09] ppdet.engine INFO: Epoch: [11] [5300/7329] learning_rate: 0.000100 loss_class: 0.652651 loss_bbox: 0.150037 loss_giou: 0.398919 loss_class_aux: 4.203219 loss_bbox_aux: 0.976723 loss_giou_aux: 2.735052 loss_class_dn: 0.335636 loss_bbox_dn: 0.188765 loss_giou_dn: 0.452694 loss_class_aux_dn: 1.822924 loss_bbox_aux_dn: 1.053794 loss_giou_aux_dn: 2.456810 loss: 15.795517 eta: 2 days, 19:23:27 batch_cost: 0.5118 data_cost: 0.0012 ips: 7.8162 images/s [03/29 23:31:06] ppdet.engine INFO: Epoch: [11] [5400/7329] learning_rate: 0.000100 loss_class: 0.624302 loss_bbox: 0.152685 loss_giou: 0.403434 loss_class_aux: 3.984357 loss_bbox_aux: 0.995696 loss_giou_aux: 2.685882 loss_class_dn: 0.337171 loss_bbox_dn: 0.188838 loss_giou_dn: 0.420326 loss_class_aux_dn: 1.796929 loss_bbox_aux_dn: 1.150302 loss_giou_aux_dn: 2.281352 loss: 15.053341 eta: 2 days, 19:22:12 batch_cost: 0.5093 data_cost: 0.0012 ips: 7.8535 images/s [03/29 23:32:03] ppdet.engine INFO: Epoch: [11] [5500/7329] learning_rate: 0.000100 loss_class: 0.626517 loss_bbox: 0.158674 loss_giou: 0.442058 loss_class_aux: 4.055787 loss_bbox_aux: 1.075522 loss_giou_aux: 2.746358 loss_class_dn: 0.355932 loss_bbox_dn: 0.192261 loss_giou_dn: 0.441987 loss_class_aux_dn: 1.905716 loss_bbox_aux_dn: 1.169891 loss_giou_aux_dn: 2.411547 loss: 16.028931 eta: 2 days, 19:21:00 batch_cost: 0.5162 data_cost: 0.0012 ips: 7.7490 images/s [03/29 23:33:00] ppdet.engine INFO: Epoch: [11] [5600/7329] learning_rate: 0.000100 loss_class: 0.590891 loss_bbox: 0.153005 loss_giou: 0.404943 loss_class_aux: 3.814057 loss_bbox_aux: 1.003113 loss_giou_aux: 2.533304 loss_class_dn: 0.328093 loss_bbox_dn: 0.199318 loss_giou_dn: 0.433282 loss_class_aux_dn: 1.807018 loss_bbox_aux_dn: 1.140669 loss_giou_aux_dn: 2.364605 loss: 15.144247 eta: 2 days, 19:19:50 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7012 images/s [03/29 23:34:04] ppdet.engine INFO: Epoch: [11] [5700/7329] learning_rate: 0.000100 loss_class: 0.614342 loss_bbox: 0.174261 loss_giou: 0.401528 loss_class_aux: 3.892469 loss_bbox_aux: 1.044468 loss_giou_aux: 2.512878 loss_class_dn: 0.342085 loss_bbox_dn: 0.190718 loss_giou_dn: 0.433223 loss_class_aux_dn: 1.809453 loss_bbox_aux_dn: 1.095988 loss_giou_aux_dn: 2.364199 loss: 15.524451 eta: 2 days, 19:19:08 batch_cost: 0.5743 data_cost: 0.0014 ips: 6.9652 images/s [03/29 23:35:05] ppdet.engine INFO: Epoch: [11] [5800/7329] learning_rate: 0.000100 loss_class: 0.697038 loss_bbox: 0.169292 loss_giou: 0.460248 loss_class_aux: 4.539017 loss_bbox_aux: 1.076233 loss_giou_aux: 2.890098 loss_class_dn: 0.371907 loss_bbox_dn: 0.222961 loss_giou_dn: 0.506205 loss_class_aux_dn: 1.971756 loss_bbox_aux_dn: 1.249426 loss_giou_aux_dn: 2.702097 loss: 17.547188 eta: 2 days, 19:18:18 batch_cost: 0.5591 data_cost: 0.0013 ips: 7.1540 images/s [03/29 23:36:09] ppdet.engine INFO: Epoch: [11] [5900/7329] learning_rate: 0.000100 loss_class: 0.629962 loss_bbox: 0.151060 loss_giou: 0.347479 loss_class_aux: 4.013189 loss_bbox_aux: 1.044843 loss_giou_aux: 2.229323 loss_class_dn: 0.340873 loss_bbox_dn: 0.202929 loss_giou_dn: 0.387529 loss_class_aux_dn: 1.826003 loss_bbox_aux_dn: 1.142177 loss_giou_aux_dn: 2.071463 loss: 14.964867 eta: 2 days, 19:17:37 batch_cost: 0.5767 data_cost: 0.0014 ips: 6.9359 images/s [03/29 23:37:20] ppdet.engine INFO: Epoch: [11] [6000/7329] learning_rate: 0.000100 loss_class: 0.680124 loss_bbox: 0.147035 loss_giou: 0.438531 loss_class_aux: 4.282987 loss_bbox_aux: 1.019119 loss_giou_aux: 2.881807 loss_class_dn: 0.358938 loss_bbox_dn: 0.198419 loss_giou_dn: 0.450929 loss_class_aux_dn: 1.947235 loss_bbox_aux_dn: 1.158718 loss_giou_aux_dn: 2.445333 loss: 16.311571 eta: 2 days, 19:17:22 batch_cost: 0.6282 data_cost: 0.0016 ips: 6.3676 images/s [03/29 23:38:19] ppdet.engine INFO: Epoch: [11] [6100/7329] learning_rate: 0.000100 loss_class: 0.649230 loss_bbox: 0.173118 loss_giou: 0.442049 loss_class_aux: 4.280865 loss_bbox_aux: 1.126254 loss_giou_aux: 2.766448 loss_class_dn: 0.367970 loss_bbox_dn: 0.220198 loss_giou_dn: 0.456856 loss_class_aux_dn: 1.933643 loss_bbox_aux_dn: 1.268444 loss_giou_aux_dn: 2.448207 loss: 16.947605 eta: 2 days, 19:16:20 batch_cost: 0.5345 data_cost: 0.0026 ips: 7.4833 images/s [03/29 23:39:18] ppdet.engine INFO: Epoch: [11] [6200/7329] learning_rate: 0.000100 loss_class: 0.747002 loss_bbox: 0.175326 loss_giou: 0.462490 loss_class_aux: 4.838045 loss_bbox_aux: 1.186753 loss_giou_aux: 2.966296 loss_class_dn: 0.417015 loss_bbox_dn: 0.228366 loss_giou_dn: 0.503898 loss_class_aux_dn: 2.210526 loss_bbox_aux_dn: 1.290451 loss_giou_aux_dn: 2.703228 loss: 19.182167 eta: 2 days, 19:15:16 batch_cost: 0.5308 data_cost: 0.0013 ips: 7.5356 images/s [03/29 23:40:15] ppdet.engine INFO: Epoch: [11] [6300/7329] learning_rate: 0.000100 loss_class: 0.582740 loss_bbox: 0.156406 loss_giou: 0.400855 loss_class_aux: 3.920571 loss_bbox_aux: 1.025992 loss_giou_aux: 2.607080 loss_class_dn: 0.341588 loss_bbox_dn: 0.188881 loss_giou_dn: 0.438533 loss_class_aux_dn: 1.863569 loss_bbox_aux_dn: 1.075140 loss_giou_aux_dn: 2.366286 loss: 15.653945 eta: 2 days, 19:14:02 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8226 images/s [03/29 23:41:12] ppdet.engine INFO: Epoch: [11] [6400/7329] learning_rate: 0.000100 loss_class: 0.651059 loss_bbox: 0.163102 loss_giou: 0.478806 loss_class_aux: 4.242576 loss_bbox_aux: 1.071602 loss_giou_aux: 3.113930 loss_class_dn: 0.385350 loss_bbox_dn: 0.192995 loss_giou_dn: 0.514596 loss_class_aux_dn: 2.036044 loss_bbox_aux_dn: 1.115022 loss_giou_aux_dn: 2.783717 loss: 18.092728 eta: 2 days, 19:12:46 batch_cost: 0.5080 data_cost: 0.0013 ips: 7.8743 images/s [03/29 23:42:10] ppdet.engine INFO: Epoch: [11] [6500/7329] learning_rate: 0.000100 loss_class: 0.658413 loss_bbox: 0.156440 loss_giou: 0.404658 loss_class_aux: 4.266841 loss_bbox_aux: 1.054551 loss_giou_aux: 2.546902 loss_class_dn: 0.365272 loss_bbox_dn: 0.205614 loss_giou_dn: 0.437983 loss_class_aux_dn: 1.951730 loss_bbox_aux_dn: 1.183145 loss_giou_aux_dn: 2.367805 loss: 16.260017 eta: 2 days, 19:11:40 batch_cost: 0.5279 data_cost: 0.0013 ips: 7.5773 images/s [03/29 23:43:07] ppdet.engine INFO: Epoch: [11] [6600/7329] learning_rate: 0.000100 loss_class: 0.665825 loss_bbox: 0.168825 loss_giou: 0.457323 loss_class_aux: 4.301839 loss_bbox_aux: 1.117975 loss_giou_aux: 2.914275 loss_class_dn: 0.379719 loss_bbox_dn: 0.224134 loss_giou_dn: 0.475433 loss_class_aux_dn: 2.009788 loss_bbox_aux_dn: 1.292603 loss_giou_aux_dn: 2.556208 loss: 17.507168 eta: 2 days, 19:10:28 batch_cost: 0.5149 data_cost: 0.0013 ips: 7.7686 images/s [03/29 23:44:10] ppdet.engine INFO: Epoch: [11] [6700/7329] learning_rate: 0.000100 loss_class: 0.631967 loss_bbox: 0.162821 loss_giou: 0.411080 loss_class_aux: 4.227119 loss_bbox_aux: 1.084109 loss_giou_aux: 2.642944 loss_class_dn: 0.356545 loss_bbox_dn: 0.206573 loss_giou_dn: 0.442357 loss_class_aux_dn: 1.886290 loss_bbox_aux_dn: 1.305867 loss_giou_aux_dn: 2.448282 loss: 16.391060 eta: 2 days, 19:09:43 batch_cost: 0.5682 data_cost: 0.0013 ips: 7.0402 images/s [03/29 23:45:07] ppdet.engine INFO: Epoch: [11] [6800/7329] learning_rate: 0.000100 loss_class: 0.672251 loss_bbox: 0.174931 loss_giou: 0.459106 loss_class_aux: 4.402704 loss_bbox_aux: 1.123097 loss_giou_aux: 3.015268 loss_class_dn: 0.381157 loss_bbox_dn: 0.201681 loss_giou_dn: 0.485621 loss_class_aux_dn: 2.029241 loss_bbox_aux_dn: 1.194064 loss_giou_aux_dn: 2.647175 loss: 17.186436 eta: 2 days, 19:08:31 batch_cost: 0.5149 data_cost: 0.0019 ips: 7.7687 images/s [03/29 23:46:05] ppdet.engine INFO: Epoch: [11] [6900/7329] learning_rate: 0.000100 loss_class: 0.677316 loss_bbox: 0.174574 loss_giou: 0.462557 loss_class_aux: 4.313035 loss_bbox_aux: 1.094273 loss_giou_aux: 2.916996 loss_class_dn: 0.378267 loss_bbox_dn: 0.199472 loss_giou_dn: 0.477696 loss_class_aux_dn: 2.018770 loss_bbox_aux_dn: 1.171475 loss_giou_aux_dn: 2.621047 loss: 16.611578 eta: 2 days, 19:07:21 batch_cost: 0.5202 data_cost: 0.0012 ips: 7.6901 images/s [03/29 23:47:02] ppdet.engine INFO: Epoch: [11] [7000/7329] learning_rate: 0.000100 loss_class: 0.685411 loss_bbox: 0.175885 loss_giou: 0.562512 loss_class_aux: 4.382874 loss_bbox_aux: 1.102751 loss_giou_aux: 3.610051 loss_class_dn: 0.402423 loss_bbox_dn: 0.205278 loss_giou_dn: 0.550788 loss_class_aux_dn: 2.104321 loss_bbox_aux_dn: 1.184491 loss_giou_aux_dn: 3.025879 loss: 18.905216 eta: 2 days, 19:06:12 batch_cost: 0.5210 data_cost: 0.0013 ips: 7.6780 images/s [03/29 23:48:00] ppdet.engine INFO: Epoch: [11] [7100/7329] learning_rate: 0.000100 loss_class: 0.663775 loss_bbox: 0.158530 loss_giou: 0.493594 loss_class_aux: 4.185644 loss_bbox_aux: 1.050253 loss_giou_aux: 3.159090 loss_class_dn: 0.410189 loss_bbox_dn: 0.201433 loss_giou_dn: 0.521920 loss_class_aux_dn: 2.209673 loss_bbox_aux_dn: 1.216444 loss_giou_aux_dn: 2.797522 loss: 18.469868 eta: 2 days, 19:05:06 batch_cost: 0.5259 data_cost: 0.0014 ips: 7.6064 images/s [03/29 23:49:05] ppdet.engine INFO: Epoch: [11] [7200/7329] learning_rate: 0.000100 loss_class: 0.565002 loss_bbox: 0.172851 loss_giou: 0.405184 loss_class_aux: 3.769816 loss_bbox_aux: 1.065900 loss_giou_aux: 2.645370 loss_class_dn: 0.342167 loss_bbox_dn: 0.188823 loss_giou_dn: 0.424872 loss_class_aux_dn: 1.850519 loss_bbox_aux_dn: 1.096155 loss_giou_aux_dn: 2.280924 loss: 15.996647 eta: 2 days, 19:04:31 batch_cost: 0.5894 data_cost: 0.0013 ips: 6.7864 images/s [03/29 23:50:09] ppdet.engine INFO: Epoch: [11] [7300/7329] learning_rate: 0.000100 loss_class: 0.721781 loss_bbox: 0.186098 loss_giou: 0.449039 loss_class_aux: 4.439436 loss_bbox_aux: 1.237624 loss_giou_aux: 2.921160 loss_class_dn: 0.399145 loss_bbox_dn: 0.225682 loss_giou_dn: 0.485330 loss_class_aux_dn: 2.148245 loss_bbox_aux_dn: 1.299910 loss_giou_aux_dn: 2.641694 loss: 17.318123 eta: 2 days, 19:03:57 batch_cost: 0.5907 data_cost: 0.0012 ips: 6.7711 images/s [03/29 23:50:33] ppdet.engine INFO: Eval iter: 0 [03/29 23:51:01] ppdet.engine INFO: Eval iter: 100 [03/29 23:51:30] ppdet.engine INFO: Eval iter: 200 [03/29 23:51:59] ppdet.engine INFO: Eval iter: 300 [03/29 23:52:30] ppdet.engine INFO: Eval iter: 400 [03/29 23:52:57] ppdet.engine INFO: Eval iter: 500 [03/29 23:53:26] ppdet.engine INFO: Eval iter: 600 [03/29 23:53:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.84s) creating index... index created! [03/29 23:53:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.24s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.80s). Accumulating evaluation results... DONE (t=27.17s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.669 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.529 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 ] = 0.532 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 ] = 0.375 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 ] = 0.690 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.488 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 ] = 0.877 [03/29 23:56:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.669497325516026 [03/29 23:56:54] ppdet.engine INFO: Best test bbox ap is 0.489. [03/29 23:56:58] ppdet.engine INFO: Epoch: [12] [ 0/7329] learning_rate: 0.000100 loss_class: 0.738108 loss_bbox: 0.179836 loss_giou: 0.479035 loss_class_aux: 4.657613 loss_bbox_aux: 1.157222 loss_giou_aux: 3.062443 loss_class_dn: 0.407997 loss_bbox_dn: 0.222940 loss_giou_dn: 0.532465 loss_class_aux_dn: 2.148245 loss_bbox_aux_dn: 1.317746 loss_giou_aux_dn: 2.852134 loss: 18.988979 eta: 2 days, 19:03:47 batch_cost: 0.5728 data_cost: 0.0013 ips: 6.9829 images/s [03/29 23:57:57] ppdet.engine INFO: Epoch: [12] [ 100/7329] learning_rate: 0.000100 loss_class: 0.634882 loss_bbox: 0.166558 loss_giou: 0.414565 loss_class_aux: 4.089672 loss_bbox_aux: 1.081933 loss_giou_aux: 2.647395 loss_class_dn: 0.336121 loss_bbox_dn: 0.212188 loss_giou_dn: 0.455584 loss_class_aux_dn: 1.799795 loss_bbox_aux_dn: 1.277540 loss_giou_aux_dn: 2.510024 loss: 15.890059 eta: 2 days, 19:02:48 batch_cost: 0.5401 data_cost: 0.0013 ips: 7.4061 images/s [03/29 23:58:55] ppdet.engine INFO: Epoch: [12] [ 200/7329] learning_rate: 0.000100 loss_class: 0.602672 loss_bbox: 0.153165 loss_giou: 0.396491 loss_class_aux: 3.946199 loss_bbox_aux: 0.996458 loss_giou_aux: 2.549751 loss_class_dn: 0.332937 loss_bbox_dn: 0.193587 loss_giou_dn: 0.421577 loss_class_aux_dn: 1.784072 loss_bbox_aux_dn: 1.082671 loss_giou_aux_dn: 2.333222 loss: 15.261492 eta: 2 days, 19:01:41 batch_cost: 0.5254 data_cost: 0.0012 ips: 7.6137 images/s [03/29 23:59:52] ppdet.engine INFO: Epoch: [12] [ 300/7329] learning_rate: 0.000100 loss_class: 0.736021 loss_bbox: 0.190723 loss_giou: 0.474199 loss_class_aux: 4.663127 loss_bbox_aux: 1.275478 loss_giou_aux: 3.032561 loss_class_dn: 0.389600 loss_bbox_dn: 0.233529 loss_giou_dn: 0.515063 loss_class_aux_dn: 2.066734 loss_bbox_aux_dn: 1.313481 loss_giou_aux_dn: 2.813115 loss: 18.599293 eta: 2 days, 19:00:31 batch_cost: 0.5179 data_cost: 0.0012 ips: 7.7234 images/s [03/30 00:00:54] ppdet.engine INFO: Epoch: [12] [ 400/7329] learning_rate: 0.000100 loss_class: 0.612166 loss_bbox: 0.175803 loss_giou: 0.422051 loss_class_aux: 3.894424 loss_bbox_aux: 1.180519 loss_giou_aux: 2.701986 loss_class_dn: 0.346705 loss_bbox_dn: 0.199498 loss_giou_dn: 0.454741 loss_class_aux_dn: 1.803394 loss_bbox_aux_dn: 1.134271 loss_giou_aux_dn: 2.424609 loss: 15.315212 eta: 2 days, 18:59:39 batch_cost: 0.5549 data_cost: 0.0015 ips: 7.2082 images/s [03/30 00:01:51] ppdet.engine INFO: Epoch: [12] [ 500/7329] learning_rate: 0.000100 loss_class: 0.635247 loss_bbox: 0.148194 loss_giou: 0.442316 loss_class_aux: 4.041610 loss_bbox_aux: 0.958238 loss_giou_aux: 2.740092 loss_class_dn: 0.376863 loss_bbox_dn: 0.185334 loss_giou_dn: 0.481726 loss_class_aux_dn: 1.990946 loss_bbox_aux_dn: 1.069488 loss_giou_aux_dn: 2.649397 loss: 16.361095 eta: 2 days, 18:58:26 batch_cost: 0.5140 data_cost: 0.0012 ips: 7.7817 images/s [03/30 00:02:51] ppdet.engine INFO: Epoch: [12] [ 600/7329] learning_rate: 0.000100 loss_class: 0.658441 loss_bbox: 0.161261 loss_giou: 0.503161 loss_class_aux: 4.160028 loss_bbox_aux: 1.046997 loss_giou_aux: 3.137727 loss_class_dn: 0.376354 loss_bbox_dn: 0.193175 loss_giou_dn: 0.496619 loss_class_aux_dn: 2.000350 loss_bbox_aux_dn: 1.110502 loss_giou_aux_dn: 2.690033 loss: 17.272560 eta: 2 days, 18:57:29 batch_cost: 0.5440 data_cost: 0.0014 ips: 7.3534 images/s [03/30 00:03:52] ppdet.engine INFO: Epoch: [12] [ 700/7329] learning_rate: 0.000100 loss_class: 0.621854 loss_bbox: 0.166129 loss_giou: 0.446170 loss_class_aux: 4.013413 loss_bbox_aux: 1.061761 loss_giou_aux: 2.859516 loss_class_dn: 0.373132 loss_bbox_dn: 0.187449 loss_giou_dn: 0.492385 loss_class_aux_dn: 1.991932 loss_bbox_aux_dn: 1.068831 loss_giou_aux_dn: 2.653543 loss: 15.947611 eta: 2 days, 18:56:37 batch_cost: 0.5548 data_cost: 0.0013 ips: 7.2104 images/s [03/30 00:04:57] ppdet.engine INFO: Epoch: [12] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582678 loss_bbox: 0.140557 loss_giou: 0.392750 loss_class_aux: 3.821201 loss_bbox_aux: 0.977424 loss_giou_aux: 2.444009 loss_class_dn: 0.340709 loss_bbox_dn: 0.180269 loss_giou_dn: 0.403936 loss_class_aux_dn: 1.790265 loss_bbox_aux_dn: 1.064426 loss_giou_aux_dn: 2.175685 loss: 15.352461 eta: 2 days, 18:56:08 batch_cost: 0.6017 data_cost: 0.0012 ips: 6.6481 images/s [03/30 00:05:56] ppdet.engine INFO: Epoch: [12] [ 900/7329] learning_rate: 0.000100 loss_class: 0.597181 loss_bbox: 0.138572 loss_giou: 0.404023 loss_class_aux: 3.917275 loss_bbox_aux: 0.942718 loss_giou_aux: 2.672525 loss_class_dn: 0.358547 loss_bbox_dn: 0.179810 loss_giou_dn: 0.448094 loss_class_aux_dn: 1.940926 loss_bbox_aux_dn: 1.057770 loss_giou_aux_dn: 2.447225 loss: 15.239025 eta: 2 days, 18:55:03 batch_cost: 0.5284 data_cost: 0.0013 ips: 7.5699 images/s [03/30 00:06:57] ppdet.engine INFO: Epoch: [12] [1000/7329] learning_rate: 0.000100 loss_class: 0.573948 loss_bbox: 0.151712 loss_giou: 0.391523 loss_class_aux: 3.667672 loss_bbox_aux: 1.007530 loss_giou_aux: 2.403306 loss_class_dn: 0.340741 loss_bbox_dn: 0.176861 loss_giou_dn: 0.416585 loss_class_aux_dn: 1.805024 loss_bbox_aux_dn: 1.056366 loss_giou_aux_dn: 2.271985 loss: 15.483876 eta: 2 days, 18:54:15 batch_cost: 0.5624 data_cost: 0.0011 ips: 7.1128 images/s [03/30 00:07:54] ppdet.engine INFO: Epoch: [12] [1100/7329] learning_rate: 0.000100 loss_class: 0.568742 loss_bbox: 0.136641 loss_giou: 0.371858 loss_class_aux: 3.699725 loss_bbox_aux: 0.894681 loss_giou_aux: 2.495996 loss_class_dn: 0.337491 loss_bbox_dn: 0.180154 loss_giou_dn: 0.397681 loss_class_aux_dn: 1.754560 loss_bbox_aux_dn: 1.045087 loss_giou_aux_dn: 2.215593 loss: 14.434338 eta: 2 days, 18:53:04 batch_cost: 0.5168 data_cost: 0.0011 ips: 7.7401 images/s [03/30 00:08:50] ppdet.engine INFO: Epoch: [12] [1200/7329] learning_rate: 0.000100 loss_class: 0.577030 loss_bbox: 0.139210 loss_giou: 0.317080 loss_class_aux: 3.798392 loss_bbox_aux: 0.929120 loss_giou_aux: 2.047025 loss_class_dn: 0.311374 loss_bbox_dn: 0.181903 loss_giou_dn: 0.370489 loss_class_aux_dn: 1.655224 loss_bbox_aux_dn: 1.129639 loss_giou_aux_dn: 2.099068 loss: 13.637930 eta: 2 days, 18:51:50 batch_cost: 0.5096 data_cost: 0.0012 ips: 7.8499 images/s [03/30 00:09:48] ppdet.engine INFO: Epoch: [12] [1300/7329] learning_rate: 0.000100 loss_class: 0.580499 loss_bbox: 0.149671 loss_giou: 0.451498 loss_class_aux: 3.870754 loss_bbox_aux: 0.937580 loss_giou_aux: 2.854032 loss_class_dn: 0.341783 loss_bbox_dn: 0.190506 loss_giou_dn: 0.456089 loss_class_aux_dn: 1.812476 loss_bbox_aux_dn: 1.094049 loss_giou_aux_dn: 2.495000 loss: 15.797773 eta: 2 days, 18:50:41 batch_cost: 0.5199 data_cost: 0.0011 ips: 7.6943 images/s [03/30 00:10:52] ppdet.engine INFO: Epoch: [12] [1400/7329] learning_rate: 0.000100 loss_class: 0.628919 loss_bbox: 0.151717 loss_giou: 0.382940 loss_class_aux: 3.947933 loss_bbox_aux: 1.039733 loss_giou_aux: 2.584754 loss_class_dn: 0.351892 loss_bbox_dn: 0.198863 loss_giou_dn: 0.440669 loss_class_aux_dn: 1.896826 loss_bbox_aux_dn: 1.132665 loss_giou_aux_dn: 2.421806 loss: 15.760062 eta: 2 days, 18:50:02 batch_cost: 0.5824 data_cost: 0.0013 ips: 6.8687 images/s [03/30 00:11:59] ppdet.engine INFO: Epoch: [12] [1500/7329] learning_rate: 0.000100 loss_class: 0.630288 loss_bbox: 0.159122 loss_giou: 0.437084 loss_class_aux: 4.228893 loss_bbox_aux: 1.066601 loss_giou_aux: 2.860962 loss_class_dn: 0.372248 loss_bbox_dn: 0.207942 loss_giou_dn: 0.487355 loss_class_aux_dn: 1.968212 loss_bbox_aux_dn: 1.199198 loss_giou_aux_dn: 2.591553 loss: 16.341532 eta: 2 days, 18:49:38 batch_cost: 0.6114 data_cost: 0.0017 ips: 6.5427 images/s [03/30 00:13:05] ppdet.engine INFO: Epoch: [12] [1600/7329] learning_rate: 0.000100 loss_class: 0.681373 loss_bbox: 0.177533 loss_giou: 0.512457 loss_class_aux: 4.388850 loss_bbox_aux: 1.114591 loss_giou_aux: 3.112573 loss_class_dn: 0.393219 loss_bbox_dn: 0.212281 loss_giou_dn: 0.519292 loss_class_aux_dn: 2.115994 loss_bbox_aux_dn: 1.243933 loss_giou_aux_dn: 2.795575 loss: 17.455650 eta: 2 days, 18:49:10 batch_cost: 0.6040 data_cost: 0.0013 ips: 6.6220 images/s [03/30 00:14:05] ppdet.engine INFO: Epoch: [12] [1700/7329] learning_rate: 0.000100 loss_class: 0.654155 loss_bbox: 0.154246 loss_giou: 0.428230 loss_class_aux: 4.124910 loss_bbox_aux: 1.035627 loss_giou_aux: 2.751631 loss_class_dn: 0.374221 loss_bbox_dn: 0.185017 loss_giou_dn: 0.456643 loss_class_aux_dn: 2.014657 loss_bbox_aux_dn: 1.109747 loss_giou_aux_dn: 2.554957 loss: 16.508293 eta: 2 days, 18:48:16 batch_cost: 0.5501 data_cost: 0.0012 ips: 7.2709 images/s [03/30 00:15:02] ppdet.engine INFO: Epoch: [12] [1800/7329] learning_rate: 0.000100 loss_class: 0.685329 loss_bbox: 0.145699 loss_giou: 0.395604 loss_class_aux: 4.277551 loss_bbox_aux: 0.946076 loss_giou_aux: 2.448369 loss_class_dn: 0.366203 loss_bbox_dn: 0.179651 loss_giou_dn: 0.407293 loss_class_aux_dn: 1.948560 loss_bbox_aux_dn: 1.068853 loss_giou_aux_dn: 2.258344 loss: 17.020861 eta: 2 days, 18:47:02 batch_cost: 0.5096 data_cost: 0.0012 ips: 7.8486 images/s [03/30 00:15:59] ppdet.engine INFO: Epoch: [12] [1900/7329] learning_rate: 0.000100 loss_class: 0.615295 loss_bbox: 0.160648 loss_giou: 0.459890 loss_class_aux: 4.033802 loss_bbox_aux: 1.065700 loss_giou_aux: 2.907561 loss_class_dn: 0.350791 loss_bbox_dn: 0.210507 loss_giou_dn: 0.460023 loss_class_aux_dn: 1.928375 loss_bbox_aux_dn: 1.169055 loss_giou_aux_dn: 2.537558 loss: 15.511070 eta: 2 days, 18:45:52 batch_cost: 0.5185 data_cost: 0.0012 ips: 7.7152 images/s [03/30 00:16:55] ppdet.engine INFO: Epoch: [12] [2000/7329] learning_rate: 0.000100 loss_class: 0.608405 loss_bbox: 0.152978 loss_giou: 0.429495 loss_class_aux: 3.929047 loss_bbox_aux: 1.005935 loss_giou_aux: 2.664858 loss_class_dn: 0.385586 loss_bbox_dn: 0.207259 loss_giou_dn: 0.450465 loss_class_aux_dn: 2.074136 loss_bbox_aux_dn: 1.151435 loss_giou_aux_dn: 2.540884 loss: 16.647421 eta: 2 days, 18:44:35 batch_cost: 0.5046 data_cost: 0.0013 ips: 7.9270 images/s [03/30 00:17:55] ppdet.engine INFO: Epoch: [12] [2100/7329] learning_rate: 0.000100 loss_class: 0.621632 loss_bbox: 0.174518 loss_giou: 0.414286 loss_class_aux: 4.078738 loss_bbox_aux: 1.079574 loss_giou_aux: 2.638297 loss_class_dn: 0.361084 loss_bbox_dn: 0.203109 loss_giou_dn: 0.438768 loss_class_aux_dn: 1.939844 loss_bbox_aux_dn: 1.160075 loss_giou_aux_dn: 2.480054 loss: 16.048449 eta: 2 days, 18:43:41 batch_cost: 0.5505 data_cost: 0.0013 ips: 7.2664 images/s [03/30 00:18:59] ppdet.engine INFO: Epoch: [12] [2200/7329] learning_rate: 0.000100 loss_class: 0.663983 loss_bbox: 0.143035 loss_giou: 0.448919 loss_class_aux: 4.396194 loss_bbox_aux: 0.994288 loss_giou_aux: 2.862011 loss_class_dn: 0.364990 loss_bbox_dn: 0.169155 loss_giou_dn: 0.471499 loss_class_aux_dn: 1.921218 loss_bbox_aux_dn: 1.015133 loss_giou_aux_dn: 2.587734 loss: 17.318233 eta: 2 days, 18:42:56 batch_cost: 0.5697 data_cost: 0.0014 ips: 7.0212 images/s [03/30 00:19:59] ppdet.engine INFO: Epoch: [12] [2300/7329] learning_rate: 0.000100 loss_class: 0.571308 loss_bbox: 0.145829 loss_giou: 0.373171 loss_class_aux: 3.638158 loss_bbox_aux: 1.000345 loss_giou_aux: 2.459531 loss_class_dn: 0.330867 loss_bbox_dn: 0.184223 loss_giou_dn: 0.426399 loss_class_aux_dn: 1.805062 loss_bbox_aux_dn: 1.078285 loss_giou_aux_dn: 2.320017 loss: 14.988910 eta: 2 days, 18:41:59 batch_cost: 0.5443 data_cost: 0.0017 ips: 7.3494 images/s [03/30 00:21:02] ppdet.engine INFO: Epoch: [12] [2400/7329] learning_rate: 0.000100 loss_class: 0.601880 loss_bbox: 0.166599 loss_giou: 0.418386 loss_class_aux: 4.117948 loss_bbox_aux: 1.070154 loss_giou_aux: 2.744520 loss_class_dn: 0.352164 loss_bbox_dn: 0.194039 loss_giou_dn: 0.430387 loss_class_aux_dn: 1.913788 loss_bbox_aux_dn: 1.156085 loss_giou_aux_dn: 2.365030 loss: 15.422224 eta: 2 days, 18:41:16 batch_cost: 0.5738 data_cost: 0.0013 ips: 6.9714 images/s [03/30 00:22:01] ppdet.engine INFO: Epoch: [12] [2500/7329] learning_rate: 0.000100 loss_class: 0.709670 loss_bbox: 0.187569 loss_giou: 0.541452 loss_class_aux: 4.525970 loss_bbox_aux: 1.145936 loss_giou_aux: 3.345989 loss_class_dn: 0.394685 loss_bbox_dn: 0.218150 loss_giou_dn: 0.532174 loss_class_aux_dn: 2.140549 loss_bbox_aux_dn: 1.288762 loss_giou_aux_dn: 2.851871 loss: 18.186998 eta: 2 days, 18:40:13 batch_cost: 0.5308 data_cost: 0.0013 ips: 7.5353 images/s [03/30 00:23:00] ppdet.engine INFO: Epoch: [12] [2600/7329] learning_rate: 0.000100 loss_class: 0.714614 loss_bbox: 0.156589 loss_giou: 0.502785 loss_class_aux: 4.489755 loss_bbox_aux: 1.011278 loss_giou_aux: 3.148051 loss_class_dn: 0.397638 loss_bbox_dn: 0.213625 loss_giou_dn: 0.542790 loss_class_aux_dn: 2.102045 loss_bbox_aux_dn: 1.231409 loss_giou_aux_dn: 2.903576 loss: 18.386850 eta: 2 days, 18:39:10 batch_cost: 0.5318 data_cost: 0.0013 ips: 7.5212 images/s [03/30 00:23:59] ppdet.engine INFO: Epoch: [12] [2700/7329] learning_rate: 0.000100 loss_class: 0.567504 loss_bbox: 0.149665 loss_giou: 0.405203 loss_class_aux: 3.771820 loss_bbox_aux: 0.935620 loss_giou_aux: 2.448771 loss_class_dn: 0.316094 loss_bbox_dn: 0.181897 loss_giou_dn: 0.432056 loss_class_aux_dn: 1.672092 loss_bbox_aux_dn: 1.056039 loss_giou_aux_dn: 2.382138 loss: 14.489649 eta: 2 days, 18:38:11 batch_cost: 0.5403 data_cost: 0.0013 ips: 7.4034 images/s [03/30 00:24:58] ppdet.engine INFO: Epoch: [12] [2800/7329] learning_rate: 0.000100 loss_class: 0.612302 loss_bbox: 0.146572 loss_giou: 0.478027 loss_class_aux: 3.890348 loss_bbox_aux: 0.979865 loss_giou_aux: 3.032444 loss_class_dn: 0.349785 loss_bbox_dn: 0.195641 loss_giou_dn: 0.494765 loss_class_aux_dn: 1.876654 loss_bbox_aux_dn: 1.152618 loss_giou_aux_dn: 2.677406 loss: 15.936283 eta: 2 days, 18:37:08 batch_cost: 0.5330 data_cost: 0.0013 ips: 7.5051 images/s [03/30 00:26:00] ppdet.engine INFO: Epoch: [12] [2900/7329] learning_rate: 0.000100 loss_class: 0.565220 loss_bbox: 0.144624 loss_giou: 0.329324 loss_class_aux: 3.566956 loss_bbox_aux: 0.932608 loss_giou_aux: 2.055926 loss_class_dn: 0.296609 loss_bbox_dn: 0.195329 loss_giou_dn: 0.348026 loss_class_aux_dn: 1.585872 loss_bbox_aux_dn: 1.143065 loss_giou_aux_dn: 1.943751 loss: 13.551972 eta: 2 days, 18:36:17 batch_cost: 0.5572 data_cost: 0.0013 ips: 7.1786 images/s [03/30 00:26:56] ppdet.engine INFO: Epoch: [12] [3000/7329] learning_rate: 0.000100 loss_class: 0.664551 loss_bbox: 0.166629 loss_giou: 0.492686 loss_class_aux: 4.253310 loss_bbox_aux: 1.147044 loss_giou_aux: 3.127041 loss_class_dn: 0.365580 loss_bbox_dn: 0.207002 loss_giou_dn: 0.503479 loss_class_aux_dn: 1.924304 loss_bbox_aux_dn: 1.170472 loss_giou_aux_dn: 2.665645 loss: 16.250710 eta: 2 days, 18:35:05 batch_cost: 0.5141 data_cost: 0.0013 ips: 7.7809 images/s [03/30 00:27:57] ppdet.engine INFO: Epoch: [12] [3100/7329] learning_rate: 0.000100 loss_class: 0.625511 loss_bbox: 0.150590 loss_giou: 0.471802 loss_class_aux: 3.749225 loss_bbox_aux: 1.020394 loss_giou_aux: 3.076755 loss_class_dn: 0.352283 loss_bbox_dn: 0.173419 loss_giou_dn: 0.461398 loss_class_aux_dn: 1.885680 loss_bbox_aux_dn: 1.006498 loss_giou_aux_dn: 2.475463 loss: 16.123070 eta: 2 days, 18:34:14 batch_cost: 0.5563 data_cost: 0.0012 ips: 7.1903 images/s [03/30 00:29:01] ppdet.engine INFO: Epoch: [12] [3200/7329] learning_rate: 0.000100 loss_class: 0.623916 loss_bbox: 0.158469 loss_giou: 0.437676 loss_class_aux: 4.028793 loss_bbox_aux: 1.073609 loss_giou_aux: 2.899252 loss_class_dn: 0.370711 loss_bbox_dn: 0.194028 loss_giou_dn: 0.487371 loss_class_aux_dn: 2.038242 loss_bbox_aux_dn: 1.101132 loss_giou_aux_dn: 2.744940 loss: 16.082054 eta: 2 days, 18:33:34 batch_cost: 0.5793 data_cost: 0.0014 ips: 6.9044 images/s [03/30 00:30:02] ppdet.engine INFO: Epoch: [12] [3300/7329] learning_rate: 0.000100 loss_class: 0.604481 loss_bbox: 0.158631 loss_giou: 0.425157 loss_class_aux: 3.843144 loss_bbox_aux: 0.995169 loss_giou_aux: 2.681346 loss_class_dn: 0.336455 loss_bbox_dn: 0.215889 loss_giou_dn: 0.444529 loss_class_aux_dn: 1.819284 loss_bbox_aux_dn: 1.199109 loss_giou_aux_dn: 2.412076 loss: 15.280643 eta: 2 days, 18:32:42 batch_cost: 0.5554 data_cost: 0.0014 ips: 7.2017 images/s [03/30 00:31:03] ppdet.engine INFO: Epoch: [12] [3400/7329] learning_rate: 0.000100 loss_class: 0.612637 loss_bbox: 0.144643 loss_giou: 0.409090 loss_class_aux: 4.044791 loss_bbox_aux: 0.954134 loss_giou_aux: 2.578918 loss_class_dn: 0.366224 loss_bbox_dn: 0.180556 loss_giou_dn: 0.438575 loss_class_aux_dn: 1.973089 loss_bbox_aux_dn: 1.015033 loss_giou_aux_dn: 2.312566 loss: 15.555161 eta: 2 days, 18:31:46 batch_cost: 0.5465 data_cost: 0.0014 ips: 7.3193 images/s [03/30 00:31:58] ppdet.engine INFO: Epoch: [12] [3500/7329] learning_rate: 0.000100 loss_class: 0.691878 loss_bbox: 0.194991 loss_giou: 0.503953 loss_class_aux: 4.629421 loss_bbox_aux: 1.264313 loss_giou_aux: 3.122211 loss_class_dn: 0.408393 loss_bbox_dn: 0.222354 loss_giou_dn: 0.528651 loss_class_aux_dn: 2.190498 loss_bbox_aux_dn: 1.290676 loss_giou_aux_dn: 2.843406 loss: 19.207102 eta: 2 days, 18:30:27 batch_cost: 0.4979 data_cost: 0.0012 ips: 8.0342 images/s [03/30 00:32:56] ppdet.engine INFO: Epoch: [12] [3600/7329] learning_rate: 0.000100 loss_class: 0.642232 loss_bbox: 0.164454 loss_giou: 0.404412 loss_class_aux: 4.208920 loss_bbox_aux: 1.122867 loss_giou_aux: 2.726266 loss_class_dn: 0.345371 loss_bbox_dn: 0.201859 loss_giou_dn: 0.424628 loss_class_aux_dn: 1.849216 loss_bbox_aux_dn: 1.173404 loss_giou_aux_dn: 2.260455 loss: 15.928056 eta: 2 days, 18:29:18 batch_cost: 0.5195 data_cost: 0.0012 ips: 7.6998 images/s [03/30 00:33:54] ppdet.engine INFO: Epoch: [12] [3700/7329] learning_rate: 0.000100 loss_class: 0.683833 loss_bbox: 0.173291 loss_giou: 0.443261 loss_class_aux: 4.374494 loss_bbox_aux: 1.176367 loss_giou_aux: 2.861112 loss_class_dn: 0.372963 loss_bbox_dn: 0.228600 loss_giou_dn: 0.476538 loss_class_aux_dn: 1.986097 loss_bbox_aux_dn: 1.269975 loss_giou_aux_dn: 2.592008 loss: 16.912971 eta: 2 days, 18:28:12 batch_cost: 0.5245 data_cost: 0.0012 ips: 7.6265 images/s [03/30 00:34:51] ppdet.engine INFO: Epoch: [12] [3800/7329] learning_rate: 0.000100 loss_class: 0.578680 loss_bbox: 0.140275 loss_giou: 0.384426 loss_class_aux: 3.788166 loss_bbox_aux: 0.982937 loss_giou_aux: 2.498499 loss_class_dn: 0.334148 loss_bbox_dn: 0.177968 loss_giou_dn: 0.407919 loss_class_aux_dn: 1.812849 loss_bbox_aux_dn: 1.082208 loss_giou_aux_dn: 2.258368 loss: 15.132740 eta: 2 days, 18:26:58 batch_cost: 0.5097 data_cost: 0.0013 ips: 7.8479 images/s [03/30 00:35:48] ppdet.engine INFO: Epoch: [12] [3900/7329] learning_rate: 0.000100 loss_class: 0.628127 loss_bbox: 0.155615 loss_giou: 0.437210 loss_class_aux: 4.236186 loss_bbox_aux: 1.021694 loss_giou_aux: 2.835004 loss_class_dn: 0.390073 loss_bbox_dn: 0.190352 loss_giou_dn: 0.487779 loss_class_aux_dn: 2.047773 loss_bbox_aux_dn: 1.073704 loss_giou_aux_dn: 2.673155 loss: 17.138906 eta: 2 days, 18:25:48 batch_cost: 0.5170 data_cost: 0.0012 ips: 7.7363 images/s [03/30 00:36:44] ppdet.engine INFO: Epoch: [12] [4000/7329] learning_rate: 0.000100 loss_class: 0.670081 loss_bbox: 0.161487 loss_giou: 0.478129 loss_class_aux: 4.311007 loss_bbox_aux: 1.004707 loss_giou_aux: 3.108118 loss_class_dn: 0.399760 loss_bbox_dn: 0.178180 loss_giou_dn: 0.517328 loss_class_aux_dn: 2.099391 loss_bbox_aux_dn: 1.001151 loss_giou_aux_dn: 2.774393 loss: 17.435297 eta: 2 days, 18:24:35 batch_cost: 0.5094 data_cost: 0.0012 ips: 7.8522 images/s [03/30 00:37:43] ppdet.engine INFO: Epoch: [12] [4100/7329] learning_rate: 0.000100 loss_class: 0.644079 loss_bbox: 0.160268 loss_giou: 0.420712 loss_class_aux: 4.005117 loss_bbox_aux: 1.069483 loss_giou_aux: 2.754380 loss_class_dn: 0.363149 loss_bbox_dn: 0.213682 loss_giou_dn: 0.457151 loss_class_aux_dn: 1.936454 loss_bbox_aux_dn: 1.234318 loss_giou_aux_dn: 2.510379 loss: 16.746500 eta: 2 days, 18:23:29 batch_cost: 0.5268 data_cost: 0.0013 ips: 7.5928 images/s [03/30 00:38:47] ppdet.engine INFO: Epoch: [12] [4200/7329] learning_rate: 0.000100 loss_class: 0.657918 loss_bbox: 0.190158 loss_giou: 0.526539 loss_class_aux: 4.429578 loss_bbox_aux: 1.179386 loss_giou_aux: 3.205900 loss_class_dn: 0.403411 loss_bbox_dn: 0.226614 loss_giou_dn: 0.521646 loss_class_aux_dn: 2.106134 loss_bbox_aux_dn: 1.254770 loss_giou_aux_dn: 2.847901 loss: 18.410549 eta: 2 days, 18:22:50 batch_cost: 0.5807 data_cost: 0.0013 ips: 6.8887 images/s [03/30 00:39:58] ppdet.engine INFO: Epoch: [12] [4300/7329] learning_rate: 0.000100 loss_class: 0.657926 loss_bbox: 0.158634 loss_giou: 0.435923 loss_class_aux: 4.133378 loss_bbox_aux: 1.040390 loss_giou_aux: 2.778961 loss_class_dn: 0.352564 loss_bbox_dn: 0.207572 loss_giou_dn: 0.471998 loss_class_aux_dn: 1.907650 loss_bbox_aux_dn: 1.221335 loss_giou_aux_dn: 2.514499 loss: 16.464417 eta: 2 days, 18:22:45 batch_cost: 0.6542 data_cost: 0.0013 ips: 6.1145 images/s [03/30 00:40:59] ppdet.engine INFO: Epoch: [12] [4400/7329] learning_rate: 0.000100 loss_class: 0.598377 loss_bbox: 0.144055 loss_giou: 0.411982 loss_class_aux: 3.952450 loss_bbox_aux: 0.953364 loss_giou_aux: 2.640152 loss_class_dn: 0.355775 loss_bbox_dn: 0.190199 loss_giou_dn: 0.446164 loss_class_aux_dn: 1.926807 loss_bbox_aux_dn: 1.135783 loss_giou_aux_dn: 2.437484 loss: 16.353035 eta: 2 days, 18:21:55 batch_cost: 0.5593 data_cost: 0.0012 ips: 7.1522 images/s [03/30 00:41:59] ppdet.engine INFO: Epoch: [12] [4500/7329] learning_rate: 0.000100 loss_class: 0.595512 loss_bbox: 0.157862 loss_giou: 0.395525 loss_class_aux: 3.928815 loss_bbox_aux: 1.037636 loss_giou_aux: 2.490414 loss_class_dn: 0.312037 loss_bbox_dn: 0.191918 loss_giou_dn: 0.409559 loss_class_aux_dn: 1.688884 loss_bbox_aux_dn: 1.124117 loss_giou_aux_dn: 2.282034 loss: 15.458555 eta: 2 days, 18:20:56 batch_cost: 0.5415 data_cost: 0.0012 ips: 7.3871 images/s [03/30 00:42:56] ppdet.engine INFO: Epoch: [12] [4600/7329] learning_rate: 0.000100 loss_class: 0.661764 loss_bbox: 0.152511 loss_giou: 0.472586 loss_class_aux: 4.231925 loss_bbox_aux: 1.032540 loss_giou_aux: 3.126003 loss_class_dn: 0.361277 loss_bbox_dn: 0.193911 loss_giou_dn: 0.470907 loss_class_aux_dn: 1.930346 loss_bbox_aux_dn: 1.130536 loss_giou_aux_dn: 2.543329 loss: 16.099941 eta: 2 days, 18:19:48 batch_cost: 0.5200 data_cost: 0.0013 ips: 7.6923 images/s [03/30 00:43:57] ppdet.engine INFO: Epoch: [12] [4700/7329] learning_rate: 0.000100 loss_class: 0.632399 loss_bbox: 0.147497 loss_giou: 0.410074 loss_class_aux: 4.083026 loss_bbox_aux: 0.993324 loss_giou_aux: 2.576947 loss_class_dn: 0.353230 loss_bbox_dn: 0.192827 loss_giou_dn: 0.420199 loss_class_aux_dn: 1.876277 loss_bbox_aux_dn: 1.093175 loss_giou_aux_dn: 2.310845 loss: 15.647377 eta: 2 days, 18:18:54 batch_cost: 0.5507 data_cost: 0.0012 ips: 7.2637 images/s [03/30 00:44:55] ppdet.engine INFO: Epoch: [12] [4800/7329] learning_rate: 0.000100 loss_class: 0.676962 loss_bbox: 0.172152 loss_giou: 0.483083 loss_class_aux: 4.349307 loss_bbox_aux: 1.150907 loss_giou_aux: 3.143652 loss_class_dn: 0.385784 loss_bbox_dn: 0.213876 loss_giou_dn: 0.517002 loss_class_aux_dn: 2.071576 loss_bbox_aux_dn: 1.251148 loss_giou_aux_dn: 2.795515 loss: 18.111538 eta: 2 days, 18:17:48 batch_cost: 0.5260 data_cost: 0.0013 ips: 7.6044 images/s [03/30 00:45:53] ppdet.engine INFO: Epoch: [12] [4900/7329] learning_rate: 0.000100 loss_class: 0.637047 loss_bbox: 0.168386 loss_giou: 0.417887 loss_class_aux: 4.036952 loss_bbox_aux: 1.138185 loss_giou_aux: 2.701346 loss_class_dn: 0.335867 loss_bbox_dn: 0.199586 loss_giou_dn: 0.422122 loss_class_aux_dn: 1.814220 loss_bbox_aux_dn: 1.120718 loss_giou_aux_dn: 2.323793 loss: 16.582264 eta: 2 days, 18:16:42 batch_cost: 0.5242 data_cost: 0.0015 ips: 7.6303 images/s [03/30 00:46:53] ppdet.engine INFO: Epoch: [12] [5000/7329] learning_rate: 0.000100 loss_class: 0.624883 loss_bbox: 0.161759 loss_giou: 0.471201 loss_class_aux: 3.886894 loss_bbox_aux: 1.086069 loss_giou_aux: 2.955585 loss_class_dn: 0.368456 loss_bbox_dn: 0.203930 loss_giou_dn: 0.466666 loss_class_aux_dn: 1.919835 loss_bbox_aux_dn: 1.189808 loss_giou_aux_dn: 2.622889 loss: 15.745121 eta: 2 days, 18:15:44 batch_cost: 0.5422 data_cost: 0.0012 ips: 7.3771 images/s [03/30 00:47:49] ppdet.engine INFO: Epoch: [12] [5100/7329] learning_rate: 0.000100 loss_class: 0.633318 loss_bbox: 0.171581 loss_giou: 0.432531 loss_class_aux: 4.148236 loss_bbox_aux: 1.094952 loss_giou_aux: 2.740207 loss_class_dn: 0.392671 loss_bbox_dn: 0.199799 loss_giou_dn: 0.437156 loss_class_aux_dn: 2.044646 loss_bbox_aux_dn: 1.119847 loss_giou_aux_dn: 2.372931 loss: 16.126831 eta: 2 days, 18:14:27 batch_cost: 0.5001 data_cost: 0.0012 ips: 7.9988 images/s [03/30 00:48:47] ppdet.engine INFO: Epoch: [12] [5200/7329] learning_rate: 0.000100 loss_class: 0.640298 loss_bbox: 0.169342 loss_giou: 0.450490 loss_class_aux: 4.233721 loss_bbox_aux: 1.129625 loss_giou_aux: 2.966594 loss_class_dn: 0.384814 loss_bbox_dn: 0.201327 loss_giou_dn: 0.522392 loss_class_aux_dn: 2.069140 loss_bbox_aux_dn: 1.121859 loss_giou_aux_dn: 2.743591 loss: 17.070490 eta: 2 days, 18:13:23 batch_cost: 0.5303 data_cost: 0.0014 ips: 7.5434 images/s [03/30 00:49:50] ppdet.engine INFO: Epoch: [12] [5300/7329] learning_rate: 0.000100 loss_class: 0.642186 loss_bbox: 0.150797 loss_giou: 0.350017 loss_class_aux: 4.048283 loss_bbox_aux: 0.972194 loss_giou_aux: 2.259522 loss_class_dn: 0.334590 loss_bbox_dn: 0.208308 loss_giou_dn: 0.390984 loss_class_aux_dn: 1.804766 loss_bbox_aux_dn: 1.221149 loss_giou_aux_dn: 2.159003 loss: 14.685019 eta: 2 days, 18:12:34 batch_cost: 0.5614 data_cost: 0.0015 ips: 7.1255 images/s [03/30 00:50:51] ppdet.engine INFO: Epoch: [12] [5400/7329] learning_rate: 0.000100 loss_class: 0.631806 loss_bbox: 0.151219 loss_giou: 0.382107 loss_class_aux: 4.070562 loss_bbox_aux: 0.985568 loss_giou_aux: 2.415942 loss_class_dn: 0.336823 loss_bbox_dn: 0.186088 loss_giou_dn: 0.404402 loss_class_aux_dn: 1.786871 loss_bbox_aux_dn: 1.105702 loss_giou_aux_dn: 2.185266 loss: 15.269345 eta: 2 days, 18:11:36 batch_cost: 0.5409 data_cost: 0.0017 ips: 7.3951 images/s [03/30 00:51:59] ppdet.engine INFO: Epoch: [12] [5500/7329] learning_rate: 0.000100 loss_class: 0.668266 loss_bbox: 0.166466 loss_giou: 0.496182 loss_class_aux: 4.324249 loss_bbox_aux: 1.100148 loss_giou_aux: 3.217589 loss_class_dn: 0.390383 loss_bbox_dn: 0.190032 loss_giou_dn: 0.517809 loss_class_aux_dn: 2.064531 loss_bbox_aux_dn: 1.113150 loss_giou_aux_dn: 2.768004 loss: 17.613127 eta: 2 days, 18:11:12 batch_cost: 0.6164 data_cost: 0.0015 ips: 6.4894 images/s [03/30 00:53:01] ppdet.engine INFO: Epoch: [12] [5600/7329] learning_rate: 0.000100 loss_class: 0.709297 loss_bbox: 0.170819 loss_giou: 0.439811 loss_class_aux: 4.526983 loss_bbox_aux: 1.123017 loss_giou_aux: 2.840412 loss_class_dn: 0.367414 loss_bbox_dn: 0.203931 loss_giou_dn: 0.476883 loss_class_aux_dn: 1.941603 loss_bbox_aux_dn: 1.151389 loss_giou_aux_dn: 2.547124 loss: 17.502220 eta: 2 days, 18:10:20 batch_cost: 0.5547 data_cost: 0.0014 ips: 7.2116 images/s [03/30 00:53:59] ppdet.engine INFO: Epoch: [12] [5700/7329] learning_rate: 0.000100 loss_class: 0.668108 loss_bbox: 0.170031 loss_giou: 0.438754 loss_class_aux: 4.455612 loss_bbox_aux: 1.064016 loss_giou_aux: 2.720236 loss_class_dn: 0.381970 loss_bbox_dn: 0.215223 loss_giou_dn: 0.455790 loss_class_aux_dn: 2.013129 loss_bbox_aux_dn: 1.242520 loss_giou_aux_dn: 2.518443 loss: 16.901472 eta: 2 days, 18:09:16 batch_cost: 0.5275 data_cost: 0.0012 ips: 7.5826 images/s [03/30 00:55:01] ppdet.engine INFO: Epoch: [12] [5800/7329] learning_rate: 0.000100 loss_class: 0.657559 loss_bbox: 0.174970 loss_giou: 0.422259 loss_class_aux: 4.325082 loss_bbox_aux: 1.146080 loss_giou_aux: 2.693218 loss_class_dn: 0.367388 loss_bbox_dn: 0.216326 loss_giou_dn: 0.453002 loss_class_aux_dn: 2.000895 loss_bbox_aux_dn: 1.247253 loss_giou_aux_dn: 2.462769 loss: 15.921406 eta: 2 days, 18:08:26 batch_cost: 0.5591 data_cost: 0.0013 ips: 7.1542 images/s [03/30 00:56:03] ppdet.engine INFO: Epoch: [12] [5900/7329] learning_rate: 0.000100 loss_class: 0.577955 loss_bbox: 0.134779 loss_giou: 0.347206 loss_class_aux: 3.681909 loss_bbox_aux: 0.903760 loss_giou_aux: 2.202450 loss_class_dn: 0.313527 loss_bbox_dn: 0.188328 loss_giou_dn: 0.351757 loss_class_aux_dn: 1.700519 loss_bbox_aux_dn: 1.092304 loss_giou_aux_dn: 1.951621 loss: 13.775823 eta: 2 days, 18:07:38 batch_cost: 0.5638 data_cost: 0.0012 ips: 7.0948 images/s [03/30 00:57:08] ppdet.engine INFO: Epoch: [12] [6000/7329] learning_rate: 0.000100 loss_class: 0.608021 loss_bbox: 0.159964 loss_giou: 0.401997 loss_class_aux: 4.000418 loss_bbox_aux: 1.047759 loss_giou_aux: 2.542232 loss_class_dn: 0.334111 loss_bbox_dn: 0.187898 loss_giou_dn: 0.420998 loss_class_aux_dn: 1.757007 loss_bbox_aux_dn: 1.055905 loss_giou_aux_dn: 2.254504 loss: 15.112375 eta: 2 days, 18:07:02 batch_cost: 0.5909 data_cost: 0.0014 ips: 6.7693 images/s [03/30 00:58:08] ppdet.engine INFO: Epoch: [12] [6100/7329] learning_rate: 0.000100 loss_class: 0.649256 loss_bbox: 0.150912 loss_giou: 0.443925 loss_class_aux: 4.330433 loss_bbox_aux: 0.980532 loss_giou_aux: 2.883226 loss_class_dn: 0.391654 loss_bbox_dn: 0.186982 loss_giou_dn: 0.443446 loss_class_aux_dn: 2.069930 loss_bbox_aux_dn: 1.137058 loss_giou_aux_dn: 2.494345 loss: 17.088692 eta: 2 days, 18:06:03 batch_cost: 0.5386 data_cost: 0.0012 ips: 7.4268 images/s [03/30 00:59:05] ppdet.engine INFO: Epoch: [12] [6200/7329] learning_rate: 0.000100 loss_class: 0.592515 loss_bbox: 0.146640 loss_giou: 0.408933 loss_class_aux: 3.874584 loss_bbox_aux: 0.930391 loss_giou_aux: 2.592629 loss_class_dn: 0.343504 loss_bbox_dn: 0.182533 loss_giou_dn: 0.414095 loss_class_aux_dn: 1.831280 loss_bbox_aux_dn: 1.017070 loss_giou_aux_dn: 2.259818 loss: 16.028603 eta: 2 days, 18:04:53 batch_cost: 0.5163 data_cost: 0.0013 ips: 7.7474 images/s [03/30 01:00:02] ppdet.engine INFO: Epoch: [12] [6300/7329] learning_rate: 0.000100 loss_class: 0.561191 loss_bbox: 0.149318 loss_giou: 0.346009 loss_class_aux: 3.627816 loss_bbox_aux: 0.970928 loss_giou_aux: 2.349714 loss_class_dn: 0.297101 loss_bbox_dn: 0.197771 loss_giou_dn: 0.368484 loss_class_aux_dn: 1.614172 loss_bbox_aux_dn: 1.149320 loss_giou_aux_dn: 2.014142 loss: 13.455725 eta: 2 days, 18:03:41 batch_cost: 0.5115 data_cost: 0.0012 ips: 7.8203 images/s [03/30 01:00:58] ppdet.engine INFO: Epoch: [12] [6400/7329] learning_rate: 0.000100 loss_class: 0.569485 loss_bbox: 0.138118 loss_giou: 0.430646 loss_class_aux: 3.681732 loss_bbox_aux: 0.922953 loss_giou_aux: 2.758274 loss_class_dn: 0.339117 loss_bbox_dn: 0.169015 loss_giou_dn: 0.417810 loss_class_aux_dn: 1.810656 loss_bbox_aux_dn: 1.000955 loss_giou_aux_dn: 2.326908 loss: 15.403701 eta: 2 days, 18:02:27 batch_cost: 0.5081 data_cost: 0.0012 ips: 7.8725 images/s [03/30 01:02:00] ppdet.engine INFO: Epoch: [12] [6500/7329] learning_rate: 0.000100 loss_class: 0.626454 loss_bbox: 0.156665 loss_giou: 0.422693 loss_class_aux: 4.058220 loss_bbox_aux: 1.040582 loss_giou_aux: 2.681625 loss_class_dn: 0.369947 loss_bbox_dn: 0.208762 loss_giou_dn: 0.442193 loss_class_aux_dn: 1.993246 loss_bbox_aux_dn: 1.176135 loss_giou_aux_dn: 2.416147 loss: 16.691570 eta: 2 days, 18:01:40 batch_cost: 0.5651 data_cost: 0.0013 ips: 7.0786 images/s [03/30 01:02:56] ppdet.engine INFO: Epoch: [12] [6600/7329] learning_rate: 0.000100 loss_class: 0.652708 loss_bbox: 0.161928 loss_giou: 0.514147 loss_class_aux: 4.229207 loss_bbox_aux: 1.080185 loss_giou_aux: 3.251342 loss_class_dn: 0.369891 loss_bbox_dn: 0.204830 loss_giou_dn: 0.497052 loss_class_aux_dn: 2.004106 loss_bbox_aux_dn: 1.170119 loss_giou_aux_dn: 2.687708 loss: 17.230574 eta: 2 days, 18:00:25 batch_cost: 0.5056 data_cost: 0.0013 ips: 7.9117 images/s [03/30 01:03:56] ppdet.engine INFO: Epoch: [12] [6700/7329] learning_rate: 0.000100 loss_class: 0.668333 loss_bbox: 0.184770 loss_giou: 0.416156 loss_class_aux: 4.361950 loss_bbox_aux: 1.172037 loss_giou_aux: 2.605961 loss_class_dn: 0.369030 loss_bbox_dn: 0.253764 loss_giou_dn: 0.457123 loss_class_aux_dn: 1.939975 loss_bbox_aux_dn: 1.460529 loss_giou_aux_dn: 2.482146 loss: 16.876722 eta: 2 days, 17:59:28 batch_cost: 0.5422 data_cost: 0.0012 ips: 7.3778 images/s [03/30 01:04:57] ppdet.engine INFO: Epoch: [12] [6800/7329] learning_rate: 0.000100 loss_class: 0.646374 loss_bbox: 0.166106 loss_giou: 0.430979 loss_class_aux: 4.251430 loss_bbox_aux: 1.131698 loss_giou_aux: 2.774259 loss_class_dn: 0.334796 loss_bbox_dn: 0.203971 loss_giou_dn: 0.442584 loss_class_aux_dn: 1.775336 loss_bbox_aux_dn: 1.224328 loss_giou_aux_dn: 2.410195 loss: 15.016788 eta: 2 days, 17:58:33 batch_cost: 0.5503 data_cost: 0.0022 ips: 7.2694 images/s [03/30 01:05:52] ppdet.engine INFO: Epoch: [12] [6900/7329] learning_rate: 0.000100 loss_class: 0.598068 loss_bbox: 0.151893 loss_giou: 0.466540 loss_class_aux: 3.994205 loss_bbox_aux: 0.980808 loss_giou_aux: 2.884417 loss_class_dn: 0.347742 loss_bbox_dn: 0.190897 loss_giou_dn: 0.444371 loss_class_aux_dn: 1.816475 loss_bbox_aux_dn: 1.074703 loss_giou_aux_dn: 2.325159 loss: 15.509116 eta: 2 days, 17:57:18 batch_cost: 0.5024 data_cost: 0.0012 ips: 7.9616 images/s [03/30 01:06:48] ppdet.engine INFO: Epoch: [12] [7000/7329] learning_rate: 0.000100 loss_class: 0.703648 loss_bbox: 0.158600 loss_giou: 0.427517 loss_class_aux: 4.337672 loss_bbox_aux: 1.026519 loss_giou_aux: 2.677663 loss_class_dn: 0.365274 loss_bbox_dn: 0.183843 loss_giou_dn: 0.448622 loss_class_aux_dn: 2.051877 loss_bbox_aux_dn: 1.072681 loss_giou_aux_dn: 2.452899 loss: 15.897758 eta: 2 days, 17:56:00 batch_cost: 0.4988 data_cost: 0.0013 ips: 8.0198 images/s [03/30 01:07:49] ppdet.engine INFO: Epoch: [12] [7100/7329] learning_rate: 0.000100 loss_class: 0.576222 loss_bbox: 0.152513 loss_giou: 0.455228 loss_class_aux: 3.751755 loss_bbox_aux: 0.954801 loss_giou_aux: 2.943290 loss_class_dn: 0.334334 loss_bbox_dn: 0.182490 loss_giou_dn: 0.443626 loss_class_aux_dn: 1.811310 loss_bbox_aux_dn: 1.040934 loss_giou_aux_dn: 2.423082 loss: 15.520447 eta: 2 days, 17:55:09 batch_cost: 0.5563 data_cost: 0.0014 ips: 7.1906 images/s [03/30 01:08:49] ppdet.engine INFO: Epoch: [12] [7200/7329] learning_rate: 0.000100 loss_class: 0.606694 loss_bbox: 0.139489 loss_giou: 0.434181 loss_class_aux: 3.895236 loss_bbox_aux: 0.960145 loss_giou_aux: 2.695009 loss_class_dn: 0.341915 loss_bbox_dn: 0.156430 loss_giou_dn: 0.406855 loss_class_aux_dn: 1.842198 loss_bbox_aux_dn: 0.897727 loss_giou_aux_dn: 2.199585 loss: 14.705416 eta: 2 days, 17:54:15 batch_cost: 0.5506 data_cost: 0.0012 ips: 7.2648 images/s [03/30 01:09:50] ppdet.engine INFO: Epoch: [12] [7300/7329] learning_rate: 0.000100 loss_class: 0.639846 loss_bbox: 0.155826 loss_giou: 0.395934 loss_class_aux: 4.070264 loss_bbox_aux: 1.037377 loss_giou_aux: 2.628490 loss_class_dn: 0.362751 loss_bbox_dn: 0.189467 loss_giou_dn: 0.432642 loss_class_aux_dn: 1.920899 loss_bbox_aux_dn: 1.052323 loss_giou_aux_dn: 2.344891 loss: 15.417759 eta: 2 days, 17:53:21 batch_cost: 0.5503 data_cost: 0.0013 ips: 7.2684 images/s [03/30 01:10:13] ppdet.engine INFO: Eval iter: 0 [03/30 01:10:41] ppdet.engine INFO: Eval iter: 100 [03/30 01:11:10] ppdet.engine INFO: Eval iter: 200 [03/30 01:11:38] ppdet.engine INFO: Eval iter: 300 [03/30 01:12:05] ppdet.engine INFO: Eval iter: 400 [03/30 01:12:33] ppdet.engine INFO: Eval iter: 500 [03/30 01:13:01] ppdet.engine INFO: Eval iter: 600 [03/30 01:13:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [03/30 01:13:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.19s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.27s). Accumulating evaluation results... DONE (t=27.26s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.492 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.673 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.301 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 ] = 0.677 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 ] = 0.623 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.692 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.878 [03/30 01:16:15] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.1101643844762 [03/30 01:16:15] ppdet.engine INFO: Best test bbox ap is 0.492. [03/30 01:16:18] ppdet.engine INFO: Epoch: [13] [ 0/7329] learning_rate: 0.000100 loss_class: 0.626029 loss_bbox: 0.149452 loss_giou: 0.395901 loss_class_aux: 3.949536 loss_bbox_aux: 0.996122 loss_giou_aux: 2.683847 loss_class_dn: 0.359148 loss_bbox_dn: 0.183165 loss_giou_dn: 0.427506 loss_class_aux_dn: 1.887937 loss_bbox_aux_dn: 1.023391 loss_giou_aux_dn: 2.344891 loss: 15.194219 eta: 2 days, 17:53:06 batch_cost: 0.5365 data_cost: 0.0013 ips: 7.4561 images/s [03/30 01:17:20] ppdet.engine INFO: Epoch: [13] [ 100/7329] learning_rate: 0.000100 loss_class: 0.675238 loss_bbox: 0.158134 loss_giou: 0.525327 loss_class_aux: 4.278004 loss_bbox_aux: 0.987125 loss_giou_aux: 3.275118 loss_class_dn: 0.373269 loss_bbox_dn: 0.197841 loss_giou_dn: 0.534412 loss_class_aux_dn: 1.979840 loss_bbox_aux_dn: 1.133841 loss_giou_aux_dn: 2.812042 loss: 17.700287 eta: 2 days, 17:52:16 batch_cost: 0.5586 data_cost: 0.0013 ips: 7.1609 images/s [03/30 01:18:19] ppdet.engine INFO: Epoch: [13] [ 200/7329] learning_rate: 0.000100 loss_class: 0.701977 loss_bbox: 0.196771 loss_giou: 0.474628 loss_class_aux: 4.393697 loss_bbox_aux: 1.268218 loss_giou_aux: 3.031075 loss_class_dn: 0.390395 loss_bbox_dn: 0.208768 loss_giou_dn: 0.473825 loss_class_aux_dn: 2.092255 loss_bbox_aux_dn: 1.177775 loss_giou_aux_dn: 2.589643 loss: 16.934898 eta: 2 days, 17:51:18 batch_cost: 0.5417 data_cost: 0.0012 ips: 7.3840 images/s [03/30 01:19:28] ppdet.engine INFO: Epoch: [13] [ 300/7329] learning_rate: 0.000100 loss_class: 0.682988 loss_bbox: 0.166916 loss_giou: 0.465621 loss_class_aux: 4.407798 loss_bbox_aux: 1.081248 loss_giou_aux: 3.027189 loss_class_dn: 0.346713 loss_bbox_dn: 0.211288 loss_giou_dn: 0.491848 loss_class_aux_dn: 1.882519 loss_bbox_aux_dn: 1.214391 loss_giou_aux_dn: 2.674700 loss: 16.927334 eta: 2 days, 17:51:00 batch_cost: 0.6296 data_cost: 0.0012 ips: 6.3534 images/s [03/30 01:20:30] ppdet.engine INFO: Epoch: [13] [ 400/7329] learning_rate: 0.000100 loss_class: 0.612511 loss_bbox: 0.123141 loss_giou: 0.403973 loss_class_aux: 3.983851 loss_bbox_aux: 0.827162 loss_giou_aux: 2.600196 loss_class_dn: 0.346903 loss_bbox_dn: 0.177767 loss_giou_dn: 0.423905 loss_class_aux_dn: 1.853313 loss_bbox_aux_dn: 1.058681 loss_giou_aux_dn: 2.382471 loss: 15.721363 eta: 2 days, 17:50:15 batch_cost: 0.5717 data_cost: 0.0012 ips: 6.9967 images/s [03/30 01:21:32] ppdet.engine INFO: Epoch: [13] [ 500/7329] learning_rate: 0.000100 loss_class: 0.656030 loss_bbox: 0.155468 loss_giou: 0.481704 loss_class_aux: 4.192011 loss_bbox_aux: 1.035473 loss_giou_aux: 3.169071 loss_class_dn: 0.383874 loss_bbox_dn: 0.192797 loss_giou_dn: 0.506571 loss_class_aux_dn: 2.064437 loss_bbox_aux_dn: 1.131642 loss_giou_aux_dn: 2.722431 loss: 17.436363 eta: 2 days, 17:49:25 batch_cost: 0.5594 data_cost: 0.0012 ips: 7.1500 images/s [03/30 01:22:28] ppdet.engine INFO: Epoch: [13] [ 600/7329] learning_rate: 0.000100 loss_class: 0.602093 loss_bbox: 0.159033 loss_giou: 0.430124 loss_class_aux: 4.020275 loss_bbox_aux: 1.064309 loss_giou_aux: 2.629649 loss_class_dn: 0.353211 loss_bbox_dn: 0.209221 loss_giou_dn: 0.440259 loss_class_aux_dn: 1.869159 loss_bbox_aux_dn: 1.182853 loss_giou_aux_dn: 2.354887 loss: 16.107643 eta: 2 days, 17:48:14 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8302 images/s [03/30 01:23:29] ppdet.engine INFO: Epoch: [13] [ 700/7329] learning_rate: 0.000100 loss_class: 0.598339 loss_bbox: 0.142748 loss_giou: 0.321266 loss_class_aux: 3.891601 loss_bbox_aux: 0.995715 loss_giou_aux: 2.143396 loss_class_dn: 0.342532 loss_bbox_dn: 0.203307 loss_giou_dn: 0.386814 loss_class_aux_dn: 1.838157 loss_bbox_aux_dn: 1.162358 loss_giou_aux_dn: 2.093665 loss: 14.583309 eta: 2 days, 17:47:20 batch_cost: 0.5511 data_cost: 0.0013 ips: 7.2578 images/s [03/30 01:24:34] ppdet.engine INFO: Epoch: [13] [ 800/7329] learning_rate: 0.000100 loss_class: 0.561876 loss_bbox: 0.142380 loss_giou: 0.443944 loss_class_aux: 3.685446 loss_bbox_aux: 0.945088 loss_giou_aux: 2.794091 loss_class_dn: 0.339525 loss_bbox_dn: 0.173275 loss_giou_dn: 0.459967 loss_class_aux_dn: 1.813870 loss_bbox_aux_dn: 0.969998 loss_giou_aux_dn: 2.492888 loss: 15.685778 eta: 2 days, 17:46:41 batch_cost: 0.5852 data_cost: 0.0014 ips: 6.8348 images/s [03/30 01:25:30] ppdet.engine INFO: Epoch: [13] [ 900/7329] learning_rate: 0.000100 loss_class: 0.627002 loss_bbox: 0.150858 loss_giou: 0.492691 loss_class_aux: 3.999595 loss_bbox_aux: 0.966316 loss_giou_aux: 3.056138 loss_class_dn: 0.368984 loss_bbox_dn: 0.184647 loss_giou_dn: 0.497472 loss_class_aux_dn: 1.984089 loss_bbox_aux_dn: 1.048234 loss_giou_aux_dn: 2.678264 loss: 17.010216 eta: 2 days, 17:45:30 batch_cost: 0.5113 data_cost: 0.0012 ips: 7.8233 images/s [03/30 01:26:28] ppdet.engine INFO: Epoch: [13] [1000/7329] learning_rate: 0.000100 loss_class: 0.635074 loss_bbox: 0.178502 loss_giou: 0.414932 loss_class_aux: 4.164648 loss_bbox_aux: 1.153749 loss_giou_aux: 2.652012 loss_class_dn: 0.333841 loss_bbox_dn: 0.217919 loss_giou_dn: 0.425955 loss_class_aux_dn: 1.874871 loss_bbox_aux_dn: 1.288047 loss_giou_aux_dn: 2.365322 loss: 16.164059 eta: 2 days, 17:44:25 batch_cost: 0.5274 data_cost: 0.0012 ips: 7.5843 images/s [03/30 01:27:24] ppdet.engine INFO: Epoch: [13] [1100/7329] learning_rate: 0.000100 loss_class: 0.671251 loss_bbox: 0.183613 loss_giou: 0.454369 loss_class_aux: 4.315669 loss_bbox_aux: 1.155461 loss_giou_aux: 2.882949 loss_class_dn: 0.359443 loss_bbox_dn: 0.230886 loss_giou_dn: 0.463710 loss_class_aux_dn: 1.878045 loss_bbox_aux_dn: 1.201480 loss_giou_aux_dn: 2.529238 loss: 16.863625 eta: 2 days, 17:43:09 batch_cost: 0.4998 data_cost: 0.0012 ips: 8.0025 images/s [03/30 01:28:20] ppdet.engine INFO: Epoch: [13] [1200/7329] learning_rate: 0.000100 loss_class: 0.641044 loss_bbox: 0.150653 loss_giou: 0.415976 loss_class_aux: 4.037453 loss_bbox_aux: 0.992832 loss_giou_aux: 2.740188 loss_class_dn: 0.348302 loss_bbox_dn: 0.195212 loss_giou_dn: 0.486955 loss_class_aux_dn: 1.898296 loss_bbox_aux_dn: 1.098662 loss_giou_aux_dn: 2.546208 loss: 16.925005 eta: 2 days, 17:41:57 batch_cost: 0.5102 data_cost: 0.0012 ips: 7.8399 images/s [03/30 01:29:16] ppdet.engine INFO: Epoch: [13] [1300/7329] learning_rate: 0.000100 loss_class: 0.581794 loss_bbox: 0.154888 loss_giou: 0.385560 loss_class_aux: 3.759599 loss_bbox_aux: 0.988415 loss_giou_aux: 2.460706 loss_class_dn: 0.316557 loss_bbox_dn: 0.186288 loss_giou_dn: 0.394414 loss_class_aux_dn: 1.656700 loss_bbox_aux_dn: 1.080202 loss_giou_aux_dn: 2.180550 loss: 15.578466 eta: 2 days, 17:40:44 batch_cost: 0.5083 data_cost: 0.0011 ips: 7.8701 images/s [03/30 01:30:22] ppdet.engine INFO: Epoch: [13] [1400/7329] learning_rate: 0.000100 loss_class: 0.620494 loss_bbox: 0.168676 loss_giou: 0.451553 loss_class_aux: 4.083939 loss_bbox_aux: 1.100183 loss_giou_aux: 2.878105 loss_class_dn: 0.372724 loss_bbox_dn: 0.221165 loss_giou_dn: 0.470398 loss_class_aux_dn: 1.973819 loss_bbox_aux_dn: 1.265691 loss_giou_aux_dn: 2.574564 loss: 16.817425 eta: 2 days, 17:40:10 batch_cost: 0.5948 data_cost: 0.0013 ips: 6.7247 images/s [03/30 01:31:25] ppdet.engine INFO: Epoch: [13] [1500/7329] learning_rate: 0.000100 loss_class: 0.617134 loss_bbox: 0.149184 loss_giou: 0.384335 loss_class_aux: 3.969616 loss_bbox_aux: 1.007043 loss_giou_aux: 2.473952 loss_class_dn: 0.323737 loss_bbox_dn: 0.196997 loss_giou_dn: 0.396920 loss_class_aux_dn: 1.727917 loss_bbox_aux_dn: 1.165425 loss_giou_aux_dn: 2.180845 loss: 15.078701 eta: 2 days, 17:39:28 batch_cost: 0.5770 data_cost: 0.0013 ips: 6.9319 images/s [03/30 01:32:32] ppdet.engine INFO: Epoch: [13] [1600/7329] learning_rate: 0.000100 loss_class: 0.658239 loss_bbox: 0.161354 loss_giou: 0.462251 loss_class_aux: 4.250143 loss_bbox_aux: 1.061549 loss_giou_aux: 3.004156 loss_class_dn: 0.387526 loss_bbox_dn: 0.194437 loss_giou_dn: 0.491600 loss_class_aux_dn: 2.072181 loss_bbox_aux_dn: 1.117660 loss_giou_aux_dn: 2.653507 loss: 16.955429 eta: 2 days, 17:38:55 batch_cost: 0.5989 data_cost: 0.0016 ips: 6.6788 images/s [03/30 01:33:29] ppdet.engine INFO: Epoch: [13] [1700/7329] learning_rate: 0.000100 loss_class: 0.599101 loss_bbox: 0.153559 loss_giou: 0.399680 loss_class_aux: 3.788952 loss_bbox_aux: 1.009420 loss_giou_aux: 2.517765 loss_class_dn: 0.333331 loss_bbox_dn: 0.199455 loss_giou_dn: 0.428153 loss_class_aux_dn: 1.788966 loss_bbox_aux_dn: 1.095873 loss_giou_aux_dn: 2.315197 loss: 15.478109 eta: 2 days, 17:37:44 batch_cost: 0.5115 data_cost: 0.0014 ips: 7.8202 images/s [03/30 01:34:34] ppdet.engine INFO: Epoch: [13] [1800/7329] learning_rate: 0.000100 loss_class: 0.553559 loss_bbox: 0.148128 loss_giou: 0.387859 loss_class_aux: 3.559465 loss_bbox_aux: 1.022652 loss_giou_aux: 2.493601 loss_class_dn: 0.327799 loss_bbox_dn: 0.172744 loss_giou_dn: 0.402395 loss_class_aux_dn: 1.761554 loss_bbox_aux_dn: 1.017238 loss_giou_aux_dn: 2.179975 loss: 14.297225 eta: 2 days, 17:37:05 batch_cost: 0.5842 data_cost: 0.0018 ips: 6.8470 images/s [03/30 01:35:36] ppdet.engine INFO: Epoch: [13] [1900/7329] learning_rate: 0.000100 loss_class: 0.616370 loss_bbox: 0.168549 loss_giou: 0.423154 loss_class_aux: 3.971088 loss_bbox_aux: 1.105110 loss_giou_aux: 2.734055 loss_class_dn: 0.355542 loss_bbox_dn: 0.199456 loss_giou_dn: 0.443781 loss_class_aux_dn: 1.941837 loss_bbox_aux_dn: 1.097621 loss_giou_aux_dn: 2.424079 loss: 16.197002 eta: 2 days, 17:36:21 batch_cost: 0.5728 data_cost: 0.0013 ips: 6.9834 images/s [03/30 01:36:37] ppdet.engine INFO: Epoch: [13] [2000/7329] learning_rate: 0.000100 loss_class: 0.607209 loss_bbox: 0.156681 loss_giou: 0.379252 loss_class_aux: 4.013717 loss_bbox_aux: 1.024502 loss_giou_aux: 2.357407 loss_class_dn: 0.321725 loss_bbox_dn: 0.208857 loss_giou_dn: 0.412373 loss_class_aux_dn: 1.760230 loss_bbox_aux_dn: 1.192303 loss_giou_aux_dn: 2.252944 loss: 14.746224 eta: 2 days, 17:35:27 batch_cost: 0.5521 data_cost: 0.0013 ips: 7.2444 images/s [03/30 01:37:34] ppdet.engine INFO: Epoch: [13] [2100/7329] learning_rate: 0.000100 loss_class: 0.544352 loss_bbox: 0.145986 loss_giou: 0.341651 loss_class_aux: 3.463313 loss_bbox_aux: 0.964009 loss_giou_aux: 2.207142 loss_class_dn: 0.293532 loss_bbox_dn: 0.174661 loss_giou_dn: 0.362577 loss_class_aux_dn: 1.597062 loss_bbox_aux_dn: 0.982577 loss_giou_aux_dn: 1.990923 loss: 13.313232 eta: 2 days, 17:34:15 batch_cost: 0.5097 data_cost: 0.0013 ips: 7.8472 images/s [03/30 01:38:37] ppdet.engine INFO: Epoch: [13] [2200/7329] learning_rate: 0.000100 loss_class: 0.598198 loss_bbox: 0.146326 loss_giou: 0.327998 loss_class_aux: 4.035707 loss_bbox_aux: 1.016312 loss_giou_aux: 2.235481 loss_class_dn: 0.346594 loss_bbox_dn: 0.171093 loss_giou_dn: 0.380246 loss_class_aux_dn: 1.837759 loss_bbox_aux_dn: 1.025069 loss_giou_aux_dn: 2.058204 loss: 16.038055 eta: 2 days, 17:33:33 batch_cost: 0.5758 data_cost: 0.0013 ips: 6.9472 images/s [03/30 01:39:37] ppdet.engine INFO: Epoch: [13] [2300/7329] learning_rate: 0.000100 loss_class: 0.724686 loss_bbox: 0.181331 loss_giou: 0.469060 loss_class_aux: 4.720199 loss_bbox_aux: 1.231784 loss_giou_aux: 3.017813 loss_class_dn: 0.404125 loss_bbox_dn: 0.219867 loss_giou_dn: 0.508776 loss_class_aux_dn: 2.192297 loss_bbox_aux_dn: 1.292307 loss_giou_aux_dn: 2.702028 loss: 18.031162 eta: 2 days, 17:32:35 batch_cost: 0.5417 data_cost: 0.0012 ips: 7.3841 images/s [03/30 01:40:35] ppdet.engine INFO: Epoch: [13] [2400/7329] learning_rate: 0.000100 loss_class: 0.658553 loss_bbox: 0.160148 loss_giou: 0.409779 loss_class_aux: 4.249093 loss_bbox_aux: 1.047719 loss_giou_aux: 2.673923 loss_class_dn: 0.356530 loss_bbox_dn: 0.188969 loss_giou_dn: 0.434723 loss_class_aux_dn: 1.896194 loss_bbox_aux_dn: 1.072028 loss_giou_aux_dn: 2.397951 loss: 16.982029 eta: 2 days, 17:31:28 batch_cost: 0.5228 data_cost: 0.0013 ips: 7.6505 images/s [03/30 01:41:32] ppdet.engine INFO: Epoch: [13] [2500/7329] learning_rate: 0.000100 loss_class: 0.702801 loss_bbox: 0.162710 loss_giou: 0.436257 loss_class_aux: 4.485762 loss_bbox_aux: 1.089389 loss_giou_aux: 2.787006 loss_class_dn: 0.367018 loss_bbox_dn: 0.259237 loss_giou_dn: 0.460890 loss_class_aux_dn: 2.017353 loss_bbox_aux_dn: 1.430825 loss_giou_aux_dn: 2.487944 loss: 17.071297 eta: 2 days, 17:30:22 batch_cost: 0.5224 data_cost: 0.0013 ips: 7.6571 images/s [03/30 01:42:29] ppdet.engine INFO: Epoch: [13] [2600/7329] learning_rate: 0.000100 loss_class: 0.625419 loss_bbox: 0.167451 loss_giou: 0.407020 loss_class_aux: 4.116851 loss_bbox_aux: 1.116152 loss_giou_aux: 2.633853 loss_class_dn: 0.349319 loss_bbox_dn: 0.205513 loss_giou_dn: 0.423671 loss_class_aux_dn: 1.880009 loss_bbox_aux_dn: 1.210786 loss_giou_aux_dn: 2.362506 loss: 16.137642 eta: 2 days, 17:29:10 batch_cost: 0.5097 data_cost: 0.0013 ips: 7.8481 images/s [03/30 01:43:33] ppdet.engine INFO: Epoch: [13] [2700/7329] learning_rate: 0.000100 loss_class: 0.601507 loss_bbox: 0.160062 loss_giou: 0.427134 loss_class_aux: 3.928490 loss_bbox_aux: 1.029264 loss_giou_aux: 2.653585 loss_class_dn: 0.344027 loss_bbox_dn: 0.195037 loss_giou_dn: 0.443679 loss_class_aux_dn: 1.833989 loss_bbox_aux_dn: 1.112539 loss_giou_aux_dn: 2.433923 loss: 15.265516 eta: 2 days, 17:28:29 batch_cost: 0.5800 data_cost: 0.0013 ips: 6.8960 images/s [03/30 01:44:40] ppdet.engine INFO: Epoch: [13] [2800/7329] learning_rate: 0.000100 loss_class: 0.633519 loss_bbox: 0.134524 loss_giou: 0.381332 loss_class_aux: 4.045370 loss_bbox_aux: 0.943621 loss_giou_aux: 2.417579 loss_class_dn: 0.346637 loss_bbox_dn: 0.186185 loss_giou_dn: 0.378056 loss_class_aux_dn: 1.886133 loss_bbox_aux_dn: 1.037059 loss_giou_aux_dn: 2.065339 loss: 14.840319 eta: 2 days, 17:28:01 batch_cost: 0.6084 data_cost: 0.0014 ips: 6.5741 images/s [03/30 01:45:51] ppdet.engine INFO: Epoch: [13] [2900/7329] learning_rate: 0.000100 loss_class: 0.670433 loss_bbox: 0.170371 loss_giou: 0.468991 loss_class_aux: 4.384836 loss_bbox_aux: 1.086146 loss_giou_aux: 2.995360 loss_class_dn: 0.383393 loss_bbox_dn: 0.184393 loss_giou_dn: 0.496344 loss_class_aux_dn: 2.060394 loss_bbox_aux_dn: 1.119021 loss_giou_aux_dn: 2.640065 loss: 18.050879 eta: 2 days, 17:27:47 batch_cost: 0.6422 data_cost: 0.0016 ips: 6.2285 images/s [03/30 01:46:56] ppdet.engine INFO: Epoch: [13] [3000/7329] learning_rate: 0.000100 loss_class: 0.584261 loss_bbox: 0.146540 loss_giou: 0.358268 loss_class_aux: 3.771565 loss_bbox_aux: 0.969369 loss_giou_aux: 2.261562 loss_class_dn: 0.326385 loss_bbox_dn: 0.181722 loss_giou_dn: 0.389837 loss_class_aux_dn: 1.754135 loss_bbox_aux_dn: 1.083599 loss_giou_aux_dn: 2.105021 loss: 14.611818 eta: 2 days, 17:27:07 batch_cost: 0.5845 data_cost: 0.0014 ips: 6.8440 images/s [03/30 01:47:55] ppdet.engine INFO: Epoch: [13] [3100/7329] learning_rate: 0.000100 loss_class: 0.598241 loss_bbox: 0.143847 loss_giou: 0.422526 loss_class_aux: 3.855876 loss_bbox_aux: 0.942211 loss_giou_aux: 2.678555 loss_class_dn: 0.328660 loss_bbox_dn: 0.170724 loss_giou_dn: 0.413556 loss_class_aux_dn: 1.740968 loss_bbox_aux_dn: 1.053277 loss_giou_aux_dn: 2.287896 loss: 15.129128 eta: 2 days, 17:26:05 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5094 images/s [03/30 01:48:59] ppdet.engine INFO: Epoch: [13] [3200/7329] learning_rate: 0.000100 loss_class: 0.667010 loss_bbox: 0.156422 loss_giou: 0.468070 loss_class_aux: 4.304183 loss_bbox_aux: 0.984470 loss_giou_aux: 2.930007 loss_class_dn: 0.377328 loss_bbox_dn: 0.199920 loss_giou_dn: 0.485117 loss_class_aux_dn: 2.029029 loss_bbox_aux_dn: 1.154744 loss_giou_aux_dn: 2.588918 loss: 16.858189 eta: 2 days, 17:25:22 batch_cost: 0.5759 data_cost: 0.0016 ips: 6.9453 images/s [03/30 01:49:57] ppdet.engine INFO: Epoch: [13] [3300/7329] learning_rate: 0.000100 loss_class: 0.623538 loss_bbox: 0.151915 loss_giou: 0.420790 loss_class_aux: 4.139137 loss_bbox_aux: 1.037618 loss_giou_aux: 2.613868 loss_class_dn: 0.343698 loss_bbox_dn: 0.185086 loss_giou_dn: 0.422294 loss_class_aux_dn: 1.799830 loss_bbox_aux_dn: 1.014250 loss_giou_aux_dn: 2.301462 loss: 15.877575 eta: 2 days, 17:24:19 batch_cost: 0.5287 data_cost: 0.0012 ips: 7.5655 images/s [03/30 01:50:54] ppdet.engine INFO: Epoch: [13] [3400/7329] learning_rate: 0.000100 loss_class: 0.590896 loss_bbox: 0.147265 loss_giou: 0.409903 loss_class_aux: 3.884764 loss_bbox_aux: 0.959886 loss_giou_aux: 2.567614 loss_class_dn: 0.363962 loss_bbox_dn: 0.183032 loss_giou_dn: 0.428043 loss_class_aux_dn: 1.918935 loss_bbox_aux_dn: 1.014872 loss_giou_aux_dn: 2.341834 loss: 15.430775 eta: 2 days, 17:23:11 batch_cost: 0.5185 data_cost: 0.0012 ips: 7.7140 images/s [03/30 01:51:52] ppdet.engine INFO: Epoch: [13] [3500/7329] learning_rate: 0.000100 loss_class: 0.618295 loss_bbox: 0.159281 loss_giou: 0.423322 loss_class_aux: 3.932240 loss_bbox_aux: 1.071600 loss_giou_aux: 2.583174 loss_class_dn: 0.342399 loss_bbox_dn: 0.205686 loss_giou_dn: 0.411815 loss_class_aux_dn: 1.824433 loss_bbox_aux_dn: 1.150355 loss_giou_aux_dn: 2.249299 loss: 15.898445 eta: 2 days, 17:22:05 batch_cost: 0.5230 data_cost: 0.0012 ips: 7.6475 images/s [03/30 01:52:51] ppdet.engine INFO: Epoch: [13] [3600/7329] learning_rate: 0.000100 loss_class: 0.681321 loss_bbox: 0.154207 loss_giou: 0.527833 loss_class_aux: 4.325851 loss_bbox_aux: 1.011801 loss_giou_aux: 3.306575 loss_class_dn: 0.393568 loss_bbox_dn: 0.166589 loss_giou_dn: 0.524645 loss_class_aux_dn: 2.042620 loss_bbox_aux_dn: 0.982203 loss_giou_aux_dn: 2.796904 loss: 17.154526 eta: 2 days, 17:21:01 batch_cost: 0.5283 data_cost: 0.0013 ips: 7.5712 images/s [03/30 01:53:50] ppdet.engine INFO: Epoch: [13] [3700/7329] learning_rate: 0.000100 loss_class: 0.628632 loss_bbox: 0.152600 loss_giou: 0.427280 loss_class_aux: 4.025761 loss_bbox_aux: 1.005074 loss_giou_aux: 2.667429 loss_class_dn: 0.348445 loss_bbox_dn: 0.186537 loss_giou_dn: 0.406982 loss_class_aux_dn: 1.835180 loss_bbox_aux_dn: 1.108070 loss_giou_aux_dn: 2.235079 loss: 14.752188 eta: 2 days, 17:20:01 batch_cost: 0.5356 data_cost: 0.0013 ips: 7.4677 images/s [03/30 01:54:51] ppdet.engine INFO: Epoch: [13] [3800/7329] learning_rate: 0.000100 loss_class: 0.646695 loss_bbox: 0.157844 loss_giou: 0.468848 loss_class_aux: 4.163198 loss_bbox_aux: 1.005056 loss_giou_aux: 2.925904 loss_class_dn: 0.364313 loss_bbox_dn: 0.194053 loss_giou_dn: 0.472980 loss_class_aux_dn: 1.973200 loss_bbox_aux_dn: 1.099495 loss_giou_aux_dn: 2.610144 loss: 17.130171 eta: 2 days, 17:19:09 batch_cost: 0.5561 data_cost: 0.0013 ips: 7.1930 images/s [03/30 01:55:49] ppdet.engine INFO: Epoch: [13] [3900/7329] learning_rate: 0.000100 loss_class: 0.654305 loss_bbox: 0.145904 loss_giou: 0.410672 loss_class_aux: 4.136824 loss_bbox_aux: 1.011095 loss_giou_aux: 2.590124 loss_class_dn: 0.341288 loss_bbox_dn: 0.192492 loss_giou_dn: 0.444695 loss_class_aux_dn: 1.841520 loss_bbox_aux_dn: 1.078638 loss_giou_aux_dn: 2.422792 loss: 15.796764 eta: 2 days, 17:18:05 batch_cost: 0.5273 data_cost: 0.0013 ips: 7.5861 images/s [03/30 01:56:52] ppdet.engine INFO: Epoch: [13] [4000/7329] learning_rate: 0.000100 loss_class: 0.605652 loss_bbox: 0.153123 loss_giou: 0.395578 loss_class_aux: 3.888869 loss_bbox_aux: 0.996508 loss_giou_aux: 2.480002 loss_class_dn: 0.334192 loss_bbox_dn: 0.186460 loss_giou_dn: 0.413297 loss_class_aux_dn: 1.769565 loss_bbox_aux_dn: 1.065365 loss_giou_aux_dn: 2.309884 loss: 15.146927 eta: 2 days, 17:17:15 batch_cost: 0.5589 data_cost: 0.0015 ips: 7.1570 images/s [03/30 01:58:00] ppdet.engine INFO: Epoch: [13] [4100/7329] learning_rate: 0.000100 loss_class: 0.606215 loss_bbox: 0.161113 loss_giou: 0.426140 loss_class_aux: 3.706106 loss_bbox_aux: 1.007139 loss_giou_aux: 2.677097 loss_class_dn: 0.350143 loss_bbox_dn: 0.180436 loss_giou_dn: 0.444821 loss_class_aux_dn: 1.872362 loss_bbox_aux_dn: 1.040033 loss_giou_aux_dn: 2.369671 loss: 14.992188 eta: 2 days, 17:16:42 batch_cost: 0.5992 data_cost: 0.0015 ips: 6.6753 images/s [03/30 01:59:10] ppdet.engine INFO: Epoch: [13] [4200/7329] learning_rate: 0.000100 loss_class: 0.689364 loss_bbox: 0.161054 loss_giou: 0.550421 loss_class_aux: 4.240332 loss_bbox_aux: 1.086358 loss_giou_aux: 3.389143 loss_class_dn: 0.384944 loss_bbox_dn: 0.207924 loss_giou_dn: 0.529048 loss_class_aux_dn: 2.031378 loss_bbox_aux_dn: 1.191032 loss_giou_aux_dn: 2.816272 loss: 16.935387 eta: 2 days, 17:16:17 batch_cost: 0.6197 data_cost: 0.0020 ips: 6.4545 images/s [03/30 02:00:17] ppdet.engine INFO: Epoch: [13] [4300/7329] learning_rate: 0.000100 loss_class: 0.617633 loss_bbox: 0.159683 loss_giou: 0.418343 loss_class_aux: 4.132313 loss_bbox_aux: 1.029209 loss_giou_aux: 2.639551 loss_class_dn: 0.366018 loss_bbox_dn: 0.206772 loss_giou_dn: 0.460371 loss_class_aux_dn: 1.982062 loss_bbox_aux_dn: 1.169985 loss_giou_aux_dn: 2.516718 loss: 16.892195 eta: 2 days, 17:15:42 batch_cost: 0.5943 data_cost: 0.0016 ips: 6.7306 images/s [03/30 02:01:20] ppdet.engine INFO: Epoch: [13] [4400/7329] learning_rate: 0.000100 loss_class: 0.569291 loss_bbox: 0.133809 loss_giou: 0.391268 loss_class_aux: 3.810658 loss_bbox_aux: 0.902400 loss_giou_aux: 2.502428 loss_class_dn: 0.323975 loss_bbox_dn: 0.180753 loss_giou_dn: 0.389800 loss_class_aux_dn: 1.740921 loss_bbox_aux_dn: 1.069818 loss_giou_aux_dn: 2.167140 loss: 14.670025 eta: 2 days, 17:14:57 batch_cost: 0.5726 data_cost: 0.0013 ips: 6.9860 images/s [03/30 02:02:25] ppdet.engine INFO: Epoch: [13] [4500/7329] learning_rate: 0.000100 loss_class: 0.628319 loss_bbox: 0.162647 loss_giou: 0.488050 loss_class_aux: 3.962051 loss_bbox_aux: 1.015212 loss_giou_aux: 3.140969 loss_class_dn: 0.362030 loss_bbox_dn: 0.179998 loss_giou_dn: 0.481616 loss_class_aux_dn: 1.920517 loss_bbox_aux_dn: 1.020497 loss_giou_aux_dn: 2.592527 loss: 16.681828 eta: 2 days, 17:14:21 batch_cost: 0.5911 data_cost: 0.0012 ips: 6.7668 images/s [03/30 02:03:31] ppdet.engine INFO: Epoch: [13] [4600/7329] learning_rate: 0.000100 loss_class: 0.602403 loss_bbox: 0.152060 loss_giou: 0.384326 loss_class_aux: 3.933836 loss_bbox_aux: 0.989731 loss_giou_aux: 2.522985 loss_class_dn: 0.312762 loss_bbox_dn: 0.194450 loss_giou_dn: 0.401057 loss_class_aux_dn: 1.706354 loss_bbox_aux_dn: 1.161502 loss_giou_aux_dn: 2.258168 loss: 14.570004 eta: 2 days, 17:13:51 batch_cost: 0.6080 data_cost: 0.0014 ips: 6.5785 images/s [03/30 02:04:29] ppdet.engine INFO: Epoch: [13] [4700/7329] learning_rate: 0.000100 loss_class: 0.578668 loss_bbox: 0.141081 loss_giou: 0.359127 loss_class_aux: 3.673987 loss_bbox_aux: 0.912213 loss_giou_aux: 2.264202 loss_class_dn: 0.326409 loss_bbox_dn: 0.178568 loss_giou_dn: 0.360788 loss_class_aux_dn: 1.747153 loss_bbox_aux_dn: 1.033688 loss_giou_aux_dn: 2.088586 loss: 15.364278 eta: 2 days, 17:12:47 batch_cost: 0.5286 data_cost: 0.0012 ips: 7.5678 images/s [03/30 02:05:29] ppdet.engine INFO: Epoch: [13] [4800/7329] learning_rate: 0.000100 loss_class: 0.702898 loss_bbox: 0.190361 loss_giou: 0.351675 loss_class_aux: 4.428449 loss_bbox_aux: 1.233339 loss_giou_aux: 2.283947 loss_class_dn: 0.321181 loss_bbox_dn: 0.241798 loss_giou_dn: 0.385971 loss_class_aux_dn: 1.745291 loss_bbox_aux_dn: 1.381672 loss_giou_aux_dn: 2.134907 loss: 15.287189 eta: 2 days, 17:11:49 batch_cost: 0.5396 data_cost: 0.0011 ips: 7.4124 images/s [03/30 02:06:29] ppdet.engine INFO: Epoch: [13] [4900/7329] learning_rate: 0.000100 loss_class: 0.586593 loss_bbox: 0.147015 loss_giou: 0.392970 loss_class_aux: 3.851005 loss_bbox_aux: 0.956361 loss_giou_aux: 2.545998 loss_class_dn: 0.321832 loss_bbox_dn: 0.163324 loss_giou_dn: 0.406157 loss_class_aux_dn: 1.716771 loss_bbox_aux_dn: 1.012662 loss_giou_aux_dn: 2.197514 loss: 14.719736 eta: 2 days, 17:10:49 batch_cost: 0.5383 data_cost: 0.0018 ips: 7.4311 images/s [03/30 02:07:37] ppdet.engine INFO: Epoch: [13] [5000/7329] learning_rate: 0.000100 loss_class: 0.529245 loss_bbox: 0.141934 loss_giou: 0.364727 loss_class_aux: 3.446775 loss_bbox_aux: 0.858125 loss_giou_aux: 2.262239 loss_class_dn: 0.313389 loss_bbox_dn: 0.174359 loss_giou_dn: 0.359181 loss_class_aux_dn: 1.713777 loss_bbox_aux_dn: 0.967807 loss_giou_aux_dn: 2.036320 loss: 13.546328 eta: 2 days, 17:10:22 batch_cost: 0.6148 data_cost: 0.0020 ips: 6.5067 images/s [03/30 02:08:37] ppdet.engine INFO: Epoch: [13] [5100/7329] learning_rate: 0.000100 loss_class: 0.623585 loss_bbox: 0.158136 loss_giou: 0.470393 loss_class_aux: 4.041791 loss_bbox_aux: 1.064287 loss_giou_aux: 2.989783 loss_class_dn: 0.368412 loss_bbox_dn: 0.213419 loss_giou_dn: 0.499886 loss_class_aux_dn: 1.964471 loss_bbox_aux_dn: 1.195006 loss_giou_aux_dn: 2.693713 loss: 17.374712 eta: 2 days, 17:09:21 batch_cost: 0.5344 data_cost: 0.0013 ips: 7.4852 images/s [03/30 02:09:38] ppdet.engine INFO: Epoch: [13] [5200/7329] learning_rate: 0.000100 loss_class: 0.607522 loss_bbox: 0.155551 loss_giou: 0.418007 loss_class_aux: 3.917805 loss_bbox_aux: 1.071618 loss_giou_aux: 2.603101 loss_class_dn: 0.331692 loss_bbox_dn: 0.182052 loss_giou_dn: 0.415555 loss_class_aux_dn: 1.794995 loss_bbox_aux_dn: 1.041260 loss_giou_aux_dn: 2.258683 loss: 15.139618 eta: 2 days, 17:08:29 batch_cost: 0.5557 data_cost: 0.0012 ips: 7.1980 images/s [03/30 02:10:38] ppdet.engine INFO: Epoch: [13] [5300/7329] learning_rate: 0.000100 loss_class: 0.666983 loss_bbox: 0.152420 loss_giou: 0.556502 loss_class_aux: 4.289937 loss_bbox_aux: 1.066418 loss_giou_aux: 3.401341 loss_class_dn: 0.409565 loss_bbox_dn: 0.176322 loss_giou_dn: 0.541910 loss_class_aux_dn: 2.214306 loss_bbox_aux_dn: 1.030106 loss_giou_aux_dn: 2.959062 loss: 18.552956 eta: 2 days, 17:07:34 batch_cost: 0.5493 data_cost: 0.0012 ips: 7.2823 images/s [03/30 02:11:35] ppdet.engine INFO: Epoch: [13] [5400/7329] learning_rate: 0.000100 loss_class: 0.601962 loss_bbox: 0.161904 loss_giou: 0.421052 loss_class_aux: 3.928948 loss_bbox_aux: 1.097745 loss_giou_aux: 2.667078 loss_class_dn: 0.358176 loss_bbox_dn: 0.184281 loss_giou_dn: 0.443493 loss_class_aux_dn: 1.900050 loss_bbox_aux_dn: 1.107621 loss_giou_aux_dn: 2.438281 loss: 15.887650 eta: 2 days, 17:06:27 batch_cost: 0.5187 data_cost: 0.0012 ips: 7.7114 images/s [03/30 02:12:39] ppdet.engine INFO: Epoch: [13] [5500/7329] learning_rate: 0.000100 loss_class: 0.636926 loss_bbox: 0.169835 loss_giou: 0.459583 loss_class_aux: 4.166518 loss_bbox_aux: 1.073784 loss_giou_aux: 2.958196 loss_class_dn: 0.373921 loss_bbox_dn: 0.206697 loss_giou_dn: 0.489911 loss_class_aux_dn: 2.013722 loss_bbox_aux_dn: 1.150769 loss_giou_aux_dn: 2.612603 loss: 16.383238 eta: 2 days, 17:05:45 batch_cost: 0.5787 data_cost: 0.0012 ips: 6.9124 images/s [03/30 02:13:39] ppdet.engine INFO: Epoch: [13] [5600/7329] learning_rate: 0.000100 loss_class: 0.636184 loss_bbox: 0.169369 loss_giou: 0.431372 loss_class_aux: 4.185258 loss_bbox_aux: 1.093732 loss_giou_aux: 2.754864 loss_class_dn: 0.380089 loss_bbox_dn: 0.198097 loss_giou_dn: 0.442377 loss_class_aux_dn: 1.998408 loss_bbox_aux_dn: 1.113246 loss_giou_aux_dn: 2.483358 loss: 16.848410 eta: 2 days, 17:04:51 batch_cost: 0.5519 data_cost: 0.0014 ips: 7.2478 images/s [03/30 02:14:42] ppdet.engine INFO: Epoch: [13] [5700/7329] learning_rate: 0.000100 loss_class: 0.593394 loss_bbox: 0.136692 loss_giou: 0.452640 loss_class_aux: 3.827847 loss_bbox_aux: 0.903692 loss_giou_aux: 2.934629 loss_class_dn: 0.349563 loss_bbox_dn: 0.169294 loss_giou_dn: 0.474163 loss_class_aux_dn: 1.808374 loss_bbox_aux_dn: 0.995369 loss_giou_aux_dn: 2.545721 loss: 15.394115 eta: 2 days, 17:04:02 batch_cost: 0.5625 data_cost: 0.0019 ips: 7.1105 images/s [03/30 02:15:37] ppdet.engine INFO: Epoch: [13] [5800/7329] learning_rate: 0.000100 loss_class: 0.669798 loss_bbox: 0.131979 loss_giou: 0.383441 loss_class_aux: 4.219426 loss_bbox_aux: 0.873617 loss_giou_aux: 2.461309 loss_class_dn: 0.328887 loss_bbox_dn: 0.156555 loss_giou_dn: 0.407743 loss_class_aux_dn: 1.786092 loss_bbox_aux_dn: 0.904875 loss_giou_aux_dn: 2.191351 loss: 15.483925 eta: 2 days, 17:02:48 batch_cost: 0.5034 data_cost: 0.0012 ips: 7.9452 images/s [03/30 02:16:35] ppdet.engine INFO: Epoch: [13] [5900/7329] learning_rate: 0.000100 loss_class: 0.677061 loss_bbox: 0.167411 loss_giou: 0.477111 loss_class_aux: 4.275722 loss_bbox_aux: 1.026162 loss_giou_aux: 3.001010 loss_class_dn: 0.376780 loss_bbox_dn: 0.180305 loss_giou_dn: 0.494670 loss_class_aux_dn: 2.042345 loss_bbox_aux_dn: 1.032259 loss_giou_aux_dn: 2.668427 loss: 17.712484 eta: 2 days, 17:01:42 batch_cost: 0.5241 data_cost: 0.0013 ips: 7.6319 images/s [03/30 02:17:35] ppdet.engine INFO: Epoch: [13] [6000/7329] learning_rate: 0.000100 loss_class: 0.614280 loss_bbox: 0.146165 loss_giou: 0.372165 loss_class_aux: 3.907948 loss_bbox_aux: 0.953961 loss_giou_aux: 2.421782 loss_class_dn: 0.341567 loss_bbox_dn: 0.173529 loss_giou_dn: 0.405010 loss_class_aux_dn: 1.830056 loss_bbox_aux_dn: 1.032307 loss_giou_aux_dn: 2.180032 loss: 15.152883 eta: 2 days, 17:00:44 batch_cost: 0.5409 data_cost: 0.0014 ips: 7.3949 images/s [03/30 02:18:39] ppdet.engine INFO: Epoch: [13] [6100/7329] learning_rate: 0.000100 loss_class: 0.636914 loss_bbox: 0.161188 loss_giou: 0.403069 loss_class_aux: 4.174894 loss_bbox_aux: 1.036421 loss_giou_aux: 2.663046 loss_class_dn: 0.354891 loss_bbox_dn: 0.198209 loss_giou_dn: 0.447492 loss_class_aux_dn: 1.903463 loss_bbox_aux_dn: 1.163683 loss_giou_aux_dn: 2.441232 loss: 16.192305 eta: 2 days, 17:00:02 batch_cost: 0.5788 data_cost: 0.0012 ips: 6.9108 images/s [03/30 02:19:41] ppdet.engine INFO: Epoch: [13] [6200/7329] learning_rate: 0.000100 loss_class: 0.655950 loss_bbox: 0.172935 loss_giou: 0.404765 loss_class_aux: 4.339899 loss_bbox_aux: 1.064215 loss_giou_aux: 2.586719 loss_class_dn: 0.347565 loss_bbox_dn: 0.197202 loss_giou_dn: 0.424527 loss_class_aux_dn: 1.909591 loss_bbox_aux_dn: 1.104305 loss_giou_aux_dn: 2.341658 loss: 16.071789 eta: 2 days, 16:59:12 batch_cost: 0.5614 data_cost: 0.0012 ips: 7.1256 images/s [03/30 02:20:47] ppdet.engine INFO: Epoch: [13] [6300/7329] learning_rate: 0.000100 loss_class: 0.650480 loss_bbox: 0.151744 loss_giou: 0.430254 loss_class_aux: 4.113532 loss_bbox_aux: 0.990937 loss_giou_aux: 2.669144 loss_class_dn: 0.352349 loss_bbox_dn: 0.176322 loss_giou_dn: 0.455247 loss_class_aux_dn: 1.922765 loss_bbox_aux_dn: 1.035330 loss_giou_aux_dn: 2.455883 loss: 15.720181 eta: 2 days, 16:58:37 batch_cost: 0.5952 data_cost: 0.0014 ips: 6.7206 images/s [03/30 02:21:46] ppdet.engine INFO: Epoch: [13] [6400/7329] learning_rate: 0.000100 loss_class: 0.630951 loss_bbox: 0.165777 loss_giou: 0.422944 loss_class_aux: 4.118008 loss_bbox_aux: 1.092748 loss_giou_aux: 2.723122 loss_class_dn: 0.352281 loss_bbox_dn: 0.214546 loss_giou_dn: 0.452208 loss_class_aux_dn: 1.895819 loss_bbox_aux_dn: 1.246658 loss_giou_aux_dn: 2.493665 loss: 16.299995 eta: 2 days, 16:57:39 batch_cost: 0.5417 data_cost: 0.0012 ips: 7.3846 images/s [03/30 02:22:46] ppdet.engine INFO: Epoch: [13] [6500/7329] learning_rate: 0.000100 loss_class: 0.693790 loss_bbox: 0.178947 loss_giou: 0.473992 loss_class_aux: 4.479679 loss_bbox_aux: 1.186357 loss_giou_aux: 3.018854 loss_class_dn: 0.398276 loss_bbox_dn: 0.196474 loss_giou_dn: 0.474759 loss_class_aux_dn: 2.099233 loss_bbox_aux_dn: 1.136587 loss_giou_aux_dn: 2.589096 loss: 17.527863 eta: 2 days, 16:56:40 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3979 images/s [03/30 02:23:43] ppdet.engine INFO: Epoch: [13] [6600/7329] learning_rate: 0.000100 loss_class: 0.606245 loss_bbox: 0.144867 loss_giou: 0.373922 loss_class_aux: 3.957351 loss_bbox_aux: 0.954961 loss_giou_aux: 2.460066 loss_class_dn: 0.340734 loss_bbox_dn: 0.165166 loss_giou_dn: 0.406632 loss_class_aux_dn: 1.799693 loss_bbox_aux_dn: 0.976792 loss_giou_aux_dn: 2.259774 loss: 15.269135 eta: 2 days, 16:55:31 batch_cost: 0.5138 data_cost: 0.0012 ips: 7.7849 images/s [03/30 02:24:46] ppdet.engine INFO: Epoch: [13] [6700/7329] learning_rate: 0.000100 loss_class: 0.586664 loss_bbox: 0.145145 loss_giou: 0.413466 loss_class_aux: 3.931998 loss_bbox_aux: 0.962202 loss_giou_aux: 2.691700 loss_class_dn: 0.353963 loss_bbox_dn: 0.166981 loss_giou_dn: 0.447131 loss_class_aux_dn: 1.886696 loss_bbox_aux_dn: 1.001327 loss_giou_aux_dn: 2.443969 loss: 15.846127 eta: 2 days, 16:54:48 batch_cost: 0.5779 data_cost: 0.0012 ips: 6.9218 images/s [03/30 02:25:49] ppdet.engine INFO: Epoch: [13] [6800/7329] learning_rate: 0.000100 loss_class: 0.644311 loss_bbox: 0.148536 loss_giou: 0.434282 loss_class_aux: 4.254875 loss_bbox_aux: 1.000231 loss_giou_aux: 2.795684 loss_class_dn: 0.371945 loss_bbox_dn: 0.188092 loss_giou_dn: 0.426678 loss_class_aux_dn: 1.950776 loss_bbox_aux_dn: 1.064245 loss_giou_aux_dn: 2.393952 loss: 16.626423 eta: 2 days, 16:54:03 batch_cost: 0.5722 data_cost: 0.0013 ips: 6.9912 images/s [03/30 02:26:51] ppdet.engine INFO: Epoch: [13] [6900/7329] learning_rate: 0.000100 loss_class: 0.683021 loss_bbox: 0.157743 loss_giou: 0.436612 loss_class_aux: 4.272181 loss_bbox_aux: 1.134664 loss_giou_aux: 2.778685 loss_class_dn: 0.383020 loss_bbox_dn: 0.199818 loss_giou_dn: 0.440022 loss_class_aux_dn: 2.065325 loss_bbox_aux_dn: 1.245057 loss_giou_aux_dn: 2.462887 loss: 16.571491 eta: 2 days, 16:53:13 batch_cost: 0.5610 data_cost: 0.0012 ips: 7.1303 images/s [03/30 02:27:48] ppdet.engine INFO: Epoch: [13] [7000/7329] learning_rate: 0.000100 loss_class: 0.604186 loss_bbox: 0.148128 loss_giou: 0.360951 loss_class_aux: 4.026861 loss_bbox_aux: 0.963033 loss_giou_aux: 2.390307 loss_class_dn: 0.356675 loss_bbox_dn: 0.196265 loss_giou_dn: 0.411963 loss_class_aux_dn: 1.900473 loss_bbox_aux_dn: 1.139814 loss_giou_aux_dn: 2.268702 loss: 15.889362 eta: 2 days, 16:52:03 batch_cost: 0.5123 data_cost: 0.0014 ips: 7.8076 images/s [03/30 02:28:50] ppdet.engine INFO: Epoch: [13] [7100/7329] learning_rate: 0.000100 loss_class: 0.627129 loss_bbox: 0.156946 loss_giou: 0.438671 loss_class_aux: 4.097785 loss_bbox_aux: 1.014599 loss_giou_aux: 2.816189 loss_class_dn: 0.376367 loss_bbox_dn: 0.180800 loss_giou_dn: 0.456342 loss_class_aux_dn: 2.015008 loss_bbox_aux_dn: 1.058370 loss_giou_aux_dn: 2.517514 loss: 16.238098 eta: 2 days, 16:51:14 batch_cost: 0.5649 data_cost: 0.0012 ips: 7.0806 images/s [03/30 02:29:52] ppdet.engine INFO: Epoch: [13] [7200/7329] learning_rate: 0.000100 loss_class: 0.621084 loss_bbox: 0.154248 loss_giou: 0.418828 loss_class_aux: 4.138950 loss_bbox_aux: 1.023902 loss_giou_aux: 2.640901 loss_class_dn: 0.346327 loss_bbox_dn: 0.203427 loss_giou_dn: 0.456302 loss_class_aux_dn: 1.843434 loss_bbox_aux_dn: 1.134420 loss_giou_aux_dn: 2.428824 loss: 15.520369 eta: 2 days, 16:50:27 batch_cost: 0.5667 data_cost: 0.0013 ips: 7.0584 images/s [03/30 02:30:52] ppdet.engine INFO: Epoch: [13] [7300/7329] learning_rate: 0.000100 loss_class: 0.626108 loss_bbox: 0.169280 loss_giou: 0.417803 loss_class_aux: 4.005566 loss_bbox_aux: 1.123217 loss_giou_aux: 2.784918 loss_class_dn: 0.371574 loss_bbox_dn: 0.208058 loss_giou_dn: 0.471493 loss_class_aux_dn: 1.984031 loss_bbox_aux_dn: 1.190799 loss_giou_aux_dn: 2.580006 loss: 17.141743 eta: 2 days, 16:49:31 batch_cost: 0.5467 data_cost: 0.0013 ips: 7.3161 images/s [03/30 02:31:14] ppdet.engine INFO: Eval iter: 0 [03/30 02:31:43] ppdet.engine INFO: Eval iter: 100 [03/30 02:32:11] ppdet.engine INFO: Eval iter: 200 [03/30 02:32:41] ppdet.engine INFO: Eval iter: 300 [03/30 02:33:09] ppdet.engine INFO: Eval iter: 400 [03/30 02:33:37] ppdet.engine INFO: Eval iter: 500 [03/30 02:34:06] ppdet.engine INFO: Eval iter: 600 [03/30 02:34:36] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/30 02:34:36] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.49s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=109.37s). Accumulating evaluation results... DONE (t=28.36s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.494 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.675 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.534 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.674 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 ] = 0.624 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 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.877 [03/30 02:37:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.775427566814656 [03/30 02:37:18] ppdet.engine INFO: Best test bbox ap is 0.494. [03/30 02:37:22] ppdet.engine INFO: Epoch: [14] [ 0/7329] learning_rate: 0.000100 loss_class: 0.619574 loss_bbox: 0.152107 loss_giou: 0.393528 loss_class_aux: 3.879394 loss_bbox_aux: 0.984494 loss_giou_aux: 2.517082 loss_class_dn: 0.353904 loss_bbox_dn: 0.186026 loss_giou_dn: 0.398470 loss_class_aux_dn: 1.876881 loss_bbox_aux_dn: 1.108593 loss_giou_aux_dn: 2.253462 loss: 15.759663 eta: 2 days, 16:49:11 batch_cost: 0.5351 data_cost: 0.0014 ips: 7.4757 images/s [03/30 02:38:21] ppdet.engine INFO: Epoch: [14] [ 100/7329] learning_rate: 0.000100 loss_class: 0.669651 loss_bbox: 0.167917 loss_giou: 0.440942 loss_class_aux: 4.305517 loss_bbox_aux: 1.063407 loss_giou_aux: 2.850374 loss_class_dn: 0.388428 loss_bbox_dn: 0.190978 loss_giou_dn: 0.487830 loss_class_aux_dn: 2.063368 loss_bbox_aux_dn: 1.086666 loss_giou_aux_dn: 2.709337 loss: 16.939655 eta: 2 days, 16:48:09 batch_cost: 0.5320 data_cost: 0.0015 ips: 7.5186 images/s [03/30 02:39:24] ppdet.engine INFO: Epoch: [14] [ 200/7329] learning_rate: 0.000100 loss_class: 0.670725 loss_bbox: 0.147014 loss_giou: 0.410426 loss_class_aux: 4.189491 loss_bbox_aux: 1.025611 loss_giou_aux: 2.660820 loss_class_dn: 0.348936 loss_bbox_dn: 0.181915 loss_giou_dn: 0.431460 loss_class_aux_dn: 1.891669 loss_bbox_aux_dn: 1.084652 loss_giou_aux_dn: 2.411485 loss: 15.763399 eta: 2 days, 16:47:20 batch_cost: 0.5641 data_cost: 0.0025 ips: 7.0906 images/s [03/30 02:40:26] ppdet.engine INFO: Epoch: [14] [ 300/7329] learning_rate: 0.000100 loss_class: 0.654612 loss_bbox: 0.152394 loss_giou: 0.425964 loss_class_aux: 4.272023 loss_bbox_aux: 1.022259 loss_giou_aux: 2.673941 loss_class_dn: 0.364436 loss_bbox_dn: 0.215168 loss_giou_dn: 0.432111 loss_class_aux_dn: 1.955355 loss_bbox_aux_dn: 1.210614 loss_giou_aux_dn: 2.420445 loss: 16.052723 eta: 2 days, 16:46:35 batch_cost: 0.5717 data_cost: 0.0013 ips: 6.9965 images/s [03/30 02:41:29] ppdet.engine INFO: Epoch: [14] [ 400/7329] learning_rate: 0.000100 loss_class: 0.655423 loss_bbox: 0.156888 loss_giou: 0.508901 loss_class_aux: 4.334090 loss_bbox_aux: 1.017305 loss_giou_aux: 3.015370 loss_class_dn: 0.377282 loss_bbox_dn: 0.195989 loss_giou_dn: 0.490803 loss_class_aux_dn: 2.041267 loss_bbox_aux_dn: 1.135395 loss_giou_aux_dn: 2.638143 loss: 17.266171 eta: 2 days, 16:45:47 batch_cost: 0.5668 data_cost: 0.0013 ips: 7.0568 images/s [03/30 02:42:30] ppdet.engine INFO: Epoch: [14] [ 500/7329] learning_rate: 0.000100 loss_class: 0.620531 loss_bbox: 0.180684 loss_giou: 0.425532 loss_class_aux: 4.147128 loss_bbox_aux: 1.137476 loss_giou_aux: 2.748594 loss_class_dn: 0.359103 loss_bbox_dn: 0.210894 loss_giou_dn: 0.437411 loss_class_aux_dn: 1.892041 loss_bbox_aux_dn: 1.197664 loss_giou_aux_dn: 2.389772 loss: 16.865910 eta: 2 days, 16:44:53 batch_cost: 0.5512 data_cost: 0.0012 ips: 7.2575 images/s [03/30 02:43:31] ppdet.engine INFO: Epoch: [14] [ 600/7329] learning_rate: 0.000100 loss_class: 0.533766 loss_bbox: 0.148326 loss_giou: 0.395152 loss_class_aux: 3.480693 loss_bbox_aux: 0.946618 loss_giou_aux: 2.504399 loss_class_dn: 0.320012 loss_bbox_dn: 0.174887 loss_giou_dn: 0.401770 loss_class_aux_dn: 1.714414 loss_bbox_aux_dn: 1.052395 loss_giou_aux_dn: 2.203034 loss: 14.053234 eta: 2 days, 16:44:00 batch_cost: 0.5521 data_cost: 0.0014 ips: 7.2446 images/s [03/30 02:44:29] ppdet.engine INFO: Epoch: [14] [ 700/7329] learning_rate: 0.000100 loss_class: 0.655467 loss_bbox: 0.157915 loss_giou: 0.524525 loss_class_aux: 4.312805 loss_bbox_aux: 1.075553 loss_giou_aux: 3.270666 loss_class_dn: 0.378893 loss_bbox_dn: 0.185556 loss_giou_dn: 0.546646 loss_class_aux_dn: 1.988445 loss_bbox_aux_dn: 1.087872 loss_giou_aux_dn: 2.994845 loss: 17.859280 eta: 2 days, 16:42:55 batch_cost: 0.5241 data_cost: 0.0013 ips: 7.6327 images/s [03/30 02:45:35] ppdet.engine INFO: Epoch: [14] [ 800/7329] learning_rate: 0.000100 loss_class: 0.550755 loss_bbox: 0.140799 loss_giou: 0.366193 loss_class_aux: 3.567558 loss_bbox_aux: 0.904628 loss_giou_aux: 2.292678 loss_class_dn: 0.315387 loss_bbox_dn: 0.178134 loss_giou_dn: 0.383946 loss_class_aux_dn: 1.689072 loss_bbox_aux_dn: 1.059993 loss_giou_aux_dn: 2.128489 loss: 13.885063 eta: 2 days, 16:42:24 batch_cost: 0.6090 data_cost: 0.0012 ips: 6.5677 images/s [03/30 02:46:33] ppdet.engine INFO: Epoch: [14] [ 900/7329] learning_rate: 0.000100 loss_class: 0.638421 loss_bbox: 0.156390 loss_giou: 0.446106 loss_class_aux: 4.197416 loss_bbox_aux: 1.016951 loss_giou_aux: 2.830587 loss_class_dn: 0.355083 loss_bbox_dn: 0.183398 loss_giou_dn: 0.435407 loss_class_aux_dn: 1.907217 loss_bbox_aux_dn: 1.079133 loss_giou_aux_dn: 2.399752 loss: 15.910917 eta: 2 days, 16:41:19 batch_cost: 0.5235 data_cost: 0.0013 ips: 7.6405 images/s [03/30 02:47:33] ppdet.engine INFO: Epoch: [14] [1000/7329] learning_rate: 0.000100 loss_class: 0.653863 loss_bbox: 0.131893 loss_giou: 0.449890 loss_class_aux: 4.110555 loss_bbox_aux: 0.943220 loss_giou_aux: 2.797051 loss_class_dn: 0.339040 loss_bbox_dn: 0.195956 loss_giou_dn: 0.423689 loss_class_aux_dn: 1.762385 loss_bbox_aux_dn: 1.151179 loss_giou_aux_dn: 2.272729 loss: 15.242486 eta: 2 days, 16:40:21 batch_cost: 0.5406 data_cost: 0.0012 ips: 7.3986 images/s [03/30 02:48:30] ppdet.engine INFO: Epoch: [14] [1100/7329] learning_rate: 0.000100 loss_class: 0.652753 loss_bbox: 0.167649 loss_giou: 0.463998 loss_class_aux: 4.139702 loss_bbox_aux: 1.107430 loss_giou_aux: 2.940200 loss_class_dn: 0.366288 loss_bbox_dn: 0.183779 loss_giou_dn: 0.471149 loss_class_aux_dn: 1.972084 loss_bbox_aux_dn: 1.144416 loss_giou_aux_dn: 2.570706 loss: 16.566547 eta: 2 days, 16:39:14 batch_cost: 0.5199 data_cost: 0.0013 ips: 7.6937 images/s [03/30 02:49:28] ppdet.engine INFO: Epoch: [14] [1200/7329] learning_rate: 0.000100 loss_class: 0.628563 loss_bbox: 0.149384 loss_giou: 0.404144 loss_class_aux: 4.104064 loss_bbox_aux: 0.979848 loss_giou_aux: 2.582520 loss_class_dn: 0.355233 loss_bbox_dn: 0.182291 loss_giou_dn: 0.403912 loss_class_aux_dn: 1.903039 loss_bbox_aux_dn: 1.050440 loss_giou_aux_dn: 2.223807 loss: 15.783154 eta: 2 days, 16:38:10 batch_cost: 0.5261 data_cost: 0.0012 ips: 7.6036 images/s [03/30 02:50:26] ppdet.engine INFO: Epoch: [14] [1300/7329] learning_rate: 0.000100 loss_class: 0.670409 loss_bbox: 0.172828 loss_giou: 0.477163 loss_class_aux: 4.177691 loss_bbox_aux: 1.116559 loss_giou_aux: 2.987738 loss_class_dn: 0.374188 loss_bbox_dn: 0.216842 loss_giou_dn: 0.493805 loss_class_aux_dn: 1.999664 loss_bbox_aux_dn: 1.251697 loss_giou_aux_dn: 2.736461 loss: 16.685089 eta: 2 days, 16:37:02 batch_cost: 0.5175 data_cost: 0.0012 ips: 7.7291 images/s [03/30 02:51:27] ppdet.engine INFO: Epoch: [14] [1400/7329] learning_rate: 0.000100 loss_class: 0.614172 loss_bbox: 0.144246 loss_giou: 0.406444 loss_class_aux: 4.072752 loss_bbox_aux: 0.969175 loss_giou_aux: 2.596201 loss_class_dn: 0.349000 loss_bbox_dn: 0.193623 loss_giou_dn: 0.450656 loss_class_aux_dn: 1.911407 loss_bbox_aux_dn: 1.117037 loss_giou_aux_dn: 2.424424 loss: 15.416945 eta: 2 days, 16:36:08 batch_cost: 0.5524 data_cost: 0.0014 ips: 7.2409 images/s [03/30 02:52:22] ppdet.engine INFO: Epoch: [14] [1500/7329] learning_rate: 0.000100 loss_class: 0.657901 loss_bbox: 0.165219 loss_giou: 0.436871 loss_class_aux: 4.085502 loss_bbox_aux: 1.061770 loss_giou_aux: 2.723221 loss_class_dn: 0.370277 loss_bbox_dn: 0.198155 loss_giou_dn: 0.459462 loss_class_aux_dn: 1.980002 loss_bbox_aux_dn: 1.135853 loss_giou_aux_dn: 2.509141 loss: 15.668461 eta: 2 days, 16:34:55 batch_cost: 0.5025 data_cost: 0.0012 ips: 7.9600 images/s [03/30 02:53:17] ppdet.engine INFO: Epoch: [14] [1600/7329] learning_rate: 0.000100 loss_class: 0.641793 loss_bbox: 0.162408 loss_giou: 0.380453 loss_class_aux: 4.234686 loss_bbox_aux: 1.090167 loss_giou_aux: 2.421105 loss_class_dn: 0.348366 loss_bbox_dn: 0.220288 loss_giou_dn: 0.425000 loss_class_aux_dn: 1.876951 loss_bbox_aux_dn: 1.270751 loss_giou_aux_dn: 2.364435 loss: 15.725114 eta: 2 days, 16:33:38 batch_cost: 0.4944 data_cost: 0.0012 ips: 8.0906 images/s [03/30 02:54:18] ppdet.engine INFO: Epoch: [14] [1700/7329] learning_rate: 0.000100 loss_class: 0.614664 loss_bbox: 0.145487 loss_giou: 0.430566 loss_class_aux: 4.129275 loss_bbox_aux: 0.967841 loss_giou_aux: 2.768850 loss_class_dn: 0.334149 loss_bbox_dn: 0.177052 loss_giou_dn: 0.456243 loss_class_aux_dn: 1.862788 loss_bbox_aux_dn: 1.021081 loss_giou_aux_dn: 2.472191 loss: 15.789066 eta: 2 days, 16:32:46 batch_cost: 0.5574 data_cost: 0.0013 ips: 7.1766 images/s [03/30 02:55:13] ppdet.engine INFO: Epoch: [14] [1800/7329] learning_rate: 0.000100 loss_class: 0.673795 loss_bbox: 0.169906 loss_giou: 0.439289 loss_class_aux: 4.254207 loss_bbox_aux: 1.104639 loss_giou_aux: 2.687692 loss_class_dn: 0.354114 loss_bbox_dn: 0.201663 loss_giou_dn: 0.446405 loss_class_aux_dn: 1.865874 loss_bbox_aux_dn: 1.175029 loss_giou_aux_dn: 2.438751 loss: 16.870365 eta: 2 days, 16:31:31 batch_cost: 0.4995 data_cost: 0.0013 ips: 8.0077 images/s [03/30 02:56:16] ppdet.engine INFO: Epoch: [14] [1900/7329] learning_rate: 0.000100 loss_class: 0.595124 loss_bbox: 0.141004 loss_giou: 0.415541 loss_class_aux: 3.889972 loss_bbox_aux: 0.974939 loss_giou_aux: 2.677382 loss_class_dn: 0.330912 loss_bbox_dn: 0.163013 loss_giou_dn: 0.423599 loss_class_aux_dn: 1.804500 loss_bbox_aux_dn: 0.978306 loss_giou_aux_dn: 2.341470 loss: 15.128037 eta: 2 days, 16:30:41 batch_cost: 0.5603 data_cost: 0.0014 ips: 7.1395 images/s [03/30 02:57:15] ppdet.engine INFO: Epoch: [14] [2000/7329] learning_rate: 0.000100 loss_class: 0.585600 loss_bbox: 0.148048 loss_giou: 0.367432 loss_class_aux: 3.753647 loss_bbox_aux: 0.952293 loss_giou_aux: 2.392831 loss_class_dn: 0.331171 loss_bbox_dn: 0.173241 loss_giou_dn: 0.411931 loss_class_aux_dn: 1.773101 loss_bbox_aux_dn: 0.984778 loss_giou_aux_dn: 2.308422 loss: 14.740091 eta: 2 days, 16:29:43 batch_cost: 0.5407 data_cost: 0.0012 ips: 7.3985 images/s [03/30 02:58:19] ppdet.engine INFO: Epoch: [14] [2100/7329] learning_rate: 0.000100 loss_class: 0.676625 loss_bbox: 0.175339 loss_giou: 0.511205 loss_class_aux: 4.393009 loss_bbox_aux: 1.139685 loss_giou_aux: 3.121881 loss_class_dn: 0.389296 loss_bbox_dn: 0.204475 loss_giou_dn: 0.478476 loss_class_aux_dn: 2.118684 loss_bbox_aux_dn: 1.212354 loss_giou_aux_dn: 2.538173 loss: 17.147930 eta: 2 days, 16:29:01 batch_cost: 0.5803 data_cost: 0.0012 ips: 6.8929 images/s [03/30 02:59:25] ppdet.engine INFO: Epoch: [14] [2200/7329] learning_rate: 0.000100 loss_class: 0.636688 loss_bbox: 0.160730 loss_giou: 0.425907 loss_class_aux: 4.164996 loss_bbox_aux: 1.030869 loss_giou_aux: 2.658744 loss_class_dn: 0.360274 loss_bbox_dn: 0.189923 loss_giou_dn: 0.450944 loss_class_aux_dn: 2.000282 loss_bbox_aux_dn: 1.135836 loss_giou_aux_dn: 2.470158 loss: 17.081631 eta: 2 days, 16:28:29 batch_cost: 0.6053 data_cost: 0.0013 ips: 6.6083 images/s [03/30 03:00:30] ppdet.engine INFO: Epoch: [14] [2300/7329] learning_rate: 0.000100 loss_class: 0.628655 loss_bbox: 0.179224 loss_giou: 0.427702 loss_class_aux: 4.109351 loss_bbox_aux: 1.184872 loss_giou_aux: 2.615890 loss_class_dn: 0.366282 loss_bbox_dn: 0.224782 loss_giou_dn: 0.446726 loss_class_aux_dn: 1.941588 loss_bbox_aux_dn: 1.273036 loss_giou_aux_dn: 2.464613 loss: 16.148304 eta: 2 days, 16:27:49 batch_cost: 0.5863 data_cost: 0.0014 ips: 6.8226 images/s [03/30 03:01:31] ppdet.engine INFO: Epoch: [14] [2400/7329] learning_rate: 0.000100 loss_class: 0.641903 loss_bbox: 0.165295 loss_giou: 0.416660 loss_class_aux: 4.099237 loss_bbox_aux: 1.073123 loss_giou_aux: 2.726275 loss_class_dn: 0.354181 loss_bbox_dn: 0.217894 loss_giou_dn: 0.419220 loss_class_aux_dn: 1.867673 loss_bbox_aux_dn: 1.225484 loss_giou_aux_dn: 2.306346 loss: 15.889250 eta: 2 days, 16:26:55 batch_cost: 0.5518 data_cost: 0.0013 ips: 7.2487 images/s [03/30 03:02:27] ppdet.engine INFO: Epoch: [14] [2500/7329] learning_rate: 0.000100 loss_class: 0.609340 loss_bbox: 0.162671 loss_giou: 0.402812 loss_class_aux: 3.850325 loss_bbox_aux: 1.025533 loss_giou_aux: 2.578214 loss_class_dn: 0.324387 loss_bbox_dn: 0.177389 loss_giou_dn: 0.418261 loss_class_aux_dn: 1.744222 loss_bbox_aux_dn: 1.054654 loss_giou_aux_dn: 2.364471 loss: 15.310748 eta: 2 days, 16:25:44 batch_cost: 0.5084 data_cost: 0.0014 ips: 7.8677 images/s [03/30 03:03:23] ppdet.engine INFO: Epoch: [14] [2600/7329] learning_rate: 0.000100 loss_class: 0.703858 loss_bbox: 0.165600 loss_giou: 0.416722 loss_class_aux: 4.597853 loss_bbox_aux: 1.052685 loss_giou_aux: 2.783241 loss_class_dn: 0.374274 loss_bbox_dn: 0.210203 loss_giou_dn: 0.441389 loss_class_aux_dn: 2.013237 loss_bbox_aux_dn: 1.260650 loss_giou_aux_dn: 2.405010 loss: 16.780718 eta: 2 days, 16:24:32 batch_cost: 0.5065 data_cost: 0.0012 ips: 7.8979 images/s [03/30 03:04:22] ppdet.engine INFO: Epoch: [14] [2700/7329] learning_rate: 0.000100 loss_class: 0.653615 loss_bbox: 0.157783 loss_giou: 0.390024 loss_class_aux: 4.210068 loss_bbox_aux: 1.090299 loss_giou_aux: 2.513249 loss_class_dn: 0.368276 loss_bbox_dn: 0.216294 loss_giou_dn: 0.435948 loss_class_aux_dn: 1.953906 loss_bbox_aux_dn: 1.275468 loss_giou_aux_dn: 2.418071 loss: 15.975520 eta: 2 days, 16:23:31 batch_cost: 0.5345 data_cost: 0.0012 ips: 7.4836 images/s [03/30 03:05:28] ppdet.engine INFO: Epoch: [14] [2800/7329] learning_rate: 0.000100 loss_class: 0.567280 loss_bbox: 0.133945 loss_giou: 0.365269 loss_class_aux: 3.676357 loss_bbox_aux: 0.881684 loss_giou_aux: 2.399681 loss_class_dn: 0.332892 loss_bbox_dn: 0.162742 loss_giou_dn: 0.363891 loss_class_aux_dn: 1.780481 loss_bbox_aux_dn: 1.000659 loss_giou_aux_dn: 1.980972 loss: 14.363148 eta: 2 days, 16:22:56 batch_cost: 0.5977 data_cost: 0.0014 ips: 6.6926 images/s [03/30 03:06:30] ppdet.engine INFO: Epoch: [14] [2900/7329] learning_rate: 0.000100 loss_class: 0.584778 loss_bbox: 0.164762 loss_giou: 0.440844 loss_class_aux: 4.076362 loss_bbox_aux: 1.086591 loss_giou_aux: 2.712838 loss_class_dn: 0.364273 loss_bbox_dn: 0.187847 loss_giou_dn: 0.459376 loss_class_aux_dn: 1.945492 loss_bbox_aux_dn: 1.101993 loss_giou_aux_dn: 2.489748 loss: 16.333406 eta: 2 days, 16:22:03 batch_cost: 0.5544 data_cost: 0.0013 ips: 7.2154 images/s [03/30 03:07:32] ppdet.engine INFO: Epoch: [14] [3000/7329] learning_rate: 0.000100 loss_class: 0.648344 loss_bbox: 0.151080 loss_giou: 0.453355 loss_class_aux: 4.183134 loss_bbox_aux: 1.051849 loss_giou_aux: 2.850823 loss_class_dn: 0.378766 loss_bbox_dn: 0.199320 loss_giou_dn: 0.481035 loss_class_aux_dn: 2.033546 loss_bbox_aux_dn: 1.091366 loss_giou_aux_dn: 2.574416 loss: 17.045628 eta: 2 days, 16:21:12 batch_cost: 0.5581 data_cost: 0.0014 ips: 7.1676 images/s [03/30 03:08:41] ppdet.engine INFO: Epoch: [14] [3100/7329] learning_rate: 0.000100 loss_class: 0.573658 loss_bbox: 0.158700 loss_giou: 0.437920 loss_class_aux: 3.770847 loss_bbox_aux: 1.045360 loss_giou_aux: 2.784319 loss_class_dn: 0.342980 loss_bbox_dn: 0.200190 loss_giou_dn: 0.457418 loss_class_aux_dn: 1.823719 loss_bbox_aux_dn: 1.165646 loss_giou_aux_dn: 2.428042 loss: 15.705578 eta: 2 days, 16:20:48 batch_cost: 0.6251 data_cost: 0.0016 ips: 6.3987 images/s [03/30 03:09:42] ppdet.engine INFO: Epoch: [14] [3200/7329] learning_rate: 0.000100 loss_class: 0.688759 loss_bbox: 0.168996 loss_giou: 0.407277 loss_class_aux: 4.441266 loss_bbox_aux: 1.127933 loss_giou_aux: 2.701211 loss_class_dn: 0.379510 loss_bbox_dn: 0.211056 loss_giou_dn: 0.458330 loss_class_aux_dn: 2.041418 loss_bbox_aux_dn: 1.255956 loss_giou_aux_dn: 2.489225 loss: 16.914005 eta: 2 days, 16:19:55 batch_cost: 0.5534 data_cost: 0.0019 ips: 7.2279 images/s [03/30 03:10:45] ppdet.engine INFO: Epoch: [14] [3300/7329] learning_rate: 0.000100 loss_class: 0.623153 loss_bbox: 0.150058 loss_giou: 0.437460 loss_class_aux: 3.992826 loss_bbox_aux: 1.008171 loss_giou_aux: 2.717648 loss_class_dn: 0.350437 loss_bbox_dn: 0.182756 loss_giou_dn: 0.469839 loss_class_aux_dn: 1.831462 loss_bbox_aux_dn: 1.069180 loss_giou_aux_dn: 2.555868 loss: 15.644991 eta: 2 days, 16:19:05 batch_cost: 0.5628 data_cost: 0.0014 ips: 7.1068 images/s [03/30 03:11:45] ppdet.engine INFO: Epoch: [14] [3400/7329] learning_rate: 0.000100 loss_class: 0.556225 loss_bbox: 0.145579 loss_giou: 0.399063 loss_class_aux: 3.610691 loss_bbox_aux: 0.959083 loss_giou_aux: 2.648176 loss_class_dn: 0.328574 loss_bbox_dn: 0.163993 loss_giou_dn: 0.425916 loss_class_aux_dn: 1.791303 loss_bbox_aux_dn: 0.957967 loss_giou_aux_dn: 2.341381 loss: 14.956688 eta: 2 days, 16:18:08 batch_cost: 0.5437 data_cost: 0.0013 ips: 7.3565 images/s [03/30 03:12:49] ppdet.engine INFO: Epoch: [14] [3500/7329] learning_rate: 0.000100 loss_class: 0.605791 loss_bbox: 0.158561 loss_giou: 0.343316 loss_class_aux: 3.879060 loss_bbox_aux: 1.012895 loss_giou_aux: 2.215444 loss_class_dn: 0.326088 loss_bbox_dn: 0.203576 loss_giou_dn: 0.377703 loss_class_aux_dn: 1.783258 loss_bbox_aux_dn: 1.199484 loss_giou_aux_dn: 2.068087 loss: 14.711076 eta: 2 days, 16:17:26 batch_cost: 0.5806 data_cost: 0.0013 ips: 6.8890 images/s [03/30 03:13:47] ppdet.engine INFO: Epoch: [14] [3600/7329] learning_rate: 0.000100 loss_class: 0.676130 loss_bbox: 0.170705 loss_giou: 0.420711 loss_class_aux: 4.277872 loss_bbox_aux: 1.046249 loss_giou_aux: 2.759600 loss_class_dn: 0.398877 loss_bbox_dn: 0.184405 loss_giou_dn: 0.467833 loss_class_aux_dn: 2.113432 loss_bbox_aux_dn: 1.024255 loss_giou_aux_dn: 2.580511 loss: 18.153603 eta: 2 days, 16:16:19 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7315 images/s [03/30 03:14:49] ppdet.engine INFO: Epoch: [14] [3700/7329] learning_rate: 0.000100 loss_class: 0.606037 loss_bbox: 0.151298 loss_giou: 0.487096 loss_class_aux: 3.906076 loss_bbox_aux: 1.024652 loss_giou_aux: 3.127706 loss_class_dn: 0.335680 loss_bbox_dn: 0.171760 loss_giou_dn: 0.457459 loss_class_aux_dn: 1.802343 loss_bbox_aux_dn: 0.985506 loss_giou_aux_dn: 2.536218 loss: 14.602863 eta: 2 days, 16:15:27 batch_cost: 0.5585 data_cost: 0.0013 ips: 7.1615 images/s [03/30 03:15:53] ppdet.engine INFO: Epoch: [14] [3800/7329] learning_rate: 0.000100 loss_class: 0.621207 loss_bbox: 0.145727 loss_giou: 0.356906 loss_class_aux: 3.916970 loss_bbox_aux: 0.950030 loss_giou_aux: 2.293372 loss_class_dn: 0.344640 loss_bbox_dn: 0.186505 loss_giou_dn: 0.388391 loss_class_aux_dn: 1.859542 loss_bbox_aux_dn: 1.085358 loss_giou_aux_dn: 2.126885 loss: 15.529306 eta: 2 days, 16:14:42 batch_cost: 0.5722 data_cost: 0.0015 ips: 6.9904 images/s [03/30 03:16:56] ppdet.engine INFO: Epoch: [14] [3900/7329] learning_rate: 0.000100 loss_class: 0.636045 loss_bbox: 0.145521 loss_giou: 0.469499 loss_class_aux: 4.127518 loss_bbox_aux: 0.990495 loss_giou_aux: 3.032166 loss_class_dn: 0.355643 loss_bbox_dn: 0.175918 loss_giou_dn: 0.476353 loss_class_aux_dn: 1.913239 loss_bbox_aux_dn: 1.111038 loss_giou_aux_dn: 2.650179 loss: 16.556534 eta: 2 days, 16:13:56 batch_cost: 0.5715 data_cost: 0.0015 ips: 6.9985 images/s [03/30 03:17:59] ppdet.engine INFO: Epoch: [14] [4000/7329] learning_rate: 0.000100 loss_class: 0.563037 loss_bbox: 0.141680 loss_giou: 0.369400 loss_class_aux: 3.684986 loss_bbox_aux: 0.967285 loss_giou_aux: 2.366501 loss_class_dn: 0.326858 loss_bbox_dn: 0.170030 loss_giou_dn: 0.386999 loss_class_aux_dn: 1.740225 loss_bbox_aux_dn: 1.008461 loss_giou_aux_dn: 2.102876 loss: 13.639859 eta: 2 days, 16:13:11 batch_cost: 0.5757 data_cost: 0.0014 ips: 6.9479 images/s [03/30 03:18:59] ppdet.engine INFO: Epoch: [14] [4100/7329] learning_rate: 0.000100 loss_class: 0.607052 loss_bbox: 0.153785 loss_giou: 0.404333 loss_class_aux: 3.877595 loss_bbox_aux: 0.978424 loss_giou_aux: 2.591639 loss_class_dn: 0.333925 loss_bbox_dn: 0.166944 loss_giou_dn: 0.397768 loss_class_aux_dn: 1.801721 loss_bbox_aux_dn: 1.031795 loss_giou_aux_dn: 2.197690 loss: 14.669812 eta: 2 days, 16:12:14 batch_cost: 0.5433 data_cost: 0.0013 ips: 7.3629 images/s [03/30 03:19:59] ppdet.engine INFO: Epoch: [14] [4200/7329] learning_rate: 0.000100 loss_class: 0.684130 loss_bbox: 0.181562 loss_giou: 0.509205 loss_class_aux: 4.528526 loss_bbox_aux: 1.195445 loss_giou_aux: 3.215077 loss_class_dn: 0.370515 loss_bbox_dn: 0.201578 loss_giou_dn: 0.495565 loss_class_aux_dn: 2.066443 loss_bbox_aux_dn: 1.215024 loss_giou_aux_dn: 2.681096 loss: 17.850620 eta: 2 days, 16:11:15 batch_cost: 0.5390 data_cost: 0.0016 ips: 7.4217 images/s [03/30 03:20:59] ppdet.engine INFO: Epoch: [14] [4300/7329] learning_rate: 0.000100 loss_class: 0.684059 loss_bbox: 0.174835 loss_giou: 0.447343 loss_class_aux: 4.384566 loss_bbox_aux: 1.166288 loss_giou_aux: 2.875542 loss_class_dn: 0.350537 loss_bbox_dn: 0.226845 loss_giou_dn: 0.456084 loss_class_aux_dn: 1.873395 loss_bbox_aux_dn: 1.351287 loss_giou_aux_dn: 2.505531 loss: 16.608871 eta: 2 days, 16:10:15 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4737 images/s [03/30 03:21:59] ppdet.engine INFO: Epoch: [14] [4400/7329] learning_rate: 0.000100 loss_class: 0.617850 loss_bbox: 0.162775 loss_giou: 0.460537 loss_class_aux: 4.035343 loss_bbox_aux: 1.111777 loss_giou_aux: 2.907526 loss_class_dn: 0.363954 loss_bbox_dn: 0.209462 loss_giou_dn: 0.478700 loss_class_aux_dn: 1.945143 loss_bbox_aux_dn: 1.187681 loss_giou_aux_dn: 2.623090 loss: 16.505238 eta: 2 days, 16:09:21 batch_cost: 0.5518 data_cost: 0.0013 ips: 7.2494 images/s [03/30 03:23:05] ppdet.engine INFO: Epoch: [14] [4500/7329] learning_rate: 0.000100 loss_class: 0.590920 loss_bbox: 0.137474 loss_giou: 0.422008 loss_class_aux: 3.928663 loss_bbox_aux: 0.937050 loss_giou_aux: 2.659459 loss_class_dn: 0.345777 loss_bbox_dn: 0.169749 loss_giou_dn: 0.424554 loss_class_aux_dn: 1.825157 loss_bbox_aux_dn: 1.013469 loss_giou_aux_dn: 2.368522 loss: 15.435270 eta: 2 days, 16:08:48 batch_cost: 0.6046 data_cost: 0.0012 ips: 6.6162 images/s [03/30 03:24:05] ppdet.engine INFO: Epoch: [14] [4600/7329] learning_rate: 0.000100 loss_class: 0.637476 loss_bbox: 0.147570 loss_giou: 0.370125 loss_class_aux: 4.046711 loss_bbox_aux: 0.994398 loss_giou_aux: 2.384667 loss_class_dn: 0.354202 loss_bbox_dn: 0.197935 loss_giou_dn: 0.411690 loss_class_aux_dn: 1.903272 loss_bbox_aux_dn: 1.071620 loss_giou_aux_dn: 2.299022 loss: 15.459674 eta: 2 days, 16:07:48 batch_cost: 0.5370 data_cost: 0.0014 ips: 7.4489 images/s [03/30 03:25:05] ppdet.engine INFO: Epoch: [14] [4700/7329] learning_rate: 0.000100 loss_class: 0.660123 loss_bbox: 0.163956 loss_giou: 0.460942 loss_class_aux: 4.166989 loss_bbox_aux: 1.068790 loss_giou_aux: 2.880497 loss_class_dn: 0.372290 loss_bbox_dn: 0.178708 loss_giou_dn: 0.463451 loss_class_aux_dn: 1.985827 loss_bbox_aux_dn: 1.003753 loss_giou_aux_dn: 2.478040 loss: 17.002335 eta: 2 days, 16:06:51 batch_cost: 0.5428 data_cost: 0.0013 ips: 7.3689 images/s [03/30 03:26:09] ppdet.engine INFO: Epoch: [14] [4800/7329] learning_rate: 0.000100 loss_class: 0.597401 loss_bbox: 0.167255 loss_giou: 0.439277 loss_class_aux: 3.937072 loss_bbox_aux: 1.090362 loss_giou_aux: 2.828265 loss_class_dn: 0.346538 loss_bbox_dn: 0.181207 loss_giou_dn: 0.475251 loss_class_aux_dn: 1.839398 loss_bbox_aux_dn: 1.023637 loss_giou_aux_dn: 2.507387 loss: 15.424328 eta: 2 days, 16:06:07 batch_cost: 0.5778 data_cost: 0.0014 ips: 6.9227 images/s [03/30 03:27:07] ppdet.engine INFO: Epoch: [14] [4900/7329] learning_rate: 0.000100 loss_class: 0.651886 loss_bbox: 0.142396 loss_giou: 0.448879 loss_class_aux: 4.018919 loss_bbox_aux: 0.962784 loss_giou_aux: 2.924556 loss_class_dn: 0.363178 loss_bbox_dn: 0.182981 loss_giou_dn: 0.414389 loss_class_aux_dn: 1.973698 loss_bbox_aux_dn: 1.043928 loss_giou_aux_dn: 2.310455 loss: 16.267796 eta: 2 days, 16:05:01 batch_cost: 0.5185 data_cost: 0.0012 ips: 7.7140 images/s [03/30 03:28:06] ppdet.engine INFO: Epoch: [14] [5000/7329] learning_rate: 0.000100 loss_class: 0.650430 loss_bbox: 0.163334 loss_giou: 0.391140 loss_class_aux: 4.000779 loss_bbox_aux: 1.072096 loss_giou_aux: 2.687051 loss_class_dn: 0.370558 loss_bbox_dn: 0.175807 loss_giou_dn: 0.452902 loss_class_aux_dn: 1.986542 loss_bbox_aux_dn: 1.048938 loss_giou_aux_dn: 2.518339 loss: 16.985533 eta: 2 days, 16:03:59 batch_cost: 0.5328 data_cost: 0.0013 ips: 7.5075 images/s [03/30 03:29:15] ppdet.engine INFO: Epoch: [14] [5100/7329] learning_rate: 0.000100 loss_class: 0.573550 loss_bbox: 0.136078 loss_giou: 0.435610 loss_class_aux: 3.654935 loss_bbox_aux: 0.904991 loss_giou_aux: 2.698481 loss_class_dn: 0.337051 loss_bbox_dn: 0.167506 loss_giou_dn: 0.445879 loss_class_aux_dn: 1.778184 loss_bbox_aux_dn: 0.969642 loss_giou_aux_dn: 2.439795 loss: 15.661350 eta: 2 days, 16:03:33 batch_cost: 0.6227 data_cost: 0.0019 ips: 6.4237 images/s [03/30 03:30:14] ppdet.engine INFO: Epoch: [14] [5200/7329] learning_rate: 0.000100 loss_class: 0.697798 loss_bbox: 0.173882 loss_giou: 0.462496 loss_class_aux: 4.472451 loss_bbox_aux: 1.109028 loss_giou_aux: 2.945576 loss_class_dn: 0.387078 loss_bbox_dn: 0.219419 loss_giou_dn: 0.470847 loss_class_aux_dn: 2.052932 loss_bbox_aux_dn: 1.233199 loss_giou_aux_dn: 2.567220 loss: 17.628582 eta: 2 days, 16:02:30 batch_cost: 0.5280 data_cost: 0.0015 ips: 7.5761 images/s [03/30 03:31:11] ppdet.engine INFO: Epoch: [14] [5300/7329] learning_rate: 0.000100 loss_class: 0.633223 loss_bbox: 0.165362 loss_giou: 0.414691 loss_class_aux: 4.052286 loss_bbox_aux: 1.049318 loss_giou_aux: 2.617745 loss_class_dn: 0.361618 loss_bbox_dn: 0.195290 loss_giou_dn: 0.438819 loss_class_aux_dn: 1.936532 loss_bbox_aux_dn: 1.104067 loss_giou_aux_dn: 2.369098 loss: 16.452667 eta: 2 days, 16:01:24 batch_cost: 0.5213 data_cost: 0.0013 ips: 7.6731 images/s [03/30 03:32:10] ppdet.engine INFO: Epoch: [14] [5400/7329] learning_rate: 0.000100 loss_class: 0.657892 loss_bbox: 0.185494 loss_giou: 0.399582 loss_class_aux: 4.468130 loss_bbox_aux: 1.220571 loss_giou_aux: 2.621809 loss_class_dn: 0.391828 loss_bbox_dn: 0.216955 loss_giou_dn: 0.462595 loss_class_aux_dn: 2.054304 loss_bbox_aux_dn: 1.230233 loss_giou_aux_dn: 2.533589 loss: 17.006306 eta: 2 days, 16:00:20 batch_cost: 0.5237 data_cost: 0.0013 ips: 7.6373 images/s [03/30 03:33:07] ppdet.engine INFO: Epoch: [14] [5500/7329] learning_rate: 0.000100 loss_class: 0.588585 loss_bbox: 0.155745 loss_giou: 0.347138 loss_class_aux: 3.742575 loss_bbox_aux: 1.064658 loss_giou_aux: 2.232815 loss_class_dn: 0.335546 loss_bbox_dn: 0.192110 loss_giou_dn: 0.386916 loss_class_aux_dn: 1.787551 loss_bbox_aux_dn: 1.137444 loss_giou_aux_dn: 2.122487 loss: 15.248116 eta: 2 days, 15:59:15 batch_cost: 0.5228 data_cost: 0.0012 ips: 7.6508 images/s [03/30 03:34:08] ppdet.engine INFO: Epoch: [14] [5600/7329] learning_rate: 0.000100 loss_class: 0.685956 loss_bbox: 0.157325 loss_giou: 0.414557 loss_class_aux: 4.338545 loss_bbox_aux: 1.040801 loss_giou_aux: 2.808459 loss_class_dn: 0.360597 loss_bbox_dn: 0.182638 loss_giou_dn: 0.457860 loss_class_aux_dn: 1.937511 loss_bbox_aux_dn: 1.053965 loss_giou_aux_dn: 2.470526 loss: 16.268921 eta: 2 days, 15:58:20 batch_cost: 0.5503 data_cost: 0.0013 ips: 7.2690 images/s [03/30 03:35:09] ppdet.engine INFO: Epoch: [14] [5700/7329] learning_rate: 0.000100 loss_class: 0.658925 loss_bbox: 0.140956 loss_giou: 0.425679 loss_class_aux: 4.180592 loss_bbox_aux: 0.927837 loss_giou_aux: 2.828844 loss_class_dn: 0.341351 loss_bbox_dn: 0.168396 loss_giou_dn: 0.457045 loss_class_aux_dn: 1.830633 loss_bbox_aux_dn: 1.014354 loss_giou_aux_dn: 2.490190 loss: 15.891406 eta: 2 days, 15:57:25 batch_cost: 0.5484 data_cost: 0.0013 ips: 7.2946 images/s [03/30 03:36:09] ppdet.engine INFO: Epoch: [14] [5800/7329] learning_rate: 0.000100 loss_class: 0.639789 loss_bbox: 0.152261 loss_giou: 0.433008 loss_class_aux: 4.044659 loss_bbox_aux: 1.044960 loss_giou_aux: 2.695304 loss_class_dn: 0.344428 loss_bbox_dn: 0.167427 loss_giou_dn: 0.451874 loss_class_aux_dn: 1.870041 loss_bbox_aux_dn: 1.014946 loss_giou_aux_dn: 2.509584 loss: 15.896013 eta: 2 days, 15:56:31 batch_cost: 0.5509 data_cost: 0.0013 ips: 7.2608 images/s [03/30 03:37:09] ppdet.engine INFO: Epoch: [14] [5900/7329] learning_rate: 0.000100 loss_class: 0.627065 loss_bbox: 0.158233 loss_giou: 0.408475 loss_class_aux: 3.964671 loss_bbox_aux: 1.054646 loss_giou_aux: 2.657559 loss_class_dn: 0.351745 loss_bbox_dn: 0.186465 loss_giou_dn: 0.443062 loss_class_aux_dn: 1.912779 loss_bbox_aux_dn: 1.090850 loss_giou_aux_dn: 2.457910 loss: 16.459562 eta: 2 days, 15:55:34 batch_cost: 0.5440 data_cost: 0.0014 ips: 7.3532 images/s [03/30 03:38:09] ppdet.engine INFO: Epoch: [14] [6000/7329] learning_rate: 0.000100 loss_class: 0.670148 loss_bbox: 0.165202 loss_giou: 0.478364 loss_class_aux: 4.312087 loss_bbox_aux: 1.084444 loss_giou_aux: 3.029677 loss_class_dn: 0.372172 loss_bbox_dn: 0.209210 loss_giou_dn: 0.467134 loss_class_aux_dn: 2.019402 loss_bbox_aux_dn: 1.215770 loss_giou_aux_dn: 2.505380 loss: 16.812656 eta: 2 days, 15:54:36 batch_cost: 0.5401 data_cost: 0.0014 ips: 7.4062 images/s [03/30 03:39:06] ppdet.engine INFO: Epoch: [14] [6100/7329] learning_rate: 0.000100 loss_class: 0.666077 loss_bbox: 0.175483 loss_giou: 0.458393 loss_class_aux: 4.314456 loss_bbox_aux: 1.155740 loss_giou_aux: 2.887067 loss_class_dn: 0.372433 loss_bbox_dn: 0.218331 loss_giou_dn: 0.448327 loss_class_aux_dn: 1.999559 loss_bbox_aux_dn: 1.267961 loss_giou_aux_dn: 2.417325 loss: 16.733168 eta: 2 days, 15:53:28 batch_cost: 0.5163 data_cost: 0.0012 ips: 7.7478 images/s [03/30 03:40:06] ppdet.engine INFO: Epoch: [14] [6200/7329] learning_rate: 0.000100 loss_class: 0.626560 loss_bbox: 0.143687 loss_giou: 0.400055 loss_class_aux: 4.061638 loss_bbox_aux: 0.982320 loss_giou_aux: 2.570108 loss_class_dn: 0.346902 loss_bbox_dn: 0.185210 loss_giou_dn: 0.439241 loss_class_aux_dn: 1.851682 loss_bbox_aux_dn: 1.110585 loss_giou_aux_dn: 2.338737 loss: 15.540805 eta: 2 days, 15:52:31 batch_cost: 0.5428 data_cost: 0.0013 ips: 7.3688 images/s [03/30 03:41:07] ppdet.engine INFO: Epoch: [14] [6300/7329] learning_rate: 0.000100 loss_class: 0.616845 loss_bbox: 0.157201 loss_giou: 0.468605 loss_class_aux: 3.862894 loss_bbox_aux: 1.017571 loss_giou_aux: 2.963737 loss_class_dn: 0.348298 loss_bbox_dn: 0.191420 loss_giou_dn: 0.443427 loss_class_aux_dn: 1.886570 loss_bbox_aux_dn: 1.123115 loss_giou_aux_dn: 2.379145 loss: 15.349607 eta: 2 days, 15:51:35 batch_cost: 0.5472 data_cost: 0.0012 ips: 7.3102 images/s [03/30 03:42:06] ppdet.engine INFO: Epoch: [14] [6400/7329] learning_rate: 0.000100 loss_class: 0.648193 loss_bbox: 0.145702 loss_giou: 0.417715 loss_class_aux: 4.029213 loss_bbox_aux: 0.972488 loss_giou_aux: 2.724360 loss_class_dn: 0.346911 loss_bbox_dn: 0.174124 loss_giou_dn: 0.429484 loss_class_aux_dn: 1.823742 loss_bbox_aux_dn: 1.006328 loss_giou_aux_dn: 2.341008 loss: 15.813984 eta: 2 days, 15:50:35 batch_cost: 0.5348 data_cost: 0.0012 ips: 7.4794 images/s [03/30 03:43:04] ppdet.engine INFO: Epoch: [14] [6500/7329] learning_rate: 0.000100 loss_class: 0.556959 loss_bbox: 0.155750 loss_giou: 0.428450 loss_class_aux: 3.560901 loss_bbox_aux: 0.982634 loss_giou_aux: 2.719079 loss_class_dn: 0.306167 loss_bbox_dn: 0.161832 loss_giou_dn: 0.412152 loss_class_aux_dn: 1.659507 loss_bbox_aux_dn: 0.918245 loss_giou_aux_dn: 2.230446 loss: 14.885765 eta: 2 days, 15:49:31 batch_cost: 0.5254 data_cost: 0.0013 ips: 7.6130 images/s [03/30 03:44:03] ppdet.engine INFO: Epoch: [14] [6600/7329] learning_rate: 0.000100 loss_class: 0.613569 loss_bbox: 0.157370 loss_giou: 0.376712 loss_class_aux: 4.006035 loss_bbox_aux: 1.005353 loss_giou_aux: 2.440717 loss_class_dn: 0.346694 loss_bbox_dn: 0.175800 loss_giou_dn: 0.393012 loss_class_aux_dn: 1.863847 loss_bbox_aux_dn: 1.006309 loss_giou_aux_dn: 2.108941 loss: 15.758529 eta: 2 days, 15:48:29 batch_cost: 0.5306 data_cost: 0.0012 ips: 7.5391 images/s [03/30 03:45:03] ppdet.engine INFO: Epoch: [14] [6700/7329] learning_rate: 0.000100 loss_class: 0.588958 loss_bbox: 0.155366 loss_giou: 0.359021 loss_class_aux: 3.787353 loss_bbox_aux: 1.055439 loss_giou_aux: 2.290394 loss_class_dn: 0.304767 loss_bbox_dn: 0.175633 loss_giou_dn: 0.371095 loss_class_aux_dn: 1.668761 loss_bbox_aux_dn: 1.042493 loss_giou_aux_dn: 2.034159 loss: 13.898968 eta: 2 days, 15:47:35 batch_cost: 0.5504 data_cost: 0.0012 ips: 7.2673 images/s [03/30 03:46:00] ppdet.engine INFO: Epoch: [14] [6800/7329] learning_rate: 0.000100 loss_class: 0.621109 loss_bbox: 0.161115 loss_giou: 0.459440 loss_class_aux: 3.913477 loss_bbox_aux: 1.061275 loss_giou_aux: 2.881320 loss_class_dn: 0.362360 loss_bbox_dn: 0.190871 loss_giou_dn: 0.455685 loss_class_aux_dn: 1.912081 loss_bbox_aux_dn: 1.110714 loss_giou_aux_dn: 2.448975 loss: 16.249649 eta: 2 days, 15:46:26 batch_cost: 0.5139 data_cost: 0.0015 ips: 7.7838 images/s [03/30 03:47:02] ppdet.engine INFO: Epoch: [14] [6900/7329] learning_rate: 0.000100 loss_class: 0.679158 loss_bbox: 0.167823 loss_giou: 0.431894 loss_class_aux: 4.527241 loss_bbox_aux: 1.145647 loss_giou_aux: 2.827062 loss_class_dn: 0.380264 loss_bbox_dn: 0.206347 loss_giou_dn: 0.468306 loss_class_aux_dn: 2.042782 loss_bbox_aux_dn: 1.326368 loss_giou_aux_dn: 2.654188 loss: 18.099236 eta: 2 days, 15:45:37 batch_cost: 0.5622 data_cost: 0.0012 ips: 7.1145 images/s [03/30 03:48:04] ppdet.engine INFO: Epoch: [14] [7000/7329] learning_rate: 0.000100 loss_class: 0.615469 loss_bbox: 0.136428 loss_giou: 0.409214 loss_class_aux: 4.045214 loss_bbox_aux: 0.892773 loss_giou_aux: 2.577386 loss_class_dn: 0.354487 loss_bbox_dn: 0.166094 loss_giou_dn: 0.415216 loss_class_aux_dn: 1.908289 loss_bbox_aux_dn: 0.945758 loss_giou_aux_dn: 2.316183 loss: 16.101681 eta: 2 days, 15:44:46 batch_cost: 0.5606 data_cost: 0.0026 ips: 7.1349 images/s [03/30 03:49:03] ppdet.engine INFO: Epoch: [14] [7100/7329] learning_rate: 0.000100 loss_class: 0.600509 loss_bbox: 0.140130 loss_giou: 0.470708 loss_class_aux: 4.009115 loss_bbox_aux: 0.970073 loss_giou_aux: 3.129881 loss_class_dn: 0.352066 loss_bbox_dn: 0.163068 loss_giou_dn: 0.479306 loss_class_aux_dn: 1.899437 loss_bbox_aux_dn: 0.985399 loss_giou_aux_dn: 2.645810 loss: 15.756397 eta: 2 days, 15:43:43 batch_cost: 0.5276 data_cost: 0.0012 ips: 7.5810 images/s [03/30 03:50:02] ppdet.engine INFO: Epoch: [14] [7200/7329] learning_rate: 0.000100 loss_class: 0.588858 loss_bbox: 0.154246 loss_giou: 0.354436 loss_class_aux: 3.815238 loss_bbox_aux: 1.000479 loss_giou_aux: 2.449836 loss_class_dn: 0.308739 loss_bbox_dn: 0.180795 loss_giou_dn: 0.396312 loss_class_aux_dn: 1.652064 loss_bbox_aux_dn: 1.033197 loss_giou_aux_dn: 2.205060 loss: 14.827535 eta: 2 days, 15:42:43 batch_cost: 0.5345 data_cost: 0.0013 ips: 7.4831 images/s [03/30 03:50:59] ppdet.engine INFO: Epoch: [14] [7300/7329] learning_rate: 0.000100 loss_class: 0.604131 loss_bbox: 0.154929 loss_giou: 0.356031 loss_class_aux: 3.953289 loss_bbox_aux: 1.031239 loss_giou_aux: 2.346045 loss_class_dn: 0.331977 loss_bbox_dn: 0.202687 loss_giou_dn: 0.391526 loss_class_aux_dn: 1.786506 loss_bbox_aux_dn: 1.202195 loss_giou_aux_dn: 2.237882 loss: 14.352394 eta: 2 days, 15:41:35 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7864 images/s [03/30 03:51:21] ppdet.engine INFO: Eval iter: 0 [03/30 03:51:50] ppdet.engine INFO: Eval iter: 100 [03/30 03:52:19] ppdet.engine INFO: Eval iter: 200 [03/30 03:52:48] ppdet.engine INFO: Eval iter: 300 [03/30 03:53:16] ppdet.engine INFO: Eval iter: 400 [03/30 03:53:46] ppdet.engine INFO: Eval iter: 500 [03/30 03:54:15] ppdet.engine INFO: Eval iter: 600 [03/30 03:54:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/30 03:54:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.38s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=122.95s). Accumulating evaluation results... DONE (t=40.50s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.497 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.678 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.679 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 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.696 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 [03/30 03:57:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.23539620948191 [03/30 03:57:54] ppdet.engine INFO: Best test bbox ap is 0.497. [03/30 03:57:58] ppdet.engine INFO: Epoch: [15] [ 0/7329] learning_rate: 0.000100 loss_class: 0.596260 loss_bbox: 0.152030 loss_giou: 0.374215 loss_class_aux: 3.916925 loss_bbox_aux: 1.016237 loss_giou_aux: 2.402289 loss_class_dn: 0.336530 loss_bbox_dn: 0.191963 loss_giou_dn: 0.406460 loss_class_aux_dn: 1.790432 loss_bbox_aux_dn: 1.124728 loss_giou_aux_dn: 2.295531 loss: 14.602983 eta: 2 days, 15:41:19 batch_cost: 0.5282 data_cost: 0.0013 ips: 7.5736 images/s [03/30 03:58:55] ppdet.engine INFO: Epoch: [15] [ 100/7329] learning_rate: 0.000100 loss_class: 0.669245 loss_bbox: 0.176146 loss_giou: 0.412633 loss_class_aux: 4.309585 loss_bbox_aux: 1.120996 loss_giou_aux: 2.699024 loss_class_dn: 0.357936 loss_bbox_dn: 0.200319 loss_giou_dn: 0.454978 loss_class_aux_dn: 1.918805 loss_bbox_aux_dn: 1.151344 loss_giou_aux_dn: 2.518746 loss: 15.739965 eta: 2 days, 15:40:11 batch_cost: 0.5145 data_cost: 0.0013 ips: 7.7750 images/s [03/30 03:59:56] ppdet.engine INFO: Epoch: [15] [ 200/7329] learning_rate: 0.000100 loss_class: 0.701860 loss_bbox: 0.160997 loss_giou: 0.459121 loss_class_aux: 4.383782 loss_bbox_aux: 0.993958 loss_giou_aux: 2.860731 loss_class_dn: 0.396336 loss_bbox_dn: 0.214244 loss_giou_dn: 0.488128 loss_class_aux_dn: 2.109019 loss_bbox_aux_dn: 1.203547 loss_giou_aux_dn: 2.617506 loss: 17.048454 eta: 2 days, 15:39:19 batch_cost: 0.5569 data_cost: 0.0013 ips: 7.1823 images/s [03/30 04:00:54] ppdet.engine INFO: Epoch: [15] [ 300/7329] learning_rate: 0.000100 loss_class: 0.651348 loss_bbox: 0.170118 loss_giou: 0.451182 loss_class_aux: 4.151071 loss_bbox_aux: 1.133143 loss_giou_aux: 2.916070 loss_class_dn: 0.356470 loss_bbox_dn: 0.218253 loss_giou_dn: 0.427762 loss_class_aux_dn: 1.936847 loss_bbox_aux_dn: 1.250767 loss_giou_aux_dn: 2.376404 loss: 16.605465 eta: 2 days, 15:38:16 batch_cost: 0.5257 data_cost: 0.0014 ips: 7.6096 images/s [03/30 04:01:54] ppdet.engine INFO: Epoch: [15] [ 400/7329] learning_rate: 0.000100 loss_class: 0.557287 loss_bbox: 0.153816 loss_giou: 0.395157 loss_class_aux: 3.661147 loss_bbox_aux: 0.926759 loss_giou_aux: 2.415586 loss_class_dn: 0.322140 loss_bbox_dn: 0.201005 loss_giou_dn: 0.402745 loss_class_aux_dn: 1.709651 loss_bbox_aux_dn: 1.125223 loss_giou_aux_dn: 2.266533 loss: 14.243595 eta: 2 days, 15:37:17 batch_cost: 0.5387 data_cost: 0.0013 ips: 7.4252 images/s [03/30 04:02:56] ppdet.engine INFO: Epoch: [15] [ 500/7329] learning_rate: 0.000100 loss_class: 0.538222 loss_bbox: 0.153264 loss_giou: 0.325153 loss_class_aux: 3.386662 loss_bbox_aux: 0.969217 loss_giou_aux: 2.037505 loss_class_dn: 0.322914 loss_bbox_dn: 0.174467 loss_giou_dn: 0.341352 loss_class_aux_dn: 1.728167 loss_bbox_aux_dn: 1.024318 loss_giou_aux_dn: 1.968432 loss: 13.900553 eta: 2 days, 15:36:27 batch_cost: 0.5606 data_cost: 0.0017 ips: 7.1348 images/s [03/30 04:03:53] ppdet.engine INFO: Epoch: [15] [ 600/7329] learning_rate: 0.000100 loss_class: 0.592435 loss_bbox: 0.144034 loss_giou: 0.413320 loss_class_aux: 3.922683 loss_bbox_aux: 1.017865 loss_giou_aux: 2.688215 loss_class_dn: 0.370880 loss_bbox_dn: 0.171161 loss_giou_dn: 0.457683 loss_class_aux_dn: 1.937216 loss_bbox_aux_dn: 1.022063 loss_giou_aux_dn: 2.504280 loss: 16.091631 eta: 2 days, 15:35:18 batch_cost: 0.5131 data_cost: 0.0012 ips: 7.7964 images/s [03/30 04:04:53] ppdet.engine INFO: Epoch: [15] [ 700/7329] learning_rate: 0.000100 loss_class: 0.645438 loss_bbox: 0.161443 loss_giou: 0.477578 loss_class_aux: 4.012403 loss_bbox_aux: 1.067433 loss_giou_aux: 3.088669 loss_class_dn: 0.358849 loss_bbox_dn: 0.188377 loss_giou_dn: 0.494933 loss_class_aux_dn: 1.910920 loss_bbox_aux_dn: 1.093879 loss_giou_aux_dn: 2.675736 loss: 16.510906 eta: 2 days, 15:34:23 batch_cost: 0.5482 data_cost: 0.0012 ips: 7.2961 images/s [03/30 04:05:54] ppdet.engine INFO: Epoch: [15] [ 800/7329] learning_rate: 0.000100 loss_class: 0.589938 loss_bbox: 0.144196 loss_giou: 0.432889 loss_class_aux: 3.902423 loss_bbox_aux: 0.973785 loss_giou_aux: 2.734239 loss_class_dn: 0.326893 loss_bbox_dn: 0.168805 loss_giou_dn: 0.433449 loss_class_aux_dn: 1.742556 loss_bbox_aux_dn: 1.006835 loss_giou_aux_dn: 2.346073 loss: 14.798321 eta: 2 days, 15:33:29 batch_cost: 0.5496 data_cost: 0.0021 ips: 7.2783 images/s [03/30 04:06:52] ppdet.engine INFO: Epoch: [15] [ 900/7329] learning_rate: 0.000100 loss_class: 0.648903 loss_bbox: 0.155912 loss_giou: 0.371827 loss_class_aux: 4.059705 loss_bbox_aux: 1.020923 loss_giou_aux: 2.403549 loss_class_dn: 0.345215 loss_bbox_dn: 0.191955 loss_giou_dn: 0.407524 loss_class_aux_dn: 1.831921 loss_bbox_aux_dn: 1.121696 loss_giou_aux_dn: 2.269698 loss: 15.308086 eta: 2 days, 15:32:22 batch_cost: 0.5179 data_cost: 0.0012 ips: 7.7241 images/s [03/30 04:07:51] ppdet.engine INFO: Epoch: [15] [1000/7329] learning_rate: 0.000100 loss_class: 0.602260 loss_bbox: 0.147360 loss_giou: 0.520046 loss_class_aux: 3.956944 loss_bbox_aux: 0.977091 loss_giou_aux: 3.293361 loss_class_dn: 0.373038 loss_bbox_dn: 0.165090 loss_giou_dn: 0.465083 loss_class_aux_dn: 1.936260 loss_bbox_aux_dn: 0.998718 loss_giou_aux_dn: 2.562193 loss: 16.105946 eta: 2 days, 15:31:22 batch_cost: 0.5345 data_cost: 0.0012 ips: 7.4829 images/s [03/30 04:08:52] ppdet.engine INFO: Epoch: [15] [1100/7329] learning_rate: 0.000100 loss_class: 0.589350 loss_bbox: 0.164729 loss_giou: 0.460668 loss_class_aux: 3.866188 loss_bbox_aux: 1.093503 loss_giou_aux: 2.943028 loss_class_dn: 0.362010 loss_bbox_dn: 0.187223 loss_giou_dn: 0.447308 loss_class_aux_dn: 1.980448 loss_bbox_aux_dn: 1.118567 loss_giou_aux_dn: 2.511397 loss: 16.421532 eta: 2 days, 15:30:32 batch_cost: 0.5610 data_cost: 0.0013 ips: 7.1303 images/s [03/30 04:09:53] ppdet.engine INFO: Epoch: [15] [1200/7329] learning_rate: 0.000100 loss_class: 0.608496 loss_bbox: 0.164538 loss_giou: 0.441620 loss_class_aux: 3.788501 loss_bbox_aux: 1.081135 loss_giou_aux: 2.789710 loss_class_dn: 0.353043 loss_bbox_dn: 0.187245 loss_giou_dn: 0.439312 loss_class_aux_dn: 1.887661 loss_bbox_aux_dn: 1.095932 loss_giou_aux_dn: 2.357967 loss: 16.132065 eta: 2 days, 15:29:39 batch_cost: 0.5552 data_cost: 0.0013 ips: 7.2043 images/s [03/30 04:10:57] ppdet.engine INFO: Epoch: [15] [1300/7329] learning_rate: 0.000100 loss_class: 0.607293 loss_bbox: 0.156550 loss_giou: 0.430954 loss_class_aux: 4.016103 loss_bbox_aux: 1.011953 loss_giou_aux: 2.762688 loss_class_dn: 0.345850 loss_bbox_dn: 0.168838 loss_giou_dn: 0.433686 loss_class_aux_dn: 1.903657 loss_bbox_aux_dn: 1.016231 loss_giou_aux_dn: 2.417672 loss: 15.553593 eta: 2 days, 15:28:57 batch_cost: 0.5831 data_cost: 0.0013 ips: 6.8602 images/s [03/30 04:11:58] ppdet.engine INFO: Epoch: [15] [1400/7329] learning_rate: 0.000100 loss_class: 0.623882 loss_bbox: 0.171437 loss_giou: 0.462133 loss_class_aux: 3.989469 loss_bbox_aux: 1.166155 loss_giou_aux: 2.872892 loss_class_dn: 0.384114 loss_bbox_dn: 0.206384 loss_giou_dn: 0.510996 loss_class_aux_dn: 2.038080 loss_bbox_aux_dn: 1.152096 loss_giou_aux_dn: 2.776880 loss: 17.135139 eta: 2 days, 15:28:05 batch_cost: 0.5570 data_cost: 0.0011 ips: 7.1810 images/s [03/30 04:12:53] ppdet.engine INFO: Epoch: [15] [1500/7329] learning_rate: 0.000100 loss_class: 0.623210 loss_bbox: 0.144119 loss_giou: 0.355731 loss_class_aux: 3.923388 loss_bbox_aux: 0.909759 loss_giou_aux: 2.242396 loss_class_dn: 0.325341 loss_bbox_dn: 0.173937 loss_giou_dn: 0.388759 loss_class_aux_dn: 1.747603 loss_bbox_aux_dn: 1.031958 loss_giou_aux_dn: 2.152640 loss: 15.058196 eta: 2 days, 15:26:51 batch_cost: 0.4963 data_cost: 0.0012 ips: 8.0590 images/s [03/30 04:13:56] ppdet.engine INFO: Epoch: [15] [1600/7329] learning_rate: 0.000100 loss_class: 0.609600 loss_bbox: 0.151537 loss_giou: 0.434447 loss_class_aux: 4.029360 loss_bbox_aux: 0.997160 loss_giou_aux: 2.805359 loss_class_dn: 0.364389 loss_bbox_dn: 0.184658 loss_giou_dn: 0.448607 loss_class_aux_dn: 1.969936 loss_bbox_aux_dn: 1.079305 loss_giou_aux_dn: 2.507362 loss: 15.979485 eta: 2 days, 15:26:01 batch_cost: 0.5624 data_cost: 0.0015 ips: 7.1128 images/s [03/30 04:14:54] ppdet.engine INFO: Epoch: [15] [1700/7329] learning_rate: 0.000100 loss_class: 0.617479 loss_bbox: 0.149401 loss_giou: 0.459498 loss_class_aux: 3.904427 loss_bbox_aux: 0.991144 loss_giou_aux: 2.710393 loss_class_dn: 0.339897 loss_bbox_dn: 0.176967 loss_giou_dn: 0.397903 loss_class_aux_dn: 1.807371 loss_bbox_aux_dn: 1.020398 loss_giou_aux_dn: 2.164599 loss: 15.280706 eta: 2 days, 15:24:55 batch_cost: 0.5188 data_cost: 0.0012 ips: 7.7100 images/s [03/30 04:15:50] ppdet.engine INFO: Epoch: [15] [1800/7329] learning_rate: 0.000100 loss_class: 0.555120 loss_bbox: 0.142407 loss_giou: 0.366408 loss_class_aux: 3.608014 loss_bbox_aux: 0.895381 loss_giou_aux: 2.296126 loss_class_dn: 0.338740 loss_bbox_dn: 0.164619 loss_giou_dn: 0.381971 loss_class_aux_dn: 1.796489 loss_bbox_aux_dn: 0.979652 loss_giou_aux_dn: 2.087626 loss: 14.242925 eta: 2 days, 15:23:47 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8187 images/s [03/30 04:16:51] ppdet.engine INFO: Epoch: [15] [1900/7329] learning_rate: 0.000100 loss_class: 0.641851 loss_bbox: 0.150923 loss_giou: 0.453998 loss_class_aux: 3.954252 loss_bbox_aux: 1.010534 loss_giou_aux: 2.783706 loss_class_dn: 0.351009 loss_bbox_dn: 0.180282 loss_giou_dn: 0.454105 loss_class_aux_dn: 1.857971 loss_bbox_aux_dn: 1.027747 loss_giou_aux_dn: 2.488858 loss: 15.858250 eta: 2 days, 15:22:51 batch_cost: 0.5478 data_cost: 0.0013 ips: 7.3016 images/s [03/30 04:17:51] ppdet.engine INFO: Epoch: [15] [2000/7329] learning_rate: 0.000100 loss_class: 0.601627 loss_bbox: 0.151090 loss_giou: 0.394077 loss_class_aux: 3.891754 loss_bbox_aux: 1.017961 loss_giou_aux: 2.516433 loss_class_dn: 0.336037 loss_bbox_dn: 0.203630 loss_giou_dn: 0.420225 loss_class_aux_dn: 1.844147 loss_bbox_aux_dn: 1.150518 loss_giou_aux_dn: 2.243366 loss: 15.100721 eta: 2 days, 15:21:58 batch_cost: 0.5523 data_cost: 0.0014 ips: 7.2427 images/s [03/30 04:18:48] ppdet.engine INFO: Epoch: [15] [2100/7329] learning_rate: 0.000100 loss_class: 0.738798 loss_bbox: 0.170287 loss_giou: 0.486862 loss_class_aux: 4.566697 loss_bbox_aux: 1.154399 loss_giou_aux: 3.100365 loss_class_dn: 0.382422 loss_bbox_dn: 0.207470 loss_giou_dn: 0.470643 loss_class_aux_dn: 2.088085 loss_bbox_aux_dn: 1.232968 loss_giou_aux_dn: 2.550661 loss: 17.757837 eta: 2 days, 15:20:49 batch_cost: 0.5104 data_cost: 0.0013 ips: 7.8373 images/s [03/30 04:19:46] ppdet.engine INFO: Epoch: [15] [2200/7329] learning_rate: 0.000100 loss_class: 0.620647 loss_bbox: 0.145960 loss_giou: 0.405696 loss_class_aux: 3.885509 loss_bbox_aux: 0.954240 loss_giou_aux: 2.572508 loss_class_dn: 0.355223 loss_bbox_dn: 0.163465 loss_giou_dn: 0.394648 loss_class_aux_dn: 1.875198 loss_bbox_aux_dn: 0.983945 loss_giou_aux_dn: 2.218179 loss: 15.999622 eta: 2 days, 15:19:45 batch_cost: 0.5240 data_cost: 0.0013 ips: 7.6335 images/s [03/30 04:20:43] ppdet.engine INFO: Epoch: [15] [2300/7329] learning_rate: 0.000100 loss_class: 0.600807 loss_bbox: 0.152372 loss_giou: 0.442564 loss_class_aux: 3.777658 loss_bbox_aux: 0.978201 loss_giou_aux: 2.730701 loss_class_dn: 0.336492 loss_bbox_dn: 0.183232 loss_giou_dn: 0.421895 loss_class_aux_dn: 1.795497 loss_bbox_aux_dn: 1.156143 loss_giou_aux_dn: 2.277536 loss: 15.748932 eta: 2 days, 15:18:35 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8692 images/s [03/30 04:21:42] ppdet.engine INFO: Epoch: [15] [2400/7329] learning_rate: 0.000100 loss_class: 0.625148 loss_bbox: 0.149569 loss_giou: 0.375062 loss_class_aux: 3.977367 loss_bbox_aux: 1.011100 loss_giou_aux: 2.467381 loss_class_dn: 0.342357 loss_bbox_dn: 0.196494 loss_giou_dn: 0.423172 loss_class_aux_dn: 1.797445 loss_bbox_aux_dn: 1.167886 loss_giou_aux_dn: 2.335554 loss: 14.551628 eta: 2 days, 15:17:32 batch_cost: 0.5275 data_cost: 0.0013 ips: 7.5823 images/s [03/30 04:22:38] ppdet.engine INFO: Epoch: [15] [2500/7329] learning_rate: 0.000100 loss_class: 0.627302 loss_bbox: 0.147626 loss_giou: 0.412334 loss_class_aux: 3.959566 loss_bbox_aux: 0.968434 loss_giou_aux: 2.695347 loss_class_dn: 0.377643 loss_bbox_dn: 0.183489 loss_giou_dn: 0.447170 loss_class_aux_dn: 2.021132 loss_bbox_aux_dn: 1.095128 loss_giou_aux_dn: 2.493922 loss: 16.527517 eta: 2 days, 15:16:22 batch_cost: 0.5069 data_cost: 0.0013 ips: 7.8906 images/s [03/30 04:23:44] ppdet.engine INFO: Epoch: [15] [2600/7329] learning_rate: 0.000100 loss_class: 0.664294 loss_bbox: 0.176304 loss_giou: 0.473780 loss_class_aux: 4.173288 loss_bbox_aux: 1.138288 loss_giou_aux: 3.010068 loss_class_dn: 0.388529 loss_bbox_dn: 0.201902 loss_giou_dn: 0.478950 loss_class_aux_dn: 2.071904 loss_bbox_aux_dn: 1.181974 loss_giou_aux_dn: 2.552461 loss: 17.013031 eta: 2 days, 15:15:45 batch_cost: 0.5977 data_cost: 0.0016 ips: 6.6919 images/s [03/30 04:24:46] ppdet.engine INFO: Epoch: [15] [2700/7329] learning_rate: 0.000100 loss_class: 0.599887 loss_bbox: 0.148989 loss_giou: 0.399252 loss_class_aux: 3.989649 loss_bbox_aux: 0.968262 loss_giou_aux: 2.551100 loss_class_dn: 0.338538 loss_bbox_dn: 0.198773 loss_giou_dn: 0.403818 loss_class_aux_dn: 1.793478 loss_bbox_aux_dn: 1.111828 loss_giou_aux_dn: 2.225578 loss: 15.373972 eta: 2 days, 15:14:56 batch_cost: 0.5633 data_cost: 0.0014 ips: 7.1009 images/s [03/30 04:25:43] ppdet.engine INFO: Epoch: [15] [2800/7329] learning_rate: 0.000100 loss_class: 0.613177 loss_bbox: 0.147166 loss_giou: 0.441121 loss_class_aux: 3.994070 loss_bbox_aux: 0.967348 loss_giou_aux: 2.758241 loss_class_dn: 0.360866 loss_bbox_dn: 0.166203 loss_giou_dn: 0.431715 loss_class_aux_dn: 1.881501 loss_bbox_aux_dn: 1.018482 loss_giou_aux_dn: 2.387964 loss: 15.932365 eta: 2 days, 15:13:45 batch_cost: 0.5063 data_cost: 0.0013 ips: 7.9004 images/s [03/30 04:26:50] ppdet.engine INFO: Epoch: [15] [2900/7329] learning_rate: 0.000100 loss_class: 0.562381 loss_bbox: 0.156862 loss_giou: 0.333921 loss_class_aux: 3.820604 loss_bbox_aux: 1.083058 loss_giou_aux: 2.175233 loss_class_dn: 0.332473 loss_bbox_dn: 0.186487 loss_giou_dn: 0.392401 loss_class_aux_dn: 1.807983 loss_bbox_aux_dn: 1.068961 loss_giou_aux_dn: 2.159317 loss: 15.331945 eta: 2 days, 15:13:17 batch_cost: 0.6191 data_cost: 0.0012 ips: 6.4607 images/s [03/30 04:27:56] ppdet.engine INFO: Epoch: [15] [3000/7329] learning_rate: 0.000100 loss_class: 0.643872 loss_bbox: 0.166644 loss_giou: 0.429888 loss_class_aux: 4.151482 loss_bbox_aux: 1.063171 loss_giou_aux: 2.788469 loss_class_dn: 0.353598 loss_bbox_dn: 0.196629 loss_giou_dn: 0.463871 loss_class_aux_dn: 1.924416 loss_bbox_aux_dn: 1.138360 loss_giou_aux_dn: 2.555081 loss: 16.338339 eta: 2 days, 15:12:42 batch_cost: 0.6035 data_cost: 0.0011 ips: 6.6275 images/s [03/30 04:28:59] ppdet.engine INFO: Epoch: [15] [3100/7329] learning_rate: 0.000100 loss_class: 0.656190 loss_bbox: 0.161559 loss_giou: 0.439319 loss_class_aux: 4.103158 loss_bbox_aux: 1.072462 loss_giou_aux: 2.756372 loss_class_dn: 0.368793 loss_bbox_dn: 0.195526 loss_giou_dn: 0.452658 loss_class_aux_dn: 1.998339 loss_bbox_aux_dn: 1.114320 loss_giou_aux_dn: 2.518726 loss: 16.450525 eta: 2 days, 15:11:57 batch_cost: 0.5760 data_cost: 0.0012 ips: 6.9443 images/s [03/30 04:29:58] ppdet.engine INFO: Epoch: [15] [3200/7329] learning_rate: 0.000100 loss_class: 0.630540 loss_bbox: 0.150107 loss_giou: 0.449092 loss_class_aux: 4.095716 loss_bbox_aux: 0.988059 loss_giou_aux: 2.879825 loss_class_dn: 0.362347 loss_bbox_dn: 0.176302 loss_giou_dn: 0.478706 loss_class_aux_dn: 1.967044 loss_bbox_aux_dn: 1.114258 loss_giou_aux_dn: 2.561612 loss: 16.332321 eta: 2 days, 15:10:57 batch_cost: 0.5350 data_cost: 0.0012 ips: 7.4760 images/s [03/30 04:30:59] ppdet.engine INFO: Epoch: [15] [3300/7329] learning_rate: 0.000100 loss_class: 0.560004 loss_bbox: 0.148837 loss_giou: 0.414984 loss_class_aux: 3.815573 loss_bbox_aux: 0.942783 loss_giou_aux: 2.646539 loss_class_dn: 0.310531 loss_bbox_dn: 0.189318 loss_giou_dn: 0.452014 loss_class_aux_dn: 1.691677 loss_bbox_aux_dn: 1.062134 loss_giou_aux_dn: 2.376325 loss: 15.382843 eta: 2 days, 15:10:06 batch_cost: 0.5585 data_cost: 0.0012 ips: 7.1625 images/s [03/30 04:32:00] ppdet.engine INFO: Epoch: [15] [3400/7329] learning_rate: 0.000100 loss_class: 0.598240 loss_bbox: 0.154151 loss_giou: 0.374665 loss_class_aux: 3.812825 loss_bbox_aux: 0.991648 loss_giou_aux: 2.471911 loss_class_dn: 0.321220 loss_bbox_dn: 0.179481 loss_giou_dn: 0.378174 loss_class_aux_dn: 1.753290 loss_bbox_aux_dn: 1.051724 loss_giou_aux_dn: 2.113685 loss: 14.431520 eta: 2 days, 15:09:11 batch_cost: 0.5493 data_cost: 0.0012 ips: 7.2820 images/s [03/30 04:32:58] ppdet.engine INFO: Epoch: [15] [3500/7329] learning_rate: 0.000100 loss_class: 0.660675 loss_bbox: 0.152262 loss_giou: 0.429991 loss_class_aux: 4.177642 loss_bbox_aux: 0.948654 loss_giou_aux: 2.696016 loss_class_dn: 0.346575 loss_bbox_dn: 0.179342 loss_giou_dn: 0.439484 loss_class_aux_dn: 1.867382 loss_bbox_aux_dn: 1.007423 loss_giou_aux_dn: 2.375485 loss: 15.698668 eta: 2 days, 15:08:07 batch_cost: 0.5240 data_cost: 0.0013 ips: 7.6333 images/s [03/30 04:33:55] ppdet.engine INFO: Epoch: [15] [3600/7329] learning_rate: 0.000100 loss_class: 0.659925 loss_bbox: 0.169779 loss_giou: 0.441052 loss_class_aux: 4.313297 loss_bbox_aux: 1.100085 loss_giou_aux: 2.765711 loss_class_dn: 0.375610 loss_bbox_dn: 0.175513 loss_giou_dn: 0.480633 loss_class_aux_dn: 2.015961 loss_bbox_aux_dn: 1.054886 loss_giou_aux_dn: 2.623836 loss: 17.744301 eta: 2 days, 15:07:01 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7307 images/s [03/30 04:34:53] ppdet.engine INFO: Epoch: [15] [3700/7329] learning_rate: 0.000100 loss_class: 0.568596 loss_bbox: 0.142349 loss_giou: 0.424202 loss_class_aux: 3.727669 loss_bbox_aux: 0.995798 loss_giou_aux: 2.729995 loss_class_dn: 0.324753 loss_bbox_dn: 0.172224 loss_giou_dn: 0.424885 loss_class_aux_dn: 1.746244 loss_bbox_aux_dn: 0.998440 loss_giou_aux_dn: 2.292670 loss: 15.517946 eta: 2 days, 15:05:57 batch_cost: 0.5226 data_cost: 0.0013 ips: 7.6543 images/s [03/30 04:35:52] ppdet.engine INFO: Epoch: [15] [3800/7329] learning_rate: 0.000100 loss_class: 0.657406 loss_bbox: 0.169170 loss_giou: 0.470844 loss_class_aux: 4.265792 loss_bbox_aux: 1.111919 loss_giou_aux: 3.067518 loss_class_dn: 0.381600 loss_bbox_dn: 0.217630 loss_giou_dn: 0.500317 loss_class_aux_dn: 2.056597 loss_bbox_aux_dn: 1.187399 loss_giou_aux_dn: 2.629753 loss: 17.439587 eta: 2 days, 15:04:59 batch_cost: 0.5397 data_cost: 0.0013 ips: 7.4117 images/s [03/30 04:36:56] ppdet.engine INFO: Epoch: [15] [3900/7329] learning_rate: 0.000100 loss_class: 0.585488 loss_bbox: 0.125160 loss_giou: 0.366141 loss_class_aux: 3.790117 loss_bbox_aux: 0.865620 loss_giou_aux: 2.260324 loss_class_dn: 0.316718 loss_bbox_dn: 0.158687 loss_giou_dn: 0.356280 loss_class_aux_dn: 1.675104 loss_bbox_aux_dn: 0.931438 loss_giou_aux_dn: 1.946176 loss: 13.669230 eta: 2 days, 15:04:17 batch_cost: 0.5843 data_cost: 0.0013 ips: 6.8462 images/s [03/30 04:37:56] ppdet.engine INFO: Epoch: [15] [4000/7329] learning_rate: 0.000100 loss_class: 0.628547 loss_bbox: 0.167861 loss_giou: 0.391678 loss_class_aux: 4.050014 loss_bbox_aux: 1.092840 loss_giou_aux: 2.547995 loss_class_dn: 0.336685 loss_bbox_dn: 0.195306 loss_giou_dn: 0.395555 loss_class_aux_dn: 1.778863 loss_bbox_aux_dn: 1.101326 loss_giou_aux_dn: 2.164410 loss: 14.986136 eta: 2 days, 15:03:21 batch_cost: 0.5456 data_cost: 0.0012 ips: 7.3313 images/s [03/30 04:38:54] ppdet.engine INFO: Epoch: [15] [4100/7329] learning_rate: 0.000100 loss_class: 0.627476 loss_bbox: 0.151189 loss_giou: 0.391117 loss_class_aux: 3.969660 loss_bbox_aux: 1.004476 loss_giou_aux: 2.504771 loss_class_dn: 0.354718 loss_bbox_dn: 0.187471 loss_giou_dn: 0.428306 loss_class_aux_dn: 1.895600 loss_bbox_aux_dn: 1.125224 loss_giou_aux_dn: 2.332431 loss: 15.426851 eta: 2 days, 15:02:18 batch_cost: 0.5264 data_cost: 0.0012 ips: 7.5991 images/s [03/30 04:39:55] ppdet.engine INFO: Epoch: [15] [4200/7329] learning_rate: 0.000100 loss_class: 0.691049 loss_bbox: 0.163708 loss_giou: 0.524610 loss_class_aux: 4.309220 loss_bbox_aux: 1.111444 loss_giou_aux: 3.404423 loss_class_dn: 0.382846 loss_bbox_dn: 0.194810 loss_giou_dn: 0.533042 loss_class_aux_dn: 2.051647 loss_bbox_aux_dn: 1.149433 loss_giou_aux_dn: 2.867122 loss: 17.630684 eta: 2 days, 15:01:23 batch_cost: 0.5473 data_cost: 0.0014 ips: 7.3082 images/s [03/30 04:40:57] ppdet.engine INFO: Epoch: [15] [4300/7329] learning_rate: 0.000100 loss_class: 0.632959 loss_bbox: 0.155378 loss_giou: 0.374251 loss_class_aux: 4.054533 loss_bbox_aux: 1.000828 loss_giou_aux: 2.461941 loss_class_dn: 0.352343 loss_bbox_dn: 0.186370 loss_giou_dn: 0.416287 loss_class_aux_dn: 1.912097 loss_bbox_aux_dn: 1.100985 loss_giou_aux_dn: 2.294004 loss: 15.475828 eta: 2 days, 15:00:34 batch_cost: 0.5655 data_cost: 0.0012 ips: 7.0734 images/s [03/30 04:41:56] ppdet.engine INFO: Epoch: [15] [4400/7329] learning_rate: 0.000100 loss_class: 0.666401 loss_bbox: 0.162133 loss_giou: 0.404101 loss_class_aux: 4.313749 loss_bbox_aux: 1.108166 loss_giou_aux: 2.647216 loss_class_dn: 0.357956 loss_bbox_dn: 0.185100 loss_giou_dn: 0.441107 loss_class_aux_dn: 1.954772 loss_bbox_aux_dn: 1.118901 loss_giou_aux_dn: 2.395321 loss: 16.863049 eta: 2 days, 14:59:34 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4903 images/s [03/30 04:42:56] ppdet.engine INFO: Epoch: [15] [4500/7329] learning_rate: 0.000100 loss_class: 0.578597 loss_bbox: 0.159819 loss_giou: 0.355211 loss_class_aux: 3.825870 loss_bbox_aux: 1.006726 loss_giou_aux: 2.261838 loss_class_dn: 0.321722 loss_bbox_dn: 0.183310 loss_giou_dn: 0.387729 loss_class_aux_dn: 1.749197 loss_bbox_aux_dn: 1.099023 loss_giou_aux_dn: 2.083993 loss: 14.414085 eta: 2 days, 14:58:36 batch_cost: 0.5418 data_cost: 0.0012 ips: 7.3823 images/s [03/30 04:43:59] ppdet.engine INFO: Epoch: [15] [4600/7329] learning_rate: 0.000100 loss_class: 0.701206 loss_bbox: 0.173543 loss_giou: 0.450662 loss_class_aux: 4.370200 loss_bbox_aux: 1.137181 loss_giou_aux: 2.828066 loss_class_dn: 0.376023 loss_bbox_dn: 0.206235 loss_giou_dn: 0.459702 loss_class_aux_dn: 2.007120 loss_bbox_aux_dn: 1.238234 loss_giou_aux_dn: 2.481839 loss: 17.459404 eta: 2 days, 14:57:52 batch_cost: 0.5768 data_cost: 0.0012 ips: 6.9351 images/s [03/30 04:44:56] ppdet.engine INFO: Epoch: [15] [4700/7329] learning_rate: 0.000100 loss_class: 0.634369 loss_bbox: 0.160079 loss_giou: 0.499097 loss_class_aux: 4.066696 loss_bbox_aux: 1.039856 loss_giou_aux: 3.159530 loss_class_dn: 0.375743 loss_bbox_dn: 0.168638 loss_giou_dn: 0.505570 loss_class_aux_dn: 2.013446 loss_bbox_aux_dn: 0.974706 loss_giou_aux_dn: 2.759612 loss: 17.325153 eta: 2 days, 14:56:47 batch_cost: 0.5208 data_cost: 0.0012 ips: 7.6802 images/s [03/30 04:45:58] ppdet.engine INFO: Epoch: [15] [4800/7329] learning_rate: 0.000100 loss_class: 0.627086 loss_bbox: 0.162960 loss_giou: 0.456717 loss_class_aux: 3.971013 loss_bbox_aux: 1.090238 loss_giou_aux: 2.903571 loss_class_dn: 0.363383 loss_bbox_dn: 0.190990 loss_giou_dn: 0.463958 loss_class_aux_dn: 1.968332 loss_bbox_aux_dn: 1.107218 loss_giou_aux_dn: 2.472958 loss: 16.632969 eta: 2 days, 14:55:56 batch_cost: 0.5599 data_cost: 0.0013 ips: 7.1437 images/s [03/30 04:46:58] ppdet.engine INFO: Epoch: [15] [4900/7329] learning_rate: 0.000100 loss_class: 0.710913 loss_bbox: 0.179730 loss_giou: 0.471998 loss_class_aux: 4.530786 loss_bbox_aux: 1.184584 loss_giou_aux: 2.955751 loss_class_dn: 0.368261 loss_bbox_dn: 0.211096 loss_giou_dn: 0.466069 loss_class_aux_dn: 1.996838 loss_bbox_aux_dn: 1.251832 loss_giou_aux_dn: 2.570474 loss: 17.196373 eta: 2 days, 14:54:58 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3980 images/s [03/30 04:47:55] ppdet.engine INFO: Epoch: [15] [5000/7329] learning_rate: 0.000100 loss_class: 0.644762 loss_bbox: 0.154954 loss_giou: 0.393355 loss_class_aux: 4.001116 loss_bbox_aux: 1.026190 loss_giou_aux: 2.484017 loss_class_dn: 0.335205 loss_bbox_dn: 0.201106 loss_giou_dn: 0.415852 loss_class_aux_dn: 1.798697 loss_bbox_aux_dn: 1.150906 loss_giou_aux_dn: 2.282393 loss: 15.299004 eta: 2 days, 14:53:49 batch_cost: 0.5100 data_cost: 0.0012 ips: 7.8436 images/s [03/30 04:48:55] ppdet.engine INFO: Epoch: [15] [5100/7329] learning_rate: 0.000100 loss_class: 0.629794 loss_bbox: 0.159548 loss_giou: 0.485345 loss_class_aux: 4.094659 loss_bbox_aux: 1.001400 loss_giou_aux: 3.094799 loss_class_dn: 0.351992 loss_bbox_dn: 0.198616 loss_giou_dn: 0.472018 loss_class_aux_dn: 1.840886 loss_bbox_aux_dn: 1.100159 loss_giou_aux_dn: 2.549450 loss: 16.797729 eta: 2 days, 14:52:56 batch_cost: 0.5524 data_cost: 0.0012 ips: 7.2406 images/s [03/30 04:49:57] ppdet.engine INFO: Epoch: [15] [5200/7329] learning_rate: 0.000100 loss_class: 0.626772 loss_bbox: 0.145283 loss_giou: 0.446984 loss_class_aux: 4.048580 loss_bbox_aux: 0.997391 loss_giou_aux: 2.885134 loss_class_dn: 0.365670 loss_bbox_dn: 0.182106 loss_giou_dn: 0.472751 loss_class_aux_dn: 1.885878 loss_bbox_aux_dn: 1.085106 loss_giou_aux_dn: 2.550045 loss: 15.600272 eta: 2 days, 14:52:06 batch_cost: 0.5627 data_cost: 0.0013 ips: 7.1084 images/s [03/30 04:50:58] ppdet.engine INFO: Epoch: [15] [5300/7329] learning_rate: 0.000100 loss_class: 0.573146 loss_bbox: 0.165667 loss_giou: 0.368403 loss_class_aux: 3.770023 loss_bbox_aux: 1.057389 loss_giou_aux: 2.348850 loss_class_dn: 0.324557 loss_bbox_dn: 0.207360 loss_giou_dn: 0.397833 loss_class_aux_dn: 1.748695 loss_bbox_aux_dn: 1.241089 loss_giou_aux_dn: 2.222156 loss: 14.542013 eta: 2 days, 14:51:12 batch_cost: 0.5500 data_cost: 0.0013 ips: 7.2723 images/s [03/30 04:51:53] ppdet.engine INFO: Epoch: [15] [5400/7329] learning_rate: 0.000100 loss_class: 0.631361 loss_bbox: 0.178484 loss_giou: 0.413004 loss_class_aux: 4.018485 loss_bbox_aux: 1.150883 loss_giou_aux: 2.677750 loss_class_dn: 0.358988 loss_bbox_dn: 0.215547 loss_giou_dn: 0.459588 loss_class_aux_dn: 1.926203 loss_bbox_aux_dn: 1.177662 loss_giou_aux_dn: 2.444739 loss: 15.940908 eta: 2 days, 14:50:00 batch_cost: 0.5012 data_cost: 0.0012 ips: 7.9802 images/s [03/30 04:52:54] ppdet.engine INFO: Epoch: [15] [5500/7329] learning_rate: 0.000100 loss_class: 0.633632 loss_bbox: 0.141395 loss_giou: 0.400545 loss_class_aux: 4.092677 loss_bbox_aux: 0.912982 loss_giou_aux: 2.551162 loss_class_dn: 0.367829 loss_bbox_dn: 0.149307 loss_giou_dn: 0.430579 loss_class_aux_dn: 1.954642 loss_bbox_aux_dn: 0.841170 loss_giou_aux_dn: 2.374394 loss: 15.767037 eta: 2 days, 14:49:05 batch_cost: 0.5475 data_cost: 0.0014 ips: 7.3058 images/s [03/30 04:54:03] ppdet.engine INFO: Epoch: [15] [5600/7329] learning_rate: 0.000100 loss_class: 0.625300 loss_bbox: 0.143672 loss_giou: 0.451504 loss_class_aux: 3.897786 loss_bbox_aux: 0.941002 loss_giou_aux: 2.768793 loss_class_dn: 0.353896 loss_bbox_dn: 0.181227 loss_giou_dn: 0.447624 loss_class_aux_dn: 1.883262 loss_bbox_aux_dn: 1.050560 loss_giou_aux_dn: 2.466367 loss: 14.994417 eta: 2 days, 14:48:40 batch_cost: 0.6330 data_cost: 0.0013 ips: 6.3195 images/s [03/30 04:55:02] ppdet.engine INFO: Epoch: [15] [5700/7329] learning_rate: 0.000100 loss_class: 0.595973 loss_bbox: 0.174371 loss_giou: 0.439007 loss_class_aux: 3.889585 loss_bbox_aux: 1.122985 loss_giou_aux: 2.790201 loss_class_dn: 0.353677 loss_bbox_dn: 0.190784 loss_giou_dn: 0.420615 loss_class_aux_dn: 1.895404 loss_bbox_aux_dn: 1.127257 loss_giou_aux_dn: 2.310473 loss: 16.409218 eta: 2 days, 14:47:39 batch_cost: 0.5315 data_cost: 0.0013 ips: 7.5261 images/s [03/30 04:56:06] ppdet.engine INFO: Epoch: [15] [5800/7329] learning_rate: 0.000100 loss_class: 0.647125 loss_bbox: 0.164383 loss_giou: 0.447854 loss_class_aux: 4.240030 loss_bbox_aux: 1.080998 loss_giou_aux: 2.854543 loss_class_dn: 0.362895 loss_bbox_dn: 0.179560 loss_giou_dn: 0.454799 loss_class_aux_dn: 1.924928 loss_bbox_aux_dn: 1.050200 loss_giou_aux_dn: 2.433885 loss: 16.211086 eta: 2 days, 14:46:56 batch_cost: 0.5829 data_cost: 0.0014 ips: 6.8624 images/s [03/30 04:57:06] ppdet.engine INFO: Epoch: [15] [5900/7329] learning_rate: 0.000100 loss_class: 0.658996 loss_bbox: 0.153476 loss_giou: 0.497636 loss_class_aux: 4.286097 loss_bbox_aux: 0.986126 loss_giou_aux: 2.988921 loss_class_dn: 0.361804 loss_bbox_dn: 0.180203 loss_giou_dn: 0.470829 loss_class_aux_dn: 1.925262 loss_bbox_aux_dn: 1.055701 loss_giou_aux_dn: 2.470862 loss: 16.577827 eta: 2 days, 14:45:59 batch_cost: 0.5411 data_cost: 0.0013 ips: 7.3928 images/s [03/30 04:58:06] ppdet.engine INFO: Epoch: [15] [6000/7329] learning_rate: 0.000100 loss_class: 0.649391 loss_bbox: 0.149972 loss_giou: 0.474696 loss_class_aux: 4.189050 loss_bbox_aux: 0.998277 loss_giou_aux: 2.934051 loss_class_dn: 0.343641 loss_bbox_dn: 0.174238 loss_giou_dn: 0.474987 loss_class_aux_dn: 1.832896 loss_bbox_aux_dn: 1.052839 loss_giou_aux_dn: 2.541009 loss: 15.829597 eta: 2 days, 14:45:03 batch_cost: 0.5455 data_cost: 0.0013 ips: 7.3333 images/s [03/30 04:59:04] ppdet.engine INFO: Epoch: [15] [6100/7329] learning_rate: 0.000100 loss_class: 0.562760 loss_bbox: 0.144400 loss_giou: 0.323062 loss_class_aux: 3.611963 loss_bbox_aux: 0.942891 loss_giou_aux: 2.133287 loss_class_dn: 0.299836 loss_bbox_dn: 0.180675 loss_giou_dn: 0.350939 loss_class_aux_dn: 1.587495 loss_bbox_aux_dn: 1.048966 loss_giou_aux_dn: 1.935694 loss: 13.558517 eta: 2 days, 14:43:59 batch_cost: 0.5226 data_cost: 0.0013 ips: 7.6536 images/s [03/30 05:00:06] ppdet.engine INFO: Epoch: [15] [6200/7329] learning_rate: 0.000100 loss_class: 0.609810 loss_bbox: 0.149249 loss_giou: 0.395368 loss_class_aux: 3.890017 loss_bbox_aux: 0.956177 loss_giou_aux: 2.585883 loss_class_dn: 0.327523 loss_bbox_dn: 0.188514 loss_giou_dn: 0.407556 loss_class_aux_dn: 1.777702 loss_bbox_aux_dn: 1.110288 loss_giou_aux_dn: 2.199159 loss: 14.993484 eta: 2 days, 14:43:12 batch_cost: 0.5706 data_cost: 0.0012 ips: 7.0097 images/s [03/30 05:01:10] ppdet.engine INFO: Epoch: [15] [6300/7329] learning_rate: 0.000100 loss_class: 0.616873 loss_bbox: 0.143798 loss_giou: 0.433747 loss_class_aux: 3.820269 loss_bbox_aux: 0.961395 loss_giou_aux: 2.629076 loss_class_dn: 0.332804 loss_bbox_dn: 0.165116 loss_giou_dn: 0.447630 loss_class_aux_dn: 1.739314 loss_bbox_aux_dn: 1.010910 loss_giou_aux_dn: 2.453113 loss: 15.602390 eta: 2 days, 14:42:29 batch_cost: 0.5840 data_cost: 0.0014 ips: 6.8492 images/s [03/30 05:02:13] ppdet.engine INFO: Epoch: [15] [6400/7329] learning_rate: 0.000100 loss_class: 0.578642 loss_bbox: 0.143379 loss_giou: 0.405839 loss_class_aux: 3.787885 loss_bbox_aux: 0.982381 loss_giou_aux: 2.674689 loss_class_dn: 0.329131 loss_bbox_dn: 0.163439 loss_giou_dn: 0.416208 loss_class_aux_dn: 1.781556 loss_bbox_aux_dn: 0.982914 loss_giou_aux_dn: 2.242260 loss: 14.988638 eta: 2 days, 14:41:45 batch_cost: 0.5794 data_cost: 0.0012 ips: 6.9033 images/s [03/30 05:03:12] ppdet.engine INFO: Epoch: [15] [6500/7329] learning_rate: 0.000100 loss_class: 0.592431 loss_bbox: 0.154613 loss_giou: 0.390938 loss_class_aux: 3.880035 loss_bbox_aux: 1.021259 loss_giou_aux: 2.431968 loss_class_dn: 0.318829 loss_bbox_dn: 0.175507 loss_giou_dn: 0.397286 loss_class_aux_dn: 1.708905 loss_bbox_aux_dn: 1.000634 loss_giou_aux_dn: 2.202827 loss: 14.631295 eta: 2 days, 14:40:45 batch_cost: 0.5337 data_cost: 0.0012 ips: 7.4943 images/s [03/30 05:04:13] ppdet.engine INFO: Epoch: [15] [6600/7329] learning_rate: 0.000100 loss_class: 0.640378 loss_bbox: 0.156493 loss_giou: 0.422498 loss_class_aux: 4.126027 loss_bbox_aux: 1.026001 loss_giou_aux: 2.738730 loss_class_dn: 0.379333 loss_bbox_dn: 0.196046 loss_giou_dn: 0.446113 loss_class_aux_dn: 2.042290 loss_bbox_aux_dn: 1.131605 loss_giou_aux_dn: 2.497699 loss: 16.856468 eta: 2 days, 14:39:51 batch_cost: 0.5512 data_cost: 0.0013 ips: 7.2566 images/s [03/30 05:05:14] ppdet.engine INFO: Epoch: [15] [6700/7329] learning_rate: 0.000100 loss_class: 0.628268 loss_bbox: 0.169995 loss_giou: 0.408310 loss_class_aux: 4.042230 loss_bbox_aux: 1.074274 loss_giou_aux: 2.574534 loss_class_dn: 0.349368 loss_bbox_dn: 0.211553 loss_giou_dn: 0.432359 loss_class_aux_dn: 1.838456 loss_bbox_aux_dn: 1.199921 loss_giou_aux_dn: 2.409671 loss: 14.978259 eta: 2 days, 14:38:56 batch_cost: 0.5467 data_cost: 0.0013 ips: 7.3164 images/s [03/30 05:06:18] ppdet.engine INFO: Epoch: [15] [6800/7329] learning_rate: 0.000100 loss_class: 0.563348 loss_bbox: 0.127839 loss_giou: 0.436726 loss_class_aux: 3.710620 loss_bbox_aux: 0.908732 loss_giou_aux: 2.794582 loss_class_dn: 0.336563 loss_bbox_dn: 0.177142 loss_giou_dn: 0.426650 loss_class_aux_dn: 1.775767 loss_bbox_aux_dn: 1.050687 loss_giou_aux_dn: 2.417488 loss: 15.332199 eta: 2 days, 14:38:12 batch_cost: 0.5790 data_cost: 0.0017 ips: 6.9084 images/s [03/30 05:07:18] ppdet.engine INFO: Epoch: [15] [6900/7329] learning_rate: 0.000100 loss_class: 0.602937 loss_bbox: 0.137058 loss_giou: 0.442719 loss_class_aux: 3.794139 loss_bbox_aux: 0.898223 loss_giou_aux: 2.740251 loss_class_dn: 0.334261 loss_bbox_dn: 0.156593 loss_giou_dn: 0.424850 loss_class_aux_dn: 1.820915 loss_bbox_aux_dn: 0.871147 loss_giou_aux_dn: 2.290647 loss: 14.939759 eta: 2 days, 14:37:14 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3961 images/s [03/30 05:08:14] ppdet.engine INFO: Epoch: [15] [7000/7329] learning_rate: 0.000100 loss_class: 0.615978 loss_bbox: 0.154760 loss_giou: 0.371696 loss_class_aux: 3.893073 loss_bbox_aux: 0.971061 loss_giou_aux: 2.340468 loss_class_dn: 0.334341 loss_bbox_dn: 0.175542 loss_giou_dn: 0.394077 loss_class_aux_dn: 1.830206 loss_bbox_aux_dn: 1.022272 loss_giou_aux_dn: 2.115493 loss: 14.914429 eta: 2 days, 14:36:03 batch_cost: 0.5032 data_cost: 0.0013 ips: 7.9488 images/s [03/30 05:09:17] ppdet.engine INFO: Epoch: [15] [7100/7329] learning_rate: 0.000100 loss_class: 0.610624 loss_bbox: 0.142406 loss_giou: 0.398997 loss_class_aux: 3.761125 loss_bbox_aux: 0.989339 loss_giou_aux: 2.464243 loss_class_dn: 0.334729 loss_bbox_dn: 0.177935 loss_giou_dn: 0.390700 loss_class_aux_dn: 1.781713 loss_bbox_aux_dn: 1.004605 loss_giou_aux_dn: 2.116763 loss: 15.054634 eta: 2 days, 14:35:16 batch_cost: 0.5705 data_cost: 0.0014 ips: 7.0114 images/s [03/30 05:10:18] ppdet.engine INFO: Epoch: [15] [7200/7329] learning_rate: 0.000100 loss_class: 0.625786 loss_bbox: 0.159802 loss_giou: 0.381176 loss_class_aux: 4.140060 loss_bbox_aux: 1.005321 loss_giou_aux: 2.388290 loss_class_dn: 0.342030 loss_bbox_dn: 0.193733 loss_giou_dn: 0.390995 loss_class_aux_dn: 1.827006 loss_bbox_aux_dn: 1.174179 loss_giou_aux_dn: 2.189196 loss: 15.344326 eta: 2 days, 14:34:20 batch_cost: 0.5466 data_cost: 0.0014 ips: 7.3182 images/s [03/30 05:11:20] ppdet.engine INFO: Epoch: [15] [7300/7329] learning_rate: 0.000100 loss_class: 0.613853 loss_bbox: 0.143376 loss_giou: 0.475166 loss_class_aux: 3.951506 loss_bbox_aux: 0.947787 loss_giou_aux: 2.931353 loss_class_dn: 0.361239 loss_bbox_dn: 0.157402 loss_giou_dn: 0.463390 loss_class_aux_dn: 1.947889 loss_bbox_aux_dn: 0.942556 loss_giou_aux_dn: 2.497766 loss: 16.160192 eta: 2 days, 14:33:31 batch_cost: 0.5653 data_cost: 0.0013 ips: 7.0759 images/s [03/30 05:11:43] ppdet.engine INFO: Eval iter: 0 [03/30 05:12:12] ppdet.engine INFO: Eval iter: 100 [03/30 05:12:40] ppdet.engine INFO: Eval iter: 200 [03/30 05:13:07] ppdet.engine INFO: Eval iter: 300 [03/30 05:13:35] ppdet.engine INFO: Eval iter: 400 [03/30 05:14:04] ppdet.engine INFO: Eval iter: 500 [03/30 05:14:33] ppdet.engine INFO: Eval iter: 600 [03/30 05:15:03] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/30 05:15:04] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=20.78s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.64s). Accumulating evaluation results... DONE (t=27.84s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.498 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.681 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.539 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 ] = 0.542 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.680 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 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.503 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 ] = 0.882 [03/30 05:17:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.124980365405527 [03/30 05:17:49] ppdet.engine INFO: Best test bbox ap is 0.498. [03/30 05:17:52] ppdet.engine INFO: Epoch: [16] [ 0/7329] learning_rate: 0.000100 loss_class: 0.620229 loss_bbox: 0.150600 loss_giou: 0.431886 loss_class_aux: 4.034200 loss_bbox_aux: 1.032248 loss_giou_aux: 2.643748 loss_class_dn: 0.349140 loss_bbox_dn: 0.190592 loss_giou_dn: 0.434337 loss_class_aux_dn: 1.869771 loss_bbox_aux_dn: 1.108054 loss_giou_aux_dn: 2.394157 loss: 15.004660 eta: 2 days, 14:33:19 batch_cost: 0.5916 data_cost: 0.0015 ips: 6.7619 images/s [03/30 05:18:55] ppdet.engine INFO: Epoch: [16] [ 100/7329] learning_rate: 0.000100 loss_class: 0.635612 loss_bbox: 0.173897 loss_giou: 0.386598 loss_class_aux: 4.024993 loss_bbox_aux: 1.135403 loss_giou_aux: 2.464937 loss_class_dn: 0.330042 loss_bbox_dn: 0.221598 loss_giou_dn: 0.385915 loss_class_aux_dn: 1.770303 loss_bbox_aux_dn: 1.307236 loss_giou_aux_dn: 2.132339 loss: 15.054644 eta: 2 days, 14:32:32 batch_cost: 0.5709 data_cost: 0.0018 ips: 7.0060 images/s [03/30 05:19:55] ppdet.engine INFO: Epoch: [16] [ 200/7329] learning_rate: 0.000100 loss_class: 0.568602 loss_bbox: 0.158487 loss_giou: 0.416897 loss_class_aux: 3.931153 loss_bbox_aux: 1.039931 loss_giou_aux: 2.650126 loss_class_dn: 0.337708 loss_bbox_dn: 0.186853 loss_giou_dn: 0.429072 loss_class_aux_dn: 1.845091 loss_bbox_aux_dn: 1.127286 loss_giou_aux_dn: 2.349067 loss: 16.206417 eta: 2 days, 14:31:31 batch_cost: 0.5299 data_cost: 0.0014 ips: 7.5484 images/s [03/30 05:20:54] ppdet.engine INFO: Epoch: [16] [ 300/7329] learning_rate: 0.000100 loss_class: 0.645804 loss_bbox: 0.141393 loss_giou: 0.440608 loss_class_aux: 4.316897 loss_bbox_aux: 0.918776 loss_giou_aux: 2.748588 loss_class_dn: 0.369055 loss_bbox_dn: 0.181675 loss_giou_dn: 0.444606 loss_class_aux_dn: 1.978337 loss_bbox_aux_dn: 1.051496 loss_giou_aux_dn: 2.520806 loss: 16.412235 eta: 2 days, 14:30:32 batch_cost: 0.5391 data_cost: 0.0013 ips: 7.4200 images/s [03/30 05:22:01] ppdet.engine INFO: Epoch: [16] [ 400/7329] learning_rate: 0.000100 loss_class: 0.655315 loss_bbox: 0.161671 loss_giou: 0.461053 loss_class_aux: 4.192250 loss_bbox_aux: 1.065284 loss_giou_aux: 2.885159 loss_class_dn: 0.369017 loss_bbox_dn: 0.188871 loss_giou_dn: 0.471161 loss_class_aux_dn: 1.967452 loss_bbox_aux_dn: 1.123415 loss_giou_aux_dn: 2.543939 loss: 16.582161 eta: 2 days, 14:29:53 batch_cost: 0.5937 data_cost: 0.0015 ips: 6.7369 images/s [03/30 05:23:02] ppdet.engine INFO: Epoch: [16] [ 500/7329] learning_rate: 0.000100 loss_class: 0.701741 loss_bbox: 0.152193 loss_giou: 0.419169 loss_class_aux: 4.395013 loss_bbox_aux: 1.030775 loss_giou_aux: 2.657803 loss_class_dn: 0.359145 loss_bbox_dn: 0.192353 loss_giou_dn: 0.418213 loss_class_aux_dn: 1.935883 loss_bbox_aux_dn: 1.096013 loss_giou_aux_dn: 2.390824 loss: 16.554811 eta: 2 days, 14:29:01 batch_cost: 0.5569 data_cost: 0.0013 ips: 7.1832 images/s [03/30 05:24:01] ppdet.engine INFO: Epoch: [16] [ 600/7329] learning_rate: 0.000100 loss_class: 0.584140 loss_bbox: 0.139804 loss_giou: 0.365404 loss_class_aux: 3.835919 loss_bbox_aux: 0.937902 loss_giou_aux: 2.286069 loss_class_dn: 0.329876 loss_bbox_dn: 0.187102 loss_giou_dn: 0.374829 loss_class_aux_dn: 1.792472 loss_bbox_aux_dn: 1.100394 loss_giou_aux_dn: 2.069832 loss: 14.293192 eta: 2 days, 14:28:02 batch_cost: 0.5361 data_cost: 0.0013 ips: 7.4620 images/s [03/30 05:25:03] ppdet.engine INFO: Epoch: [16] [ 700/7329] learning_rate: 0.000100 loss_class: 0.649096 loss_bbox: 0.139567 loss_giou: 0.431613 loss_class_aux: 4.100721 loss_bbox_aux: 0.935235 loss_giou_aux: 2.783527 loss_class_dn: 0.350606 loss_bbox_dn: 0.173434 loss_giou_dn: 0.441281 loss_class_aux_dn: 1.880569 loss_bbox_aux_dn: 1.009427 loss_giou_aux_dn: 2.397186 loss: 16.005219 eta: 2 days, 14:27:09 batch_cost: 0.5552 data_cost: 0.0013 ips: 7.2040 images/s [03/30 05:26:04] ppdet.engine INFO: Epoch: [16] [ 800/7329] learning_rate: 0.000100 loss_class: 0.651099 loss_bbox: 0.149609 loss_giou: 0.372026 loss_class_aux: 4.130158 loss_bbox_aux: 0.988475 loss_giou_aux: 2.533826 loss_class_dn: 0.346817 loss_bbox_dn: 0.184546 loss_giou_dn: 0.442820 loss_class_aux_dn: 1.881338 loss_bbox_aux_dn: 1.113536 loss_giou_aux_dn: 2.427288 loss: 16.187431 eta: 2 days, 14:26:17 batch_cost: 0.5555 data_cost: 0.0014 ips: 7.2002 images/s [03/30 05:27:02] ppdet.engine INFO: Epoch: [16] [ 900/7329] learning_rate: 0.000100 loss_class: 0.667075 loss_bbox: 0.172971 loss_giou: 0.448099 loss_class_aux: 4.391816 loss_bbox_aux: 1.090169 loss_giou_aux: 2.934025 loss_class_dn: 0.381809 loss_bbox_dn: 0.184287 loss_giou_dn: 0.499980 loss_class_aux_dn: 2.057425 loss_bbox_aux_dn: 1.069070 loss_giou_aux_dn: 2.728889 loss: 17.557327 eta: 2 days, 14:25:13 batch_cost: 0.5224 data_cost: 0.0012 ips: 7.6565 images/s [03/30 05:28:03] ppdet.engine INFO: Epoch: [16] [1000/7329] learning_rate: 0.000100 loss_class: 0.595612 loss_bbox: 0.158422 loss_giou: 0.375174 loss_class_aux: 4.085729 loss_bbox_aux: 0.999115 loss_giou_aux: 2.408763 loss_class_dn: 0.336028 loss_bbox_dn: 0.185279 loss_giou_dn: 0.410221 loss_class_aux_dn: 1.837401 loss_bbox_aux_dn: 1.110002 loss_giou_aux_dn: 2.224405 loss: 15.189811 eta: 2 days, 14:24:19 batch_cost: 0.5520 data_cost: 0.0014 ips: 7.2468 images/s [03/30 05:29:04] ppdet.engine INFO: Epoch: [16] [1100/7329] learning_rate: 0.000100 loss_class: 0.759306 loss_bbox: 0.174099 loss_giou: 0.518629 loss_class_aux: 4.771868 loss_bbox_aux: 1.166250 loss_giou_aux: 3.158368 loss_class_dn: 0.396183 loss_bbox_dn: 0.193410 loss_giou_dn: 0.514684 loss_class_aux_dn: 2.125584 loss_bbox_aux_dn: 1.110877 loss_giou_aux_dn: 2.749712 loss: 18.848822 eta: 2 days, 14:23:28 batch_cost: 0.5595 data_cost: 0.0013 ips: 7.1497 images/s [03/30 05:30:02] ppdet.engine INFO: Epoch: [16] [1200/7329] learning_rate: 0.000100 loss_class: 0.615370 loss_bbox: 0.150199 loss_giou: 0.419361 loss_class_aux: 4.099448 loss_bbox_aux: 0.962795 loss_giou_aux: 2.574392 loss_class_dn: 0.324368 loss_bbox_dn: 0.164550 loss_giou_dn: 0.436677 loss_class_aux_dn: 1.720909 loss_bbox_aux_dn: 0.972547 loss_giou_aux_dn: 2.347000 loss: 15.857105 eta: 2 days, 14:22:23 batch_cost: 0.5206 data_cost: 0.0012 ips: 7.6834 images/s [03/30 05:31:01] ppdet.engine INFO: Epoch: [16] [1300/7329] learning_rate: 0.000100 loss_class: 0.618828 loss_bbox: 0.153685 loss_giou: 0.391241 loss_class_aux: 4.154182 loss_bbox_aux: 0.995484 loss_giou_aux: 2.470433 loss_class_dn: 0.334205 loss_bbox_dn: 0.194581 loss_giou_dn: 0.419607 loss_class_aux_dn: 1.822153 loss_bbox_aux_dn: 1.166816 loss_giou_aux_dn: 2.265195 loss: 16.200687 eta: 2 days, 14:21:25 batch_cost: 0.5382 data_cost: 0.0012 ips: 7.4328 images/s [03/30 05:31:58] ppdet.engine INFO: Epoch: [16] [1400/7329] learning_rate: 0.000100 loss_class: 0.650471 loss_bbox: 0.161735 loss_giou: 0.433632 loss_class_aux: 4.123846 loss_bbox_aux: 1.116459 loss_giou_aux: 2.923752 loss_class_dn: 0.385478 loss_bbox_dn: 0.199957 loss_giou_dn: 0.470704 loss_class_aux_dn: 2.073924 loss_bbox_aux_dn: 1.179455 loss_giou_aux_dn: 2.561311 loss: 17.300762 eta: 2 days, 14:20:18 batch_cost: 0.5155 data_cost: 0.0013 ips: 7.7597 images/s [03/30 05:32:59] ppdet.engine INFO: Epoch: [16] [1500/7329] learning_rate: 0.000100 loss_class: 0.686995 loss_bbox: 0.172951 loss_giou: 0.445210 loss_class_aux: 4.335806 loss_bbox_aux: 1.199753 loss_giou_aux: 2.921680 loss_class_dn: 0.372405 loss_bbox_dn: 0.213491 loss_giou_dn: 0.441424 loss_class_aux_dn: 1.994613 loss_bbox_aux_dn: 1.248172 loss_giou_aux_dn: 2.467959 loss: 17.063339 eta: 2 days, 14:19:25 batch_cost: 0.5531 data_cost: 0.0014 ips: 7.2319 images/s [03/30 05:33:57] ppdet.engine INFO: Epoch: [16] [1600/7329] learning_rate: 0.000100 loss_class: 0.569844 loss_bbox: 0.137926 loss_giou: 0.434687 loss_class_aux: 3.676421 loss_bbox_aux: 0.908193 loss_giou_aux: 2.693160 loss_class_dn: 0.324876 loss_bbox_dn: 0.163242 loss_giou_dn: 0.447267 loss_class_aux_dn: 1.727371 loss_bbox_aux_dn: 0.977228 loss_giou_aux_dn: 2.431800 loss: 15.021244 eta: 2 days, 14:18:20 batch_cost: 0.5197 data_cost: 0.0013 ips: 7.6974 images/s [03/30 05:34:53] ppdet.engine INFO: Epoch: [16] [1700/7329] learning_rate: 0.000100 loss_class: 0.552934 loss_bbox: 0.162939 loss_giou: 0.401006 loss_class_aux: 3.712173 loss_bbox_aux: 1.046327 loss_giou_aux: 2.535410 loss_class_dn: 0.319918 loss_bbox_dn: 0.184593 loss_giou_dn: 0.391738 loss_class_aux_dn: 1.703156 loss_bbox_aux_dn: 1.130189 loss_giou_aux_dn: 2.179498 loss: 14.474025 eta: 2 days, 14:17:11 batch_cost: 0.5068 data_cost: 0.0012 ips: 7.8931 images/s [03/30 05:35:49] ppdet.engine INFO: Epoch: [16] [1800/7329] learning_rate: 0.000100 loss_class: 0.624517 loss_bbox: 0.152374 loss_giou: 0.414279 loss_class_aux: 4.197825 loss_bbox_aux: 1.006182 loss_giou_aux: 2.693347 loss_class_dn: 0.347758 loss_bbox_dn: 0.190553 loss_giou_dn: 0.430298 loss_class_aux_dn: 1.842635 loss_bbox_aux_dn: 1.093218 loss_giou_aux_dn: 2.359188 loss: 15.617531 eta: 2 days, 14:16:02 batch_cost: 0.5072 data_cost: 0.0011 ips: 7.8866 images/s [03/30 05:36:45] ppdet.engine INFO: Epoch: [16] [1900/7329] learning_rate: 0.000100 loss_class: 0.598060 loss_bbox: 0.152033 loss_giou: 0.370224 loss_class_aux: 3.746457 loss_bbox_aux: 0.919253 loss_giou_aux: 2.373318 loss_class_dn: 0.316778 loss_bbox_dn: 0.168484 loss_giou_dn: 0.388361 loss_class_aux_dn: 1.708863 loss_bbox_aux_dn: 0.979847 loss_giou_aux_dn: 2.175292 loss: 13.917542 eta: 2 days, 14:14:54 batch_cost: 0.5100 data_cost: 0.0012 ips: 7.8432 images/s [03/30 05:37:43] ppdet.engine INFO: Epoch: [16] [2000/7329] learning_rate: 0.000100 loss_class: 0.609259 loss_bbox: 0.147767 loss_giou: 0.379819 loss_class_aux: 3.865022 loss_bbox_aux: 0.966584 loss_giou_aux: 2.434101 loss_class_dn: 0.362851 loss_bbox_dn: 0.180451 loss_giou_dn: 0.415352 loss_class_aux_dn: 1.942787 loss_bbox_aux_dn: 1.082013 loss_giou_aux_dn: 2.323574 loss: 14.642855 eta: 2 days, 14:13:51 batch_cost: 0.5252 data_cost: 0.0014 ips: 7.6159 images/s [03/30 05:38:40] ppdet.engine INFO: Epoch: [16] [2100/7329] learning_rate: 0.000100 loss_class: 0.618970 loss_bbox: 0.154243 loss_giou: 0.363549 loss_class_aux: 3.912725 loss_bbox_aux: 1.076515 loss_giou_aux: 2.291144 loss_class_dn: 0.319277 loss_bbox_dn: 0.199964 loss_giou_dn: 0.397222 loss_class_aux_dn: 1.701595 loss_bbox_aux_dn: 1.134864 loss_giou_aux_dn: 2.220189 loss: 14.761215 eta: 2 days, 14:12:43 batch_cost: 0.5107 data_cost: 0.0013 ips: 7.8324 images/s [03/30 05:39:40] ppdet.engine INFO: Epoch: [16] [2200/7329] learning_rate: 0.000100 loss_class: 0.572679 loss_bbox: 0.138607 loss_giou: 0.346653 loss_class_aux: 3.747598 loss_bbox_aux: 0.926258 loss_giou_aux: 2.220283 loss_class_dn: 0.316089 loss_bbox_dn: 0.174777 loss_giou_dn: 0.347231 loss_class_aux_dn: 1.698510 loss_bbox_aux_dn: 1.019206 loss_giou_aux_dn: 1.925187 loss: 14.224145 eta: 2 days, 14:11:47 batch_cost: 0.5455 data_cost: 0.0013 ips: 7.3323 images/s [03/30 05:40:38] ppdet.engine INFO: Epoch: [16] [2300/7329] learning_rate: 0.000100 loss_class: 0.641484 loss_bbox: 0.173180 loss_giou: 0.471028 loss_class_aux: 4.146317 loss_bbox_aux: 1.103956 loss_giou_aux: 3.114744 loss_class_dn: 0.378122 loss_bbox_dn: 0.204484 loss_giou_dn: 0.510436 loss_class_aux_dn: 2.064489 loss_bbox_aux_dn: 1.173327 loss_giou_aux_dn: 2.729405 loss: 17.779249 eta: 2 days, 14:10:44 batch_cost: 0.5223 data_cost: 0.0013 ips: 7.6578 images/s [03/30 05:41:41] ppdet.engine INFO: Epoch: [16] [2400/7329] learning_rate: 0.000100 loss_class: 0.583157 loss_bbox: 0.136054 loss_giou: 0.408279 loss_class_aux: 3.741295 loss_bbox_aux: 0.935217 loss_giou_aux: 2.635172 loss_class_dn: 0.311739 loss_bbox_dn: 0.176538 loss_giou_dn: 0.401263 loss_class_aux_dn: 1.693348 loss_bbox_aux_dn: 1.021409 loss_giou_aux_dn: 2.244586 loss: 14.507323 eta: 2 days, 14:09:53 batch_cost: 0.5615 data_cost: 0.0014 ips: 7.1240 images/s [03/30 05:42:45] ppdet.engine INFO: Epoch: [16] [2500/7329] learning_rate: 0.000100 loss_class: 0.643142 loss_bbox: 0.155000 loss_giou: 0.410434 loss_class_aux: 4.088291 loss_bbox_aux: 1.002341 loss_giou_aux: 2.636826 loss_class_dn: 0.352650 loss_bbox_dn: 0.198261 loss_giou_dn: 0.410143 loss_class_aux_dn: 1.872729 loss_bbox_aux_dn: 1.091530 loss_giou_aux_dn: 2.293842 loss: 14.848112 eta: 2 days, 14:09:08 batch_cost: 0.5769 data_cost: 0.0015 ips: 6.9337 images/s [03/30 05:43:45] ppdet.engine INFO: Epoch: [16] [2600/7329] learning_rate: 0.000100 loss_class: 0.604806 loss_bbox: 0.154447 loss_giou: 0.392438 loss_class_aux: 3.878413 loss_bbox_aux: 0.968796 loss_giou_aux: 2.481293 loss_class_dn: 0.321672 loss_bbox_dn: 0.202768 loss_giou_dn: 0.390354 loss_class_aux_dn: 1.718596 loss_bbox_aux_dn: 1.166941 loss_giou_aux_dn: 2.129200 loss: 14.933803 eta: 2 days, 14:08:11 batch_cost: 0.5424 data_cost: 0.0013 ips: 7.3748 images/s [03/30 05:44:49] ppdet.engine INFO: Epoch: [16] [2700/7329] learning_rate: 0.000100 loss_class: 0.610796 loss_bbox: 0.144919 loss_giou: 0.428904 loss_class_aux: 3.997013 loss_bbox_aux: 0.979091 loss_giou_aux: 2.798410 loss_class_dn: 0.343361 loss_bbox_dn: 0.174695 loss_giou_dn: 0.424635 loss_class_aux_dn: 1.918922 loss_bbox_aux_dn: 1.035933 loss_giou_aux_dn: 2.333493 loss: 15.888629 eta: 2 days, 14:07:24 batch_cost: 0.5716 data_cost: 0.0015 ips: 6.9977 images/s [03/30 05:45:57] ppdet.engine INFO: Epoch: [16] [2800/7329] learning_rate: 0.000100 loss_class: 0.643704 loss_bbox: 0.155330 loss_giou: 0.523310 loss_class_aux: 4.117141 loss_bbox_aux: 0.999110 loss_giou_aux: 3.316246 loss_class_dn: 0.366749 loss_bbox_dn: 0.205760 loss_giou_dn: 0.551227 loss_class_aux_dn: 1.963016 loss_bbox_aux_dn: 1.212870 loss_giou_aux_dn: 3.005404 loss: 17.088276 eta: 2 days, 14:06:49 batch_cost: 0.6066 data_cost: 0.0018 ips: 6.5940 images/s [03/30 05:46:55] ppdet.engine INFO: Epoch: [16] [2900/7329] learning_rate: 0.000100 loss_class: 0.657327 loss_bbox: 0.166292 loss_giou: 0.435781 loss_class_aux: 4.175147 loss_bbox_aux: 1.048476 loss_giou_aux: 2.820722 loss_class_dn: 0.375056 loss_bbox_dn: 0.210685 loss_giou_dn: 0.486795 loss_class_aux_dn: 1.984584 loss_bbox_aux_dn: 1.175629 loss_giou_aux_dn: 2.698975 loss: 16.636864 eta: 2 days, 14:05:45 batch_cost: 0.5225 data_cost: 0.0013 ips: 7.6553 images/s [03/30 05:48:02] ppdet.engine INFO: Epoch: [16] [3000/7329] learning_rate: 0.000100 loss_class: 0.595181 loss_bbox: 0.144212 loss_giou: 0.400958 loss_class_aux: 3.829670 loss_bbox_aux: 0.966360 loss_giou_aux: 2.662512 loss_class_dn: 0.341373 loss_bbox_dn: 0.168820 loss_giou_dn: 0.443438 loss_class_aux_dn: 1.864611 loss_bbox_aux_dn: 1.026391 loss_giou_aux_dn: 2.447198 loss: 15.866345 eta: 2 days, 14:05:12 batch_cost: 0.6127 data_cost: 0.0014 ips: 6.5281 images/s [03/30 05:49:02] ppdet.engine INFO: Epoch: [16] [3100/7329] learning_rate: 0.000100 loss_class: 0.678564 loss_bbox: 0.173634 loss_giou: 0.489045 loss_class_aux: 4.273019 loss_bbox_aux: 1.148658 loss_giou_aux: 3.219013 loss_class_dn: 0.406209 loss_bbox_dn: 0.194342 loss_giou_dn: 0.530438 loss_class_aux_dn: 2.121608 loss_bbox_aux_dn: 1.129914 loss_giou_aux_dn: 2.890616 loss: 17.738260 eta: 2 days, 14:04:15 batch_cost: 0.5431 data_cost: 0.0015 ips: 7.3655 images/s [03/30 05:49:58] ppdet.engine INFO: Epoch: [16] [3200/7329] learning_rate: 0.000100 loss_class: 0.606530 loss_bbox: 0.151780 loss_giou: 0.395421 loss_class_aux: 3.884069 loss_bbox_aux: 0.988744 loss_giou_aux: 2.567126 loss_class_dn: 0.351939 loss_bbox_dn: 0.187111 loss_giou_dn: 0.394815 loss_class_aux_dn: 1.857840 loss_bbox_aux_dn: 1.089221 loss_giou_aux_dn: 2.186681 loss: 14.681300 eta: 2 days, 14:03:07 batch_cost: 0.5077 data_cost: 0.0012 ips: 7.8779 images/s [03/30 05:50:55] ppdet.engine INFO: Epoch: [16] [3300/7329] learning_rate: 0.000100 loss_class: 0.667830 loss_bbox: 0.149484 loss_giou: 0.454031 loss_class_aux: 4.255291 loss_bbox_aux: 1.006028 loss_giou_aux: 2.815537 loss_class_dn: 0.385584 loss_bbox_dn: 0.178741 loss_giou_dn: 0.472334 loss_class_aux_dn: 2.010438 loss_bbox_aux_dn: 1.040962 loss_giou_aux_dn: 2.622363 loss: 17.081566 eta: 2 days, 14:01:58 batch_cost: 0.5080 data_cost: 0.0012 ips: 7.8746 images/s [03/30 05:51:53] ppdet.engine INFO: Epoch: [16] [3400/7329] learning_rate: 0.000100 loss_class: 0.589218 loss_bbox: 0.143362 loss_giou: 0.447684 loss_class_aux: 3.707535 loss_bbox_aux: 0.907129 loss_giou_aux: 2.817993 loss_class_dn: 0.332915 loss_bbox_dn: 0.181336 loss_giou_dn: 0.443182 loss_class_aux_dn: 1.746502 loss_bbox_aux_dn: 1.061042 loss_giou_aux_dn: 2.392795 loss: 15.474460 eta: 2 days, 14:00:55 batch_cost: 0.5240 data_cost: 0.0013 ips: 7.6330 images/s [03/30 05:52:55] ppdet.engine INFO: Epoch: [16] [3500/7329] learning_rate: 0.000100 loss_class: 0.554269 loss_bbox: 0.134865 loss_giou: 0.336576 loss_class_aux: 3.463644 loss_bbox_aux: 0.923173 loss_giou_aux: 2.208424 loss_class_dn: 0.301877 loss_bbox_dn: 0.198506 loss_giou_dn: 0.382785 loss_class_aux_dn: 1.615683 loss_bbox_aux_dn: 1.105995 loss_giou_aux_dn: 2.107083 loss: 13.752615 eta: 2 days, 14:00:07 batch_cost: 0.5678 data_cost: 0.0013 ips: 7.0451 images/s [03/30 05:53:56] ppdet.engine INFO: Epoch: [16] [3600/7329] learning_rate: 0.000100 loss_class: 0.595681 loss_bbox: 0.176646 loss_giou: 0.383998 loss_class_aux: 3.820930 loss_bbox_aux: 1.153080 loss_giou_aux: 2.444908 loss_class_dn: 0.344321 loss_bbox_dn: 0.200318 loss_giou_dn: 0.412225 loss_class_aux_dn: 1.814329 loss_bbox_aux_dn: 1.118895 loss_giou_aux_dn: 2.314601 loss: 14.932295 eta: 2 days, 13:59:11 batch_cost: 0.5465 data_cost: 0.0014 ips: 7.3195 images/s [03/30 05:54:56] ppdet.engine INFO: Epoch: [16] [3700/7329] learning_rate: 0.000100 loss_class: 0.504013 loss_bbox: 0.139973 loss_giou: 0.299044 loss_class_aux: 3.299562 loss_bbox_aux: 0.928044 loss_giou_aux: 1.900952 loss_class_dn: 0.280587 loss_bbox_dn: 0.155984 loss_giou_dn: 0.317057 loss_class_aux_dn: 1.530376 loss_bbox_aux_dn: 0.966787 loss_giou_aux_dn: 1.795323 loss: 13.228927 eta: 2 days, 13:58:16 batch_cost: 0.5463 data_cost: 0.0012 ips: 7.3223 images/s [03/30 05:55:53] ppdet.engine INFO: Epoch: [16] [3800/7329] learning_rate: 0.000100 loss_class: 0.629949 loss_bbox: 0.161400 loss_giou: 0.379372 loss_class_aux: 4.043976 loss_bbox_aux: 1.059865 loss_giou_aux: 2.396500 loss_class_dn: 0.343121 loss_bbox_dn: 0.198555 loss_giou_dn: 0.401244 loss_class_aux_dn: 1.853516 loss_bbox_aux_dn: 1.139321 loss_giou_aux_dn: 2.193933 loss: 16.034201 eta: 2 days, 13:57:08 batch_cost: 0.5115 data_cost: 0.0013 ips: 7.8199 images/s [03/30 05:56:56] ppdet.engine INFO: Epoch: [16] [3900/7329] learning_rate: 0.000100 loss_class: 0.595853 loss_bbox: 0.158499 loss_giou: 0.366489 loss_class_aux: 3.776747 loss_bbox_aux: 1.067323 loss_giou_aux: 2.368229 loss_class_dn: 0.336467 loss_bbox_dn: 0.198040 loss_giou_dn: 0.378573 loss_class_aux_dn: 1.788258 loss_bbox_aux_dn: 1.122326 loss_giou_aux_dn: 2.079258 loss: 15.540320 eta: 2 days, 13:56:24 batch_cost: 0.5787 data_cost: 0.0013 ips: 6.9122 images/s [03/30 05:57:52] ppdet.engine INFO: Epoch: [16] [4000/7329] learning_rate: 0.000100 loss_class: 0.629406 loss_bbox: 0.152484 loss_giou: 0.486464 loss_class_aux: 4.087723 loss_bbox_aux: 0.982285 loss_giou_aux: 3.171985 loss_class_dn: 0.379638 loss_bbox_dn: 0.178409 loss_giou_dn: 0.510334 loss_class_aux_dn: 2.040994 loss_bbox_aux_dn: 1.054759 loss_giou_aux_dn: 2.788896 loss: 17.552820 eta: 2 days, 13:55:14 batch_cost: 0.5043 data_cost: 0.0012 ips: 7.9314 images/s [03/30 05:58:48] ppdet.engine INFO: Epoch: [16] [4100/7329] learning_rate: 0.000100 loss_class: 0.649284 loss_bbox: 0.163746 loss_giou: 0.454072 loss_class_aux: 4.143340 loss_bbox_aux: 1.039677 loss_giou_aux: 3.024038 loss_class_dn: 0.363648 loss_bbox_dn: 0.189401 loss_giou_dn: 0.459900 loss_class_aux_dn: 1.996462 loss_bbox_aux_dn: 1.055088 loss_giou_aux_dn: 2.521520 loss: 16.228508 eta: 2 days, 13:54:03 batch_cost: 0.5014 data_cost: 0.0012 ips: 7.9775 images/s [03/30 05:59:50] ppdet.engine INFO: Epoch: [16] [4200/7329] learning_rate: 0.000100 loss_class: 0.644744 loss_bbox: 0.163105 loss_giou: 0.383595 loss_class_aux: 4.103987 loss_bbox_aux: 1.028394 loss_giou_aux: 2.453113 loss_class_dn: 0.350428 loss_bbox_dn: 0.203256 loss_giou_dn: 0.404201 loss_class_aux_dn: 1.868150 loss_bbox_aux_dn: 1.121272 loss_giou_aux_dn: 2.269395 loss: 16.399570 eta: 2 days, 13:53:14 batch_cost: 0.5654 data_cost: 0.0013 ips: 7.0750 images/s [03/30 06:00:48] ppdet.engine INFO: Epoch: [16] [4300/7329] learning_rate: 0.000100 loss_class: 0.648300 loss_bbox: 0.152551 loss_giou: 0.430850 loss_class_aux: 4.050079 loss_bbox_aux: 1.056365 loss_giou_aux: 2.700330 loss_class_dn: 0.347575 loss_bbox_dn: 0.201895 loss_giou_dn: 0.420107 loss_class_aux_dn: 1.872103 loss_bbox_aux_dn: 1.179963 loss_giou_aux_dn: 2.292217 loss: 15.640310 eta: 2 days, 13:52:09 batch_cost: 0.5182 data_cost: 0.0013 ips: 7.7186 images/s [03/30 06:01:52] ppdet.engine INFO: Epoch: [16] [4400/7329] learning_rate: 0.000100 loss_class: 0.632042 loss_bbox: 0.153874 loss_giou: 0.387677 loss_class_aux: 4.103534 loss_bbox_aux: 1.057912 loss_giou_aux: 2.523727 loss_class_dn: 0.355062 loss_bbox_dn: 0.181558 loss_giou_dn: 0.393059 loss_class_aux_dn: 1.864340 loss_bbox_aux_dn: 1.063740 loss_giou_aux_dn: 2.187760 loss: 15.865344 eta: 2 days, 13:51:20 batch_cost: 0.5653 data_cost: 0.0015 ips: 7.0756 images/s [03/30 06:02:54] ppdet.engine INFO: Epoch: [16] [4500/7329] learning_rate: 0.000100 loss_class: 0.631127 loss_bbox: 0.167474 loss_giou: 0.442759 loss_class_aux: 4.082724 loss_bbox_aux: 1.083375 loss_giou_aux: 2.742728 loss_class_dn: 0.359001 loss_bbox_dn: 0.204885 loss_giou_dn: 0.458862 loss_class_aux_dn: 1.879483 loss_bbox_aux_dn: 1.067778 loss_giou_aux_dn: 2.472444 loss: 15.902727 eta: 2 days, 13:50:26 batch_cost: 0.5519 data_cost: 0.0014 ips: 7.2483 images/s [03/30 06:03:55] ppdet.engine INFO: Epoch: [16] [4600/7329] learning_rate: 0.000100 loss_class: 0.639453 loss_bbox: 0.157099 loss_giou: 0.466015 loss_class_aux: 4.057397 loss_bbox_aux: 1.056467 loss_giou_aux: 2.897595 loss_class_dn: 0.357419 loss_bbox_dn: 0.196017 loss_giou_dn: 0.459220 loss_class_aux_dn: 1.912133 loss_bbox_aux_dn: 1.133492 loss_giou_aux_dn: 2.520271 loss: 16.053608 eta: 2 days, 13:49:31 batch_cost: 0.5466 data_cost: 0.0018 ips: 7.3176 images/s [03/30 06:04:53] ppdet.engine INFO: Epoch: [16] [4700/7329] learning_rate: 0.000100 loss_class: 0.661750 loss_bbox: 0.170037 loss_giou: 0.431682 loss_class_aux: 4.202287 loss_bbox_aux: 1.195241 loss_giou_aux: 2.772165 loss_class_dn: 0.364323 loss_bbox_dn: 0.208441 loss_giou_dn: 0.446807 loss_class_aux_dn: 1.942093 loss_bbox_aux_dn: 1.203209 loss_giou_aux_dn: 2.484377 loss: 16.401909 eta: 2 days, 13:48:28 batch_cost: 0.5245 data_cost: 0.0015 ips: 7.6267 images/s [03/30 06:05:55] ppdet.engine INFO: Epoch: [16] [4800/7329] learning_rate: 0.000100 loss_class: 0.549196 loss_bbox: 0.136807 loss_giou: 0.377592 loss_class_aux: 3.499050 loss_bbox_aux: 0.883738 loss_giou_aux: 2.367917 loss_class_dn: 0.323222 loss_bbox_dn: 0.165409 loss_giou_dn: 0.370114 loss_class_aux_dn: 1.708910 loss_bbox_aux_dn: 0.973084 loss_giou_aux_dn: 2.032960 loss: 13.923735 eta: 2 days, 13:47:35 batch_cost: 0.5525 data_cost: 0.0016 ips: 7.2392 images/s [03/30 06:06:58] ppdet.engine INFO: Epoch: [16] [4900/7329] learning_rate: 0.000100 loss_class: 0.619769 loss_bbox: 0.153548 loss_giou: 0.398018 loss_class_aux: 3.977612 loss_bbox_aux: 1.018475 loss_giou_aux: 2.541496 loss_class_dn: 0.332999 loss_bbox_dn: 0.190225 loss_giou_dn: 0.404157 loss_class_aux_dn: 1.807899 loss_bbox_aux_dn: 1.086174 loss_giou_aux_dn: 2.223441 loss: 15.046513 eta: 2 days, 13:46:47 batch_cost: 0.5712 data_cost: 0.0013 ips: 7.0023 images/s [03/30 06:08:01] ppdet.engine INFO: Epoch: [16] [5000/7329] learning_rate: 0.000100 loss_class: 0.639709 loss_bbox: 0.156595 loss_giou: 0.459497 loss_class_aux: 4.014029 loss_bbox_aux: 1.022710 loss_giou_aux: 2.813403 loss_class_dn: 0.351113 loss_bbox_dn: 0.163108 loss_giou_dn: 0.480047 loss_class_aux_dn: 1.894170 loss_bbox_aux_dn: 0.935198 loss_giou_aux_dn: 2.525975 loss: 16.832338 eta: 2 days, 13:46:02 batch_cost: 0.5764 data_cost: 0.0013 ips: 6.9399 images/s [03/30 06:08:58] ppdet.engine INFO: Epoch: [16] [5100/7329] learning_rate: 0.000100 loss_class: 0.589719 loss_bbox: 0.133885 loss_giou: 0.366813 loss_class_aux: 3.786379 loss_bbox_aux: 0.918347 loss_giou_aux: 2.265243 loss_class_dn: 0.296177 loss_bbox_dn: 0.154545 loss_giou_dn: 0.363613 loss_class_aux_dn: 1.611701 loss_bbox_aux_dn: 0.919707 loss_giou_aux_dn: 2.033949 loss: 13.417243 eta: 2 days, 13:44:56 batch_cost: 0.5152 data_cost: 0.0013 ips: 7.7634 images/s [03/30 06:09:57] ppdet.engine INFO: Epoch: [16] [5200/7329] learning_rate: 0.000100 loss_class: 0.623159 loss_bbox: 0.159349 loss_giou: 0.513159 loss_class_aux: 4.048394 loss_bbox_aux: 1.031311 loss_giou_aux: 3.146617 loss_class_dn: 0.379396 loss_bbox_dn: 0.192413 loss_giou_dn: 0.500544 loss_class_aux_dn: 2.029402 loss_bbox_aux_dn: 1.109594 loss_giou_aux_dn: 2.694918 loss: 16.292681 eta: 2 days, 13:43:53 batch_cost: 0.5256 data_cost: 0.0014 ips: 7.6098 images/s [03/30 06:10:54] ppdet.engine INFO: Epoch: [16] [5300/7329] learning_rate: 0.000100 loss_class: 0.538671 loss_bbox: 0.153563 loss_giou: 0.351619 loss_class_aux: 3.507103 loss_bbox_aux: 1.044346 loss_giou_aux: 2.251381 loss_class_dn: 0.307785 loss_bbox_dn: 0.210021 loss_giou_dn: 0.352886 loss_class_aux_dn: 1.669339 loss_bbox_aux_dn: 1.169089 loss_giou_aux_dn: 1.985531 loss: 13.366354 eta: 2 days, 13:42:49 batch_cost: 0.5207 data_cost: 0.0013 ips: 7.6814 images/s [03/30 06:11:56] ppdet.engine INFO: Epoch: [16] [5400/7329] learning_rate: 0.000100 loss_class: 0.626184 loss_bbox: 0.156833 loss_giou: 0.381626 loss_class_aux: 4.085996 loss_bbox_aux: 0.964452 loss_giou_aux: 2.450923 loss_class_dn: 0.337836 loss_bbox_dn: 0.202566 loss_giou_dn: 0.400133 loss_class_aux_dn: 1.838843 loss_bbox_aux_dn: 1.225214 loss_giou_aux_dn: 2.160121 loss: 15.950739 eta: 2 days, 13:42:00 batch_cost: 0.5646 data_cost: 0.0012 ips: 7.0842 images/s [03/30 06:12:53] ppdet.engine INFO: Epoch: [16] [5500/7329] learning_rate: 0.000100 loss_class: 0.624160 loss_bbox: 0.161399 loss_giou: 0.451523 loss_class_aux: 4.028361 loss_bbox_aux: 1.085581 loss_giou_aux: 2.909704 loss_class_dn: 0.360603 loss_bbox_dn: 0.187754 loss_giou_dn: 0.446343 loss_class_aux_dn: 1.920869 loss_bbox_aux_dn: 1.094374 loss_giou_aux_dn: 2.437240 loss: 15.774263 eta: 2 days, 13:40:52 batch_cost: 0.5099 data_cost: 0.0014 ips: 7.8443 images/s [03/30 06:13:49] ppdet.engine INFO: Epoch: [16] [5600/7329] learning_rate: 0.000100 loss_class: 0.628181 loss_bbox: 0.152936 loss_giou: 0.434863 loss_class_aux: 4.061781 loss_bbox_aux: 1.042305 loss_giou_aux: 2.761353 loss_class_dn: 0.354346 loss_bbox_dn: 0.205872 loss_giou_dn: 0.442527 loss_class_aux_dn: 1.922917 loss_bbox_aux_dn: 1.174503 loss_giou_aux_dn: 2.459409 loss: 16.303329 eta: 2 days, 13:39:45 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8233 images/s [03/30 06:14:48] ppdet.engine INFO: Epoch: [16] [5700/7329] learning_rate: 0.000100 loss_class: 0.655316 loss_bbox: 0.176635 loss_giou: 0.549523 loss_class_aux: 4.446801 loss_bbox_aux: 1.156816 loss_giou_aux: 3.415028 loss_class_dn: 0.399752 loss_bbox_dn: 0.216681 loss_giou_dn: 0.556975 loss_class_aux_dn: 2.103613 loss_bbox_aux_dn: 1.232894 loss_giou_aux_dn: 3.022424 loss: 18.958080 eta: 2 days, 13:38:44 batch_cost: 0.5281 data_cost: 0.0015 ips: 7.5747 images/s [03/30 06:15:49] ppdet.engine INFO: Epoch: [16] [5800/7329] learning_rate: 0.000100 loss_class: 0.638074 loss_bbox: 0.148789 loss_giou: 0.529280 loss_class_aux: 4.057799 loss_bbox_aux: 0.967243 loss_giou_aux: 3.210211 loss_class_dn: 0.379170 loss_bbox_dn: 0.168959 loss_giou_dn: 0.500632 loss_class_aux_dn: 2.045796 loss_bbox_aux_dn: 0.996350 loss_giou_aux_dn: 2.748150 loss: 17.576662 eta: 2 days, 13:37:49 batch_cost: 0.5475 data_cost: 0.0014 ips: 7.3055 images/s [03/30 06:16:52] ppdet.engine INFO: Epoch: [16] [5900/7329] learning_rate: 0.000100 loss_class: 0.617078 loss_bbox: 0.169308 loss_giou: 0.430341 loss_class_aux: 3.918574 loss_bbox_aux: 1.083859 loss_giou_aux: 2.571861 loss_class_dn: 0.344409 loss_bbox_dn: 0.200652 loss_giou_dn: 0.442528 loss_class_aux_dn: 1.839016 loss_bbox_aux_dn: 1.144657 loss_giou_aux_dn: 2.463786 loss: 16.784218 eta: 2 days, 13:37:04 batch_cost: 0.5787 data_cost: 0.0013 ips: 6.9118 images/s [03/30 06:17:54] ppdet.engine INFO: Epoch: [16] [6000/7329] learning_rate: 0.000100 loss_class: 0.623522 loss_bbox: 0.157161 loss_giou: 0.404385 loss_class_aux: 4.020842 loss_bbox_aux: 1.004637 loss_giou_aux: 2.656289 loss_class_dn: 0.349902 loss_bbox_dn: 0.184927 loss_giou_dn: 0.438290 loss_class_aux_dn: 1.896569 loss_bbox_aux_dn: 1.093230 loss_giou_aux_dn: 2.381389 loss: 15.691458 eta: 2 days, 13:36:14 batch_cost: 0.5625 data_cost: 0.0012 ips: 7.1107 images/s [03/30 06:18:58] ppdet.engine INFO: Epoch: [16] [6100/7329] learning_rate: 0.000100 loss_class: 0.609498 loss_bbox: 0.155237 loss_giou: 0.430979 loss_class_aux: 3.925740 loss_bbox_aux: 0.943870 loss_giou_aux: 2.753796 loss_class_dn: 0.336585 loss_bbox_dn: 0.180929 loss_giou_dn: 0.455036 loss_class_aux_dn: 1.813362 loss_bbox_aux_dn: 1.067700 loss_giou_aux_dn: 2.469431 loss: 15.526460 eta: 2 days, 13:35:29 batch_cost: 0.5791 data_cost: 0.0014 ips: 6.9075 images/s [03/30 06:20:04] ppdet.engine INFO: Epoch: [16] [6200/7329] learning_rate: 0.000100 loss_class: 0.618862 loss_bbox: 0.151658 loss_giou: 0.361059 loss_class_aux: 4.101016 loss_bbox_aux: 0.981287 loss_giou_aux: 2.240011 loss_class_dn: 0.321038 loss_bbox_dn: 0.175598 loss_giou_dn: 0.381346 loss_class_aux_dn: 1.707761 loss_bbox_aux_dn: 1.072449 loss_giou_aux_dn: 2.054579 loss: 14.492248 eta: 2 days, 13:34:50 batch_cost: 0.5967 data_cost: 0.0015 ips: 6.7031 images/s [03/30 06:21:09] ppdet.engine INFO: Epoch: [16] [6300/7329] learning_rate: 0.000100 loss_class: 0.611153 loss_bbox: 0.155885 loss_giou: 0.436070 loss_class_aux: 3.846216 loss_bbox_aux: 1.004404 loss_giou_aux: 2.815745 loss_class_dn: 0.361164 loss_bbox_dn: 0.188923 loss_giou_dn: 0.421412 loss_class_aux_dn: 1.945230 loss_bbox_aux_dn: 1.058300 loss_giou_aux_dn: 2.376698 loss: 15.340792 eta: 2 days, 13:34:06 batch_cost: 0.5829 data_cost: 0.0013 ips: 6.8627 images/s [03/30 06:22:21] ppdet.engine INFO: Epoch: [16] [6400/7329] learning_rate: 0.000100 loss_class: 0.632009 loss_bbox: 0.141651 loss_giou: 0.351648 loss_class_aux: 3.897178 loss_bbox_aux: 0.970456 loss_giou_aux: 2.277730 loss_class_dn: 0.315463 loss_bbox_dn: 0.183482 loss_giou_dn: 0.339421 loss_class_aux_dn: 1.732930 loss_bbox_aux_dn: 1.087359 loss_giou_aux_dn: 1.875365 loss: 14.260950 eta: 2 days, 13:33:43 batch_cost: 0.6459 data_cost: 0.0015 ips: 6.1932 images/s [03/30 06:23:24] ppdet.engine INFO: Epoch: [16] [6500/7329] learning_rate: 0.000100 loss_class: 0.659397 loss_bbox: 0.152231 loss_giou: 0.404896 loss_class_aux: 4.263375 loss_bbox_aux: 1.015082 loss_giou_aux: 2.547456 loss_class_dn: 0.333920 loss_bbox_dn: 0.167338 loss_giou_dn: 0.425857 loss_class_aux_dn: 1.773695 loss_bbox_aux_dn: 0.970832 loss_giou_aux_dn: 2.310036 loss: 15.731189 eta: 2 days, 13:32:55 batch_cost: 0.5699 data_cost: 0.0014 ips: 7.0187 images/s [03/30 06:24:29] ppdet.engine INFO: Epoch: [16] [6600/7329] learning_rate: 0.000100 loss_class: 0.619762 loss_bbox: 0.151707 loss_giou: 0.421905 loss_class_aux: 4.043723 loss_bbox_aux: 0.999311 loss_giou_aux: 2.607571 loss_class_dn: 0.347183 loss_bbox_dn: 0.179994 loss_giou_dn: 0.427402 loss_class_aux_dn: 1.901147 loss_bbox_aux_dn: 1.087197 loss_giou_aux_dn: 2.303489 loss: 15.915695 eta: 2 days, 13:32:18 batch_cost: 0.6018 data_cost: 0.0014 ips: 6.6472 images/s [03/30 06:25:27] ppdet.engine INFO: Epoch: [16] [6700/7329] learning_rate: 0.000100 loss_class: 0.650435 loss_bbox: 0.148869 loss_giou: 0.431318 loss_class_aux: 4.139928 loss_bbox_aux: 1.007556 loss_giou_aux: 2.750648 loss_class_dn: 0.341386 loss_bbox_dn: 0.171968 loss_giou_dn: 0.420370 loss_class_aux_dn: 1.901516 loss_bbox_aux_dn: 0.966085 loss_giou_aux_dn: 2.287768 loss: 15.670397 eta: 2 days, 13:31:12 batch_cost: 0.5158 data_cost: 0.0013 ips: 7.7556 images/s [03/30 06:26:24] ppdet.engine INFO: Epoch: [16] [6800/7329] learning_rate: 0.000100 loss_class: 0.625035 loss_bbox: 0.145256 loss_giou: 0.393370 loss_class_aux: 4.027000 loss_bbox_aux: 0.942200 loss_giou_aux: 2.560318 loss_class_dn: 0.343510 loss_bbox_dn: 0.186439 loss_giou_dn: 0.422125 loss_class_aux_dn: 1.828371 loss_bbox_aux_dn: 1.058735 loss_giou_aux_dn: 2.275410 loss: 15.297483 eta: 2 days, 13:30:09 batch_cost: 0.5212 data_cost: 0.0012 ips: 7.6751 images/s [03/30 06:27:27] ppdet.engine INFO: Epoch: [16] [6900/7329] learning_rate: 0.000100 loss_class: 0.659199 loss_bbox: 0.150671 loss_giou: 0.435668 loss_class_aux: 4.221481 loss_bbox_aux: 0.958925 loss_giou_aux: 2.801729 loss_class_dn: 0.337325 loss_bbox_dn: 0.175388 loss_giou_dn: 0.439579 loss_class_aux_dn: 1.841488 loss_bbox_aux_dn: 0.993744 loss_giou_aux_dn: 2.376660 loss: 14.713987 eta: 2 days, 13:29:23 batch_cost: 0.5764 data_cost: 0.0013 ips: 6.9401 images/s [03/30 06:28:29] ppdet.engine INFO: Epoch: [16] [7000/7329] learning_rate: 0.000100 loss_class: 0.685604 loss_bbox: 0.166857 loss_giou: 0.454796 loss_class_aux: 4.383512 loss_bbox_aux: 1.142844 loss_giou_aux: 2.858775 loss_class_dn: 0.366434 loss_bbox_dn: 0.196347 loss_giou_dn: 0.499749 loss_class_aux_dn: 1.939198 loss_bbox_aux_dn: 1.142395 loss_giou_aux_dn: 2.686115 loss: 16.921167 eta: 2 days, 13:28:28 batch_cost: 0.5489 data_cost: 0.0013 ips: 7.2871 images/s [03/30 06:29:29] ppdet.engine INFO: Epoch: [16] [7100/7329] learning_rate: 0.000100 loss_class: 0.633478 loss_bbox: 0.153723 loss_giou: 0.433892 loss_class_aux: 4.152208 loss_bbox_aux: 0.983387 loss_giou_aux: 2.679688 loss_class_dn: 0.339877 loss_bbox_dn: 0.186715 loss_giou_dn: 0.460198 loss_class_aux_dn: 1.842698 loss_bbox_aux_dn: 1.140701 loss_giou_aux_dn: 2.512795 loss: 16.107615 eta: 2 days, 13:27:32 batch_cost: 0.5460 data_cost: 0.0013 ips: 7.3263 images/s [03/30 06:30:28] ppdet.engine INFO: Epoch: [16] [7200/7329] learning_rate: 0.000100 loss_class: 0.627836 loss_bbox: 0.151006 loss_giou: 0.412844 loss_class_aux: 4.093571 loss_bbox_aux: 0.988441 loss_giou_aux: 2.663359 loss_class_dn: 0.342588 loss_bbox_dn: 0.165106 loss_giou_dn: 0.416716 loss_class_aux_dn: 1.825853 loss_bbox_aux_dn: 0.958714 loss_giou_aux_dn: 2.286513 loss: 15.660061 eta: 2 days, 13:26:35 batch_cost: 0.5397 data_cost: 0.0012 ips: 7.4118 images/s [03/30 06:31:25] ppdet.engine INFO: Epoch: [16] [7300/7329] learning_rate: 0.000100 loss_class: 0.670810 loss_bbox: 0.155775 loss_giou: 0.469426 loss_class_aux: 4.311989 loss_bbox_aux: 1.022438 loss_giou_aux: 2.971674 loss_class_dn: 0.383455 loss_bbox_dn: 0.174918 loss_giou_dn: 0.478468 loss_class_aux_dn: 2.091376 loss_bbox_aux_dn: 1.021147 loss_giou_aux_dn: 2.657388 loss: 17.588085 eta: 2 days, 13:25:29 batch_cost: 0.5143 data_cost: 0.0012 ips: 7.7780 images/s [03/30 06:31:48] ppdet.engine INFO: Eval iter: 0 [03/30 06:32:16] ppdet.engine INFO: Eval iter: 100 [03/30 06:32:46] ppdet.engine INFO: Eval iter: 200 [03/30 06:33:15] ppdet.engine INFO: Eval iter: 300 [03/30 06:33:44] ppdet.engine INFO: Eval iter: 400 [03/30 06:34:13] ppdet.engine INFO: Eval iter: 500 [03/30 06:34:43] ppdet.engine INFO: Eval iter: 600 [03/30 06:35:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [03/30 06:35:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=26.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.54s). Accumulating evaluation results... DONE (t=28.11s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.683 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.307 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 ] = 0.679 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 ] = 0.631 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 ] = 0.509 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 ] = 0.882 [03/30 06:38:11] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.364696784260325 [03/30 06:38:11] ppdet.engine INFO: Best test bbox ap is 0.500. [03/30 06:38:14] ppdet.engine INFO: Epoch: [17] [ 0/7329] learning_rate: 0.000100 loss_class: 0.670355 loss_bbox: 0.168163 loss_giou: 0.469426 loss_class_aux: 4.389532 loss_bbox_aux: 1.089475 loss_giou_aux: 2.987699 loss_class_dn: 0.377620 loss_bbox_dn: 0.185877 loss_giou_dn: 0.499766 loss_class_aux_dn: 2.036078 loss_bbox_aux_dn: 1.092027 loss_giou_aux_dn: 2.678517 loss: 17.499996 eta: 2 days, 13:25:13 batch_cost: 0.5279 data_cost: 0.0013 ips: 7.5774 images/s [03/30 06:39:14] ppdet.engine INFO: Epoch: [17] [ 100/7329] learning_rate: 0.000100 loss_class: 0.663880 loss_bbox: 0.144525 loss_giou: 0.410087 loss_class_aux: 4.177349 loss_bbox_aux: 1.010643 loss_giou_aux: 2.656782 loss_class_dn: 0.355602 loss_bbox_dn: 0.186869 loss_giou_dn: 0.440325 loss_class_aux_dn: 1.886610 loss_bbox_aux_dn: 1.056338 loss_giou_aux_dn: 2.463301 loss: 16.477444 eta: 2 days, 13:24:16 batch_cost: 0.5425 data_cost: 0.0013 ips: 7.3737 images/s [03/30 06:40:18] ppdet.engine INFO: Epoch: [17] [ 200/7329] learning_rate: 0.000100 loss_class: 0.612328 loss_bbox: 0.151950 loss_giou: 0.426392 loss_class_aux: 3.951613 loss_bbox_aux: 1.002075 loss_giou_aux: 2.625565 loss_class_dn: 0.337263 loss_bbox_dn: 0.187538 loss_giou_dn: 0.427156 loss_class_aux_dn: 1.806274 loss_bbox_aux_dn: 1.053970 loss_giou_aux_dn: 2.344921 loss: 15.241364 eta: 2 days, 13:23:32 batch_cost: 0.5841 data_cost: 0.0013 ips: 6.8484 images/s [03/30 06:41:21] ppdet.engine INFO: Epoch: [17] [ 300/7329] learning_rate: 0.000100 loss_class: 0.680099 loss_bbox: 0.159754 loss_giou: 0.411642 loss_class_aux: 4.354114 loss_bbox_aux: 1.052459 loss_giou_aux: 2.680734 loss_class_dn: 0.359992 loss_bbox_dn: 0.189330 loss_giou_dn: 0.421463 loss_class_aux_dn: 1.964243 loss_bbox_aux_dn: 1.121166 loss_giou_aux_dn: 2.361271 loss: 16.669746 eta: 2 days, 13:22:44 batch_cost: 0.5699 data_cost: 0.0013 ips: 7.0192 images/s [03/30 06:42:24] ppdet.engine INFO: Epoch: [17] [ 400/7329] learning_rate: 0.000100 loss_class: 0.650246 loss_bbox: 0.161622 loss_giou: 0.444533 loss_class_aux: 4.228694 loss_bbox_aux: 1.118474 loss_giou_aux: 2.736330 loss_class_dn: 0.357865 loss_bbox_dn: 0.212840 loss_giou_dn: 0.443124 loss_class_aux_dn: 1.891116 loss_bbox_aux_dn: 1.196869 loss_giou_aux_dn: 2.387315 loss: 16.597988 eta: 2 days, 13:21:57 batch_cost: 0.5723 data_cost: 0.0015 ips: 6.9889 images/s [03/30 06:43:22] ppdet.engine INFO: Epoch: [17] [ 500/7329] learning_rate: 0.000100 loss_class: 0.558801 loss_bbox: 0.127246 loss_giou: 0.452329 loss_class_aux: 3.822655 loss_bbox_aux: 0.874652 loss_giou_aux: 2.790048 loss_class_dn: 0.324933 loss_bbox_dn: 0.160792 loss_giou_dn: 0.460368 loss_class_aux_dn: 1.754465 loss_bbox_aux_dn: 0.966218 loss_giou_aux_dn: 2.468235 loss: 14.785877 eta: 2 days, 13:20:52 batch_cost: 0.5177 data_cost: 0.0013 ips: 7.7258 images/s [03/30 06:44:19] ppdet.engine INFO: Epoch: [17] [ 600/7329] learning_rate: 0.000100 loss_class: 0.620568 loss_bbox: 0.158359 loss_giou: 0.458378 loss_class_aux: 4.152816 loss_bbox_aux: 1.065763 loss_giou_aux: 2.909974 loss_class_dn: 0.348066 loss_bbox_dn: 0.183569 loss_giou_dn: 0.472653 loss_class_aux_dn: 1.887299 loss_bbox_aux_dn: 1.111130 loss_giou_aux_dn: 2.508955 loss: 16.361855 eta: 2 days, 13:19:45 batch_cost: 0.5086 data_cost: 0.0013 ips: 7.8654 images/s [03/30 06:45:15] ppdet.engine INFO: Epoch: [17] [ 700/7329] learning_rate: 0.000100 loss_class: 0.606904 loss_bbox: 0.152012 loss_giou: 0.409287 loss_class_aux: 3.899285 loss_bbox_aux: 0.980576 loss_giou_aux: 2.641022 loss_class_dn: 0.344704 loss_bbox_dn: 0.173633 loss_giou_dn: 0.409541 loss_class_aux_dn: 1.849189 loss_bbox_aux_dn: 0.984362 loss_giou_aux_dn: 2.270233 loss: 15.661985 eta: 2 days, 13:18:36 batch_cost: 0.5058 data_cost: 0.0012 ips: 7.9078 images/s [03/30 06:46:17] ppdet.engine INFO: Epoch: [17] [ 800/7329] learning_rate: 0.000100 loss_class: 0.574964 loss_bbox: 0.157450 loss_giou: 0.434973 loss_class_aux: 3.686944 loss_bbox_aux: 1.010103 loss_giou_aux: 2.731306 loss_class_dn: 0.337988 loss_bbox_dn: 0.189863 loss_giou_dn: 0.439406 loss_class_aux_dn: 1.831859 loss_bbox_aux_dn: 1.116554 loss_giou_aux_dn: 2.357491 loss: 15.307322 eta: 2 days, 13:17:46 batch_cost: 0.5644 data_cost: 0.0013 ips: 7.0867 images/s [03/30 06:47:18] ppdet.engine INFO: Epoch: [17] [ 900/7329] learning_rate: 0.000100 loss_class: 0.537186 loss_bbox: 0.137764 loss_giou: 0.377993 loss_class_aux: 3.513741 loss_bbox_aux: 0.912330 loss_giou_aux: 2.441707 loss_class_dn: 0.320997 loss_bbox_dn: 0.177898 loss_giou_dn: 0.397107 loss_class_aux_dn: 1.671961 loss_bbox_aux_dn: 0.953824 loss_giou_aux_dn: 2.171576 loss: 14.209272 eta: 2 days, 13:16:53 batch_cost: 0.5543 data_cost: 0.0012 ips: 7.2161 images/s [03/30 06:48:19] ppdet.engine INFO: Epoch: [17] [1000/7329] learning_rate: 0.000100 loss_class: 0.615085 loss_bbox: 0.147709 loss_giou: 0.461566 loss_class_aux: 4.142102 loss_bbox_aux: 0.973210 loss_giou_aux: 2.867008 loss_class_dn: 0.374949 loss_bbox_dn: 0.175104 loss_giou_dn: 0.459841 loss_class_aux_dn: 1.981910 loss_bbox_aux_dn: 1.004963 loss_giou_aux_dn: 2.486864 loss: 16.016460 eta: 2 days, 13:16:01 batch_cost: 0.5570 data_cost: 0.0014 ips: 7.1809 images/s [03/30 06:49:30] ppdet.engine INFO: Epoch: [17] [1100/7329] learning_rate: 0.000100 loss_class: 0.587483 loss_bbox: 0.163003 loss_giou: 0.401088 loss_class_aux: 3.712588 loss_bbox_aux: 0.963516 loss_giou_aux: 2.588200 loss_class_dn: 0.329870 loss_bbox_dn: 0.175406 loss_giou_dn: 0.400165 loss_class_aux_dn: 1.754924 loss_bbox_aux_dn: 0.998554 loss_giou_aux_dn: 2.265708 loss: 14.701725 eta: 2 days, 13:15:36 batch_cost: 0.6406 data_cost: 0.0017 ips: 6.2446 images/s [03/30 06:50:28] ppdet.engine INFO: Epoch: [17] [1200/7329] learning_rate: 0.000100 loss_class: 0.594815 loss_bbox: 0.146660 loss_giou: 0.391701 loss_class_aux: 3.781027 loss_bbox_aux: 1.019193 loss_giou_aux: 2.523088 loss_class_dn: 0.331717 loss_bbox_dn: 0.180961 loss_giou_dn: 0.391915 loss_class_aux_dn: 1.789141 loss_bbox_aux_dn: 1.029247 loss_giou_aux_dn: 2.163944 loss: 14.026899 eta: 2 days, 13:14:32 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7005 images/s [03/30 06:51:24] ppdet.engine INFO: Epoch: [17] [1300/7329] learning_rate: 0.000100 loss_class: 0.627369 loss_bbox: 0.134991 loss_giou: 0.410559 loss_class_aux: 3.934381 loss_bbox_aux: 0.852389 loss_giou_aux: 2.653183 loss_class_dn: 0.340879 loss_bbox_dn: 0.168002 loss_giou_dn: 0.422950 loss_class_aux_dn: 1.913230 loss_bbox_aux_dn: 0.936902 loss_giou_aux_dn: 2.290054 loss: 14.506514 eta: 2 days, 13:13:25 batch_cost: 0.5109 data_cost: 0.0014 ips: 7.8301 images/s [03/30 06:52:21] ppdet.engine INFO: Epoch: [17] [1400/7329] learning_rate: 0.000100 loss_class: 0.602705 loss_bbox: 0.154858 loss_giou: 0.423546 loss_class_aux: 3.774890 loss_bbox_aux: 0.984865 loss_giou_aux: 2.660662 loss_class_dn: 0.350481 loss_bbox_dn: 0.164926 loss_giou_dn: 0.444895 loss_class_aux_dn: 1.857224 loss_bbox_aux_dn: 0.954088 loss_giou_aux_dn: 2.414253 loss: 15.477752 eta: 2 days, 13:12:19 batch_cost: 0.5152 data_cost: 0.0012 ips: 7.7643 images/s [03/30 06:53:19] ppdet.engine INFO: Epoch: [17] [1500/7329] learning_rate: 0.000100 loss_class: 0.537520 loss_bbox: 0.127818 loss_giou: 0.376878 loss_class_aux: 3.525037 loss_bbox_aux: 0.848668 loss_giou_aux: 2.347188 loss_class_dn: 0.313315 loss_bbox_dn: 0.156141 loss_giou_dn: 0.375980 loss_class_aux_dn: 1.742439 loss_bbox_aux_dn: 0.944037 loss_giou_aux_dn: 2.096063 loss: 13.997044 eta: 2 days, 13:11:19 batch_cost: 0.5300 data_cost: 0.0012 ips: 7.5465 images/s [03/30 06:54:19] ppdet.engine INFO: Epoch: [17] [1600/7329] learning_rate: 0.000100 loss_class: 0.626690 loss_bbox: 0.154528 loss_giou: 0.422073 loss_class_aux: 4.049908 loss_bbox_aux: 0.969436 loss_giou_aux: 2.670381 loss_class_dn: 0.356661 loss_bbox_dn: 0.186389 loss_giou_dn: 0.444540 loss_class_aux_dn: 1.907386 loss_bbox_aux_dn: 1.048119 loss_giou_aux_dn: 2.411472 loss: 16.215399 eta: 2 days, 13:10:17 batch_cost: 0.5290 data_cost: 0.0013 ips: 7.5618 images/s [03/30 06:55:15] ppdet.engine INFO: Epoch: [17] [1700/7329] learning_rate: 0.000100 loss_class: 0.702776 loss_bbox: 0.145821 loss_giou: 0.455017 loss_class_aux: 4.593319 loss_bbox_aux: 1.037569 loss_giou_aux: 2.959870 loss_class_dn: 0.384541 loss_bbox_dn: 0.205708 loss_giou_dn: 0.496584 loss_class_aux_dn: 2.088761 loss_bbox_aux_dn: 1.182961 loss_giou_aux_dn: 2.744802 loss: 17.046162 eta: 2 days, 13:09:12 batch_cost: 0.5143 data_cost: 0.0012 ips: 7.7775 images/s [03/30 06:56:18] ppdet.engine INFO: Epoch: [17] [1800/7329] learning_rate: 0.000100 loss_class: 0.585015 loss_bbox: 0.150157 loss_giou: 0.437109 loss_class_aux: 3.776109 loss_bbox_aux: 0.967454 loss_giou_aux: 2.894991 loss_class_dn: 0.333441 loss_bbox_dn: 0.171772 loss_giou_dn: 0.439784 loss_class_aux_dn: 1.772367 loss_bbox_aux_dn: 1.006471 loss_giou_aux_dn: 2.381907 loss: 15.892517 eta: 2 days, 13:08:23 batch_cost: 0.5672 data_cost: 0.0023 ips: 7.0519 images/s [03/30 06:57:19] ppdet.engine INFO: Epoch: [17] [1900/7329] learning_rate: 0.000100 loss_class: 0.633785 loss_bbox: 0.137647 loss_giou: 0.440993 loss_class_aux: 3.943429 loss_bbox_aux: 0.902408 loss_giou_aux: 2.778704 loss_class_dn: 0.340827 loss_bbox_dn: 0.151695 loss_giou_dn: 0.449802 loss_class_aux_dn: 1.853309 loss_bbox_aux_dn: 0.875863 loss_giou_aux_dn: 2.416073 loss: 15.178082 eta: 2 days, 13:07:30 batch_cost: 0.5552 data_cost: 0.0011 ips: 7.2052 images/s [03/30 06:58:24] ppdet.engine INFO: Epoch: [17] [2000/7329] learning_rate: 0.000100 loss_class: 0.622718 loss_bbox: 0.150873 loss_giou: 0.342634 loss_class_aux: 4.202854 loss_bbox_aux: 1.005878 loss_giou_aux: 2.152222 loss_class_dn: 0.350330 loss_bbox_dn: 0.180725 loss_giou_dn: 0.357388 loss_class_aux_dn: 1.880172 loss_bbox_aux_dn: 1.068393 loss_giou_aux_dn: 1.980807 loss: 14.548609 eta: 2 days, 13:06:48 batch_cost: 0.5888 data_cost: 0.0014 ips: 6.7935 images/s [03/30 06:59:26] ppdet.engine INFO: Epoch: [17] [2100/7329] learning_rate: 0.000100 loss_class: 0.657945 loss_bbox: 0.148129 loss_giou: 0.443532 loss_class_aux: 4.132507 loss_bbox_aux: 0.977391 loss_giou_aux: 2.846579 loss_class_dn: 0.327673 loss_bbox_dn: 0.186862 loss_giou_dn: 0.459402 loss_class_aux_dn: 1.784369 loss_bbox_aux_dn: 1.090690 loss_giou_aux_dn: 2.484758 loss: 15.552250 eta: 2 days, 13:05:55 batch_cost: 0.5554 data_cost: 0.0017 ips: 7.2017 images/s [03/30 07:00:23] ppdet.engine INFO: Epoch: [17] [2200/7329] learning_rate: 0.000100 loss_class: 0.645550 loss_bbox: 0.165859 loss_giou: 0.505689 loss_class_aux: 4.108868 loss_bbox_aux: 1.093280 loss_giou_aux: 3.299422 loss_class_dn: 0.363003 loss_bbox_dn: 0.196871 loss_giou_dn: 0.485729 loss_class_aux_dn: 1.960612 loss_bbox_aux_dn: 1.064960 loss_giou_aux_dn: 2.619052 loss: 16.799330 eta: 2 days, 13:04:48 batch_cost: 0.5087 data_cost: 0.0013 ips: 7.8625 images/s [03/30 07:01:31] ppdet.engine INFO: Epoch: [17] [2300/7329] learning_rate: 0.000100 loss_class: 0.587401 loss_bbox: 0.158842 loss_giou: 0.348927 loss_class_aux: 3.755583 loss_bbox_aux: 0.996717 loss_giou_aux: 2.180744 loss_class_dn: 0.330039 loss_bbox_dn: 0.172349 loss_giou_dn: 0.377972 loss_class_aux_dn: 1.815287 loss_bbox_aux_dn: 1.016684 loss_giou_aux_dn: 2.066363 loss: 13.882748 eta: 2 days, 13:04:17 batch_cost: 0.6236 data_cost: 0.0014 ips: 6.4140 images/s [03/30 07:02:31] ppdet.engine INFO: Epoch: [17] [2400/7329] learning_rate: 0.000100 loss_class: 0.644476 loss_bbox: 0.166899 loss_giou: 0.425018 loss_class_aux: 4.226207 loss_bbox_aux: 1.079417 loss_giou_aux: 2.690610 loss_class_dn: 0.355162 loss_bbox_dn: 0.193560 loss_giou_dn: 0.433850 loss_class_aux_dn: 1.878050 loss_bbox_aux_dn: 1.125716 loss_giou_aux_dn: 2.385376 loss: 16.614141 eta: 2 days, 13:03:21 batch_cost: 0.5452 data_cost: 0.0013 ips: 7.3372 images/s [03/30 07:03:35] ppdet.engine INFO: Epoch: [17] [2500/7329] learning_rate: 0.000100 loss_class: 0.599248 loss_bbox: 0.137020 loss_giou: 0.439708 loss_class_aux: 3.846913 loss_bbox_aux: 0.901396 loss_giou_aux: 2.811478 loss_class_dn: 0.365108 loss_bbox_dn: 0.152039 loss_giou_dn: 0.442232 loss_class_aux_dn: 1.930061 loss_bbox_aux_dn: 0.913616 loss_giou_aux_dn: 2.448887 loss: 15.117931 eta: 2 days, 13:02:32 batch_cost: 0.5686 data_cost: 0.0017 ips: 7.0345 images/s [03/30 07:04:38] ppdet.engine INFO: Epoch: [17] [2600/7329] learning_rate: 0.000100 loss_class: 0.582037 loss_bbox: 0.154262 loss_giou: 0.409915 loss_class_aux: 3.716750 loss_bbox_aux: 0.996697 loss_giou_aux: 2.529718 loss_class_dn: 0.334101 loss_bbox_dn: 0.183661 loss_giou_dn: 0.406464 loss_class_aux_dn: 1.780492 loss_bbox_aux_dn: 1.070750 loss_giou_aux_dn: 2.202445 loss: 15.022427 eta: 2 days, 13:01:47 batch_cost: 0.5790 data_cost: 0.0012 ips: 6.9083 images/s [03/30 07:05:37] ppdet.engine INFO: Epoch: [17] [2700/7329] learning_rate: 0.000100 loss_class: 0.612972 loss_bbox: 0.153898 loss_giou: 0.413004 loss_class_aux: 4.012658 loss_bbox_aux: 1.032979 loss_giou_aux: 2.627324 loss_class_dn: 0.347151 loss_bbox_dn: 0.176557 loss_giou_dn: 0.400129 loss_class_aux_dn: 1.914441 loss_bbox_aux_dn: 1.035171 loss_giou_aux_dn: 2.194854 loss: 14.605940 eta: 2 days, 13:00:48 batch_cost: 0.5359 data_cost: 0.0013 ips: 7.4634 images/s [03/30 07:06:38] ppdet.engine INFO: Epoch: [17] [2800/7329] learning_rate: 0.000100 loss_class: 0.661766 loss_bbox: 0.154645 loss_giou: 0.411354 loss_class_aux: 4.245171 loss_bbox_aux: 1.042705 loss_giou_aux: 2.673725 loss_class_dn: 0.374894 loss_bbox_dn: 0.191612 loss_giou_dn: 0.436727 loss_class_aux_dn: 1.986380 loss_bbox_aux_dn: 1.056297 loss_giou_aux_dn: 2.477923 loss: 16.259029 eta: 2 days, 12:59:55 batch_cost: 0.5533 data_cost: 0.0014 ips: 7.2300 images/s [03/30 07:07:43] ppdet.engine INFO: Epoch: [17] [2900/7329] learning_rate: 0.000100 loss_class: 0.624510 loss_bbox: 0.155093 loss_giou: 0.427795 loss_class_aux: 3.969867 loss_bbox_aux: 1.039533 loss_giou_aux: 2.618739 loss_class_dn: 0.341744 loss_bbox_dn: 0.187961 loss_giou_dn: 0.407693 loss_class_aux_dn: 1.867433 loss_bbox_aux_dn: 1.057023 loss_giou_aux_dn: 2.192879 loss: 15.611753 eta: 2 days, 12:59:12 batch_cost: 0.5865 data_cost: 0.0014 ips: 6.8206 images/s [03/30 07:08:47] ppdet.engine INFO: Epoch: [17] [3000/7329] learning_rate: 0.000100 loss_class: 0.561606 loss_bbox: 0.151725 loss_giou: 0.368287 loss_class_aux: 3.432431 loss_bbox_aux: 0.977486 loss_giou_aux: 2.290233 loss_class_dn: 0.315474 loss_bbox_dn: 0.187454 loss_giou_dn: 0.373771 loss_class_aux_dn: 1.701650 loss_bbox_aux_dn: 1.102214 loss_giou_aux_dn: 2.043795 loss: 14.022877 eta: 2 days, 12:58:24 batch_cost: 0.5717 data_cost: 0.0017 ips: 6.9964 images/s [03/30 07:09:54] ppdet.engine INFO: Epoch: [17] [3100/7329] learning_rate: 0.000100 loss_class: 0.632141 loss_bbox: 0.175169 loss_giou: 0.474364 loss_class_aux: 3.851015 loss_bbox_aux: 1.094925 loss_giou_aux: 2.987682 loss_class_dn: 0.364957 loss_bbox_dn: 0.209933 loss_giou_dn: 0.460698 loss_class_aux_dn: 1.954592 loss_bbox_aux_dn: 1.228936 loss_giou_aux_dn: 2.545498 loss: 16.266300 eta: 2 days, 12:57:42 batch_cost: 0.5887 data_cost: 0.0016 ips: 6.7943 images/s [03/30 07:10:58] ppdet.engine INFO: Epoch: [17] [3200/7329] learning_rate: 0.000100 loss_class: 0.577344 loss_bbox: 0.150366 loss_giou: 0.383344 loss_class_aux: 3.730627 loss_bbox_aux: 0.988383 loss_giou_aux: 2.559778 loss_class_dn: 0.323939 loss_bbox_dn: 0.175590 loss_giou_dn: 0.384444 loss_class_aux_dn: 1.769468 loss_bbox_aux_dn: 1.016720 loss_giou_aux_dn: 2.121109 loss: 14.171982 eta: 2 days, 12:56:54 batch_cost: 0.5721 data_cost: 0.0014 ips: 6.9923 images/s [03/30 07:12:02] ppdet.engine INFO: Epoch: [17] [3300/7329] learning_rate: 0.000100 loss_class: 0.638326 loss_bbox: 0.159353 loss_giou: 0.388713 loss_class_aux: 4.045134 loss_bbox_aux: 1.037979 loss_giou_aux: 2.482763 loss_class_dn: 0.351219 loss_bbox_dn: 0.190048 loss_giou_dn: 0.403247 loss_class_aux_dn: 1.891945 loss_bbox_aux_dn: 1.086521 loss_giou_aux_dn: 2.250890 loss: 16.019432 eta: 2 days, 12:56:08 batch_cost: 0.5749 data_cost: 0.0013 ips: 6.9581 images/s [03/30 07:13:00] ppdet.engine INFO: Epoch: [17] [3400/7329] learning_rate: 0.000100 loss_class: 0.620617 loss_bbox: 0.150972 loss_giou: 0.342686 loss_class_aux: 4.030799 loss_bbox_aux: 1.040554 loss_giou_aux: 2.157390 loss_class_dn: 0.337086 loss_bbox_dn: 0.194924 loss_giou_dn: 0.387277 loss_class_aux_dn: 1.817434 loss_bbox_aux_dn: 1.134062 loss_giou_aux_dn: 2.167207 loss: 14.929859 eta: 2 days, 12:55:06 batch_cost: 0.5265 data_cost: 0.0012 ips: 7.5971 images/s [03/30 07:14:00] ppdet.engine INFO: Epoch: [17] [3500/7329] learning_rate: 0.000100 loss_class: 0.591481 loss_bbox: 0.139125 loss_giou: 0.430728 loss_class_aux: 3.851943 loss_bbox_aux: 0.936235 loss_giou_aux: 2.648954 loss_class_dn: 0.344661 loss_bbox_dn: 0.174134 loss_giou_dn: 0.433791 loss_class_aux_dn: 1.807480 loss_bbox_aux_dn: 0.967884 loss_giou_aux_dn: 2.412935 loss: 15.383882 eta: 2 days, 12:54:09 batch_cost: 0.5413 data_cost: 0.0014 ips: 7.3891 images/s [03/30 07:15:08] ppdet.engine INFO: Epoch: [17] [3600/7329] learning_rate: 0.000100 loss_class: 0.552251 loss_bbox: 0.128800 loss_giou: 0.360126 loss_class_aux: 3.562830 loss_bbox_aux: 0.902052 loss_giou_aux: 2.223459 loss_class_dn: 0.313493 loss_bbox_dn: 0.151612 loss_giou_dn: 0.362360 loss_class_aux_dn: 1.689141 loss_bbox_aux_dn: 0.927128 loss_giou_aux_dn: 2.059004 loss: 13.906798 eta: 2 days, 12:53:33 batch_cost: 0.6106 data_cost: 0.0018 ips: 6.5507 images/s [03/30 07:16:09] ppdet.engine INFO: Epoch: [17] [3700/7329] learning_rate: 0.000100 loss_class: 0.632528 loss_bbox: 0.150378 loss_giou: 0.358174 loss_class_aux: 4.031719 loss_bbox_aux: 0.995013 loss_giou_aux: 2.291711 loss_class_dn: 0.330877 loss_bbox_dn: 0.184087 loss_giou_dn: 0.386702 loss_class_aux_dn: 1.807650 loss_bbox_aux_dn: 1.061111 loss_giou_aux_dn: 2.162155 loss: 14.876699 eta: 2 days, 12:52:42 batch_cost: 0.5599 data_cost: 0.0012 ips: 7.1436 images/s [03/30 07:17:14] ppdet.engine INFO: Epoch: [17] [3800/7329] learning_rate: 0.000100 loss_class: 0.534568 loss_bbox: 0.149412 loss_giou: 0.434367 loss_class_aux: 3.535784 loss_bbox_aux: 0.951443 loss_giou_aux: 2.699665 loss_class_dn: 0.338380 loss_bbox_dn: 0.186920 loss_giou_dn: 0.434360 loss_class_aux_dn: 1.774625 loss_bbox_aux_dn: 1.081378 loss_giou_aux_dn: 2.346699 loss: 15.316664 eta: 2 days, 12:52:01 batch_cost: 0.5926 data_cost: 0.0012 ips: 6.7500 images/s [03/30 07:18:12] ppdet.engine INFO: Epoch: [17] [3900/7329] learning_rate: 0.000100 loss_class: 0.621295 loss_bbox: 0.144465 loss_giou: 0.411000 loss_class_aux: 3.897412 loss_bbox_aux: 0.977278 loss_giou_aux: 2.629144 loss_class_dn: 0.344910 loss_bbox_dn: 0.166201 loss_giou_dn: 0.428573 loss_class_aux_dn: 1.875461 loss_bbox_aux_dn: 0.992373 loss_giou_aux_dn: 2.300272 loss: 15.778900 eta: 2 days, 12:50:58 batch_cost: 0.5227 data_cost: 0.0014 ips: 7.6531 images/s [03/30 07:19:13] ppdet.engine INFO: Epoch: [17] [4000/7329] learning_rate: 0.000100 loss_class: 0.579986 loss_bbox: 0.165928 loss_giou: 0.430789 loss_class_aux: 3.743842 loss_bbox_aux: 1.056518 loss_giou_aux: 2.890168 loss_class_dn: 0.368720 loss_bbox_dn: 0.212182 loss_giou_dn: 0.446042 loss_class_aux_dn: 1.994139 loss_bbox_aux_dn: 1.240439 loss_giou_aux_dn: 2.443769 loss: 16.324568 eta: 2 days, 12:50:02 batch_cost: 0.5471 data_cost: 0.0015 ips: 7.3111 images/s [03/30 07:20:12] ppdet.engine INFO: Epoch: [17] [4100/7329] learning_rate: 0.000100 loss_class: 0.632774 loss_bbox: 0.167349 loss_giou: 0.419112 loss_class_aux: 4.097588 loss_bbox_aux: 1.119443 loss_giou_aux: 2.625049 loss_class_dn: 0.353377 loss_bbox_dn: 0.198411 loss_giou_dn: 0.394206 loss_class_aux_dn: 1.896568 loss_bbox_aux_dn: 1.145360 loss_giou_aux_dn: 2.182617 loss: 15.516809 eta: 2 days, 12:49:01 batch_cost: 0.5286 data_cost: 0.0014 ips: 7.5678 images/s [03/30 07:21:10] ppdet.engine INFO: Epoch: [17] [4200/7329] learning_rate: 0.000100 loss_class: 0.652415 loss_bbox: 0.165472 loss_giou: 0.488700 loss_class_aux: 4.183250 loss_bbox_aux: 1.059532 loss_giou_aux: 3.027415 loss_class_dn: 0.373580 loss_bbox_dn: 0.176534 loss_giou_dn: 0.480743 loss_class_aux_dn: 2.022098 loss_bbox_aux_dn: 1.052425 loss_giou_aux_dn: 2.637239 loss: 16.249258 eta: 2 days, 12:48:02 batch_cost: 0.5339 data_cost: 0.0015 ips: 7.4921 images/s [03/30 07:22:14] ppdet.engine INFO: Epoch: [17] [4300/7329] learning_rate: 0.000100 loss_class: 0.623170 loss_bbox: 0.158370 loss_giou: 0.453408 loss_class_aux: 4.076958 loss_bbox_aux: 1.109293 loss_giou_aux: 2.894069 loss_class_dn: 0.355733 loss_bbox_dn: 0.190944 loss_giou_dn: 0.452801 loss_class_aux_dn: 1.867330 loss_bbox_aux_dn: 1.068323 loss_giou_aux_dn: 2.484020 loss: 16.223396 eta: 2 days, 12:47:18 batch_cost: 0.5851 data_cost: 0.0012 ips: 6.8367 images/s [03/30 07:23:12] ppdet.engine INFO: Epoch: [17] [4400/7329] learning_rate: 0.000100 loss_class: 0.643493 loss_bbox: 0.170189 loss_giou: 0.474525 loss_class_aux: 4.334080 loss_bbox_aux: 1.088929 loss_giou_aux: 2.944234 loss_class_dn: 0.380597 loss_bbox_dn: 0.186601 loss_giou_dn: 0.472895 loss_class_aux_dn: 2.016911 loss_bbox_aux_dn: 1.033691 loss_giou_aux_dn: 2.652050 loss: 17.311743 eta: 2 days, 12:46:15 batch_cost: 0.5229 data_cost: 0.0014 ips: 7.6501 images/s [03/30 07:24:15] ppdet.engine INFO: Epoch: [17] [4500/7329] learning_rate: 0.000100 loss_class: 0.611148 loss_bbox: 0.163553 loss_giou: 0.466506 loss_class_aux: 3.903131 loss_bbox_aux: 1.058945 loss_giou_aux: 2.987661 loss_class_dn: 0.372203 loss_bbox_dn: 0.182693 loss_giou_dn: 0.471965 loss_class_aux_dn: 2.024531 loss_bbox_aux_dn: 1.112115 loss_giou_aux_dn: 2.586601 loss: 17.002094 eta: 2 days, 12:45:28 batch_cost: 0.5728 data_cost: 0.0013 ips: 6.9829 images/s [03/30 07:25:21] ppdet.engine INFO: Epoch: [17] [4600/7329] learning_rate: 0.000100 loss_class: 0.565725 loss_bbox: 0.136076 loss_giou: 0.370803 loss_class_aux: 3.702955 loss_bbox_aux: 0.871315 loss_giou_aux: 2.293703 loss_class_dn: 0.323858 loss_bbox_dn: 0.157631 loss_giou_dn: 0.375828 loss_class_aux_dn: 1.725393 loss_bbox_aux_dn: 0.931200 loss_giou_aux_dn: 2.090136 loss: 14.161724 eta: 2 days, 12:44:49 batch_cost: 0.6008 data_cost: 0.0016 ips: 6.6577 images/s [03/30 07:26:18] ppdet.engine INFO: Epoch: [17] [4700/7329] learning_rate: 0.000100 loss_class: 0.553582 loss_bbox: 0.140911 loss_giou: 0.363307 loss_class_aux: 3.616194 loss_bbox_aux: 0.944357 loss_giou_aux: 2.342283 loss_class_dn: 0.324101 loss_bbox_dn: 0.170781 loss_giou_dn: 0.356858 loss_class_aux_dn: 1.728027 loss_bbox_aux_dn: 1.070515 loss_giou_aux_dn: 2.014555 loss: 14.091932 eta: 2 days, 12:43:45 batch_cost: 0.5195 data_cost: 0.0013 ips: 7.7001 images/s [03/30 07:27:16] ppdet.engine INFO: Epoch: [17] [4800/7329] learning_rate: 0.000100 loss_class: 0.610859 loss_bbox: 0.159935 loss_giou: 0.413884 loss_class_aux: 3.912929 loss_bbox_aux: 1.059201 loss_giou_aux: 2.572651 loss_class_dn: 0.332556 loss_bbox_dn: 0.166740 loss_giou_dn: 0.421103 loss_class_aux_dn: 1.767753 loss_bbox_aux_dn: 0.968956 loss_giou_aux_dn: 2.289290 loss: 15.333670 eta: 2 days, 12:42:43 batch_cost: 0.5254 data_cost: 0.0014 ips: 7.6127 images/s [03/30 07:28:18] ppdet.engine INFO: Epoch: [17] [4900/7329] learning_rate: 0.000100 loss_class: 0.634751 loss_bbox: 0.145989 loss_giou: 0.409706 loss_class_aux: 4.114890 loss_bbox_aux: 1.003125 loss_giou_aux: 2.606640 loss_class_dn: 0.367135 loss_bbox_dn: 0.162601 loss_giou_dn: 0.447654 loss_class_aux_dn: 1.923189 loss_bbox_aux_dn: 0.960814 loss_giou_aux_dn: 2.444166 loss: 16.269974 eta: 2 days, 12:41:52 batch_cost: 0.5622 data_cost: 0.0014 ips: 7.1145 images/s [03/30 07:29:14] ppdet.engine INFO: Epoch: [17] [5000/7329] learning_rate: 0.000100 loss_class: 0.649637 loss_bbox: 0.165042 loss_giou: 0.415679 loss_class_aux: 4.051277 loss_bbox_aux: 1.120220 loss_giou_aux: 2.599820 loss_class_dn: 0.337680 loss_bbox_dn: 0.199397 loss_giou_dn: 0.419365 loss_class_aux_dn: 1.811544 loss_bbox_aux_dn: 1.172995 loss_giou_aux_dn: 2.346720 loss: 15.724901 eta: 2 days, 12:40:44 batch_cost: 0.5041 data_cost: 0.0012 ips: 7.9344 images/s [03/30 07:30:09] ppdet.engine INFO: Epoch: [17] [5100/7329] learning_rate: 0.000100 loss_class: 0.601935 loss_bbox: 0.148235 loss_giou: 0.383783 loss_class_aux: 4.037517 loss_bbox_aux: 0.989258 loss_giou_aux: 2.460755 loss_class_dn: 0.354127 loss_bbox_dn: 0.196723 loss_giou_dn: 0.412086 loss_class_aux_dn: 1.857946 loss_bbox_aux_dn: 1.086264 loss_giou_aux_dn: 2.281342 loss: 15.949071 eta: 2 days, 12:39:35 batch_cost: 0.5028 data_cost: 0.0012 ips: 7.9556 images/s [03/30 07:31:10] ppdet.engine INFO: Epoch: [17] [5200/7329] learning_rate: 0.000100 loss_class: 0.577179 loss_bbox: 0.146437 loss_giou: 0.378526 loss_class_aux: 3.780916 loss_bbox_aux: 0.954338 loss_giou_aux: 2.371593 loss_class_dn: 0.302104 loss_bbox_dn: 0.165402 loss_giou_dn: 0.390922 loss_class_aux_dn: 1.637745 loss_bbox_aux_dn: 0.983773 loss_giou_aux_dn: 2.079154 loss: 14.198502 eta: 2 days, 12:38:41 batch_cost: 0.5537 data_cost: 0.0012 ips: 7.2243 images/s [03/30 07:32:13] ppdet.engine INFO: Epoch: [17] [5300/7329] learning_rate: 0.000100 loss_class: 0.679758 loss_bbox: 0.175605 loss_giou: 0.477731 loss_class_aux: 4.314787 loss_bbox_aux: 1.134952 loss_giou_aux: 3.017321 loss_class_dn: 0.382104 loss_bbox_dn: 0.194130 loss_giou_dn: 0.503429 loss_class_aux_dn: 2.039595 loss_bbox_aux_dn: 1.121108 loss_giou_aux_dn: 2.768082 loss: 17.480793 eta: 2 days, 12:37:51 batch_cost: 0.5624 data_cost: 0.0015 ips: 7.1129 images/s [03/30 07:33:14] ppdet.engine INFO: Epoch: [17] [5400/7329] learning_rate: 0.000100 loss_class: 0.652386 loss_bbox: 0.145318 loss_giou: 0.374012 loss_class_aux: 4.182256 loss_bbox_aux: 0.954968 loss_giou_aux: 2.446028 loss_class_dn: 0.346747 loss_bbox_dn: 0.189050 loss_giou_dn: 0.400019 loss_class_aux_dn: 1.869720 loss_bbox_aux_dn: 1.081404 loss_giou_aux_dn: 2.262549 loss: 15.448674 eta: 2 days, 12:36:55 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3281 images/s [03/30 07:34:14] ppdet.engine INFO: Epoch: [17] [5500/7329] learning_rate: 0.000100 loss_class: 0.643612 loss_bbox: 0.141699 loss_giou: 0.417178 loss_class_aux: 4.106664 loss_bbox_aux: 0.900590 loss_giou_aux: 2.662986 loss_class_dn: 0.350360 loss_bbox_dn: 0.157343 loss_giou_dn: 0.418699 loss_class_aux_dn: 1.874566 loss_bbox_aux_dn: 0.957363 loss_giou_aux_dn: 2.294903 loss: 15.505293 eta: 2 days, 12:36:01 batch_cost: 0.5519 data_cost: 0.0012 ips: 7.2471 images/s [03/30 07:35:18] ppdet.engine INFO: Epoch: [17] [5600/7329] learning_rate: 0.000100 loss_class: 0.661220 loss_bbox: 0.150565 loss_giou: 0.394622 loss_class_aux: 4.312948 loss_bbox_aux: 0.995883 loss_giou_aux: 2.574925 loss_class_dn: 0.357372 loss_bbox_dn: 0.185681 loss_giou_dn: 0.426871 loss_class_aux_dn: 1.951581 loss_bbox_aux_dn: 1.057960 loss_giou_aux_dn: 2.306107 loss: 16.249903 eta: 2 days, 12:35:15 batch_cost: 0.5789 data_cost: 0.0012 ips: 6.9094 images/s [03/30 07:36:15] ppdet.engine INFO: Epoch: [17] [5700/7329] learning_rate: 0.000100 loss_class: 0.619958 loss_bbox: 0.167308 loss_giou: 0.431318 loss_class_aux: 4.017374 loss_bbox_aux: 1.076819 loss_giou_aux: 2.858865 loss_class_dn: 0.375247 loss_bbox_dn: 0.196654 loss_giou_dn: 0.461408 loss_class_aux_dn: 2.010660 loss_bbox_aux_dn: 1.106323 loss_giou_aux_dn: 2.479585 loss: 16.558964 eta: 2 days, 12:34:11 batch_cost: 0.5180 data_cost: 0.0014 ips: 7.7223 images/s [03/30 07:37:20] ppdet.engine INFO: Epoch: [17] [5800/7329] learning_rate: 0.000100 loss_class: 0.650547 loss_bbox: 0.153244 loss_giou: 0.467885 loss_class_aux: 4.282505 loss_bbox_aux: 1.035177 loss_giou_aux: 2.891094 loss_class_dn: 0.405495 loss_bbox_dn: 0.180475 loss_giou_dn: 0.451978 loss_class_aux_dn: 2.132589 loss_bbox_aux_dn: 1.055751 loss_giou_aux_dn: 2.516153 loss: 16.781376 eta: 2 days, 12:33:28 batch_cost: 0.5880 data_cost: 0.0012 ips: 6.8031 images/s [03/30 07:38:20] ppdet.engine INFO: Epoch: [17] [5900/7329] learning_rate: 0.000100 loss_class: 0.686209 loss_bbox: 0.173768 loss_giou: 0.488288 loss_class_aux: 4.246410 loss_bbox_aux: 1.148534 loss_giou_aux: 3.079767 loss_class_dn: 0.389627 loss_bbox_dn: 0.209331 loss_giou_dn: 0.482405 loss_class_aux_dn: 2.080065 loss_bbox_aux_dn: 1.143361 loss_giou_aux_dn: 2.687059 loss: 17.757704 eta: 2 days, 12:32:31 batch_cost: 0.5418 data_cost: 0.0014 ips: 7.3827 images/s [03/30 07:39:26] ppdet.engine INFO: Epoch: [17] [6000/7329] learning_rate: 0.000100 loss_class: 0.540668 loss_bbox: 0.143617 loss_giou: 0.328190 loss_class_aux: 3.591386 loss_bbox_aux: 0.924438 loss_giou_aux: 2.183346 loss_class_dn: 0.292614 loss_bbox_dn: 0.181765 loss_giou_dn: 0.339989 loss_class_aux_dn: 1.599312 loss_bbox_aux_dn: 1.089395 loss_giou_aux_dn: 1.870149 loss: 13.168246 eta: 2 days, 12:31:55 batch_cost: 0.6096 data_cost: 0.0013 ips: 6.5618 images/s [03/30 07:40:26] ppdet.engine INFO: Epoch: [17] [6100/7329] learning_rate: 0.000100 loss_class: 0.627829 loss_bbox: 0.145483 loss_giou: 0.418391 loss_class_aux: 4.014268 loss_bbox_aux: 1.005529 loss_giou_aux: 2.745635 loss_class_dn: 0.351322 loss_bbox_dn: 0.173075 loss_giou_dn: 0.447769 loss_class_aux_dn: 1.894475 loss_bbox_aux_dn: 0.975100 loss_giou_aux_dn: 2.412992 loss: 16.334564 eta: 2 days, 12:30:59 batch_cost: 0.5440 data_cost: 0.0013 ips: 7.3533 images/s [03/30 07:41:25] ppdet.engine INFO: Epoch: [17] [6200/7329] learning_rate: 0.000100 loss_class: 0.661260 loss_bbox: 0.157683 loss_giou: 0.426911 loss_class_aux: 4.175333 loss_bbox_aux: 1.020643 loss_giou_aux: 2.722138 loss_class_dn: 0.375118 loss_bbox_dn: 0.198658 loss_giou_dn: 0.453417 loss_class_aux_dn: 2.051577 loss_bbox_aux_dn: 1.114347 loss_giou_aux_dn: 2.560855 loss: 16.585882 eta: 2 days, 12:29:58 batch_cost: 0.5288 data_cost: 0.0013 ips: 7.5636 images/s [03/30 07:42:23] ppdet.engine INFO: Epoch: [17] [6300/7329] learning_rate: 0.000100 loss_class: 0.614584 loss_bbox: 0.163737 loss_giou: 0.466085 loss_class_aux: 4.141786 loss_bbox_aux: 1.055585 loss_giou_aux: 3.050665 loss_class_dn: 0.360220 loss_bbox_dn: 0.200115 loss_giou_dn: 0.435224 loss_class_aux_dn: 1.887780 loss_bbox_aux_dn: 1.179911 loss_giou_aux_dn: 2.418449 loss: 16.228561 eta: 2 days, 12:28:57 batch_cost: 0.5289 data_cost: 0.0013 ips: 7.5623 images/s [03/30 07:43:23] ppdet.engine INFO: Epoch: [17] [6400/7329] learning_rate: 0.000100 loss_class: 0.667492 loss_bbox: 0.157280 loss_giou: 0.438206 loss_class_aux: 4.132010 loss_bbox_aux: 1.023749 loss_giou_aux: 2.716344 loss_class_dn: 0.358483 loss_bbox_dn: 0.191532 loss_giou_dn: 0.411323 loss_class_aux_dn: 1.926672 loss_bbox_aux_dn: 1.140692 loss_giou_aux_dn: 2.266566 loss: 15.727161 eta: 2 days, 12:27:57 batch_cost: 0.5320 data_cost: 0.0015 ips: 7.5189 images/s [03/30 07:44:30] ppdet.engine INFO: Epoch: [17] [6500/7329] learning_rate: 0.000100 loss_class: 0.605423 loss_bbox: 0.159857 loss_giou: 0.408217 loss_class_aux: 4.031792 loss_bbox_aux: 1.022033 loss_giou_aux: 2.666762 loss_class_dn: 0.340267 loss_bbox_dn: 0.185394 loss_giou_dn: 0.418811 loss_class_aux_dn: 1.832881 loss_bbox_aux_dn: 1.041271 loss_giou_aux_dn: 2.347501 loss: 14.467274 eta: 2 days, 12:27:22 batch_cost: 0.6158 data_cost: 0.0014 ips: 6.4953 images/s [03/30 07:45:32] ppdet.engine INFO: Epoch: [17] [6600/7329] learning_rate: 0.000100 loss_class: 0.627409 loss_bbox: 0.159211 loss_giou: 0.405770 loss_class_aux: 3.967471 loss_bbox_aux: 1.081208 loss_giou_aux: 2.600027 loss_class_dn: 0.354679 loss_bbox_dn: 0.191175 loss_giou_dn: 0.427274 loss_class_aux_dn: 1.901353 loss_bbox_aux_dn: 1.114796 loss_giou_aux_dn: 2.367642 loss: 15.323549 eta: 2 days, 12:26:27 batch_cost: 0.5462 data_cost: 0.0015 ips: 7.3228 images/s [03/30 07:46:32] ppdet.engine INFO: Epoch: [17] [6700/7329] learning_rate: 0.000100 loss_class: 0.647779 loss_bbox: 0.166783 loss_giou: 0.476046 loss_class_aux: 4.161826 loss_bbox_aux: 1.100618 loss_giou_aux: 3.001263 loss_class_dn: 0.372521 loss_bbox_dn: 0.183498 loss_giou_dn: 0.497876 loss_class_aux_dn: 1.982126 loss_bbox_aux_dn: 1.095193 loss_giou_aux_dn: 2.690069 loss: 17.031929 eta: 2 days, 12:25:30 batch_cost: 0.5430 data_cost: 0.0015 ips: 7.3661 images/s [03/30 07:47:34] ppdet.engine INFO: Epoch: [17] [6800/7329] learning_rate: 0.000100 loss_class: 0.679235 loss_bbox: 0.160169 loss_giou: 0.501818 loss_class_aux: 4.249200 loss_bbox_aux: 1.064765 loss_giou_aux: 3.210300 loss_class_dn: 0.395492 loss_bbox_dn: 0.185565 loss_giou_dn: 0.513270 loss_class_aux_dn: 2.103249 loss_bbox_aux_dn: 1.057229 loss_giou_aux_dn: 2.783160 loss: 16.690697 eta: 2 days, 12:24:38 batch_cost: 0.5580 data_cost: 0.0014 ips: 7.1686 images/s [03/30 07:48:34] ppdet.engine INFO: Epoch: [17] [6900/7329] learning_rate: 0.000100 loss_class: 0.629753 loss_bbox: 0.158569 loss_giou: 0.461777 loss_class_aux: 4.020230 loss_bbox_aux: 1.128032 loss_giou_aux: 2.880470 loss_class_dn: 0.370098 loss_bbox_dn: 0.176204 loss_giou_dn: 0.490494 loss_class_aux_dn: 1.988070 loss_bbox_aux_dn: 1.043784 loss_giou_aux_dn: 2.687294 loss: 16.852089 eta: 2 days, 12:23:43 batch_cost: 0.5489 data_cost: 0.0014 ips: 7.2870 images/s [03/30 07:49:31] ppdet.engine INFO: Epoch: [17] [7000/7329] learning_rate: 0.000100 loss_class: 0.590079 loss_bbox: 0.151885 loss_giou: 0.467407 loss_class_aux: 3.805276 loss_bbox_aux: 0.994115 loss_giou_aux: 2.977671 loss_class_dn: 0.346220 loss_bbox_dn: 0.173359 loss_giou_dn: 0.442627 loss_class_aux_dn: 1.852005 loss_bbox_aux_dn: 1.057759 loss_giou_aux_dn: 2.407897 loss: 15.305505 eta: 2 days, 12:22:37 batch_cost: 0.5113 data_cost: 0.0012 ips: 7.8236 images/s [03/30 07:50:31] ppdet.engine INFO: Epoch: [17] [7100/7329] learning_rate: 0.000100 loss_class: 0.584642 loss_bbox: 0.158879 loss_giou: 0.395663 loss_class_aux: 3.700663 loss_bbox_aux: 1.034450 loss_giou_aux: 2.531840 loss_class_dn: 0.340683 loss_bbox_dn: 0.186037 loss_giou_dn: 0.403663 loss_class_aux_dn: 1.827251 loss_bbox_aux_dn: 1.060912 loss_giou_aux_dn: 2.245318 loss: 15.657557 eta: 2 days, 12:21:40 batch_cost: 0.5411 data_cost: 0.0015 ips: 7.3926 images/s [03/30 07:51:27] ppdet.engine INFO: Epoch: [17] [7200/7329] learning_rate: 0.000100 loss_class: 0.602796 loss_bbox: 0.138132 loss_giou: 0.384200 loss_class_aux: 3.863243 loss_bbox_aux: 0.951251 loss_giou_aux: 2.549203 loss_class_dn: 0.331483 loss_bbox_dn: 0.153177 loss_giou_dn: 0.404712 loss_class_aux_dn: 1.810651 loss_bbox_aux_dn: 0.934714 loss_giou_aux_dn: 2.233087 loss: 14.815995 eta: 2 days, 12:20:32 batch_cost: 0.5073 data_cost: 0.0012 ips: 7.8848 images/s [03/30 07:52:30] ppdet.engine INFO: Epoch: [17] [7300/7329] learning_rate: 0.000100 loss_class: 0.604955 loss_bbox: 0.142984 loss_giou: 0.417611 loss_class_aux: 3.804263 loss_bbox_aux: 0.972167 loss_giou_aux: 2.648514 loss_class_dn: 0.336458 loss_bbox_dn: 0.193104 loss_giou_dn: 0.402665 loss_class_aux_dn: 1.795007 loss_bbox_aux_dn: 1.094455 loss_giou_aux_dn: 2.222158 loss: 14.760084 eta: 2 days, 12:19:39 batch_cost: 0.5554 data_cost: 0.0015 ips: 7.2016 images/s [03/30 07:52:51] ppdet.engine INFO: Eval iter: 0 [03/30 07:53:20] ppdet.engine INFO: Eval iter: 100 [03/30 07:53:49] ppdet.engine INFO: Eval iter: 200 [03/30 07:54:19] ppdet.engine INFO: Eval iter: 300 [03/30 07:54:48] ppdet.engine INFO: Eval iter: 400 [03/30 07:55:17] ppdet.engine INFO: Eval iter: 500 [03/30 07:55:45] ppdet.engine INFO: Eval iter: 600 [03/30 07:56:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/30 07:56:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.89s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.50s). Accumulating evaluation results... DONE (t=28.50s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.502 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.686 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.541 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 ] = 0.548 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 ] = 0.377 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 ] = 0.698 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 ] = 0.746 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.874 [03/30 07:59:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.369675615707454 [03/30 07:59:03] ppdet.engine INFO: Best test bbox ap is 0.502. [03/30 07:59:07] ppdet.engine INFO: Epoch: [18] [ 0/7329] learning_rate: 0.000100 loss_class: 0.634175 loss_bbox: 0.141395 loss_giou: 0.401182 loss_class_aux: 3.945078 loss_bbox_aux: 0.964161 loss_giou_aux: 2.518185 loss_class_dn: 0.333170 loss_bbox_dn: 0.191160 loss_giou_dn: 0.397356 loss_class_aux_dn: 1.761338 loss_bbox_aux_dn: 1.087866 loss_giou_aux_dn: 2.186372 loss: 14.729050 eta: 2 days, 12:19:21 batch_cost: 0.5549 data_cost: 0.0016 ips: 7.2089 images/s [03/30 08:00:08] ppdet.engine INFO: Epoch: [18] [ 100/7329] learning_rate: 0.000100 loss_class: 0.612808 loss_bbox: 0.134860 loss_giou: 0.375909 loss_class_aux: 3.905093 loss_bbox_aux: 0.931187 loss_giou_aux: 2.388138 loss_class_dn: 0.327632 loss_bbox_dn: 0.161210 loss_giou_dn: 0.391077 loss_class_aux_dn: 1.762567 loss_bbox_aux_dn: 0.940626 loss_giou_aux_dn: 2.151580 loss: 15.213428 eta: 2 days, 12:18:29 batch_cost: 0.5586 data_cost: 0.0014 ips: 7.1613 images/s [03/30 08:01:06] ppdet.engine INFO: Epoch: [18] [ 200/7329] learning_rate: 0.000100 loss_class: 0.626002 loss_bbox: 0.151069 loss_giou: 0.412183 loss_class_aux: 4.143503 loss_bbox_aux: 0.995436 loss_giou_aux: 2.676295 loss_class_dn: 0.365942 loss_bbox_dn: 0.180821 loss_giou_dn: 0.421079 loss_class_aux_dn: 1.916665 loss_bbox_aux_dn: 1.041916 loss_giou_aux_dn: 2.353603 loss: 16.636261 eta: 2 days, 12:17:24 batch_cost: 0.5175 data_cost: 0.0013 ips: 7.7301 images/s [03/30 08:02:02] ppdet.engine INFO: Epoch: [18] [ 300/7329] learning_rate: 0.000100 loss_class: 0.601660 loss_bbox: 0.148232 loss_giou: 0.435981 loss_class_aux: 3.849336 loss_bbox_aux: 0.978338 loss_giou_aux: 2.808822 loss_class_dn: 0.340397 loss_bbox_dn: 0.188723 loss_giou_dn: 0.458000 loss_class_aux_dn: 1.835781 loss_bbox_aux_dn: 1.076478 loss_giou_aux_dn: 2.453716 loss: 15.389386 eta: 2 days, 12:16:17 batch_cost: 0.5077 data_cost: 0.0013 ips: 7.8782 images/s [03/30 08:03:04] ppdet.engine INFO: Epoch: [18] [ 400/7329] learning_rate: 0.000100 loss_class: 0.605628 loss_bbox: 0.148104 loss_giou: 0.420934 loss_class_aux: 3.842291 loss_bbox_aux: 0.961778 loss_giou_aux: 2.642945 loss_class_dn: 0.338928 loss_bbox_dn: 0.184621 loss_giou_dn: 0.412340 loss_class_aux_dn: 1.778534 loss_bbox_aux_dn: 1.104336 loss_giou_aux_dn: 2.248663 loss: 14.494102 eta: 2 days, 12:15:28 batch_cost: 0.5673 data_cost: 0.0012 ips: 7.0512 images/s [03/30 08:04:00] ppdet.engine INFO: Epoch: [18] [ 500/7329] learning_rate: 0.000100 loss_class: 0.539250 loss_bbox: 0.142956 loss_giou: 0.373747 loss_class_aux: 3.626797 loss_bbox_aux: 0.960147 loss_giou_aux: 2.357459 loss_class_dn: 0.330125 loss_bbox_dn: 0.175283 loss_giou_dn: 0.389840 loss_class_aux_dn: 1.756302 loss_bbox_aux_dn: 1.020452 loss_giou_aux_dn: 2.206019 loss: 14.533644 eta: 2 days, 12:14:19 batch_cost: 0.5001 data_cost: 0.0013 ips: 7.9988 images/s [03/30 08:04:58] ppdet.engine INFO: Epoch: [18] [ 600/7329] learning_rate: 0.000100 loss_class: 0.664190 loss_bbox: 0.164325 loss_giou: 0.472384 loss_class_aux: 4.250512 loss_bbox_aux: 1.087681 loss_giou_aux: 3.017585 loss_class_dn: 0.382922 loss_bbox_dn: 0.201924 loss_giou_dn: 0.468844 loss_class_aux_dn: 2.037421 loss_bbox_aux_dn: 1.158548 loss_giou_aux_dn: 2.618186 loss: 17.118151 eta: 2 days, 12:13:16 batch_cost: 0.5233 data_cost: 0.0013 ips: 7.6440 images/s [03/30 08:05:59] ppdet.engine INFO: Epoch: [18] [ 700/7329] learning_rate: 0.000100 loss_class: 0.610700 loss_bbox: 0.161156 loss_giou: 0.391875 loss_class_aux: 3.798709 loss_bbox_aux: 1.108624 loss_giou_aux: 2.537019 loss_class_dn: 0.336781 loss_bbox_dn: 0.198159 loss_giou_dn: 0.403589 loss_class_aux_dn: 1.821521 loss_bbox_aux_dn: 1.165804 loss_giou_aux_dn: 2.193616 loss: 15.146107 eta: 2 days, 12:12:24 batch_cost: 0.5558 data_cost: 0.0012 ips: 7.1962 images/s [03/30 08:07:03] ppdet.engine INFO: Epoch: [18] [ 800/7329] learning_rate: 0.000100 loss_class: 0.637573 loss_bbox: 0.144233 loss_giou: 0.428990 loss_class_aux: 4.058661 loss_bbox_aux: 0.959259 loss_giou_aux: 2.792526 loss_class_dn: 0.354182 loss_bbox_dn: 0.176076 loss_giou_dn: 0.459698 loss_class_aux_dn: 1.910177 loss_bbox_aux_dn: 1.018409 loss_giou_aux_dn: 2.457810 loss: 15.774856 eta: 2 days, 12:11:40 batch_cost: 0.5874 data_cost: 0.0014 ips: 6.8095 images/s [03/30 08:08:16] ppdet.engine INFO: Epoch: [18] [ 900/7329] learning_rate: 0.000100 loss_class: 0.715955 loss_bbox: 0.184742 loss_giou: 0.473077 loss_class_aux: 4.261231 loss_bbox_aux: 1.220224 loss_giou_aux: 2.918804 loss_class_dn: 0.401437 loss_bbox_dn: 0.221337 loss_giou_dn: 0.482253 loss_class_aux_dn: 2.126010 loss_bbox_aux_dn: 1.276323 loss_giou_aux_dn: 2.592901 loss: 17.362656 eta: 2 days, 12:11:23 batch_cost: 0.6736 data_cost: 0.0012 ips: 5.9379 images/s [03/30 08:09:18] ppdet.engine INFO: Epoch: [18] [1000/7329] learning_rate: 0.000100 loss_class: 0.554142 loss_bbox: 0.141671 loss_giou: 0.379588 loss_class_aux: 3.588587 loss_bbox_aux: 0.891382 loss_giou_aux: 2.427401 loss_class_dn: 0.339283 loss_bbox_dn: 0.164587 loss_giou_dn: 0.389498 loss_class_aux_dn: 1.808746 loss_bbox_aux_dn: 0.962168 loss_giou_aux_dn: 2.155919 loss: 14.476753 eta: 2 days, 12:10:32 batch_cost: 0.5628 data_cost: 0.0013 ips: 7.1075 images/s [03/30 08:10:17] ppdet.engine INFO: Epoch: [18] [1100/7329] learning_rate: 0.000100 loss_class: 0.630059 loss_bbox: 0.159498 loss_giou: 0.417550 loss_class_aux: 4.152866 loss_bbox_aux: 1.073911 loss_giou_aux: 2.660098 loss_class_dn: 0.351470 loss_bbox_dn: 0.174621 loss_giou_dn: 0.417439 loss_class_aux_dn: 1.882270 loss_bbox_aux_dn: 1.066303 loss_giou_aux_dn: 2.285762 loss: 15.576942 eta: 2 days, 12:09:34 batch_cost: 0.5385 data_cost: 0.0015 ips: 7.4277 images/s [03/30 08:11:18] ppdet.engine INFO: Epoch: [18] [1200/7329] learning_rate: 0.000100 loss_class: 0.627116 loss_bbox: 0.153430 loss_giou: 0.389826 loss_class_aux: 3.877626 loss_bbox_aux: 1.050960 loss_giou_aux: 2.537585 loss_class_dn: 0.345310 loss_bbox_dn: 0.187233 loss_giou_dn: 0.414636 loss_class_aux_dn: 1.897388 loss_bbox_aux_dn: 1.040769 loss_giou_aux_dn: 2.275211 loss: 14.861217 eta: 2 days, 12:08:39 batch_cost: 0.5476 data_cost: 0.0012 ips: 7.3043 images/s [03/30 08:12:18] ppdet.engine INFO: Epoch: [18] [1300/7329] learning_rate: 0.000100 loss_class: 0.642338 loss_bbox: 0.150089 loss_giou: 0.440799 loss_class_aux: 3.972834 loss_bbox_aux: 1.000620 loss_giou_aux: 2.853165 loss_class_dn: 0.375989 loss_bbox_dn: 0.186026 loss_giou_dn: 0.463326 loss_class_aux_dn: 2.037713 loss_bbox_aux_dn: 1.072266 loss_giou_aux_dn: 2.545484 loss: 16.577930 eta: 2 days, 12:07:42 batch_cost: 0.5418 data_cost: 0.0014 ips: 7.3825 images/s [03/30 08:13:17] ppdet.engine INFO: Epoch: [18] [1400/7329] learning_rate: 0.000100 loss_class: 0.652254 loss_bbox: 0.139733 loss_giou: 0.435401 loss_class_aux: 3.987252 loss_bbox_aux: 0.982416 loss_giou_aux: 2.777270 loss_class_dn: 0.368442 loss_bbox_dn: 0.180630 loss_giou_dn: 0.463474 loss_class_aux_dn: 1.954911 loss_bbox_aux_dn: 1.024762 loss_giou_aux_dn: 2.540746 loss: 16.960316 eta: 2 days, 12:06:44 batch_cost: 0.5378 data_cost: 0.0013 ips: 7.4371 images/s [03/30 08:14:16] ppdet.engine INFO: Epoch: [18] [1500/7329] learning_rate: 0.000100 loss_class: 0.607752 loss_bbox: 0.153130 loss_giou: 0.443661 loss_class_aux: 3.913986 loss_bbox_aux: 0.991949 loss_giou_aux: 2.809161 loss_class_dn: 0.354747 loss_bbox_dn: 0.183691 loss_giou_dn: 0.448547 loss_class_aux_dn: 1.878834 loss_bbox_aux_dn: 1.048154 loss_giou_aux_dn: 2.485366 loss: 15.235138 eta: 2 days, 12:05:43 batch_cost: 0.5303 data_cost: 0.0013 ips: 7.5433 images/s [03/30 08:15:20] ppdet.engine INFO: Epoch: [18] [1600/7329] learning_rate: 0.000100 loss_class: 0.665827 loss_bbox: 0.164567 loss_giou: 0.408263 loss_class_aux: 4.227631 loss_bbox_aux: 1.109021 loss_giou_aux: 2.682521 loss_class_dn: 0.354365 loss_bbox_dn: 0.184623 loss_giou_dn: 0.434172 loss_class_aux_dn: 1.879368 loss_bbox_aux_dn: 1.090621 loss_giou_aux_dn: 2.404779 loss: 15.684399 eta: 2 days, 12:05:00 batch_cost: 0.5878 data_cost: 0.0013 ips: 6.8052 images/s [03/30 08:16:24] ppdet.engine INFO: Epoch: [18] [1700/7329] learning_rate: 0.000100 loss_class: 0.701011 loss_bbox: 0.176879 loss_giou: 0.491285 loss_class_aux: 4.402338 loss_bbox_aux: 1.181074 loss_giou_aux: 3.179174 loss_class_dn: 0.373574 loss_bbox_dn: 0.204274 loss_giou_dn: 0.457101 loss_class_aux_dn: 2.038214 loss_bbox_aux_dn: 1.146621 loss_giou_aux_dn: 2.507825 loss: 16.971535 eta: 2 days, 12:04:12 batch_cost: 0.5717 data_cost: 0.0014 ips: 6.9969 images/s [03/30 08:17:25] ppdet.engine INFO: Epoch: [18] [1800/7329] learning_rate: 0.000100 loss_class: 0.662241 loss_bbox: 0.147097 loss_giou: 0.413414 loss_class_aux: 4.291027 loss_bbox_aux: 0.983984 loss_giou_aux: 2.600424 loss_class_dn: 0.363081 loss_bbox_dn: 0.173371 loss_giou_dn: 0.431408 loss_class_aux_dn: 1.954469 loss_bbox_aux_dn: 1.019794 loss_giou_aux_dn: 2.363795 loss: 16.062067 eta: 2 days, 12:03:17 batch_cost: 0.5473 data_cost: 0.0013 ips: 7.3091 images/s [03/30 08:18:24] ppdet.engine INFO: Epoch: [18] [1900/7329] learning_rate: 0.000100 loss_class: 0.568458 loss_bbox: 0.137319 loss_giou: 0.375337 loss_class_aux: 3.579304 loss_bbox_aux: 0.934801 loss_giou_aux: 2.345780 loss_class_dn: 0.320826 loss_bbox_dn: 0.155270 loss_giou_dn: 0.366566 loss_class_aux_dn: 1.723151 loss_bbox_aux_dn: 0.899889 loss_giou_aux_dn: 2.055747 loss: 14.319842 eta: 2 days, 12:02:16 batch_cost: 0.5301 data_cost: 0.0015 ips: 7.5451 images/s [03/30 08:19:26] ppdet.engine INFO: Epoch: [18] [2000/7329] learning_rate: 0.000100 loss_class: 0.633219 loss_bbox: 0.157744 loss_giou: 0.428522 loss_class_aux: 3.992992 loss_bbox_aux: 1.044222 loss_giou_aux: 2.734383 loss_class_dn: 0.363949 loss_bbox_dn: 0.179285 loss_giou_dn: 0.414980 loss_class_aux_dn: 1.972928 loss_bbox_aux_dn: 1.071737 loss_giou_aux_dn: 2.325354 loss: 15.636593 eta: 2 days, 12:01:23 batch_cost: 0.5541 data_cost: 0.0014 ips: 7.2186 images/s [03/30 08:20:27] ppdet.engine INFO: Epoch: [18] [2100/7329] learning_rate: 0.000100 loss_class: 0.570249 loss_bbox: 0.140466 loss_giou: 0.425807 loss_class_aux: 3.759851 loss_bbox_aux: 0.904696 loss_giou_aux: 2.660219 loss_class_dn: 0.357464 loss_bbox_dn: 0.175976 loss_giou_dn: 0.392710 loss_class_aux_dn: 1.928754 loss_bbox_aux_dn: 1.023530 loss_giou_aux_dn: 2.173322 loss: 14.815346 eta: 2 days, 12:00:31 batch_cost: 0.5577 data_cost: 0.0012 ips: 7.1727 images/s [03/30 08:21:27] ppdet.engine INFO: Epoch: [18] [2200/7329] learning_rate: 0.000100 loss_class: 0.574462 loss_bbox: 0.137558 loss_giou: 0.350935 loss_class_aux: 3.769946 loss_bbox_aux: 0.880384 loss_giou_aux: 2.349553 loss_class_dn: 0.312891 loss_bbox_dn: 0.169960 loss_giou_dn: 0.367336 loss_class_aux_dn: 1.713148 loss_bbox_aux_dn: 1.002544 loss_giou_aux_dn: 2.064170 loss: 13.962820 eta: 2 days, 11:59:34 batch_cost: 0.5435 data_cost: 0.0014 ips: 7.3602 images/s [03/30 08:22:24] ppdet.engine INFO: Epoch: [18] [2300/7329] learning_rate: 0.000100 loss_class: 0.667876 loss_bbox: 0.165917 loss_giou: 0.524537 loss_class_aux: 4.217227 loss_bbox_aux: 1.092952 loss_giou_aux: 3.301889 loss_class_dn: 0.394017 loss_bbox_dn: 0.180967 loss_giou_dn: 0.501663 loss_class_aux_dn: 2.113827 loss_bbox_aux_dn: 1.081183 loss_giou_aux_dn: 2.708645 loss: 17.222771 eta: 2 days, 11:58:31 batch_cost: 0.5196 data_cost: 0.0012 ips: 7.6984 images/s [03/30 08:23:26] ppdet.engine INFO: Epoch: [18] [2400/7329] learning_rate: 0.000100 loss_class: 0.635409 loss_bbox: 0.166036 loss_giou: 0.421313 loss_class_aux: 4.140273 loss_bbox_aux: 1.066724 loss_giou_aux: 2.755840 loss_class_dn: 0.363033 loss_bbox_dn: 0.189265 loss_giou_dn: 0.410857 loss_class_aux_dn: 1.945702 loss_bbox_aux_dn: 1.146468 loss_giou_aux_dn: 2.319378 loss: 15.922289 eta: 2 days, 11:57:39 batch_cost: 0.5584 data_cost: 0.0016 ips: 7.1638 images/s [03/30 08:24:24] ppdet.engine INFO: Epoch: [18] [2500/7329] learning_rate: 0.000100 loss_class: 0.549628 loss_bbox: 0.136783 loss_giou: 0.373624 loss_class_aux: 3.685308 loss_bbox_aux: 0.895163 loss_giou_aux: 2.364413 loss_class_dn: 0.331531 loss_bbox_dn: 0.168543 loss_giou_dn: 0.371385 loss_class_aux_dn: 1.810542 loss_bbox_aux_dn: 0.956320 loss_giou_aux_dn: 2.040863 loss: 13.244949 eta: 2 days, 11:56:37 batch_cost: 0.5255 data_cost: 0.0014 ips: 7.6125 images/s [03/30 08:25:24] ppdet.engine INFO: Epoch: [18] [2600/7329] learning_rate: 0.000100 loss_class: 0.634779 loss_bbox: 0.145790 loss_giou: 0.421057 loss_class_aux: 3.991937 loss_bbox_aux: 0.958819 loss_giou_aux: 2.735284 loss_class_dn: 0.356780 loss_bbox_dn: 0.164526 loss_giou_dn: 0.458424 loss_class_aux_dn: 1.916566 loss_bbox_aux_dn: 0.970783 loss_giou_aux_dn: 2.498828 loss: 15.926825 eta: 2 days, 11:55:37 batch_cost: 0.5320 data_cost: 0.0013 ips: 7.5191 images/s [03/30 08:26:22] ppdet.engine INFO: Epoch: [18] [2700/7329] learning_rate: 0.000100 loss_class: 0.589741 loss_bbox: 0.143832 loss_giou: 0.385290 loss_class_aux: 3.757822 loss_bbox_aux: 0.901720 loss_giou_aux: 2.485395 loss_class_dn: 0.328237 loss_bbox_dn: 0.160505 loss_giou_dn: 0.386199 loss_class_aux_dn: 1.773070 loss_bbox_aux_dn: 0.923275 loss_giou_aux_dn: 2.158422 loss: 14.139779 eta: 2 days, 11:54:38 batch_cost: 0.5323 data_cost: 0.0013 ips: 7.5150 images/s [03/30 08:27:22] ppdet.engine INFO: Epoch: [18] [2800/7329] learning_rate: 0.000100 loss_class: 0.649929 loss_bbox: 0.156402 loss_giou: 0.400962 loss_class_aux: 4.315558 loss_bbox_aux: 1.015036 loss_giou_aux: 2.510609 loss_class_dn: 0.336871 loss_bbox_dn: 0.179751 loss_giou_dn: 0.424008 loss_class_aux_dn: 1.820851 loss_bbox_aux_dn: 1.055314 loss_giou_aux_dn: 2.328808 loss: 15.368947 eta: 2 days, 11:53:39 batch_cost: 0.5376 data_cost: 0.0016 ips: 7.4408 images/s [03/30 08:28:22] ppdet.engine INFO: Epoch: [18] [2900/7329] learning_rate: 0.000100 loss_class: 0.574346 loss_bbox: 0.153569 loss_giou: 0.384928 loss_class_aux: 3.666944 loss_bbox_aux: 1.005423 loss_giou_aux: 2.479113 loss_class_dn: 0.327485 loss_bbox_dn: 0.184992 loss_giou_dn: 0.393348 loss_class_aux_dn: 1.712518 loss_bbox_aux_dn: 1.067032 loss_giou_aux_dn: 2.217155 loss: 14.688858 eta: 2 days, 11:52:40 batch_cost: 0.5332 data_cost: 0.0014 ips: 7.5024 images/s [03/30 08:29:27] ppdet.engine INFO: Epoch: [18] [3000/7329] learning_rate: 0.000100 loss_class: 0.568139 loss_bbox: 0.139404 loss_giou: 0.371209 loss_class_aux: 3.606510 loss_bbox_aux: 0.914496 loss_giou_aux: 2.359437 loss_class_dn: 0.326060 loss_bbox_dn: 0.161126 loss_giou_dn: 0.406087 loss_class_aux_dn: 1.731995 loss_bbox_aux_dn: 0.932295 loss_giou_aux_dn: 2.238707 loss: 13.978213 eta: 2 days, 11:51:54 batch_cost: 0.5789 data_cost: 0.0014 ips: 6.9099 images/s [03/30 08:30:34] ppdet.engine INFO: Epoch: [18] [3100/7329] learning_rate: 0.000100 loss_class: 0.601807 loss_bbox: 0.158244 loss_giou: 0.355810 loss_class_aux: 3.846954 loss_bbox_aux: 1.039919 loss_giou_aux: 2.253869 loss_class_dn: 0.343744 loss_bbox_dn: 0.185189 loss_giou_dn: 0.362362 loss_class_aux_dn: 1.815403 loss_bbox_aux_dn: 1.031806 loss_giou_aux_dn: 2.008018 loss: 14.681793 eta: 2 days, 11:51:18 batch_cost: 0.6121 data_cost: 0.0013 ips: 6.5345 images/s [03/30 08:31:39] ppdet.engine INFO: Epoch: [18] [3200/7329] learning_rate: 0.000100 loss_class: 0.575296 loss_bbox: 0.147331 loss_giou: 0.384327 loss_class_aux: 3.711704 loss_bbox_aux: 0.978112 loss_giou_aux: 2.393873 loss_class_dn: 0.323375 loss_bbox_dn: 0.152308 loss_giou_dn: 0.401286 loss_class_aux_dn: 1.709571 loss_bbox_aux_dn: 0.908178 loss_giou_aux_dn: 2.231179 loss: 14.000409 eta: 2 days, 11:50:35 batch_cost: 0.5925 data_cost: 0.0014 ips: 6.7513 images/s [03/30 08:32:36] ppdet.engine INFO: Epoch: [18] [3300/7329] learning_rate: 0.000100 loss_class: 0.596160 loss_bbox: 0.154475 loss_giou: 0.356892 loss_class_aux: 3.821433 loss_bbox_aux: 0.993221 loss_giou_aux: 2.287721 loss_class_dn: 0.320056 loss_bbox_dn: 0.179977 loss_giou_dn: 0.367161 loss_class_aux_dn: 1.704339 loss_bbox_aux_dn: 1.077877 loss_giou_aux_dn: 2.080912 loss: 14.840258 eta: 2 days, 11:49:32 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6792 images/s [03/30 08:33:43] ppdet.engine INFO: Epoch: [18] [3400/7329] learning_rate: 0.000100 loss_class: 0.586477 loss_bbox: 0.168347 loss_giou: 0.386197 loss_class_aux: 3.845128 loss_bbox_aux: 1.101183 loss_giou_aux: 2.483091 loss_class_dn: 0.325394 loss_bbox_dn: 0.214445 loss_giou_dn: 0.380248 loss_class_aux_dn: 1.757973 loss_bbox_aux_dn: 1.199880 loss_giou_aux_dn: 2.090161 loss: 14.571877 eta: 2 days, 11:48:54 batch_cost: 0.6046 data_cost: 0.0017 ips: 6.6158 images/s [03/30 08:34:47] ppdet.engine INFO: Epoch: [18] [3500/7329] learning_rate: 0.000100 loss_class: 0.646203 loss_bbox: 0.155226 loss_giou: 0.458416 loss_class_aux: 4.103148 loss_bbox_aux: 1.008090 loss_giou_aux: 2.940922 loss_class_dn: 0.361688 loss_bbox_dn: 0.168043 loss_giou_dn: 0.433340 loss_class_aux_dn: 1.953059 loss_bbox_aux_dn: 0.988115 loss_giou_aux_dn: 2.348985 loss: 15.877907 eta: 2 days, 11:48:09 batch_cost: 0.5826 data_cost: 0.0015 ips: 6.8655 images/s [03/30 08:35:52] ppdet.engine INFO: Epoch: [18] [3600/7329] learning_rate: 0.000100 loss_class: 0.563330 loss_bbox: 0.159762 loss_giou: 0.415661 loss_class_aux: 3.668419 loss_bbox_aux: 1.048693 loss_giou_aux: 2.682909 loss_class_dn: 0.325651 loss_bbox_dn: 0.177913 loss_giou_dn: 0.412427 loss_class_aux_dn: 1.752992 loss_bbox_aux_dn: 1.046992 loss_giou_aux_dn: 2.257649 loss: 14.680008 eta: 2 days, 11:47:23 batch_cost: 0.5813 data_cost: 0.0015 ips: 6.8813 images/s [03/30 08:36:55] ppdet.engine INFO: Epoch: [18] [3700/7329] learning_rate: 0.000100 loss_class: 0.683605 loss_bbox: 0.148175 loss_giou: 0.378035 loss_class_aux: 4.435529 loss_bbox_aux: 1.007058 loss_giou_aux: 2.406511 loss_class_dn: 0.328741 loss_bbox_dn: 0.185396 loss_giou_dn: 0.425771 loss_class_aux_dn: 1.805811 loss_bbox_aux_dn: 1.076825 loss_giou_aux_dn: 2.287666 loss: 15.609266 eta: 2 days, 11:46:37 batch_cost: 0.5776 data_cost: 0.0013 ips: 6.9255 images/s [03/30 08:37:59] ppdet.engine INFO: Epoch: [18] [3800/7329] learning_rate: 0.000100 loss_class: 0.604605 loss_bbox: 0.143840 loss_giou: 0.403393 loss_class_aux: 3.721947 loss_bbox_aux: 0.981410 loss_giou_aux: 2.575999 loss_class_dn: 0.370074 loss_bbox_dn: 0.171672 loss_giou_dn: 0.410307 loss_class_aux_dn: 1.982712 loss_bbox_aux_dn: 0.986732 loss_giou_aux_dn: 2.258896 loss: 15.545445 eta: 2 days, 11:45:47 batch_cost: 0.5688 data_cost: 0.0014 ips: 7.0321 images/s [03/30 08:39:02] ppdet.engine INFO: Epoch: [18] [3900/7329] learning_rate: 0.000100 loss_class: 0.567269 loss_bbox: 0.128106 loss_giou: 0.364149 loss_class_aux: 3.576402 loss_bbox_aux: 0.880414 loss_giou_aux: 2.285415 loss_class_dn: 0.329204 loss_bbox_dn: 0.158175 loss_giou_dn: 0.407026 loss_class_aux_dn: 1.781912 loss_bbox_aux_dn: 0.933558 loss_giou_aux_dn: 2.194971 loss: 14.255890 eta: 2 days, 11:45:00 batch_cost: 0.5758 data_cost: 0.0012 ips: 6.9468 images/s [03/30 08:40:03] ppdet.engine INFO: Epoch: [18] [4000/7329] learning_rate: 0.000100 loss_class: 0.641267 loss_bbox: 0.159908 loss_giou: 0.459510 loss_class_aux: 4.034339 loss_bbox_aux: 1.020494 loss_giou_aux: 2.876466 loss_class_dn: 0.375618 loss_bbox_dn: 0.190128 loss_giou_dn: 0.469354 loss_class_aux_dn: 1.993329 loss_bbox_aux_dn: 1.038572 loss_giou_aux_dn: 2.568533 loss: 16.669300 eta: 2 days, 11:44:08 batch_cost: 0.5575 data_cost: 0.0013 ips: 7.1745 images/s [03/30 08:41:01] ppdet.engine INFO: Epoch: [18] [4100/7329] learning_rate: 0.000100 loss_class: 0.688744 loss_bbox: 0.164163 loss_giou: 0.509262 loss_class_aux: 4.596677 loss_bbox_aux: 1.041823 loss_giou_aux: 3.206518 loss_class_dn: 0.403795 loss_bbox_dn: 0.177649 loss_giou_dn: 0.509339 loss_class_aux_dn: 2.184713 loss_bbox_aux_dn: 1.016149 loss_giou_aux_dn: 2.725488 loss: 18.383987 eta: 2 days, 11:43:05 batch_cost: 0.5218 data_cost: 0.0012 ips: 7.6659 images/s [03/30 08:42:03] ppdet.engine INFO: Epoch: [18] [4200/7329] learning_rate: 0.000100 loss_class: 0.598501 loss_bbox: 0.140051 loss_giou: 0.400197 loss_class_aux: 3.899076 loss_bbox_aux: 0.981761 loss_giou_aux: 2.456380 loss_class_dn: 0.337577 loss_bbox_dn: 0.175520 loss_giou_dn: 0.413490 loss_class_aux_dn: 1.776188 loss_bbox_aux_dn: 1.028779 loss_giou_aux_dn: 2.288537 loss: 14.732018 eta: 2 days, 11:42:13 batch_cost: 0.5600 data_cost: 0.0016 ips: 7.1426 images/s [03/30 08:43:10] ppdet.engine INFO: Epoch: [18] [4300/7329] learning_rate: 0.000100 loss_class: 0.593973 loss_bbox: 0.160704 loss_giou: 0.414132 loss_class_aux: 3.811744 loss_bbox_aux: 1.030172 loss_giou_aux: 2.646579 loss_class_dn: 0.351266 loss_bbox_dn: 0.196927 loss_giou_dn: 0.422355 loss_class_aux_dn: 1.892268 loss_bbox_aux_dn: 1.113456 loss_giou_aux_dn: 2.337310 loss: 15.853997 eta: 2 days, 11:41:30 batch_cost: 0.5870 data_cost: 0.0017 ips: 6.8140 images/s [03/30 08:44:08] ppdet.engine INFO: Epoch: [18] [4400/7329] learning_rate: 0.000100 loss_class: 0.566689 loss_bbox: 0.145184 loss_giou: 0.401604 loss_class_aux: 3.730197 loss_bbox_aux: 0.895457 loss_giou_aux: 2.583843 loss_class_dn: 0.316286 loss_bbox_dn: 0.179873 loss_giou_dn: 0.409317 loss_class_aux_dn: 1.665575 loss_bbox_aux_dn: 1.034527 loss_giou_aux_dn: 2.217045 loss: 14.617806 eta: 2 days, 11:40:27 batch_cost: 0.5232 data_cost: 0.0013 ips: 7.6453 images/s [03/30 08:45:05] ppdet.engine INFO: Epoch: [18] [4500/7329] learning_rate: 0.000100 loss_class: 0.605258 loss_bbox: 0.150542 loss_giou: 0.401603 loss_class_aux: 3.829592 loss_bbox_aux: 1.006502 loss_giou_aux: 2.439379 loss_class_dn: 0.323087 loss_bbox_dn: 0.189335 loss_giou_dn: 0.382584 loss_class_aux_dn: 1.774640 loss_bbox_aux_dn: 1.107797 loss_giou_aux_dn: 2.092670 loss: 14.970062 eta: 2 days, 11:39:23 batch_cost: 0.5175 data_cost: 0.0014 ips: 7.7301 images/s [03/30 08:46:07] ppdet.engine INFO: Epoch: [18] [4600/7329] learning_rate: 0.000100 loss_class: 0.664783 loss_bbox: 0.167489 loss_giou: 0.441531 loss_class_aux: 4.072225 loss_bbox_aux: 1.101754 loss_giou_aux: 2.811176 loss_class_dn: 0.347692 loss_bbox_dn: 0.194007 loss_giou_dn: 0.455309 loss_class_aux_dn: 1.833424 loss_bbox_aux_dn: 1.188668 loss_giou_aux_dn: 2.462835 loss: 16.523378 eta: 2 days, 11:38:30 batch_cost: 0.5557 data_cost: 0.0014 ips: 7.1984 images/s [03/30 08:47:08] ppdet.engine INFO: Epoch: [18] [4700/7329] learning_rate: 0.000100 loss_class: 0.658884 loss_bbox: 0.160970 loss_giou: 0.479128 loss_class_aux: 4.199309 loss_bbox_aux: 1.055740 loss_giou_aux: 3.081282 loss_class_dn: 0.386068 loss_bbox_dn: 0.180458 loss_giou_dn: 0.472527 loss_class_aux_dn: 2.059451 loss_bbox_aux_dn: 1.091493 loss_giou_aux_dn: 2.636322 loss: 17.083694 eta: 2 days, 11:37:36 batch_cost: 0.5501 data_cost: 0.0013 ips: 7.2712 images/s [03/30 08:48:10] ppdet.engine INFO: Epoch: [18] [4800/7329] learning_rate: 0.000100 loss_class: 0.594765 loss_bbox: 0.144614 loss_giou: 0.355384 loss_class_aux: 3.829067 loss_bbox_aux: 0.946824 loss_giou_aux: 2.344971 loss_class_dn: 0.320559 loss_bbox_dn: 0.175311 loss_giou_dn: 0.379423 loss_class_aux_dn: 1.705937 loss_bbox_aux_dn: 1.017294 loss_giou_aux_dn: 2.075966 loss: 14.878458 eta: 2 days, 11:36:47 batch_cost: 0.5707 data_cost: 0.0012 ips: 7.0087 images/s [03/30 08:49:08] ppdet.engine INFO: Epoch: [18] [4900/7329] learning_rate: 0.000100 loss_class: 0.650531 loss_bbox: 0.173875 loss_giou: 0.464038 loss_class_aux: 4.063355 loss_bbox_aux: 1.119702 loss_giou_aux: 2.974461 loss_class_dn: 0.377796 loss_bbox_dn: 0.184113 loss_giou_dn: 0.482584 loss_class_aux_dn: 1.993831 loss_bbox_aux_dn: 1.067945 loss_giou_aux_dn: 2.651764 loss: 16.753742 eta: 2 days, 11:35:43 batch_cost: 0.5176 data_cost: 0.0013 ips: 7.7282 images/s [03/30 08:50:04] ppdet.engine INFO: Epoch: [18] [5000/7329] learning_rate: 0.000100 loss_class: 0.603415 loss_bbox: 0.138168 loss_giou: 0.424657 loss_class_aux: 4.147846 loss_bbox_aux: 0.945941 loss_giou_aux: 2.683589 loss_class_dn: 0.337739 loss_bbox_dn: 0.185264 loss_giou_dn: 0.445419 loss_class_aux_dn: 1.790366 loss_bbox_aux_dn: 1.021623 loss_giou_aux_dn: 2.341118 loss: 14.709712 eta: 2 days, 11:34:38 batch_cost: 0.5122 data_cost: 0.0013 ips: 7.8100 images/s [03/30 08:51:05] ppdet.engine INFO: Epoch: [18] [5100/7329] learning_rate: 0.000100 loss_class: 0.678384 loss_bbox: 0.179394 loss_giou: 0.489544 loss_class_aux: 4.276956 loss_bbox_aux: 1.143331 loss_giou_aux: 3.033203 loss_class_dn: 0.383208 loss_bbox_dn: 0.184512 loss_giou_dn: 0.516992 loss_class_aux_dn: 2.031750 loss_bbox_aux_dn: 1.069505 loss_giou_aux_dn: 2.818381 loss: 17.876314 eta: 2 days, 11:33:42 batch_cost: 0.5453 data_cost: 0.0015 ips: 7.3357 images/s [03/30 08:52:01] ppdet.engine INFO: Epoch: [18] [5200/7329] learning_rate: 0.000100 loss_class: 0.627984 loss_bbox: 0.148070 loss_giou: 0.456504 loss_class_aux: 3.910810 loss_bbox_aux: 0.960525 loss_giou_aux: 2.851954 loss_class_dn: 0.346450 loss_bbox_dn: 0.154111 loss_giou_dn: 0.472483 loss_class_aux_dn: 1.857654 loss_bbox_aux_dn: 0.930801 loss_giou_aux_dn: 2.581511 loss: 16.389315 eta: 2 days, 11:32:34 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9637 images/s [03/30 08:53:04] ppdet.engine INFO: Epoch: [18] [5300/7329] learning_rate: 0.000100 loss_class: 0.610768 loss_bbox: 0.161935 loss_giou: 0.394398 loss_class_aux: 3.906797 loss_bbox_aux: 1.033927 loss_giou_aux: 2.603226 loss_class_dn: 0.368803 loss_bbox_dn: 0.213705 loss_giou_dn: 0.433317 loss_class_aux_dn: 1.940575 loss_bbox_aux_dn: 1.243817 loss_giou_aux_dn: 2.463561 loss: 16.657326 eta: 2 days, 11:31:43 batch_cost: 0.5637 data_cost: 0.0015 ips: 7.0962 images/s [03/30 08:54:04] ppdet.engine INFO: Epoch: [18] [5400/7329] learning_rate: 0.000100 loss_class: 0.638084 loss_bbox: 0.143433 loss_giou: 0.349568 loss_class_aux: 4.216780 loss_bbox_aux: 0.958958 loss_giou_aux: 2.148674 loss_class_dn: 0.340700 loss_bbox_dn: 0.179908 loss_giou_dn: 0.372385 loss_class_aux_dn: 1.850535 loss_bbox_aux_dn: 1.044310 loss_giou_aux_dn: 2.024270 loss: 14.784992 eta: 2 days, 11:30:48 batch_cost: 0.5466 data_cost: 0.0012 ips: 7.3184 images/s [03/30 08:55:05] ppdet.engine INFO: Epoch: [18] [5500/7329] learning_rate: 0.000100 loss_class: 0.616411 loss_bbox: 0.138770 loss_giou: 0.339929 loss_class_aux: 3.997658 loss_bbox_aux: 0.921530 loss_giou_aux: 2.183902 loss_class_dn: 0.317467 loss_bbox_dn: 0.182178 loss_giou_dn: 0.349844 loss_class_aux_dn: 1.774246 loss_bbox_aux_dn: 1.061727 loss_giou_aux_dn: 1.964954 loss: 14.153348 eta: 2 days, 11:29:55 batch_cost: 0.5573 data_cost: 0.0013 ips: 7.1769 images/s [03/30 08:56:05] ppdet.engine INFO: Epoch: [18] [5600/7329] learning_rate: 0.000100 loss_class: 0.546652 loss_bbox: 0.152164 loss_giou: 0.369707 loss_class_aux: 3.509002 loss_bbox_aux: 0.970339 loss_giou_aux: 2.357807 loss_class_dn: 0.320202 loss_bbox_dn: 0.173035 loss_giou_dn: 0.376006 loss_class_aux_dn: 1.694695 loss_bbox_aux_dn: 0.984916 loss_giou_aux_dn: 2.069817 loss: 14.254642 eta: 2 days, 11:28:58 batch_cost: 0.5390 data_cost: 0.0013 ips: 7.4208 images/s [03/30 08:57:09] ppdet.engine INFO: Epoch: [18] [5700/7329] learning_rate: 0.000100 loss_class: 0.617014 loss_bbox: 0.146075 loss_giou: 0.415152 loss_class_aux: 3.989190 loss_bbox_aux: 0.942988 loss_giou_aux: 2.678286 loss_class_dn: 0.367823 loss_bbox_dn: 0.185818 loss_giou_dn: 0.485602 loss_class_aux_dn: 1.965650 loss_bbox_aux_dn: 1.057540 loss_giou_aux_dn: 2.664531 loss: 15.963708 eta: 2 days, 11:28:13 batch_cost: 0.5838 data_cost: 0.0013 ips: 6.8517 images/s [03/30 08:58:13] ppdet.engine INFO: Epoch: [18] [5800/7329] learning_rate: 0.000100 loss_class: 0.613168 loss_bbox: 0.171615 loss_giou: 0.422657 loss_class_aux: 3.983179 loss_bbox_aux: 1.074800 loss_giou_aux: 2.586213 loss_class_dn: 0.375590 loss_bbox_dn: 0.192970 loss_giou_dn: 0.431447 loss_class_aux_dn: 2.012450 loss_bbox_aux_dn: 1.122427 loss_giou_aux_dn: 2.361757 loss: 16.250259 eta: 2 days, 11:27:29 batch_cost: 0.5872 data_cost: 0.0013 ips: 6.8115 images/s [03/30 08:59:16] ppdet.engine INFO: Epoch: [18] [5900/7329] learning_rate: 0.000100 loss_class: 0.678277 loss_bbox: 0.161697 loss_giou: 0.452052 loss_class_aux: 4.267542 loss_bbox_aux: 1.067734 loss_giou_aux: 2.883520 loss_class_dn: 0.389189 loss_bbox_dn: 0.189301 loss_giou_dn: 0.455438 loss_class_aux_dn: 2.079612 loss_bbox_aux_dn: 1.113232 loss_giou_aux_dn: 2.494834 loss: 16.431236 eta: 2 days, 11:26:41 batch_cost: 0.5745 data_cost: 0.0012 ips: 6.9623 images/s [03/30 09:00:13] ppdet.engine INFO: Epoch: [18] [6000/7329] learning_rate: 0.000100 loss_class: 0.651669 loss_bbox: 0.149337 loss_giou: 0.431211 loss_class_aux: 4.277414 loss_bbox_aux: 0.980928 loss_giou_aux: 2.642090 loss_class_dn: 0.334136 loss_bbox_dn: 0.171380 loss_giou_dn: 0.441901 loss_class_aux_dn: 1.828284 loss_bbox_aux_dn: 0.989299 loss_giou_aux_dn: 2.424053 loss: 16.066980 eta: 2 days, 11:25:35 batch_cost: 0.5109 data_cost: 0.0013 ips: 7.8298 images/s [03/30 09:01:21] ppdet.engine INFO: Epoch: [18] [6100/7329] learning_rate: 0.000100 loss_class: 0.615693 loss_bbox: 0.154059 loss_giou: 0.440875 loss_class_aux: 3.715605 loss_bbox_aux: 0.987433 loss_giou_aux: 2.737077 loss_class_dn: 0.328648 loss_bbox_dn: 0.169488 loss_giou_dn: 0.457013 loss_class_aux_dn: 1.765849 loss_bbox_aux_dn: 1.040778 loss_giou_aux_dn: 2.444671 loss: 15.057639 eta: 2 days, 11:25:03 batch_cost: 0.6291 data_cost: 0.0012 ips: 6.3586 images/s [03/30 09:02:23] ppdet.engine INFO: Epoch: [18] [6200/7329] learning_rate: 0.000100 loss_class: 0.612695 loss_bbox: 0.145182 loss_giou: 0.425604 loss_class_aux: 3.927012 loss_bbox_aux: 0.971097 loss_giou_aux: 2.709364 loss_class_dn: 0.360608 loss_bbox_dn: 0.176978 loss_giou_dn: 0.434105 loss_class_aux_dn: 1.898143 loss_bbox_aux_dn: 1.009924 loss_giou_aux_dn: 2.370907 loss: 15.611699 eta: 2 days, 11:24:11 batch_cost: 0.5577 data_cost: 0.0013 ips: 7.1723 images/s [03/30 09:03:25] ppdet.engine INFO: Epoch: [18] [6300/7329] learning_rate: 0.000100 loss_class: 0.568764 loss_bbox: 0.146284 loss_giou: 0.443159 loss_class_aux: 3.643175 loss_bbox_aux: 0.962648 loss_giou_aux: 2.781560 loss_class_dn: 0.325624 loss_bbox_dn: 0.178357 loss_giou_dn: 0.432231 loss_class_aux_dn: 1.778716 loss_bbox_aux_dn: 1.036719 loss_giou_aux_dn: 2.316853 loss: 15.065424 eta: 2 days, 11:23:20 batch_cost: 0.5652 data_cost: 0.0013 ips: 7.0773 images/s [03/30 09:04:26] ppdet.engine INFO: Epoch: [18] [6400/7329] learning_rate: 0.000100 loss_class: 0.608233 loss_bbox: 0.152374 loss_giou: 0.460262 loss_class_aux: 3.890096 loss_bbox_aux: 1.092086 loss_giou_aux: 2.813667 loss_class_dn: 0.349036 loss_bbox_dn: 0.179837 loss_giou_dn: 0.417783 loss_class_aux_dn: 1.863996 loss_bbox_aux_dn: 1.055295 loss_giou_aux_dn: 2.329532 loss: 14.638632 eta: 2 days, 11:22:26 batch_cost: 0.5513 data_cost: 0.0012 ips: 7.2550 images/s [03/30 09:05:23] ppdet.engine INFO: Epoch: [18] [6500/7329] learning_rate: 0.000100 loss_class: 0.633198 loss_bbox: 0.174206 loss_giou: 0.419222 loss_class_aux: 3.999609 loss_bbox_aux: 1.155258 loss_giou_aux: 2.760239 loss_class_dn: 0.341171 loss_bbox_dn: 0.204265 loss_giou_dn: 0.431384 loss_class_aux_dn: 1.793643 loss_bbox_aux_dn: 1.162633 loss_giou_aux_dn: 2.364871 loss: 16.218954 eta: 2 days, 11:21:22 batch_cost: 0.5149 data_cost: 0.0013 ips: 7.7689 images/s [03/30 09:06:29] ppdet.engine INFO: Epoch: [18] [6600/7329] learning_rate: 0.000100 loss_class: 0.573741 loss_bbox: 0.129637 loss_giou: 0.454025 loss_class_aux: 3.732554 loss_bbox_aux: 0.866781 loss_giou_aux: 2.802129 loss_class_dn: 0.351550 loss_bbox_dn: 0.155286 loss_giou_dn: 0.468656 loss_class_aux_dn: 1.881957 loss_bbox_aux_dn: 0.909861 loss_giou_aux_dn: 2.514487 loss: 15.805597 eta: 2 days, 11:20:40 batch_cost: 0.5977 data_cost: 0.0025 ips: 6.6919 images/s [03/30 09:07:27] ppdet.engine INFO: Epoch: [18] [6700/7329] learning_rate: 0.000100 loss_class: 0.558040 loss_bbox: 0.136619 loss_giou: 0.390031 loss_class_aux: 3.673697 loss_bbox_aux: 0.928045 loss_giou_aux: 2.439281 loss_class_dn: 0.315811 loss_bbox_dn: 0.169124 loss_giou_dn: 0.390399 loss_class_aux_dn: 1.702146 loss_bbox_aux_dn: 0.982418 loss_giou_aux_dn: 2.134557 loss: 14.305970 eta: 2 days, 11:19:39 batch_cost: 0.5243 data_cost: 0.0012 ips: 7.6287 images/s [03/30 09:08:26] ppdet.engine INFO: Epoch: [18] [6800/7329] learning_rate: 0.000100 loss_class: 0.593675 loss_bbox: 0.146943 loss_giou: 0.404599 loss_class_aux: 3.770161 loss_bbox_aux: 0.989719 loss_giou_aux: 2.584661 loss_class_dn: 0.337259 loss_bbox_dn: 0.176576 loss_giou_dn: 0.407468 loss_class_aux_dn: 1.790811 loss_bbox_aux_dn: 1.073762 loss_giou_aux_dn: 2.210762 loss: 15.034266 eta: 2 days, 11:18:38 batch_cost: 0.5281 data_cost: 0.0014 ips: 7.5743 images/s [03/30 09:09:35] ppdet.engine INFO: Epoch: [18] [6900/7329] learning_rate: 0.000100 loss_class: 0.598568 loss_bbox: 0.136899 loss_giou: 0.348229 loss_class_aux: 3.911571 loss_bbox_aux: 0.923258 loss_giou_aux: 2.217181 loss_class_dn: 0.309038 loss_bbox_dn: 0.175653 loss_giou_dn: 0.349756 loss_class_aux_dn: 1.656654 loss_bbox_aux_dn: 0.987533 loss_giou_aux_dn: 1.903196 loss: 13.668604 eta: 2 days, 11:18:00 batch_cost: 0.6095 data_cost: 0.0017 ips: 6.5630 images/s [03/30 09:10:34] ppdet.engine INFO: Epoch: [18] [7000/7329] learning_rate: 0.000100 loss_class: 0.576882 loss_bbox: 0.165604 loss_giou: 0.416479 loss_class_aux: 3.659703 loss_bbox_aux: 1.095346 loss_giou_aux: 2.594283 loss_class_dn: 0.332731 loss_bbox_dn: 0.200178 loss_giou_dn: 0.390445 loss_class_aux_dn: 1.807475 loss_bbox_aux_dn: 1.140241 loss_giou_aux_dn: 2.171444 loss: 15.118711 eta: 2 days, 11:17:01 batch_cost: 0.5335 data_cost: 0.0014 ips: 7.4980 images/s [03/30 09:11:38] ppdet.engine INFO: Epoch: [18] [7100/7329] learning_rate: 0.000100 loss_class: 0.636654 loss_bbox: 0.168530 loss_giou: 0.388123 loss_class_aux: 4.061527 loss_bbox_aux: 1.110169 loss_giou_aux: 2.638008 loss_class_dn: 0.360452 loss_bbox_dn: 0.183915 loss_giou_dn: 0.410598 loss_class_aux_dn: 1.900635 loss_bbox_aux_dn: 1.085531 loss_giou_aux_dn: 2.330935 loss: 15.904058 eta: 2 days, 11:16:12 batch_cost: 0.5694 data_cost: 0.0014 ips: 7.0249 images/s [03/30 09:12:38] ppdet.engine INFO: Epoch: [18] [7200/7329] learning_rate: 0.000100 loss_class: 0.603893 loss_bbox: 0.163457 loss_giou: 0.376803 loss_class_aux: 3.830880 loss_bbox_aux: 0.999333 loss_giou_aux: 2.487441 loss_class_dn: 0.334774 loss_bbox_dn: 0.192447 loss_giou_dn: 0.413856 loss_class_aux_dn: 1.802513 loss_bbox_aux_dn: 1.117051 loss_giou_aux_dn: 2.246864 loss: 15.198310 eta: 2 days, 11:15:15 batch_cost: 0.5420 data_cost: 0.0013 ips: 7.3801 images/s [03/30 09:13:41] ppdet.engine INFO: Epoch: [18] [7300/7329] learning_rate: 0.000100 loss_class: 0.631119 loss_bbox: 0.144723 loss_giou: 0.379477 loss_class_aux: 3.889159 loss_bbox_aux: 0.988874 loss_giou_aux: 2.370870 loss_class_dn: 0.331170 loss_bbox_dn: 0.178967 loss_giou_dn: 0.376899 loss_class_aux_dn: 1.777994 loss_bbox_aux_dn: 1.067685 loss_giou_aux_dn: 2.035625 loss: 13.500322 eta: 2 days, 11:14:25 batch_cost: 0.5666 data_cost: 0.0013 ips: 7.0599 images/s [03/30 09:14:03] ppdet.engine INFO: Eval iter: 0 [03/30 09:14:30] ppdet.engine INFO: Eval iter: 100 [03/30 09:14:57] ppdet.engine INFO: Eval iter: 200 [03/30 09:15:25] ppdet.engine INFO: Eval iter: 300 [03/30 09:15:53] ppdet.engine INFO: Eval iter: 400 [03/30 09:16:22] ppdet.engine INFO: Eval iter: 500 [03/30 09:16:51] ppdet.engine INFO: Eval iter: 600 [03/30 09:17:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/30 09:17:22] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.05s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=109.71s). Accumulating evaluation results... DONE (t=27.64s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.503 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.686 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.312 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 ] = 0.682 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 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.516 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 [03/30 09:20:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.35244930663216 [03/30 09:20:03] ppdet.engine INFO: Best test bbox ap is 0.503. [03/30 09:20:07] ppdet.engine INFO: Epoch: [19] [ 0/7329] learning_rate: 0.000100 loss_class: 0.618588 loss_bbox: 0.147863 loss_giou: 0.375227 loss_class_aux: 3.846294 loss_bbox_aux: 0.969820 loss_giou_aux: 2.365425 loss_class_dn: 0.331170 loss_bbox_dn: 0.180790 loss_giou_dn: 0.373495 loss_class_aux_dn: 1.774369 loss_bbox_aux_dn: 1.028504 loss_giou_aux_dn: 2.034546 loss: 13.580172 eta: 2 days, 11:14:08 batch_cost: 0.5474 data_cost: 0.0013 ips: 7.3079 images/s [03/30 09:21:03] ppdet.engine INFO: Epoch: [19] [ 100/7329] learning_rate: 0.000100 loss_class: 0.646861 loss_bbox: 0.171409 loss_giou: 0.439923 loss_class_aux: 4.161983 loss_bbox_aux: 1.107647 loss_giou_aux: 2.836929 loss_class_dn: 0.374457 loss_bbox_dn: 0.198452 loss_giou_dn: 0.437422 loss_class_aux_dn: 2.022198 loss_bbox_aux_dn: 1.101472 loss_giou_aux_dn: 2.461678 loss: 16.626087 eta: 2 days, 11:13:02 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8699 images/s [03/30 09:22:04] ppdet.engine INFO: Epoch: [19] [ 200/7329] learning_rate: 0.000100 loss_class: 0.630050 loss_bbox: 0.153651 loss_giou: 0.486494 loss_class_aux: 4.305972 loss_bbox_aux: 1.012656 loss_giou_aux: 3.074403 loss_class_dn: 0.389153 loss_bbox_dn: 0.182047 loss_giou_dn: 0.483295 loss_class_aux_dn: 2.059308 loss_bbox_aux_dn: 1.004757 loss_giou_aux_dn: 2.615485 loss: 17.355145 eta: 2 days, 11:12:06 batch_cost: 0.5455 data_cost: 0.0015 ips: 7.3323 images/s [03/30 09:23:04] ppdet.engine INFO: Epoch: [19] [ 300/7329] learning_rate: 0.000100 loss_class: 0.689404 loss_bbox: 0.169142 loss_giou: 0.519087 loss_class_aux: 4.330435 loss_bbox_aux: 1.060504 loss_giou_aux: 3.367068 loss_class_dn: 0.384012 loss_bbox_dn: 0.181834 loss_giou_dn: 0.513893 loss_class_aux_dn: 2.073853 loss_bbox_aux_dn: 1.066648 loss_giou_aux_dn: 2.788348 loss: 17.699551 eta: 2 days, 11:11:10 batch_cost: 0.5454 data_cost: 0.0014 ips: 7.3338 images/s [03/30 09:24:05] ppdet.engine INFO: Epoch: [19] [ 400/7329] learning_rate: 0.000100 loss_class: 0.606783 loss_bbox: 0.146033 loss_giou: 0.449006 loss_class_aux: 3.854084 loss_bbox_aux: 0.987960 loss_giou_aux: 2.891716 loss_class_dn: 0.350487 loss_bbox_dn: 0.175447 loss_giou_dn: 0.439116 loss_class_aux_dn: 1.863691 loss_bbox_aux_dn: 1.023741 loss_giou_aux_dn: 2.415425 loss: 15.373278 eta: 2 days, 11:10:17 batch_cost: 0.5555 data_cost: 0.0013 ips: 7.2004 images/s [03/30 09:25:05] ppdet.engine INFO: Epoch: [19] [ 500/7329] learning_rate: 0.000100 loss_class: 0.669330 loss_bbox: 0.166939 loss_giou: 0.461361 loss_class_aux: 4.158845 loss_bbox_aux: 1.110107 loss_giou_aux: 2.949192 loss_class_dn: 0.354173 loss_bbox_dn: 0.204052 loss_giou_dn: 0.457174 loss_class_aux_dn: 1.903444 loss_bbox_aux_dn: 1.206040 loss_giou_aux_dn: 2.469664 loss: 15.492569 eta: 2 days, 11:09:21 batch_cost: 0.5442 data_cost: 0.0014 ips: 7.3505 images/s [03/30 09:26:10] ppdet.engine INFO: Epoch: [19] [ 600/7329] learning_rate: 0.000100 loss_class: 0.569667 loss_bbox: 0.159874 loss_giou: 0.385207 loss_class_aux: 3.708835 loss_bbox_aux: 1.041755 loss_giou_aux: 2.480612 loss_class_dn: 0.338286 loss_bbox_dn: 0.183201 loss_giou_dn: 0.421820 loss_class_aux_dn: 1.793416 loss_bbox_aux_dn: 1.066863 loss_giou_aux_dn: 2.268346 loss: 15.585243 eta: 2 days, 11:08:38 batch_cost: 0.5913 data_cost: 0.0012 ips: 6.7648 images/s [03/30 09:27:15] ppdet.engine INFO: Epoch: [19] [ 700/7329] learning_rate: 0.000100 loss_class: 0.633857 loss_bbox: 0.142262 loss_giou: 0.462466 loss_class_aux: 3.972907 loss_bbox_aux: 0.911068 loss_giou_aux: 2.946937 loss_class_dn: 0.370975 loss_bbox_dn: 0.158128 loss_giou_dn: 0.455839 loss_class_aux_dn: 1.973617 loss_bbox_aux_dn: 0.958925 loss_giou_aux_dn: 2.457680 loss: 16.092606 eta: 2 days, 11:07:54 batch_cost: 0.5882 data_cost: 0.0014 ips: 6.8007 images/s [03/30 09:28:15] ppdet.engine INFO: Epoch: [19] [ 800/7329] learning_rate: 0.000100 loss_class: 0.566789 loss_bbox: 0.156278 loss_giou: 0.468297 loss_class_aux: 3.701289 loss_bbox_aux: 1.008052 loss_giou_aux: 2.792415 loss_class_dn: 0.334836 loss_bbox_dn: 0.169376 loss_giou_dn: 0.438916 loss_class_aux_dn: 1.803594 loss_bbox_aux_dn: 1.034259 loss_giou_aux_dn: 2.373895 loss: 15.890536 eta: 2 days, 11:06:55 batch_cost: 0.5354 data_cost: 0.0017 ips: 7.4707 images/s [03/30 09:29:15] ppdet.engine INFO: Epoch: [19] [ 900/7329] learning_rate: 0.000100 loss_class: 0.566229 loss_bbox: 0.139632 loss_giou: 0.307536 loss_class_aux: 3.678566 loss_bbox_aux: 0.933954 loss_giou_aux: 1.893692 loss_class_dn: 0.298593 loss_bbox_dn: 0.161303 loss_giou_dn: 0.330705 loss_class_aux_dn: 1.657205 loss_bbox_aux_dn: 1.037220 loss_giou_aux_dn: 1.798156 loss: 12.941675 eta: 2 days, 11:05:59 batch_cost: 0.5459 data_cost: 0.0013 ips: 7.3270 images/s [03/30 09:30:18] ppdet.engine INFO: Epoch: [19] [1000/7329] learning_rate: 0.000100 loss_class: 0.642148 loss_bbox: 0.162061 loss_giou: 0.466122 loss_class_aux: 4.244345 loss_bbox_aux: 1.095065 loss_giou_aux: 2.968411 loss_class_dn: 0.381292 loss_bbox_dn: 0.199193 loss_giou_dn: 0.444730 loss_class_aux_dn: 2.047602 loss_bbox_aux_dn: 1.159987 loss_giou_aux_dn: 2.501717 loss: 17.588406 eta: 2 days, 11:05:09 batch_cost: 0.5674 data_cost: 0.0013 ips: 7.0499 images/s [03/30 09:31:27] ppdet.engine INFO: Epoch: [19] [1100/7329] learning_rate: 0.000100 loss_class: 0.603053 loss_bbox: 0.161380 loss_giou: 0.407115 loss_class_aux: 3.912805 loss_bbox_aux: 1.021329 loss_giou_aux: 2.579340 loss_class_dn: 0.339674 loss_bbox_dn: 0.189197 loss_giou_dn: 0.420642 loss_class_aux_dn: 1.845768 loss_bbox_aux_dn: 1.104042 loss_giou_aux_dn: 2.264151 loss: 15.206081 eta: 2 days, 11:04:39 batch_cost: 0.6376 data_cost: 0.0013 ips: 6.2738 images/s [03/30 09:32:25] ppdet.engine INFO: Epoch: [19] [1200/7329] learning_rate: 0.000100 loss_class: 0.566022 loss_bbox: 0.136802 loss_giou: 0.324462 loss_class_aux: 3.644188 loss_bbox_aux: 0.926190 loss_giou_aux: 2.033261 loss_class_dn: 0.286431 loss_bbox_dn: 0.160743 loss_giou_dn: 0.333100 loss_class_aux_dn: 1.573563 loss_bbox_aux_dn: 0.971572 loss_giou_aux_dn: 1.862480 loss: 13.280718 eta: 2 days, 11:03:36 batch_cost: 0.5207 data_cost: 0.0013 ips: 7.6823 images/s [03/30 09:33:23] ppdet.engine INFO: Epoch: [19] [1300/7329] learning_rate: 0.000100 loss_class: 0.596049 loss_bbox: 0.162619 loss_giou: 0.418532 loss_class_aux: 3.843665 loss_bbox_aux: 1.025769 loss_giou_aux: 2.618548 loss_class_dn: 0.322579 loss_bbox_dn: 0.190438 loss_giou_dn: 0.398536 loss_class_aux_dn: 1.706609 loss_bbox_aux_dn: 1.085646 loss_giou_aux_dn: 2.157863 loss: 15.164410 eta: 2 days, 11:02:33 batch_cost: 0.5200 data_cost: 0.0014 ips: 7.6920 images/s [03/30 09:34:24] ppdet.engine INFO: Epoch: [19] [1400/7329] learning_rate: 0.000100 loss_class: 0.616838 loss_bbox: 0.155972 loss_giou: 0.393625 loss_class_aux: 3.824150 loss_bbox_aux: 1.031647 loss_giou_aux: 2.555091 loss_class_dn: 0.328527 loss_bbox_dn: 0.173220 loss_giou_dn: 0.397895 loss_class_aux_dn: 1.764119 loss_bbox_aux_dn: 1.037499 loss_giou_aux_dn: 2.139465 loss: 13.907557 eta: 2 days, 11:01:40 batch_cost: 0.5561 data_cost: 0.0016 ips: 7.1925 images/s [03/30 09:35:22] ppdet.engine INFO: Epoch: [19] [1500/7329] learning_rate: 0.000100 loss_class: 0.645573 loss_bbox: 0.143169 loss_giou: 0.399437 loss_class_aux: 4.042604 loss_bbox_aux: 0.962894 loss_giou_aux: 2.454918 loss_class_dn: 0.340666 loss_bbox_dn: 0.174496 loss_giou_dn: 0.360797 loss_class_aux_dn: 1.846039 loss_bbox_aux_dn: 1.020817 loss_giou_aux_dn: 1.988817 loss: 14.943254 eta: 2 days, 11:00:38 batch_cost: 0.5222 data_cost: 0.0013 ips: 7.6593 images/s [03/30 09:36:21] ppdet.engine INFO: Epoch: [19] [1600/7329] learning_rate: 0.000100 loss_class: 0.590409 loss_bbox: 0.139610 loss_giou: 0.390260 loss_class_aux: 3.842031 loss_bbox_aux: 0.942006 loss_giou_aux: 2.521759 loss_class_dn: 0.329262 loss_bbox_dn: 0.176548 loss_giou_dn: 0.400595 loss_class_aux_dn: 1.751615 loss_bbox_aux_dn: 1.010358 loss_giou_aux_dn: 2.159838 loss: 14.830838 eta: 2 days, 10:59:39 batch_cost: 0.5339 data_cost: 0.0013 ips: 7.4926 images/s [03/30 09:37:31] ppdet.engine INFO: Epoch: [19] [1700/7329] learning_rate: 0.000100 loss_class: 0.594287 loss_bbox: 0.135419 loss_giou: 0.335927 loss_class_aux: 3.731683 loss_bbox_aux: 0.893235 loss_giou_aux: 2.191506 loss_class_dn: 0.318770 loss_bbox_dn: 0.157131 loss_giou_dn: 0.363550 loss_class_aux_dn: 1.685699 loss_bbox_aux_dn: 0.940708 loss_giou_aux_dn: 2.020598 loss: 14.132905 eta: 2 days, 10:59:08 batch_cost: 0.6344 data_cost: 0.0014 ips: 6.3054 images/s [03/30 09:38:32] ppdet.engine INFO: Epoch: [19] [1800/7329] learning_rate: 0.000100 loss_class: 0.532539 loss_bbox: 0.118206 loss_giou: 0.363945 loss_class_aux: 3.420250 loss_bbox_aux: 0.824046 loss_giou_aux: 2.251709 loss_class_dn: 0.299244 loss_bbox_dn: 0.148510 loss_giou_dn: 0.342904 loss_class_aux_dn: 1.594619 loss_bbox_aux_dn: 0.823396 loss_giou_aux_dn: 1.885360 loss: 12.700895 eta: 2 days, 10:58:14 batch_cost: 0.5558 data_cost: 0.0016 ips: 7.1971 images/s [03/30 09:39:31] ppdet.engine INFO: Epoch: [19] [1900/7329] learning_rate: 0.000100 loss_class: 0.597394 loss_bbox: 0.153848 loss_giou: 0.444418 loss_class_aux: 3.905656 loss_bbox_aux: 1.031960 loss_giou_aux: 2.775819 loss_class_dn: 0.346878 loss_bbox_dn: 0.171886 loss_giou_dn: 0.437260 loss_class_aux_dn: 1.860415 loss_bbox_aux_dn: 0.999939 loss_giou_aux_dn: 2.428131 loss: 15.684805 eta: 2 days, 10:57:18 batch_cost: 0.5445 data_cost: 0.0011 ips: 7.3466 images/s [03/30 09:40:31] ppdet.engine INFO: Epoch: [19] [2000/7329] learning_rate: 0.000100 loss_class: 0.551695 loss_bbox: 0.130031 loss_giou: 0.329589 loss_class_aux: 3.541964 loss_bbox_aux: 0.841147 loss_giou_aux: 2.083789 loss_class_dn: 0.293117 loss_bbox_dn: 0.145859 loss_giou_dn: 0.335955 loss_class_aux_dn: 1.556788 loss_bbox_aux_dn: 0.919757 loss_giou_aux_dn: 1.860792 loss: 13.273649 eta: 2 days, 10:56:22 batch_cost: 0.5444 data_cost: 0.0011 ips: 7.3480 images/s [03/30 09:41:27] ppdet.engine INFO: Epoch: [19] [2100/7329] learning_rate: 0.000100 loss_class: 0.671721 loss_bbox: 0.162948 loss_giou: 0.403538 loss_class_aux: 4.395456 loss_bbox_aux: 1.100020 loss_giou_aux: 2.577221 loss_class_dn: 0.378938 loss_bbox_dn: 0.197286 loss_giou_dn: 0.410776 loss_class_aux_dn: 2.017974 loss_bbox_aux_dn: 1.107545 loss_giou_aux_dn: 2.353031 loss: 16.798815 eta: 2 days, 10:55:16 batch_cost: 0.5088 data_cost: 0.0012 ips: 7.8613 images/s [03/30 09:42:23] ppdet.engine INFO: Epoch: [19] [2200/7329] learning_rate: 0.000100 loss_class: 0.670265 loss_bbox: 0.148428 loss_giou: 0.435531 loss_class_aux: 4.205160 loss_bbox_aux: 1.010315 loss_giou_aux: 2.710425 loss_class_dn: 0.341550 loss_bbox_dn: 0.181701 loss_giou_dn: 0.409207 loss_class_aux_dn: 1.816904 loss_bbox_aux_dn: 1.068390 loss_giou_aux_dn: 2.249349 loss: 15.299568 eta: 2 days, 10:54:10 batch_cost: 0.5074 data_cost: 0.0013 ips: 7.8830 images/s [03/30 09:43:22] ppdet.engine INFO: Epoch: [19] [2300/7329] learning_rate: 0.000100 loss_class: 0.611479 loss_bbox: 0.145950 loss_giou: 0.475605 loss_class_aux: 3.937500 loss_bbox_aux: 1.011597 loss_giou_aux: 3.011447 loss_class_dn: 0.377737 loss_bbox_dn: 0.178515 loss_giou_dn: 0.490467 loss_class_aux_dn: 2.014238 loss_bbox_aux_dn: 1.047108 loss_giou_aux_dn: 2.625333 loss: 17.085785 eta: 2 days, 10:53:11 batch_cost: 0.5334 data_cost: 0.0012 ips: 7.4987 images/s [03/30 09:44:27] ppdet.engine INFO: Epoch: [19] [2400/7329] learning_rate: 0.000100 loss_class: 0.588886 loss_bbox: 0.149201 loss_giou: 0.438213 loss_class_aux: 3.857138 loss_bbox_aux: 0.982363 loss_giou_aux: 2.755351 loss_class_dn: 0.336004 loss_bbox_dn: 0.177657 loss_giou_dn: 0.425636 loss_class_aux_dn: 1.772876 loss_bbox_aux_dn: 1.046812 loss_giou_aux_dn: 2.306224 loss: 16.125057 eta: 2 days, 10:52:27 batch_cost: 0.5900 data_cost: 0.0013 ips: 6.7797 images/s [03/30 09:45:27] ppdet.engine INFO: Epoch: [19] [2500/7329] learning_rate: 0.000100 loss_class: 0.654803 loss_bbox: 0.164854 loss_giou: 0.415651 loss_class_aux: 4.202054 loss_bbox_aux: 1.042996 loss_giou_aux: 2.645633 loss_class_dn: 0.358011 loss_bbox_dn: 0.183579 loss_giou_dn: 0.441409 loss_class_aux_dn: 1.904896 loss_bbox_aux_dn: 1.094751 loss_giou_aux_dn: 2.393318 loss: 16.104706 eta: 2 days, 10:51:29 batch_cost: 0.5393 data_cost: 0.0013 ips: 7.4165 images/s [03/30 09:46:25] ppdet.engine INFO: Epoch: [19] [2600/7329] learning_rate: 0.000100 loss_class: 0.602236 loss_bbox: 0.139782 loss_giou: 0.445162 loss_class_aux: 3.765568 loss_bbox_aux: 0.944768 loss_giou_aux: 2.908935 loss_class_dn: 0.355232 loss_bbox_dn: 0.154399 loss_giou_dn: 0.418741 loss_class_aux_dn: 1.862610 loss_bbox_aux_dn: 0.879561 loss_giou_aux_dn: 2.339735 loss: 15.155063 eta: 2 days, 10:50:28 batch_cost: 0.5253 data_cost: 0.0012 ips: 7.6153 images/s [03/30 09:47:26] ppdet.engine INFO: Epoch: [19] [2700/7329] learning_rate: 0.000100 loss_class: 0.602705 loss_bbox: 0.151108 loss_giou: 0.408167 loss_class_aux: 3.980745 loss_bbox_aux: 1.026557 loss_giou_aux: 2.700355 loss_class_dn: 0.335130 loss_bbox_dn: 0.187765 loss_giou_dn: 0.430801 loss_class_aux_dn: 1.811009 loss_bbox_aux_dn: 1.063945 loss_giou_aux_dn: 2.323923 loss: 14.890446 eta: 2 days, 10:49:35 batch_cost: 0.5557 data_cost: 0.0014 ips: 7.1979 images/s [03/30 09:48:26] ppdet.engine INFO: Epoch: [19] [2800/7329] learning_rate: 0.000100 loss_class: 0.645669 loss_bbox: 0.159649 loss_giou: 0.383651 loss_class_aux: 4.241120 loss_bbox_aux: 1.039041 loss_giou_aux: 2.456346 loss_class_dn: 0.328526 loss_bbox_dn: 0.177978 loss_giou_dn: 0.407879 loss_class_aux_dn: 1.835495 loss_bbox_aux_dn: 1.053860 loss_giou_aux_dn: 2.253505 loss: 15.151520 eta: 2 days, 10:48:40 batch_cost: 0.5498 data_cost: 0.0013 ips: 7.2751 images/s [03/30 09:49:27] ppdet.engine INFO: Epoch: [19] [2900/7329] learning_rate: 0.000100 loss_class: 0.659430 loss_bbox: 0.172212 loss_giou: 0.431659 loss_class_aux: 4.129093 loss_bbox_aux: 1.135768 loss_giou_aux: 2.692000 loss_class_dn: 0.379183 loss_bbox_dn: 0.196201 loss_giou_dn: 0.438586 loss_class_aux_dn: 2.000820 loss_bbox_aux_dn: 1.125280 loss_giou_aux_dn: 2.400747 loss: 17.534088 eta: 2 days, 10:47:46 batch_cost: 0.5501 data_cost: 0.0014 ips: 7.2713 images/s [03/30 09:50:27] ppdet.engine INFO: Epoch: [19] [3000/7329] learning_rate: 0.000100 loss_class: 0.650305 loss_bbox: 0.160855 loss_giou: 0.449084 loss_class_aux: 4.146860 loss_bbox_aux: 1.075721 loss_giou_aux: 2.808660 loss_class_dn: 0.349507 loss_bbox_dn: 0.195162 loss_giou_dn: 0.435048 loss_class_aux_dn: 1.894351 loss_bbox_aux_dn: 1.162966 loss_giou_aux_dn: 2.401392 loss: 16.063805 eta: 2 days, 10:46:51 batch_cost: 0.5511 data_cost: 0.0012 ips: 7.2586 images/s [03/30 09:51:27] ppdet.engine INFO: Epoch: [19] [3100/7329] learning_rate: 0.000100 loss_class: 0.697896 loss_bbox: 0.148178 loss_giou: 0.488376 loss_class_aux: 4.436835 loss_bbox_aux: 1.016405 loss_giou_aux: 3.160450 loss_class_dn: 0.390408 loss_bbox_dn: 0.189642 loss_giou_dn: 0.513611 loss_class_aux_dn: 2.025538 loss_bbox_aux_dn: 1.043686 loss_giou_aux_dn: 2.800789 loss: 18.296715 eta: 2 days, 10:45:53 batch_cost: 0.5353 data_cost: 0.0014 ips: 7.4725 images/s [03/30 09:52:27] ppdet.engine INFO: Epoch: [19] [3200/7329] learning_rate: 0.000100 loss_class: 0.630928 loss_bbox: 0.158045 loss_giou: 0.415323 loss_class_aux: 4.098207 loss_bbox_aux: 1.059052 loss_giou_aux: 2.720162 loss_class_dn: 0.385944 loss_bbox_dn: 0.207947 loss_giou_dn: 0.460412 loss_class_aux_dn: 2.094617 loss_bbox_aux_dn: 1.155862 loss_giou_aux_dn: 2.537349 loss: 16.986128 eta: 2 days, 10:44:56 batch_cost: 0.5433 data_cost: 0.0016 ips: 7.3626 images/s [03/30 09:53:26] ppdet.engine INFO: Epoch: [19] [3300/7329] learning_rate: 0.000100 loss_class: 0.627745 loss_bbox: 0.154886 loss_giou: 0.413989 loss_class_aux: 4.094480 loss_bbox_aux: 1.019869 loss_giou_aux: 2.626253 loss_class_dn: 0.352669 loss_bbox_dn: 0.175412 loss_giou_dn: 0.422469 loss_class_aux_dn: 1.892531 loss_bbox_aux_dn: 1.054809 loss_giou_aux_dn: 2.317755 loss: 16.148708 eta: 2 days, 10:43:56 batch_cost: 0.5297 data_cost: 0.0012 ips: 7.5519 images/s [03/30 09:54:22] ppdet.engine INFO: Epoch: [19] [3400/7329] learning_rate: 0.000100 loss_class: 0.597520 loss_bbox: 0.141007 loss_giou: 0.363522 loss_class_aux: 3.797201 loss_bbox_aux: 0.969597 loss_giou_aux: 2.355775 loss_class_dn: 0.336789 loss_bbox_dn: 0.166549 loss_giou_dn: 0.383894 loss_class_aux_dn: 1.844431 loss_bbox_aux_dn: 0.961400 loss_giou_aux_dn: 2.128338 loss: 15.014709 eta: 2 days, 10:42:49 batch_cost: 0.5047 data_cost: 0.0012 ips: 7.9252 images/s [03/30 09:55:19] ppdet.engine INFO: Epoch: [19] [3500/7329] learning_rate: 0.000100 loss_class: 0.585407 loss_bbox: 0.174929 loss_giou: 0.373203 loss_class_aux: 3.763552 loss_bbox_aux: 1.141200 loss_giou_aux: 2.352186 loss_class_dn: 0.324550 loss_bbox_dn: 0.195055 loss_giou_dn: 0.384319 loss_class_aux_dn: 1.768715 loss_bbox_aux_dn: 1.101884 loss_giou_aux_dn: 2.087234 loss: 14.296047 eta: 2 days, 10:41:47 batch_cost: 0.5212 data_cost: 0.0012 ips: 7.6743 images/s [03/30 09:56:15] ppdet.engine INFO: Epoch: [19] [3600/7329] learning_rate: 0.000100 loss_class: 0.628812 loss_bbox: 0.146611 loss_giou: 0.393813 loss_class_aux: 3.928931 loss_bbox_aux: 0.992038 loss_giou_aux: 2.449131 loss_class_dn: 0.352402 loss_bbox_dn: 0.176961 loss_giou_dn: 0.393229 loss_class_aux_dn: 1.894639 loss_bbox_aux_dn: 1.078895 loss_giou_aux_dn: 2.162341 loss: 15.598940 eta: 2 days, 10:40:38 batch_cost: 0.4981 data_cost: 0.0012 ips: 8.0302 images/s [03/30 09:57:10] ppdet.engine INFO: Epoch: [19] [3700/7329] learning_rate: 0.000100 loss_class: 0.651374 loss_bbox: 0.160268 loss_giou: 0.410408 loss_class_aux: 4.051290 loss_bbox_aux: 1.026022 loss_giou_aux: 2.575776 loss_class_dn: 0.362802 loss_bbox_dn: 0.181356 loss_giou_dn: 0.434750 loss_class_aux_dn: 1.923081 loss_bbox_aux_dn: 0.982921 loss_giou_aux_dn: 2.395700 loss: 15.938499 eta: 2 days, 10:39:31 batch_cost: 0.5008 data_cost: 0.0013 ips: 7.9878 images/s [03/30 09:58:07] ppdet.engine INFO: Epoch: [19] [3800/7329] learning_rate: 0.000100 loss_class: 0.581525 loss_bbox: 0.138188 loss_giou: 0.435295 loss_class_aux: 3.753995 loss_bbox_aux: 0.926383 loss_giou_aux: 2.745047 loss_class_dn: 0.351763 loss_bbox_dn: 0.168297 loss_giou_dn: 0.406813 loss_class_aux_dn: 1.889930 loss_bbox_aux_dn: 0.979066 loss_giou_aux_dn: 2.321109 loss: 15.037746 eta: 2 days, 10:38:27 batch_cost: 0.5152 data_cost: 0.0012 ips: 7.7637 images/s [03/30 09:59:05] ppdet.engine INFO: Epoch: [19] [3900/7329] learning_rate: 0.000100 loss_class: 0.566144 loss_bbox: 0.146601 loss_giou: 0.421439 loss_class_aux: 3.704860 loss_bbox_aux: 1.013601 loss_giou_aux: 2.671115 loss_class_dn: 0.344735 loss_bbox_dn: 0.180038 loss_giou_dn: 0.414101 loss_class_aux_dn: 1.791219 loss_bbox_aux_dn: 1.045197 loss_giou_aux_dn: 2.294046 loss: 14.848742 eta: 2 days, 10:37:24 batch_cost: 0.5212 data_cost: 0.0012 ips: 7.6751 images/s [03/30 10:00:02] ppdet.engine INFO: Epoch: [19] [4000/7329] learning_rate: 0.000100 loss_class: 0.586745 loss_bbox: 0.142105 loss_giou: 0.393375 loss_class_aux: 3.636627 loss_bbox_aux: 0.948841 loss_giou_aux: 2.505553 loss_class_dn: 0.372215 loss_bbox_dn: 0.160698 loss_giou_dn: 0.427027 loss_class_aux_dn: 1.933713 loss_bbox_aux_dn: 0.934799 loss_giou_aux_dn: 2.280770 loss: 16.632608 eta: 2 days, 10:36:22 batch_cost: 0.5207 data_cost: 0.0014 ips: 7.6825 images/s [03/30 10:00:58] ppdet.engine INFO: Epoch: [19] [4100/7329] learning_rate: 0.000100 loss_class: 0.689183 loss_bbox: 0.158587 loss_giou: 0.452495 loss_class_aux: 4.411521 loss_bbox_aux: 1.020037 loss_giou_aux: 2.876751 loss_class_dn: 0.372712 loss_bbox_dn: 0.186653 loss_giou_dn: 0.459688 loss_class_aux_dn: 1.988997 loss_bbox_aux_dn: 1.050276 loss_giou_aux_dn: 2.538649 loss: 16.575735 eta: 2 days, 10:35:14 batch_cost: 0.5020 data_cost: 0.0013 ips: 7.9688 images/s [03/30 10:01:54] ppdet.engine INFO: Epoch: [19] [4200/7329] learning_rate: 0.000100 loss_class: 0.519472 loss_bbox: 0.134665 loss_giou: 0.360104 loss_class_aux: 3.406653 loss_bbox_aux: 0.898366 loss_giou_aux: 2.296461 loss_class_dn: 0.303674 loss_bbox_dn: 0.148270 loss_giou_dn: 0.356646 loss_class_aux_dn: 1.640919 loss_bbox_aux_dn: 0.880758 loss_giou_aux_dn: 2.074810 loss: 14.282329 eta: 2 days, 10:34:08 batch_cost: 0.5065 data_cost: 0.0012 ips: 7.8974 images/s [03/30 10:02:51] ppdet.engine INFO: Epoch: [19] [4300/7329] learning_rate: 0.000100 loss_class: 0.676036 loss_bbox: 0.167024 loss_giou: 0.482058 loss_class_aux: 4.373152 loss_bbox_aux: 1.077535 loss_giou_aux: 2.960722 loss_class_dn: 0.398356 loss_bbox_dn: 0.183746 loss_giou_dn: 0.488031 loss_class_aux_dn: 2.128822 loss_bbox_aux_dn: 1.086304 loss_giou_aux_dn: 2.774908 loss: 17.307888 eta: 2 days, 10:33:04 batch_cost: 0.5148 data_cost: 0.0013 ips: 7.7706 images/s [03/30 10:03:50] ppdet.engine INFO: Epoch: [19] [4400/7329] learning_rate: 0.000100 loss_class: 0.625019 loss_bbox: 0.146383 loss_giou: 0.449191 loss_class_aux: 4.110784 loss_bbox_aux: 0.978244 loss_giou_aux: 2.743290 loss_class_dn: 0.362921 loss_bbox_dn: 0.160008 loss_giou_dn: 0.454731 loss_class_aux_dn: 1.913722 loss_bbox_aux_dn: 0.925632 loss_giou_aux_dn: 2.516930 loss: 16.813969 eta: 2 days, 10:32:06 batch_cost: 0.5358 data_cost: 0.0013 ips: 7.4658 images/s [03/30 10:04:52] ppdet.engine INFO: Epoch: [19] [4500/7329] learning_rate: 0.000100 loss_class: 0.583558 loss_bbox: 0.148733 loss_giou: 0.449937 loss_class_aux: 3.796048 loss_bbox_aux: 0.986119 loss_giou_aux: 2.846876 loss_class_dn: 0.335158 loss_bbox_dn: 0.181323 loss_giou_dn: 0.451805 loss_class_aux_dn: 1.776006 loss_bbox_aux_dn: 1.084560 loss_giou_aux_dn: 2.416917 loss: 15.646601 eta: 2 days, 10:31:15 batch_cost: 0.5640 data_cost: 0.0013 ips: 7.0917 images/s [03/30 10:05:56] ppdet.engine INFO: Epoch: [19] [4600/7329] learning_rate: 0.000100 loss_class: 0.587987 loss_bbox: 0.162269 loss_giou: 0.380332 loss_class_aux: 3.782655 loss_bbox_aux: 1.046315 loss_giou_aux: 2.411861 loss_class_dn: 0.327902 loss_bbox_dn: 0.187216 loss_giou_dn: 0.398414 loss_class_aux_dn: 1.797623 loss_bbox_aux_dn: 1.063383 loss_giou_aux_dn: 2.187621 loss: 14.496418 eta: 2 days, 10:30:27 batch_cost: 0.5755 data_cost: 0.0013 ips: 6.9501 images/s [03/30 10:06:59] ppdet.engine INFO: Epoch: [19] [4700/7329] learning_rate: 0.000100 loss_class: 0.591795 loss_bbox: 0.151040 loss_giou: 0.402412 loss_class_aux: 3.877200 loss_bbox_aux: 1.011756 loss_giou_aux: 2.610448 loss_class_dn: 0.343380 loss_bbox_dn: 0.188935 loss_giou_dn: 0.398889 loss_class_aux_dn: 1.803483 loss_bbox_aux_dn: 1.089065 loss_giou_aux_dn: 2.255396 loss: 15.758092 eta: 2 days, 10:29:41 batch_cost: 0.5816 data_cost: 0.0012 ips: 6.8771 images/s [03/30 10:07:59] ppdet.engine INFO: Epoch: [19] [4800/7329] learning_rate: 0.000100 loss_class: 0.603450 loss_bbox: 0.161262 loss_giou: 0.395260 loss_class_aux: 3.897024 loss_bbox_aux: 1.041619 loss_giou_aux: 2.521031 loss_class_dn: 0.335195 loss_bbox_dn: 0.190514 loss_giou_dn: 0.413311 loss_class_aux_dn: 1.773955 loss_bbox_aux_dn: 1.122571 loss_giou_aux_dn: 2.238100 loss: 15.373468 eta: 2 days, 10:28:43 batch_cost: 0.5360 data_cost: 0.0013 ips: 7.4624 images/s [03/30 10:08:55] ppdet.engine INFO: Epoch: [19] [4900/7329] learning_rate: 0.000100 loss_class: 0.597382 loss_bbox: 0.130611 loss_giou: 0.369782 loss_class_aux: 3.747690 loss_bbox_aux: 0.854720 loss_giou_aux: 2.362499 loss_class_dn: 0.339582 loss_bbox_dn: 0.159287 loss_giou_dn: 0.379648 loss_class_aux_dn: 1.827303 loss_bbox_aux_dn: 0.921372 loss_giou_aux_dn: 2.215353 loss: 14.747416 eta: 2 days, 10:27:39 batch_cost: 0.5136 data_cost: 0.0012 ips: 7.7882 images/s [03/30 10:09:52] ppdet.engine INFO: Epoch: [19] [5000/7329] learning_rate: 0.000100 loss_class: 0.611879 loss_bbox: 0.156615 loss_giou: 0.419826 loss_class_aux: 3.993082 loss_bbox_aux: 1.087584 loss_giou_aux: 2.619555 loss_class_dn: 0.327544 loss_bbox_dn: 0.179277 loss_giou_dn: 0.412389 loss_class_aux_dn: 1.740901 loss_bbox_aux_dn: 1.052740 loss_giou_aux_dn: 2.214896 loss: 15.564520 eta: 2 days, 10:26:33 batch_cost: 0.5093 data_cost: 0.0012 ips: 7.8546 images/s [03/30 10:10:52] ppdet.engine INFO: Epoch: [19] [5100/7329] learning_rate: 0.000100 loss_class: 0.620701 loss_bbox: 0.148481 loss_giou: 0.433204 loss_class_aux: 3.880222 loss_bbox_aux: 0.980308 loss_giou_aux: 2.719157 loss_class_dn: 0.334275 loss_bbox_dn: 0.176077 loss_giou_dn: 0.428073 loss_class_aux_dn: 1.773483 loss_bbox_aux_dn: 0.982321 loss_giou_aux_dn: 2.408176 loss: 15.396354 eta: 2 days, 10:25:36 batch_cost: 0.5401 data_cost: 0.0014 ips: 7.4066 images/s [03/30 10:11:52] ppdet.engine INFO: Epoch: [19] [5200/7329] learning_rate: 0.000100 loss_class: 0.534385 loss_bbox: 0.138703 loss_giou: 0.351742 loss_class_aux: 3.412228 loss_bbox_aux: 0.913353 loss_giou_aux: 2.229586 loss_class_dn: 0.305477 loss_bbox_dn: 0.166633 loss_giou_dn: 0.339588 loss_class_aux_dn: 1.618454 loss_bbox_aux_dn: 0.931292 loss_giou_aux_dn: 1.895535 loss: 13.388718 eta: 2 days, 10:24:38 batch_cost: 0.5359 data_cost: 0.0014 ips: 7.4636 images/s [03/30 10:12:54] ppdet.engine INFO: Epoch: [19] [5300/7329] learning_rate: 0.000100 loss_class: 0.673678 loss_bbox: 0.154964 loss_giou: 0.469675 loss_class_aux: 4.345608 loss_bbox_aux: 0.978858 loss_giou_aux: 2.976643 loss_class_dn: 0.369826 loss_bbox_dn: 0.167136 loss_giou_dn: 0.467371 loss_class_aux_dn: 1.988372 loss_bbox_aux_dn: 0.985690 loss_giou_aux_dn: 2.508228 loss: 16.708033 eta: 2 days, 10:23:48 batch_cost: 0.5680 data_cost: 0.0012 ips: 7.0419 images/s [03/30 10:14:06] ppdet.engine INFO: Epoch: [19] [5400/7329] learning_rate: 0.000100 loss_class: 0.586073 loss_bbox: 0.161692 loss_giou: 0.461878 loss_class_aux: 3.801938 loss_bbox_aux: 1.015279 loss_giou_aux: 2.836344 loss_class_dn: 0.351383 loss_bbox_dn: 0.172799 loss_giou_dn: 0.444996 loss_class_aux_dn: 1.828962 loss_bbox_aux_dn: 0.996128 loss_giou_aux_dn: 2.419444 loss: 15.910130 eta: 2 days, 10:23:23 batch_cost: 0.6618 data_cost: 0.0013 ips: 6.0440 images/s [03/30 10:15:13] ppdet.engine INFO: Epoch: [19] [5500/7329] learning_rate: 0.000100 loss_class: 0.557475 loss_bbox: 0.145418 loss_giou: 0.408298 loss_class_aux: 3.817476 loss_bbox_aux: 0.921206 loss_giou_aux: 2.584598 loss_class_dn: 0.315185 loss_bbox_dn: 0.160148 loss_giou_dn: 0.388945 loss_class_aux_dn: 1.744002 loss_bbox_aux_dn: 0.981425 loss_giou_aux_dn: 2.166820 loss: 14.438691 eta: 2 days, 10:22:42 batch_cost: 0.6010 data_cost: 0.0014 ips: 6.6558 images/s [03/30 10:16:17] ppdet.engine INFO: Epoch: [19] [5600/7329] learning_rate: 0.000100 loss_class: 0.608099 loss_bbox: 0.139095 loss_giou: 0.401286 loss_class_aux: 3.977145 loss_bbox_aux: 0.957072 loss_giou_aux: 2.509719 loss_class_dn: 0.331079 loss_bbox_dn: 0.180216 loss_giou_dn: 0.394912 loss_class_aux_dn: 1.773834 loss_bbox_aux_dn: 1.080337 loss_giou_aux_dn: 2.190250 loss: 14.711369 eta: 2 days, 10:21:57 batch_cost: 0.5867 data_cost: 0.0013 ips: 6.8184 images/s [03/30 10:17:22] ppdet.engine INFO: Epoch: [19] [5700/7329] learning_rate: 0.000100 loss_class: 0.650103 loss_bbox: 0.173108 loss_giou: 0.416993 loss_class_aux: 4.089699 loss_bbox_aux: 1.069672 loss_giou_aux: 2.632876 loss_class_dn: 0.362853 loss_bbox_dn: 0.192123 loss_giou_dn: 0.443600 loss_class_aux_dn: 1.926490 loss_bbox_aux_dn: 1.159507 loss_giou_aux_dn: 2.370398 loss: 16.435236 eta: 2 days, 10:21:11 batch_cost: 0.5816 data_cost: 0.0016 ips: 6.8772 images/s [03/30 10:18:20] ppdet.engine INFO: Epoch: [19] [5800/7329] learning_rate: 0.000100 loss_class: 0.667732 loss_bbox: 0.151538 loss_giou: 0.465973 loss_class_aux: 4.237883 loss_bbox_aux: 1.004320 loss_giou_aux: 2.977034 loss_class_dn: 0.364543 loss_bbox_dn: 0.175663 loss_giou_dn: 0.467159 loss_class_aux_dn: 1.898352 loss_bbox_aux_dn: 0.997129 loss_giou_aux_dn: 2.547112 loss: 16.971203 eta: 2 days, 10:20:10 batch_cost: 0.5250 data_cost: 0.0014 ips: 7.6197 images/s [03/30 10:19:26] ppdet.engine INFO: Epoch: [19] [5900/7329] learning_rate: 0.000100 loss_class: 0.594325 loss_bbox: 0.155441 loss_giou: 0.372515 loss_class_aux: 3.876936 loss_bbox_aux: 1.031339 loss_giou_aux: 2.408631 loss_class_dn: 0.326787 loss_bbox_dn: 0.173223 loss_giou_dn: 0.389099 loss_class_aux_dn: 1.756784 loss_bbox_aux_dn: 1.026090 loss_giou_aux_dn: 2.166087 loss: 15.185945 eta: 2 days, 10:19:29 batch_cost: 0.6018 data_cost: 0.0013 ips: 6.6466 images/s [03/30 10:20:26] ppdet.engine INFO: Epoch: [19] [6000/7329] learning_rate: 0.000100 loss_class: 0.591827 loss_bbox: 0.142648 loss_giou: 0.424830 loss_class_aux: 3.860683 loss_bbox_aux: 0.949675 loss_giou_aux: 2.743721 loss_class_dn: 0.372597 loss_bbox_dn: 0.169846 loss_giou_dn: 0.464489 loss_class_aux_dn: 2.011157 loss_bbox_aux_dn: 0.971729 loss_giou_aux_dn: 2.541265 loss: 15.863299 eta: 2 days, 10:18:35 batch_cost: 0.5518 data_cost: 0.0012 ips: 7.2489 images/s [03/30 10:21:28] ppdet.engine INFO: Epoch: [19] [6100/7329] learning_rate: 0.000100 loss_class: 0.576129 loss_bbox: 0.142252 loss_giou: 0.404488 loss_class_aux: 3.783332 loss_bbox_aux: 0.925051 loss_giou_aux: 2.530104 loss_class_dn: 0.318242 loss_bbox_dn: 0.161466 loss_giou_dn: 0.419311 loss_class_aux_dn: 1.727128 loss_bbox_aux_dn: 0.949958 loss_giou_aux_dn: 2.247794 loss: 14.294649 eta: 2 days, 10:17:44 batch_cost: 0.5655 data_cost: 0.0012 ips: 7.0732 images/s [03/30 10:22:30] ppdet.engine INFO: Epoch: [19] [6200/7329] learning_rate: 0.000100 loss_class: 0.676920 loss_bbox: 0.141890 loss_giou: 0.427550 loss_class_aux: 4.464400 loss_bbox_aux: 1.037104 loss_giou_aux: 2.749794 loss_class_dn: 0.390407 loss_bbox_dn: 0.166466 loss_giou_dn: 0.457981 loss_class_aux_dn: 2.103820 loss_bbox_aux_dn: 1.051654 loss_giou_aux_dn: 2.548277 loss: 17.566833 eta: 2 days, 10:16:54 batch_cost: 0.5648 data_cost: 0.0013 ips: 7.0819 images/s [03/30 10:23:31] ppdet.engine INFO: Epoch: [19] [6300/7329] learning_rate: 0.000100 loss_class: 0.636998 loss_bbox: 0.150401 loss_giou: 0.406408 loss_class_aux: 4.092394 loss_bbox_aux: 0.994977 loss_giou_aux: 2.685316 loss_class_dn: 0.342492 loss_bbox_dn: 0.184731 loss_giou_dn: 0.398078 loss_class_aux_dn: 1.847935 loss_bbox_aux_dn: 1.047094 loss_giou_aux_dn: 2.153822 loss: 14.736988 eta: 2 days, 10:15:57 batch_cost: 0.5415 data_cost: 0.0014 ips: 7.3864 images/s [03/30 10:24:31] ppdet.engine INFO: Epoch: [19] [6400/7329] learning_rate: 0.000100 loss_class: 0.617818 loss_bbox: 0.158632 loss_giou: 0.467366 loss_class_aux: 4.002347 loss_bbox_aux: 1.031026 loss_giou_aux: 2.826366 loss_class_dn: 0.363677 loss_bbox_dn: 0.164010 loss_giou_dn: 0.490970 loss_class_aux_dn: 1.926570 loss_bbox_aux_dn: 1.006748 loss_giou_aux_dn: 2.642702 loss: 16.415848 eta: 2 days, 10:15:03 batch_cost: 0.5540 data_cost: 0.0013 ips: 7.2201 images/s [03/30 10:25:40] ppdet.engine INFO: Epoch: [19] [6500/7329] learning_rate: 0.000100 loss_class: 0.612262 loss_bbox: 0.150965 loss_giou: 0.382663 loss_class_aux: 3.855763 loss_bbox_aux: 1.004609 loss_giou_aux: 2.410614 loss_class_dn: 0.339179 loss_bbox_dn: 0.180380 loss_giou_dn: 0.395850 loss_class_aux_dn: 1.816403 loss_bbox_aux_dn: 1.054191 loss_giou_aux_dn: 2.155221 loss: 14.496288 eta: 2 days, 10:14:27 batch_cost: 0.6181 data_cost: 0.0014 ips: 6.4714 images/s [03/30 10:26:40] ppdet.engine INFO: Epoch: [19] [6600/7329] learning_rate: 0.000100 loss_class: 0.628373 loss_bbox: 0.152160 loss_giou: 0.456917 loss_class_aux: 3.903385 loss_bbox_aux: 1.026650 loss_giou_aux: 2.894276 loss_class_dn: 0.352323 loss_bbox_dn: 0.166147 loss_giou_dn: 0.454875 loss_class_aux_dn: 1.887506 loss_bbox_aux_dn: 0.968757 loss_giou_aux_dn: 2.511292 loss: 16.184700 eta: 2 days, 10:13:31 batch_cost: 0.5462 data_cost: 0.0012 ips: 7.3230 images/s [03/30 10:27:37] ppdet.engine INFO: Epoch: [19] [6700/7329] learning_rate: 0.000100 loss_class: 0.524302 loss_bbox: 0.152510 loss_giou: 0.340602 loss_class_aux: 3.342198 loss_bbox_aux: 0.971512 loss_giou_aux: 2.239038 loss_class_dn: 0.323762 loss_bbox_dn: 0.168922 loss_giou_dn: 0.353764 loss_class_aux_dn: 1.736908 loss_bbox_aux_dn: 0.968279 loss_giou_aux_dn: 2.028597 loss: 14.649298 eta: 2 days, 10:12:27 batch_cost: 0.5132 data_cost: 0.0012 ips: 7.7940 images/s [03/30 10:28:40] ppdet.engine INFO: Epoch: [19] [6800/7329] learning_rate: 0.000100 loss_class: 0.632986 loss_bbox: 0.150477 loss_giou: 0.448347 loss_class_aux: 4.155925 loss_bbox_aux: 1.023355 loss_giou_aux: 2.942403 loss_class_dn: 0.359279 loss_bbox_dn: 0.169372 loss_giou_dn: 0.437817 loss_class_aux_dn: 1.927668 loss_bbox_aux_dn: 1.027108 loss_giou_aux_dn: 2.418535 loss: 15.121269 eta: 2 days, 10:11:38 batch_cost: 0.5725 data_cost: 0.0012 ips: 6.9866 images/s [03/30 10:29:42] ppdet.engine INFO: Epoch: [19] [6900/7329] learning_rate: 0.000100 loss_class: 0.491032 loss_bbox: 0.125899 loss_giou: 0.329827 loss_class_aux: 3.100652 loss_bbox_aux: 0.839419 loss_giou_aux: 2.123663 loss_class_dn: 0.284116 loss_bbox_dn: 0.173778 loss_giou_dn: 0.344553 loss_class_aux_dn: 1.552610 loss_bbox_aux_dn: 1.016491 loss_giou_aux_dn: 1.879810 loss: 12.275124 eta: 2 days, 10:10:48 batch_cost: 0.5667 data_cost: 0.0012 ips: 7.0587 images/s [03/30 10:30:48] ppdet.engine INFO: Epoch: [19] [7000/7329] learning_rate: 0.000100 loss_class: 0.621924 loss_bbox: 0.163758 loss_giou: 0.403445 loss_class_aux: 4.035762 loss_bbox_aux: 1.044400 loss_giou_aux: 2.600924 loss_class_dn: 0.333066 loss_bbox_dn: 0.166916 loss_giou_dn: 0.415770 loss_class_aux_dn: 1.789780 loss_bbox_aux_dn: 0.983515 loss_giou_aux_dn: 2.338286 loss: 15.455495 eta: 2 days, 10:10:04 batch_cost: 0.5925 data_cost: 0.0014 ips: 6.7507 images/s [03/30 10:31:48] ppdet.engine INFO: Epoch: [19] [7100/7329] learning_rate: 0.000100 loss_class: 0.683749 loss_bbox: 0.153542 loss_giou: 0.435777 loss_class_aux: 4.320023 loss_bbox_aux: 1.054408 loss_giou_aux: 2.796499 loss_class_dn: 0.364344 loss_bbox_dn: 0.182541 loss_giou_dn: 0.468609 loss_class_aux_dn: 1.979604 loss_bbox_aux_dn: 1.081192 loss_giou_aux_dn: 2.501947 loss: 16.584465 eta: 2 days, 10:09:08 batch_cost: 0.5457 data_cost: 0.0012 ips: 7.3306 images/s [03/30 10:33:01] ppdet.engine INFO: Epoch: [19] [7200/7329] learning_rate: 0.000100 loss_class: 0.650201 loss_bbox: 0.160766 loss_giou: 0.436145 loss_class_aux: 4.193506 loss_bbox_aux: 1.067746 loss_giou_aux: 2.998031 loss_class_dn: 0.369826 loss_bbox_dn: 0.191898 loss_giou_dn: 0.468225 loss_class_aux_dn: 1.937653 loss_bbox_aux_dn: 1.111366 loss_giou_aux_dn: 2.588923 loss: 16.993214 eta: 2 days, 10:08:47 batch_cost: 0.6788 data_cost: 0.0012 ips: 5.8924 images/s [03/30 10:34:01] ppdet.engine INFO: Epoch: [19] [7300/7329] learning_rate: 0.000100 loss_class: 0.604239 loss_bbox: 0.143665 loss_giou: 0.410833 loss_class_aux: 3.969499 loss_bbox_aux: 0.968783 loss_giou_aux: 2.682918 loss_class_dn: 0.323433 loss_bbox_dn: 0.164093 loss_giou_dn: 0.425142 loss_class_aux_dn: 1.770915 loss_bbox_aux_dn: 1.010787 loss_giou_aux_dn: 2.317091 loss: 14.919178 eta: 2 days, 10:07:51 batch_cost: 0.5440 data_cost: 0.0013 ips: 7.3524 images/s [03/30 10:34:24] ppdet.engine INFO: Eval iter: 0 [03/30 10:34:52] ppdet.engine INFO: Eval iter: 100 [03/30 10:35:20] ppdet.engine INFO: Eval iter: 200 [03/30 10:35:48] ppdet.engine INFO: Eval iter: 300 [03/30 10:36:18] ppdet.engine INFO: Eval iter: 400 [03/30 10:36:45] ppdet.engine INFO: Eval iter: 500 [03/30 10:37:14] ppdet.engine INFO: Eval iter: 600 [03/30 10:37:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.84s) creating index... index created! [03/30 10:37:46] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.38s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=119.48s). Accumulating evaluation results... DONE (t=34.74s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.506 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.689 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.315 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.552 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 ] = 0.379 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 ] = 0.703 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 ] = 0.749 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.880 [03/30 10:40:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.028648933977667 [03/30 10:40:43] ppdet.engine INFO: Best test bbox ap is 0.506. [03/30 10:40:47] ppdet.engine INFO: Epoch: [20] [ 0/7329] learning_rate: 0.000100 loss_class: 0.596545 loss_bbox: 0.153447 loss_giou: 0.382499 loss_class_aux: 3.969499 loss_bbox_aux: 1.020011 loss_giou_aux: 2.453365 loss_class_dn: 0.324288 loss_bbox_dn: 0.182077 loss_giou_dn: 0.399138 loss_class_aux_dn: 1.763788 loss_bbox_aux_dn: 1.052097 loss_giou_aux_dn: 2.231348 loss: 15.631279 eta: 2 days, 10:07:36 batch_cost: 0.5445 data_cost: 0.0013 ips: 7.3456 images/s [03/30 10:41:48] ppdet.engine INFO: Epoch: [20] [ 100/7329] learning_rate: 0.000100 loss_class: 0.609989 loss_bbox: 0.161694 loss_giou: 0.423084 loss_class_aux: 4.088717 loss_bbox_aux: 1.094046 loss_giou_aux: 2.667724 loss_class_dn: 0.339432 loss_bbox_dn: 0.189262 loss_giou_dn: 0.428185 loss_class_aux_dn: 1.839029 loss_bbox_aux_dn: 1.132948 loss_giou_aux_dn: 2.374209 loss: 15.543577 eta: 2 days, 10:06:45 batch_cost: 0.5630 data_cost: 0.0013 ips: 7.1043 images/s [03/30 10:42:53] ppdet.engine INFO: Epoch: [20] [ 200/7329] learning_rate: 0.000100 loss_class: 0.594483 loss_bbox: 0.140416 loss_giou: 0.358318 loss_class_aux: 3.791280 loss_bbox_aux: 0.971123 loss_giou_aux: 2.317247 loss_class_dn: 0.335755 loss_bbox_dn: 0.187692 loss_giou_dn: 0.408691 loss_class_aux_dn: 1.830263 loss_bbox_aux_dn: 1.107583 loss_giou_aux_dn: 2.267618 loss: 14.791514 eta: 2 days, 10:06:00 batch_cost: 0.5880 data_cost: 0.0017 ips: 6.8030 images/s [03/30 10:43:54] ppdet.engine INFO: Epoch: [20] [ 300/7329] learning_rate: 0.000100 loss_class: 0.598433 loss_bbox: 0.154587 loss_giou: 0.433963 loss_class_aux: 3.920256 loss_bbox_aux: 1.037607 loss_giou_aux: 2.695795 loss_class_dn: 0.349290 loss_bbox_dn: 0.192074 loss_giou_dn: 0.435925 loss_class_aux_dn: 1.880352 loss_bbox_aux_dn: 1.145240 loss_giou_aux_dn: 2.370475 loss: 15.360685 eta: 2 days, 10:05:06 batch_cost: 0.5554 data_cost: 0.0012 ips: 7.2014 images/s [03/30 10:44:54] ppdet.engine INFO: Epoch: [20] [ 400/7329] learning_rate: 0.000100 loss_class: 0.595832 loss_bbox: 0.148962 loss_giou: 0.407129 loss_class_aux: 3.874462 loss_bbox_aux: 0.914856 loss_giou_aux: 2.581419 loss_class_dn: 0.351211 loss_bbox_dn: 0.186242 loss_giou_dn: 0.401927 loss_class_aux_dn: 1.909482 loss_bbox_aux_dn: 1.053567 loss_giou_aux_dn: 2.239336 loss: 15.539782 eta: 2 days, 10:04:10 batch_cost: 0.5442 data_cost: 0.0012 ips: 7.3497 images/s [03/30 10:45:57] ppdet.engine INFO: Epoch: [20] [ 500/7329] learning_rate: 0.000100 loss_class: 0.576522 loss_bbox: 0.139397 loss_giou: 0.400659 loss_class_aux: 3.687380 loss_bbox_aux: 0.995381 loss_giou_aux: 2.577694 loss_class_dn: 0.335760 loss_bbox_dn: 0.194305 loss_giou_dn: 0.409812 loss_class_aux_dn: 1.756898 loss_bbox_aux_dn: 1.077846 loss_giou_aux_dn: 2.227083 loss: 14.259630 eta: 2 days, 10:03:21 batch_cost: 0.5709 data_cost: 0.0012 ips: 7.0065 images/s [03/30 10:47:08] ppdet.engine INFO: Epoch: [20] [ 600/7329] learning_rate: 0.000100 loss_class: 0.617297 loss_bbox: 0.142114 loss_giou: 0.487042 loss_class_aux: 4.032675 loss_bbox_aux: 0.953930 loss_giou_aux: 3.106514 loss_class_dn: 0.374464 loss_bbox_dn: 0.158446 loss_giou_dn: 0.471732 loss_class_aux_dn: 2.002300 loss_bbox_aux_dn: 0.905306 loss_giou_aux_dn: 2.558679 loss: 15.904504 eta: 2 days, 10:02:52 batch_cost: 0.6508 data_cost: 0.0013 ips: 6.1459 images/s [03/30 10:48:08] ppdet.engine INFO: Epoch: [20] [ 700/7329] learning_rate: 0.000100 loss_class: 0.579357 loss_bbox: 0.129735 loss_giou: 0.351293 loss_class_aux: 3.763115 loss_bbox_aux: 0.871411 loss_giou_aux: 2.141954 loss_class_dn: 0.298240 loss_bbox_dn: 0.163015 loss_giou_dn: 0.362011 loss_class_aux_dn: 1.655235 loss_bbox_aux_dn: 0.957954 loss_giou_aux_dn: 2.064395 loss: 13.368005 eta: 2 days, 10:01:57 batch_cost: 0.5478 data_cost: 0.0012 ips: 7.3024 images/s [03/30 10:49:07] ppdet.engine INFO: Epoch: [20] [ 800/7329] learning_rate: 0.000100 loss_class: 0.627881 loss_bbox: 0.154112 loss_giou: 0.446845 loss_class_aux: 3.873448 loss_bbox_aux: 0.980675 loss_giou_aux: 2.836758 loss_class_dn: 0.356642 loss_bbox_dn: 0.164570 loss_giou_dn: 0.440254 loss_class_aux_dn: 1.889502 loss_bbox_aux_dn: 0.998555 loss_giou_aux_dn: 2.416818 loss: 15.891453 eta: 2 days, 10:00:59 batch_cost: 0.5385 data_cost: 0.0018 ips: 7.4280 images/s [03/30 10:50:05] ppdet.engine INFO: Epoch: [20] [ 900/7329] learning_rate: 0.000100 loss_class: 0.579111 loss_bbox: 0.147842 loss_giou: 0.341475 loss_class_aux: 3.650638 loss_bbox_aux: 0.977120 loss_giou_aux: 2.210572 loss_class_dn: 0.295988 loss_bbox_dn: 0.175714 loss_giou_dn: 0.355308 loss_class_aux_dn: 1.600193 loss_bbox_aux_dn: 1.071341 loss_giou_aux_dn: 1.970086 loss: 13.790874 eta: 2 days, 9:59:57 batch_cost: 0.5215 data_cost: 0.0013 ips: 7.6701 images/s [03/30 10:51:04] ppdet.engine INFO: Epoch: [20] [1000/7329] learning_rate: 0.000100 loss_class: 0.594916 loss_bbox: 0.146830 loss_giou: 0.391416 loss_class_aux: 3.805473 loss_bbox_aux: 0.949171 loss_giou_aux: 2.459812 loss_class_dn: 0.330576 loss_bbox_dn: 0.174248 loss_giou_dn: 0.357810 loss_class_aux_dn: 1.758261 loss_bbox_aux_dn: 1.052716 loss_giou_aux_dn: 1.993744 loss: 14.348391 eta: 2 days, 9:58:58 batch_cost: 0.5327 data_cost: 0.0012 ips: 7.5091 images/s [03/30 10:52:04] ppdet.engine INFO: Epoch: [20] [1100/7329] learning_rate: 0.000100 loss_class: 0.629296 loss_bbox: 0.160126 loss_giou: 0.390960 loss_class_aux: 3.957102 loss_bbox_aux: 1.057888 loss_giou_aux: 2.551910 loss_class_dn: 0.363179 loss_bbox_dn: 0.199295 loss_giou_dn: 0.414996 loss_class_aux_dn: 1.954279 loss_bbox_aux_dn: 1.144098 loss_giou_aux_dn: 2.287541 loss: 16.123196 eta: 2 days, 9:58:00 batch_cost: 0.5360 data_cost: 0.0013 ips: 7.4626 images/s [03/30 10:53:03] ppdet.engine INFO: Epoch: [20] [1200/7329] learning_rate: 0.000100 loss_class: 0.652042 loss_bbox: 0.166825 loss_giou: 0.447897 loss_class_aux: 4.197858 loss_bbox_aux: 1.098978 loss_giou_aux: 2.784583 loss_class_dn: 0.363714 loss_bbox_dn: 0.189928 loss_giou_dn: 0.470964 loss_class_aux_dn: 1.937371 loss_bbox_aux_dn: 1.125034 loss_giou_aux_dn: 2.576190 loss: 16.601990 eta: 2 days, 9:57:01 batch_cost: 0.5339 data_cost: 0.0013 ips: 7.4927 images/s [03/30 10:54:10] ppdet.engine INFO: Epoch: [20] [1300/7329] learning_rate: 0.000100 loss_class: 0.608237 loss_bbox: 0.144325 loss_giou: 0.387646 loss_class_aux: 3.841351 loss_bbox_aux: 0.954983 loss_giou_aux: 2.551330 loss_class_dn: 0.323639 loss_bbox_dn: 0.173682 loss_giou_dn: 0.399463 loss_class_aux_dn: 1.743392 loss_bbox_aux_dn: 1.008950 loss_giou_aux_dn: 2.164681 loss: 14.359760 eta: 2 days, 9:56:24 batch_cost: 0.6181 data_cost: 0.0012 ips: 6.4711 images/s [03/30 10:55:11] ppdet.engine INFO: Epoch: [20] [1400/7329] learning_rate: 0.000100 loss_class: 0.648788 loss_bbox: 0.143567 loss_giou: 0.443333 loss_class_aux: 4.112791 loss_bbox_aux: 0.915222 loss_giou_aux: 2.772371 loss_class_dn: 0.352904 loss_bbox_dn: 0.151836 loss_giou_dn: 0.470404 loss_class_aux_dn: 1.869545 loss_bbox_aux_dn: 0.916904 loss_giou_aux_dn: 2.559882 loss: 15.974219 eta: 2 days, 9:55:30 batch_cost: 0.5531 data_cost: 0.0012 ips: 7.2325 images/s [03/30 10:56:10] ppdet.engine INFO: Epoch: [20] [1500/7329] learning_rate: 0.000100 loss_class: 0.601919 loss_bbox: 0.147544 loss_giou: 0.407434 loss_class_aux: 4.045233 loss_bbox_aux: 0.966207 loss_giou_aux: 2.508787 loss_class_dn: 0.354131 loss_bbox_dn: 0.172254 loss_giou_dn: 0.406381 loss_class_aux_dn: 1.907431 loss_bbox_aux_dn: 1.061719 loss_giou_aux_dn: 2.233897 loss: 15.555017 eta: 2 days, 9:54:32 batch_cost: 0.5362 data_cost: 0.0012 ips: 7.4606 images/s [03/30 10:57:12] ppdet.engine INFO: Epoch: [20] [1600/7329] learning_rate: 0.000100 loss_class: 0.591910 loss_bbox: 0.146818 loss_giou: 0.393444 loss_class_aux: 3.678571 loss_bbox_aux: 0.931898 loss_giou_aux: 2.510540 loss_class_dn: 0.324689 loss_bbox_dn: 0.164991 loss_giou_dn: 0.400105 loss_class_aux_dn: 1.742528 loss_bbox_aux_dn: 0.968985 loss_giou_aux_dn: 2.184843 loss: 14.363020 eta: 2 days, 9:53:41 batch_cost: 0.5656 data_cost: 0.0012 ips: 7.0719 images/s [03/30 10:58:16] ppdet.engine INFO: Epoch: [20] [1700/7329] learning_rate: 0.000100 loss_class: 0.584893 loss_bbox: 0.155125 loss_giou: 0.342000 loss_class_aux: 3.703996 loss_bbox_aux: 1.024930 loss_giou_aux: 2.280488 loss_class_dn: 0.316810 loss_bbox_dn: 0.177968 loss_giou_dn: 0.369682 loss_class_aux_dn: 1.721514 loss_bbox_aux_dn: 1.038432 loss_giou_aux_dn: 2.090341 loss: 14.276197 eta: 2 days, 9:52:56 batch_cost: 0.5875 data_cost: 0.0014 ips: 6.8089 images/s [03/30 10:59:15] ppdet.engine INFO: Epoch: [20] [1800/7329] learning_rate: 0.000100 loss_class: 0.584184 loss_bbox: 0.139692 loss_giou: 0.316839 loss_class_aux: 3.663310 loss_bbox_aux: 0.950073 loss_giou_aux: 2.033650 loss_class_dn: 0.288603 loss_bbox_dn: 0.165913 loss_giou_dn: 0.326358 loss_class_aux_dn: 1.564987 loss_bbox_aux_dn: 0.972816 loss_giou_aux_dn: 1.787877 loss: 13.260714 eta: 2 days, 9:51:56 batch_cost: 0.5299 data_cost: 0.0013 ips: 7.5489 images/s [03/30 11:00:16] ppdet.engine INFO: Epoch: [20] [1900/7329] learning_rate: 0.000100 loss_class: 0.667177 loss_bbox: 0.165518 loss_giou: 0.474109 loss_class_aux: 4.272628 loss_bbox_aux: 1.097877 loss_giou_aux: 2.927834 loss_class_dn: 0.380256 loss_bbox_dn: 0.177892 loss_giou_dn: 0.471593 loss_class_aux_dn: 2.038727 loss_bbox_aux_dn: 1.059921 loss_giou_aux_dn: 2.558881 loss: 17.159813 eta: 2 days, 9:51:03 batch_cost: 0.5550 data_cost: 0.0013 ips: 7.2071 images/s [03/30 11:01:13] ppdet.engine INFO: Epoch: [20] [2000/7329] learning_rate: 0.000100 loss_class: 0.629498 loss_bbox: 0.166026 loss_giou: 0.470005 loss_class_aux: 3.979970 loss_bbox_aux: 1.103553 loss_giou_aux: 2.915378 loss_class_dn: 0.379635 loss_bbox_dn: 0.182786 loss_giou_dn: 0.475585 loss_class_aux_dn: 2.052440 loss_bbox_aux_dn: 1.114284 loss_giou_aux_dn: 2.571737 loss: 16.677002 eta: 2 days, 9:49:59 batch_cost: 0.5166 data_cost: 0.0015 ips: 7.7435 images/s [03/30 11:02:09] ppdet.engine INFO: Epoch: [20] [2100/7329] learning_rate: 0.000100 loss_class: 0.684806 loss_bbox: 0.152326 loss_giou: 0.433012 loss_class_aux: 4.378402 loss_bbox_aux: 1.000889 loss_giou_aux: 2.683159 loss_class_dn: 0.377089 loss_bbox_dn: 0.176352 loss_giou_dn: 0.443883 loss_class_aux_dn: 2.008118 loss_bbox_aux_dn: 0.983351 loss_giou_aux_dn: 2.505847 loss: 16.799625 eta: 2 days, 9:48:53 batch_cost: 0.5045 data_cost: 0.0012 ips: 7.9279 images/s [03/30 11:03:12] ppdet.engine INFO: Epoch: [20] [2200/7329] learning_rate: 0.000100 loss_class: 0.601384 loss_bbox: 0.150286 loss_giou: 0.432487 loss_class_aux: 3.936229 loss_bbox_aux: 0.938802 loss_giou_aux: 2.737410 loss_class_dn: 0.363440 loss_bbox_dn: 0.163392 loss_giou_dn: 0.462857 loss_class_aux_dn: 1.955136 loss_bbox_aux_dn: 0.986927 loss_giou_aux_dn: 2.548953 loss: 16.759096 eta: 2 days, 9:48:05 batch_cost: 0.5780 data_cost: 0.0013 ips: 6.9201 images/s [03/30 11:04:11] ppdet.engine INFO: Epoch: [20] [2300/7329] learning_rate: 0.000100 loss_class: 0.566833 loss_bbox: 0.151237 loss_giou: 0.378293 loss_class_aux: 3.639309 loss_bbox_aux: 1.019177 loss_giou_aux: 2.432656 loss_class_dn: 0.320431 loss_bbox_dn: 0.180041 loss_giou_dn: 0.377546 loss_class_aux_dn: 1.689232 loss_bbox_aux_dn: 0.999477 loss_giou_aux_dn: 2.107738 loss: 14.464918 eta: 2 days, 9:47:07 batch_cost: 0.5349 data_cost: 0.0014 ips: 7.4775 images/s [03/30 11:05:12] ppdet.engine INFO: Epoch: [20] [2400/7329] learning_rate: 0.000100 loss_class: 0.630485 loss_bbox: 0.153973 loss_giou: 0.399008 loss_class_aux: 4.130524 loss_bbox_aux: 1.010894 loss_giou_aux: 2.526251 loss_class_dn: 0.342270 loss_bbox_dn: 0.171289 loss_giou_dn: 0.396014 loss_class_aux_dn: 1.880698 loss_bbox_aux_dn: 1.037423 loss_giou_aux_dn: 2.235935 loss: 16.023983 eta: 2 days, 9:46:10 batch_cost: 0.5414 data_cost: 0.0014 ips: 7.3878 images/s [03/30 11:06:14] ppdet.engine INFO: Epoch: [20] [2500/7329] learning_rate: 0.000100 loss_class: 0.608893 loss_bbox: 0.153405 loss_giou: 0.434210 loss_class_aux: 3.906322 loss_bbox_aux: 0.988185 loss_giou_aux: 2.836190 loss_class_dn: 0.359816 loss_bbox_dn: 0.168672 loss_giou_dn: 0.415135 loss_class_aux_dn: 1.904621 loss_bbox_aux_dn: 0.948126 loss_giou_aux_dn: 2.270599 loss: 15.444143 eta: 2 days, 9:45:19 batch_cost: 0.5653 data_cost: 0.0015 ips: 7.0762 images/s [03/30 11:07:19] ppdet.engine INFO: Epoch: [20] [2600/7329] learning_rate: 0.000100 loss_class: 0.587740 loss_bbox: 0.152237 loss_giou: 0.396843 loss_class_aux: 3.761853 loss_bbox_aux: 1.005411 loss_giou_aux: 2.570075 loss_class_dn: 0.332710 loss_bbox_dn: 0.180838 loss_giou_dn: 0.428453 loss_class_aux_dn: 1.812421 loss_bbox_aux_dn: 1.035742 loss_giou_aux_dn: 2.365809 loss: 15.152243 eta: 2 days, 9:44:35 batch_cost: 0.5899 data_cost: 0.0014 ips: 6.7806 images/s [03/30 11:08:22] ppdet.engine INFO: Epoch: [20] [2700/7329] learning_rate: 0.000100 loss_class: 0.550326 loss_bbox: 0.149438 loss_giou: 0.330497 loss_class_aux: 3.664899 loss_bbox_aux: 0.972607 loss_giou_aux: 2.222750 loss_class_dn: 0.303491 loss_bbox_dn: 0.165443 loss_giou_dn: 0.378403 loss_class_aux_dn: 1.683379 loss_bbox_aux_dn: 1.002189 loss_giou_aux_dn: 2.093524 loss: 14.406518 eta: 2 days, 9:43:45 batch_cost: 0.5705 data_cost: 0.0014 ips: 7.0115 images/s [03/30 11:09:26] ppdet.engine INFO: Epoch: [20] [2800/7329] learning_rate: 0.000100 loss_class: 0.627251 loss_bbox: 0.148568 loss_giou: 0.374362 loss_class_aux: 4.013170 loss_bbox_aux: 0.987594 loss_giou_aux: 2.536791 loss_class_dn: 0.341610 loss_bbox_dn: 0.175480 loss_giou_dn: 0.410636 loss_class_aux_dn: 1.777239 loss_bbox_aux_dn: 1.020346 loss_giou_aux_dn: 2.283576 loss: 15.618114 eta: 2 days, 9:42:56 batch_cost: 0.5714 data_cost: 0.0015 ips: 7.0006 images/s [03/30 11:10:32] ppdet.engine INFO: Epoch: [20] [2900/7329] learning_rate: 0.000100 loss_class: 0.564292 loss_bbox: 0.137812 loss_giou: 0.378755 loss_class_aux: 3.720691 loss_bbox_aux: 0.929327 loss_giou_aux: 2.412995 loss_class_dn: 0.327376 loss_bbox_dn: 0.151260 loss_giou_dn: 0.370068 loss_class_aux_dn: 1.761296 loss_bbox_aux_dn: 0.896704 loss_giou_aux_dn: 2.049818 loss: 14.514210 eta: 2 days, 9:42:16 batch_cost: 0.6103 data_cost: 0.0013 ips: 6.5537 images/s [03/30 11:11:33] ppdet.engine INFO: Epoch: [20] [3000/7329] learning_rate: 0.000100 loss_class: 0.570807 loss_bbox: 0.134286 loss_giou: 0.360461 loss_class_aux: 3.701618 loss_bbox_aux: 0.878704 loss_giou_aux: 2.357961 loss_class_dn: 0.335313 loss_bbox_dn: 0.185015 loss_giou_dn: 0.389460 loss_class_aux_dn: 1.767749 loss_bbox_aux_dn: 1.072913 loss_giou_aux_dn: 2.193628 loss: 14.327304 eta: 2 days, 9:41:21 batch_cost: 0.5492 data_cost: 0.0013 ips: 7.2831 images/s [03/30 11:12:35] ppdet.engine INFO: Epoch: [20] [3100/7329] learning_rate: 0.000100 loss_class: 0.636140 loss_bbox: 0.146231 loss_giou: 0.466472 loss_class_aux: 4.075619 loss_bbox_aux: 0.976177 loss_giou_aux: 2.924910 loss_class_dn: 0.357354 loss_bbox_dn: 0.169088 loss_giou_dn: 0.441835 loss_class_aux_dn: 1.899712 loss_bbox_aux_dn: 1.008784 loss_giou_aux_dn: 2.422522 loss: 16.348976 eta: 2 days, 9:40:28 batch_cost: 0.5535 data_cost: 0.0013 ips: 7.2272 images/s [03/30 11:13:33] ppdet.engine INFO: Epoch: [20] [3200/7329] learning_rate: 0.000100 loss_class: 0.636521 loss_bbox: 0.147601 loss_giou: 0.431311 loss_class_aux: 4.104476 loss_bbox_aux: 1.022317 loss_giou_aux: 2.702553 loss_class_dn: 0.402855 loss_bbox_dn: 0.199543 loss_giou_dn: 0.452433 loss_class_aux_dn: 2.087592 loss_bbox_aux_dn: 1.193954 loss_giou_aux_dn: 2.462200 loss: 16.857193 eta: 2 days, 9:39:25 batch_cost: 0.5191 data_cost: 0.0013 ips: 7.7050 images/s [03/30 11:14:33] ppdet.engine INFO: Epoch: [20] [3300/7329] learning_rate: 0.000100 loss_class: 0.686822 loss_bbox: 0.161286 loss_giou: 0.474132 loss_class_aux: 4.401778 loss_bbox_aux: 1.014950 loss_giou_aux: 2.957165 loss_class_dn: 0.382882 loss_bbox_dn: 0.192635 loss_giou_dn: 0.454214 loss_class_aux_dn: 2.022226 loss_bbox_aux_dn: 1.111442 loss_giou_aux_dn: 2.450441 loss: 16.369846 eta: 2 days, 9:38:31 batch_cost: 0.5529 data_cost: 0.0013 ips: 7.2346 images/s [03/30 11:15:51] ppdet.engine INFO: Epoch: [20] [3400/7329] learning_rate: 0.000100 loss_class: 0.537018 loss_bbox: 0.141205 loss_giou: 0.356629 loss_class_aux: 3.478068 loss_bbox_aux: 0.935969 loss_giou_aux: 2.274776 loss_class_dn: 0.313002 loss_bbox_dn: 0.160972 loss_giou_dn: 0.346436 loss_class_aux_dn: 1.648040 loss_bbox_aux_dn: 0.915965 loss_giou_aux_dn: 1.899613 loss: 13.304306 eta: 2 days, 9:38:10 batch_cost: 0.6848 data_cost: 0.0016 ips: 5.8408 images/s [03/30 11:16:48] ppdet.engine INFO: Epoch: [20] [3500/7329] learning_rate: 0.000100 loss_class: 0.571608 loss_bbox: 0.137074 loss_giou: 0.406494 loss_class_aux: 3.715920 loss_bbox_aux: 0.934639 loss_giou_aux: 2.523121 loss_class_dn: 0.367647 loss_bbox_dn: 0.169750 loss_giou_dn: 0.415907 loss_class_aux_dn: 1.958070 loss_bbox_aux_dn: 1.025103 loss_giou_aux_dn: 2.275796 loss: 15.315142 eta: 2 days, 9:37:07 batch_cost: 0.5163 data_cost: 0.0013 ips: 7.7469 images/s [03/30 11:17:46] ppdet.engine INFO: Epoch: [20] [3600/7329] learning_rate: 0.000100 loss_class: 0.660020 loss_bbox: 0.156003 loss_giou: 0.436741 loss_class_aux: 4.269809 loss_bbox_aux: 0.993966 loss_giou_aux: 2.760780 loss_class_dn: 0.373968 loss_bbox_dn: 0.179493 loss_giou_dn: 0.455335 loss_class_aux_dn: 2.020023 loss_bbox_aux_dn: 1.041774 loss_giou_aux_dn: 2.519621 loss: 16.267815 eta: 2 days, 9:36:05 batch_cost: 0.5232 data_cost: 0.0014 ips: 7.6457 images/s [03/30 11:18:49] ppdet.engine INFO: Epoch: [20] [3700/7329] learning_rate: 0.000100 loss_class: 0.600658 loss_bbox: 0.149636 loss_giou: 0.379756 loss_class_aux: 3.933905 loss_bbox_aux: 1.033692 loss_giou_aux: 2.424702 loss_class_dn: 0.340448 loss_bbox_dn: 0.184261 loss_giou_dn: 0.362664 loss_class_aux_dn: 1.802178 loss_bbox_aux_dn: 1.075114 loss_giou_aux_dn: 1.976086 loss: 14.727039 eta: 2 days, 9:35:15 batch_cost: 0.5662 data_cost: 0.0015 ips: 7.0647 images/s [03/30 11:19:48] ppdet.engine INFO: Epoch: [20] [3800/7329] learning_rate: 0.000100 loss_class: 0.606817 loss_bbox: 0.134642 loss_giou: 0.423778 loss_class_aux: 3.895512 loss_bbox_aux: 0.900624 loss_giou_aux: 2.698393 loss_class_dn: 0.342844 loss_bbox_dn: 0.158544 loss_giou_dn: 0.403605 loss_class_aux_dn: 1.822599 loss_bbox_aux_dn: 0.951430 loss_giou_aux_dn: 2.229011 loss: 14.839228 eta: 2 days, 9:34:14 batch_cost: 0.5264 data_cost: 0.0014 ips: 7.5983 images/s [03/30 11:20:51] ppdet.engine INFO: Epoch: [20] [3900/7329] learning_rate: 0.000100 loss_class: 0.615663 loss_bbox: 0.158038 loss_giou: 0.478019 loss_class_aux: 3.907871 loss_bbox_aux: 0.998451 loss_giou_aux: 2.963598 loss_class_dn: 0.380810 loss_bbox_dn: 0.159128 loss_giou_dn: 0.461418 loss_class_aux_dn: 1.973964 loss_bbox_aux_dn: 0.939593 loss_giou_aux_dn: 2.529633 loss: 16.446829 eta: 2 days, 9:33:27 batch_cost: 0.5807 data_cost: 0.0013 ips: 6.8878 images/s [03/30 11:21:48] ppdet.engine INFO: Epoch: [20] [4000/7329] learning_rate: 0.000100 loss_class: 0.552927 loss_bbox: 0.135207 loss_giou: 0.358053 loss_class_aux: 3.582917 loss_bbox_aux: 0.922260 loss_giou_aux: 2.305629 loss_class_dn: 0.305846 loss_bbox_dn: 0.155024 loss_giou_dn: 0.356202 loss_class_aux_dn: 1.629370 loss_bbox_aux_dn: 0.939011 loss_giou_aux_dn: 1.961558 loss: 13.340570 eta: 2 days, 9:32:23 batch_cost: 0.5147 data_cost: 0.0012 ips: 7.7722 images/s [03/30 11:22:58] ppdet.engine INFO: Epoch: [20] [4100/7329] learning_rate: 0.000100 loss_class: 0.670433 loss_bbox: 0.160459 loss_giou: 0.470448 loss_class_aux: 4.377043 loss_bbox_aux: 1.107397 loss_giou_aux: 2.903095 loss_class_dn: 0.375887 loss_bbox_dn: 0.196537 loss_giou_dn: 0.443485 loss_class_aux_dn: 2.000009 loss_bbox_aux_dn: 1.165409 loss_giou_aux_dn: 2.452163 loss: 17.259666 eta: 2 days, 9:31:46 batch_cost: 0.6198 data_cost: 0.0014 ips: 6.4537 images/s [03/30 11:23:58] ppdet.engine INFO: Epoch: [20] [4200/7329] learning_rate: 0.000100 loss_class: 0.657942 loss_bbox: 0.142458 loss_giou: 0.402958 loss_class_aux: 4.125666 loss_bbox_aux: 0.961902 loss_giou_aux: 2.578913 loss_class_dn: 0.344032 loss_bbox_dn: 0.170164 loss_giou_dn: 0.420217 loss_class_aux_dn: 1.876450 loss_bbox_aux_dn: 0.996294 loss_giou_aux_dn: 2.305099 loss: 14.583644 eta: 2 days, 9:30:48 batch_cost: 0.5377 data_cost: 0.0013 ips: 7.4386 images/s [03/30 11:25:03] ppdet.engine INFO: Epoch: [20] [4300/7329] learning_rate: 0.000100 loss_class: 0.628144 loss_bbox: 0.143316 loss_giou: 0.419513 loss_class_aux: 4.031921 loss_bbox_aux: 0.947642 loss_giou_aux: 2.710282 loss_class_dn: 0.344320 loss_bbox_dn: 0.166907 loss_giou_dn: 0.428728 loss_class_aux_dn: 1.856526 loss_bbox_aux_dn: 1.018721 loss_giou_aux_dn: 2.391605 loss: 16.078169 eta: 2 days, 9:30:03 batch_cost: 0.5874 data_cost: 0.0020 ips: 6.8097 images/s [03/30 11:26:05] ppdet.engine INFO: Epoch: [20] [4400/7329] learning_rate: 0.000100 loss_class: 0.570296 loss_bbox: 0.142053 loss_giou: 0.365565 loss_class_aux: 3.752787 loss_bbox_aux: 0.965503 loss_giou_aux: 2.344044 loss_class_dn: 0.314388 loss_bbox_dn: 0.169683 loss_giou_dn: 0.371425 loss_class_aux_dn: 1.690612 loss_bbox_aux_dn: 1.032639 loss_giou_aux_dn: 2.090146 loss: 13.954002 eta: 2 days, 9:29:13 batch_cost: 0.5689 data_cost: 0.0013 ips: 7.0315 images/s [03/30 11:27:11] ppdet.engine INFO: Epoch: [20] [4500/7329] learning_rate: 0.000100 loss_class: 0.574189 loss_bbox: 0.144783 loss_giou: 0.372960 loss_class_aux: 3.785024 loss_bbox_aux: 0.928465 loss_giou_aux: 2.450140 loss_class_dn: 0.329648 loss_bbox_dn: 0.193425 loss_giou_dn: 0.392140 loss_class_aux_dn: 1.748433 loss_bbox_aux_dn: 1.103305 loss_giou_aux_dn: 2.219025 loss: 13.882210 eta: 2 days, 9:28:33 batch_cost: 0.6089 data_cost: 0.0012 ips: 6.5695 images/s [03/30 11:28:11] ppdet.engine INFO: Epoch: [20] [4600/7329] learning_rate: 0.000100 loss_class: 0.626340 loss_bbox: 0.138505 loss_giou: 0.382297 loss_class_aux: 3.990558 loss_bbox_aux: 0.951163 loss_giou_aux: 2.450685 loss_class_dn: 0.354781 loss_bbox_dn: 0.176799 loss_giou_dn: 0.406244 loss_class_aux_dn: 1.904539 loss_bbox_aux_dn: 1.025053 loss_giou_aux_dn: 2.241411 loss: 15.336576 eta: 2 days, 9:27:35 batch_cost: 0.5401 data_cost: 0.0013 ips: 7.4054 images/s [03/30 11:29:07] ppdet.engine INFO: Epoch: [20] [4700/7329] learning_rate: 0.000100 loss_class: 0.641010 loss_bbox: 0.164566 loss_giou: 0.416469 loss_class_aux: 4.165154 loss_bbox_aux: 1.034008 loss_giou_aux: 2.626362 loss_class_dn: 0.362976 loss_bbox_dn: 0.179589 loss_giou_dn: 0.459897 loss_class_aux_dn: 1.963934 loss_bbox_aux_dn: 1.058991 loss_giou_aux_dn: 2.538291 loss: 16.181633 eta: 2 days, 9:26:29 batch_cost: 0.5020 data_cost: 0.0012 ips: 7.9685 images/s [03/30 11:30:08] ppdet.engine INFO: Epoch: [20] [4800/7329] learning_rate: 0.000100 loss_class: 0.605719 loss_bbox: 0.135684 loss_giou: 0.458657 loss_class_aux: 3.983956 loss_bbox_aux: 0.891023 loss_giou_aux: 2.898119 loss_class_dn: 0.332588 loss_bbox_dn: 0.175688 loss_giou_dn: 0.442162 loss_class_aux_dn: 1.807086 loss_bbox_aux_dn: 0.994045 loss_giou_aux_dn: 2.425249 loss: 14.922899 eta: 2 days, 9:25:34 batch_cost: 0.5487 data_cost: 0.0012 ips: 7.2906 images/s [03/30 11:31:06] ppdet.engine INFO: Epoch: [20] [4900/7329] learning_rate: 0.000100 loss_class: 0.589029 loss_bbox: 0.150509 loss_giou: 0.412103 loss_class_aux: 3.642614 loss_bbox_aux: 0.994954 loss_giou_aux: 2.696344 loss_class_dn: 0.303054 loss_bbox_dn: 0.162204 loss_giou_dn: 0.403361 loss_class_aux_dn: 1.637343 loss_bbox_aux_dn: 0.991745 loss_giou_aux_dn: 2.223009 loss: 14.592574 eta: 2 days, 9:24:33 batch_cost: 0.5285 data_cost: 0.0014 ips: 7.5691 images/s [03/30 11:32:05] ppdet.engine INFO: Epoch: [20] [5000/7329] learning_rate: 0.000100 loss_class: 0.569454 loss_bbox: 0.133491 loss_giou: 0.362200 loss_class_aux: 3.554212 loss_bbox_aux: 0.891591 loss_giou_aux: 2.259688 loss_class_dn: 0.335616 loss_bbox_dn: 0.154204 loss_giou_dn: 0.376441 loss_class_aux_dn: 1.787665 loss_bbox_aux_dn: 0.963861 loss_giou_aux_dn: 2.102305 loss: 14.364042 eta: 2 days, 9:23:34 batch_cost: 0.5318 data_cost: 0.0012 ips: 7.5221 images/s [03/30 11:33:11] ppdet.engine INFO: Epoch: [20] [5100/7329] learning_rate: 0.000100 loss_class: 0.682512 loss_bbox: 0.153726 loss_giou: 0.486188 loss_class_aux: 4.316442 loss_bbox_aux: 1.052797 loss_giou_aux: 3.130590 loss_class_dn: 0.395760 loss_bbox_dn: 0.190941 loss_giou_dn: 0.495469 loss_class_aux_dn: 2.129270 loss_bbox_aux_dn: 1.100031 loss_giou_aux_dn: 2.632808 loss: 17.540199 eta: 2 days, 9:22:52 batch_cost: 0.6024 data_cost: 0.0014 ips: 6.6398 images/s [03/30 11:34:12] ppdet.engine INFO: Epoch: [20] [5200/7329] learning_rate: 0.000100 loss_class: 0.571691 loss_bbox: 0.144228 loss_giou: 0.391092 loss_class_aux: 3.707779 loss_bbox_aux: 0.987320 loss_giou_aux: 2.513416 loss_class_dn: 0.318216 loss_bbox_dn: 0.169258 loss_giou_dn: 0.414931 loss_class_aux_dn: 1.698870 loss_bbox_aux_dn: 1.017987 loss_giou_aux_dn: 2.260580 loss: 14.886345 eta: 2 days, 9:21:57 batch_cost: 0.5494 data_cost: 0.0015 ips: 7.2806 images/s [03/30 11:35:22] ppdet.engine INFO: Epoch: [20] [5300/7329] learning_rate: 0.000100 loss_class: 0.682533 loss_bbox: 0.154369 loss_giou: 0.435257 loss_class_aux: 4.274767 loss_bbox_aux: 0.969594 loss_giou_aux: 2.748849 loss_class_dn: 0.364684 loss_bbox_dn: 0.186334 loss_giou_dn: 0.436349 loss_class_aux_dn: 1.939372 loss_bbox_aux_dn: 1.124200 loss_giou_aux_dn: 2.384263 loss: 16.540524 eta: 2 days, 9:21:20 batch_cost: 0.6213 data_cost: 0.0017 ips: 6.4385 images/s [03/30 11:36:25] ppdet.engine INFO: Epoch: [20] [5400/7329] learning_rate: 0.000100 loss_class: 0.571204 loss_bbox: 0.137077 loss_giou: 0.390429 loss_class_aux: 3.710196 loss_bbox_aux: 0.954370 loss_giou_aux: 2.495701 loss_class_dn: 0.324952 loss_bbox_dn: 0.161136 loss_giou_dn: 0.390520 loss_class_aux_dn: 1.766059 loss_bbox_aux_dn: 0.966499 loss_giou_aux_dn: 2.148113 loss: 15.001392 eta: 2 days, 9:20:29 batch_cost: 0.5649 data_cost: 0.0014 ips: 7.0806 images/s [03/30 11:37:27] ppdet.engine INFO: Epoch: [20] [5500/7329] learning_rate: 0.000100 loss_class: 0.650332 loss_bbox: 0.159166 loss_giou: 0.462829 loss_class_aux: 4.171946 loss_bbox_aux: 1.021888 loss_giou_aux: 2.944768 loss_class_dn: 0.371949 loss_bbox_dn: 0.185053 loss_giou_dn: 0.482115 loss_class_aux_dn: 1.996214 loss_bbox_aux_dn: 1.037122 loss_giou_aux_dn: 2.599032 loss: 16.668674 eta: 2 days, 9:19:39 batch_cost: 0.5681 data_cost: 0.0013 ips: 7.0405 images/s [03/30 11:38:29] ppdet.engine INFO: Epoch: [20] [5600/7329] learning_rate: 0.000100 loss_class: 0.584755 loss_bbox: 0.142961 loss_giou: 0.423174 loss_class_aux: 3.666984 loss_bbox_aux: 0.969147 loss_giou_aux: 2.713203 loss_class_dn: 0.344340 loss_bbox_dn: 0.148778 loss_giou_dn: 0.415897 loss_class_aux_dn: 1.846864 loss_bbox_aux_dn: 0.883171 loss_giou_aux_dn: 2.341538 loss: 15.091752 eta: 2 days, 9:18:46 batch_cost: 0.5586 data_cost: 0.0013 ips: 7.1612 images/s [03/30 11:39:25] ppdet.engine INFO: Epoch: [20] [5700/7329] learning_rate: 0.000100 loss_class: 0.576656 loss_bbox: 0.134619 loss_giou: 0.411421 loss_class_aux: 3.694744 loss_bbox_aux: 0.942412 loss_giou_aux: 2.627728 loss_class_dn: 0.331872 loss_bbox_dn: 0.164606 loss_giou_dn: 0.404272 loss_class_aux_dn: 1.837014 loss_bbox_aux_dn: 0.989019 loss_giou_aux_dn: 2.209901 loss: 15.018894 eta: 2 days, 9:17:40 batch_cost: 0.5055 data_cost: 0.0012 ips: 7.9123 images/s [03/30 11:40:21] ppdet.engine INFO: Epoch: [20] [5800/7329] learning_rate: 0.000100 loss_class: 0.627346 loss_bbox: 0.142866 loss_giou: 0.378446 loss_class_aux: 3.942868 loss_bbox_aux: 0.922024 loss_giou_aux: 2.524935 loss_class_dn: 0.328026 loss_bbox_dn: 0.169284 loss_giou_dn: 0.371579 loss_class_aux_dn: 1.762177 loss_bbox_aux_dn: 1.017659 loss_giou_aux_dn: 2.071790 loss: 14.876457 eta: 2 days, 9:16:35 batch_cost: 0.5056 data_cost: 0.0014 ips: 7.9116 images/s [03/30 11:41:19] ppdet.engine INFO: Epoch: [20] [5900/7329] learning_rate: 0.000100 loss_class: 0.637639 loss_bbox: 0.171898 loss_giou: 0.489349 loss_class_aux: 4.153185 loss_bbox_aux: 1.093091 loss_giou_aux: 3.047733 loss_class_dn: 0.402529 loss_bbox_dn: 0.183006 loss_giou_dn: 0.488095 loss_class_aux_dn: 2.081461 loss_bbox_aux_dn: 1.094429 loss_giou_aux_dn: 2.622877 loss: 17.360508 eta: 2 days, 9:15:34 batch_cost: 0.5271 data_cost: 0.0013 ips: 7.5888 images/s [03/30 11:42:17] ppdet.engine INFO: Epoch: [20] [6000/7329] learning_rate: 0.000100 loss_class: 0.591072 loss_bbox: 0.136420 loss_giou: 0.429496 loss_class_aux: 3.851578 loss_bbox_aux: 0.885406 loss_giou_aux: 2.634951 loss_class_dn: 0.329750 loss_bbox_dn: 0.153629 loss_giou_dn: 0.407845 loss_class_aux_dn: 1.809132 loss_bbox_aux_dn: 0.898119 loss_giou_aux_dn: 2.225294 loss: 15.646160 eta: 2 days, 9:14:32 batch_cost: 0.5200 data_cost: 0.0013 ips: 7.6930 images/s [03/30 11:43:16] ppdet.engine INFO: Epoch: [20] [6100/7329] learning_rate: 0.000100 loss_class: 0.665720 loss_bbox: 0.169493 loss_giou: 0.431437 loss_class_aux: 4.241640 loss_bbox_aux: 1.125918 loss_giou_aux: 2.723946 loss_class_dn: 0.377792 loss_bbox_dn: 0.216721 loss_giou_dn: 0.432019 loss_class_aux_dn: 2.031938 loss_bbox_aux_dn: 1.261510 loss_giou_aux_dn: 2.384083 loss: 16.967960 eta: 2 days, 9:13:34 batch_cost: 0.5357 data_cost: 0.0013 ips: 7.4673 images/s [03/30 11:44:26] ppdet.engine INFO: Epoch: [20] [6200/7329] learning_rate: 0.000100 loss_class: 0.604613 loss_bbox: 0.146553 loss_giou: 0.342200 loss_class_aux: 3.788498 loss_bbox_aux: 0.966287 loss_giou_aux: 2.130706 loss_class_dn: 0.316781 loss_bbox_dn: 0.176881 loss_giou_dn: 0.361758 loss_class_aux_dn: 1.688250 loss_bbox_aux_dn: 1.065822 loss_giou_aux_dn: 2.024647 loss: 13.799633 eta: 2 days, 9:12:55 batch_cost: 0.6142 data_cost: 0.0016 ips: 6.5123 images/s [03/30 11:45:25] ppdet.engine INFO: Epoch: [20] [6300/7329] learning_rate: 0.000100 loss_class: 0.622095 loss_bbox: 0.153461 loss_giou: 0.408794 loss_class_aux: 3.943366 loss_bbox_aux: 1.017512 loss_giou_aux: 2.555883 loss_class_dn: 0.335018 loss_bbox_dn: 0.176046 loss_giou_dn: 0.411599 loss_class_aux_dn: 1.834911 loss_bbox_aux_dn: 1.015031 loss_giou_aux_dn: 2.249682 loss: 14.453770 eta: 2 days, 9:11:56 batch_cost: 0.5342 data_cost: 0.0012 ips: 7.4879 images/s [03/30 11:46:29] ppdet.engine INFO: Epoch: [20] [6400/7329] learning_rate: 0.000100 loss_class: 0.624868 loss_bbox: 0.162422 loss_giou: 0.445466 loss_class_aux: 4.069776 loss_bbox_aux: 1.019266 loss_giou_aux: 2.750405 loss_class_dn: 0.340903 loss_bbox_dn: 0.189220 loss_giou_dn: 0.412743 loss_class_aux_dn: 1.829958 loss_bbox_aux_dn: 1.106457 loss_giou_aux_dn: 2.270951 loss: 15.582390 eta: 2 days, 9:11:09 batch_cost: 0.5795 data_cost: 0.0013 ips: 6.9020 images/s [03/30 11:47:30] ppdet.engine INFO: Epoch: [20] [6500/7329] learning_rate: 0.000100 loss_class: 0.596877 loss_bbox: 0.149080 loss_giou: 0.365720 loss_class_aux: 3.811771 loss_bbox_aux: 0.981105 loss_giou_aux: 2.218682 loss_class_dn: 0.339931 loss_bbox_dn: 0.181985 loss_giou_dn: 0.379456 loss_class_aux_dn: 1.735313 loss_bbox_aux_dn: 1.048013 loss_giou_aux_dn: 2.080725 loss: 14.546249 eta: 2 days, 9:10:12 batch_cost: 0.5446 data_cost: 0.0014 ips: 7.3447 images/s [03/30 11:48:28] ppdet.engine INFO: Epoch: [20] [6600/7329] learning_rate: 0.000100 loss_class: 0.601629 loss_bbox: 0.135119 loss_giou: 0.414486 loss_class_aux: 3.714345 loss_bbox_aux: 0.892831 loss_giou_aux: 2.538650 loss_class_dn: 0.340487 loss_bbox_dn: 0.152840 loss_giou_dn: 0.403026 loss_class_aux_dn: 1.770100 loss_bbox_aux_dn: 0.896416 loss_giou_aux_dn: 2.175376 loss: 15.506111 eta: 2 days, 9:09:12 batch_cost: 0.5289 data_cost: 0.0012 ips: 7.5627 images/s [03/30 11:49:33] ppdet.engine INFO: Epoch: [20] [6700/7329] learning_rate: 0.000100 loss_class: 0.576117 loss_bbox: 0.136911 loss_giou: 0.345735 loss_class_aux: 3.702595 loss_bbox_aux: 0.903615 loss_giou_aux: 2.243992 loss_class_dn: 0.341776 loss_bbox_dn: 0.151586 loss_giou_dn: 0.380008 loss_class_aux_dn: 1.857561 loss_bbox_aux_dn: 0.936599 loss_giou_aux_dn: 2.118296 loss: 14.589577 eta: 2 days, 9:08:29 batch_cost: 0.5966 data_cost: 0.0014 ips: 6.7048 images/s [03/30 11:50:34] ppdet.engine INFO: Epoch: [20] [6800/7329] learning_rate: 0.000100 loss_class: 0.580047 loss_bbox: 0.149961 loss_giou: 0.387030 loss_class_aux: 3.793635 loss_bbox_aux: 0.992791 loss_giou_aux: 2.547778 loss_class_dn: 0.332794 loss_bbox_dn: 0.198071 loss_giou_dn: 0.405469 loss_class_aux_dn: 1.817556 loss_bbox_aux_dn: 1.156599 loss_giou_aux_dn: 2.228058 loss: 15.023285 eta: 2 days, 9:07:36 batch_cost: 0.5561 data_cost: 0.0012 ips: 7.1928 images/s [03/30 11:51:35] ppdet.engine INFO: Epoch: [20] [6900/7329] learning_rate: 0.000100 loss_class: 0.613961 loss_bbox: 0.150157 loss_giou: 0.416267 loss_class_aux: 4.158817 loss_bbox_aux: 0.999246 loss_giou_aux: 2.670692 loss_class_dn: 0.346122 loss_bbox_dn: 0.175151 loss_giou_dn: 0.446212 loss_class_aux_dn: 1.816345 loss_bbox_aux_dn: 1.036912 loss_giou_aux_dn: 2.391664 loss: 15.099182 eta: 2 days, 9:06:42 batch_cost: 0.5553 data_cost: 0.0012 ips: 7.2029 images/s [03/30 11:52:33] ppdet.engine INFO: Epoch: [20] [7000/7329] learning_rate: 0.000100 loss_class: 0.617185 loss_bbox: 0.157695 loss_giou: 0.405335 loss_class_aux: 3.983929 loss_bbox_aux: 1.030164 loss_giou_aux: 2.564492 loss_class_dn: 0.347098 loss_bbox_dn: 0.182099 loss_giou_dn: 0.434631 loss_class_aux_dn: 1.885773 loss_bbox_aux_dn: 1.031435 loss_giou_aux_dn: 2.381681 loss: 16.161057 eta: 2 days, 9:05:40 batch_cost: 0.5203 data_cost: 0.0012 ips: 7.6876 images/s [03/30 11:53:31] ppdet.engine INFO: Epoch: [20] [7100/7329] learning_rate: 0.000100 loss_class: 0.656495 loss_bbox: 0.147437 loss_giou: 0.425117 loss_class_aux: 4.018418 loss_bbox_aux: 0.967943 loss_giou_aux: 2.756324 loss_class_dn: 0.344598 loss_bbox_dn: 0.169100 loss_giou_dn: 0.403944 loss_class_aux_dn: 1.851434 loss_bbox_aux_dn: 0.986497 loss_giou_aux_dn: 2.233766 loss: 15.139660 eta: 2 days, 9:04:41 batch_cost: 0.5302 data_cost: 0.0013 ips: 7.5438 images/s [03/30 11:54:34] ppdet.engine INFO: Epoch: [20] [7200/7329] learning_rate: 0.000100 loss_class: 0.710563 loss_bbox: 0.172664 loss_giou: 0.456432 loss_class_aux: 4.367707 loss_bbox_aux: 1.131608 loss_giou_aux: 2.966970 loss_class_dn: 0.390128 loss_bbox_dn: 0.209678 loss_giou_dn: 0.471035 loss_class_aux_dn: 2.019280 loss_bbox_aux_dn: 1.217629 loss_giou_aux_dn: 2.616538 loss: 18.178951 eta: 2 days, 9:03:49 batch_cost: 0.5635 data_cost: 0.0014 ips: 7.0984 images/s [03/30 11:55:37] ppdet.engine INFO: Epoch: [20] [7300/7329] learning_rate: 0.000100 loss_class: 0.636689 loss_bbox: 0.149507 loss_giou: 0.453796 loss_class_aux: 3.990119 loss_bbox_aux: 1.030397 loss_giou_aux: 2.940212 loss_class_dn: 0.361818 loss_bbox_dn: 0.175804 loss_giou_dn: 0.473191 loss_class_aux_dn: 1.972583 loss_bbox_aux_dn: 1.046985 loss_giou_aux_dn: 2.632336 loss: 16.799437 eta: 2 days, 9:02:58 batch_cost: 0.5670 data_cost: 0.0014 ips: 7.0544 images/s [03/30 11:55:59] ppdet.engine INFO: Eval iter: 0 [03/30 11:56:27] ppdet.engine INFO: Eval iter: 100 [03/30 11:56:55] ppdet.engine INFO: Eval iter: 200 [03/30 11:57:21] ppdet.engine INFO: Eval iter: 300 [03/30 11:57:48] ppdet.engine INFO: Eval iter: 400 [03/30 11:58:14] ppdet.engine INFO: Eval iter: 500 [03/30 11:58:40] ppdet.engine INFO: Eval iter: 600 [03/30 11:59:11] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/30 11:59:12] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.34s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.79s). Accumulating evaluation results... DONE (t=29.09s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.690 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.317 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 ] = 0.690 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 ] = 0.636 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 ] = 0.521 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 ] = 0.877 [03/30 12:01:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.374613074075867 [03/30 12:01:53] ppdet.engine INFO: Best test bbox ap is 0.507. [03/30 12:01:57] ppdet.engine INFO: Epoch: [21] [ 0/7329] learning_rate: 0.000100 loss_class: 0.644588 loss_bbox: 0.152163 loss_giou: 0.406700 loss_class_aux: 4.032734 loss_bbox_aux: 1.053756 loss_giou_aux: 2.612593 loss_class_dn: 0.360486 loss_bbox_dn: 0.193819 loss_giou_dn: 0.413258 loss_class_aux_dn: 1.949369 loss_bbox_aux_dn: 1.130396 loss_giou_aux_dn: 2.262844 loss: 16.799437 eta: 2 days, 9:02:42 batch_cost: 0.5542 data_cost: 0.0014 ips: 7.2181 images/s [03/30 12:02:57] ppdet.engine INFO: Epoch: [21] [ 100/7329] learning_rate: 0.000100 loss_class: 0.598089 loss_bbox: 0.133727 loss_giou: 0.408126 loss_class_aux: 3.769152 loss_bbox_aux: 0.912316 loss_giou_aux: 2.723418 loss_class_dn: 0.332059 loss_bbox_dn: 0.152227 loss_giou_dn: 0.410552 loss_class_aux_dn: 1.764825 loss_bbox_aux_dn: 0.895836 loss_giou_aux_dn: 2.247700 loss: 14.194478 eta: 2 days, 9:01:46 batch_cost: 0.5453 data_cost: 0.0013 ips: 7.3350 images/s [03/30 12:03:59] ppdet.engine INFO: Epoch: [21] [ 200/7329] learning_rate: 0.000100 loss_class: 0.571262 loss_bbox: 0.136747 loss_giou: 0.446992 loss_class_aux: 3.683470 loss_bbox_aux: 0.940246 loss_giou_aux: 2.867652 loss_class_dn: 0.337022 loss_bbox_dn: 0.167753 loss_giou_dn: 0.424797 loss_class_aux_dn: 1.774583 loss_bbox_aux_dn: 0.961324 loss_giou_aux_dn: 2.286690 loss: 14.678916 eta: 2 days, 9:00:54 batch_cost: 0.5630 data_cost: 0.0012 ips: 7.1050 images/s [03/30 12:05:04] ppdet.engine INFO: Epoch: [21] [ 300/7329] learning_rate: 0.000100 loss_class: 0.629643 loss_bbox: 0.142543 loss_giou: 0.482458 loss_class_aux: 4.015348 loss_bbox_aux: 0.887463 loss_giou_aux: 3.056629 loss_class_dn: 0.370522 loss_bbox_dn: 0.151480 loss_giou_dn: 0.462699 loss_class_aux_dn: 1.953632 loss_bbox_aux_dn: 0.898594 loss_giou_aux_dn: 2.529275 loss: 16.300848 eta: 2 days, 9:00:09 batch_cost: 0.5909 data_cost: 0.0013 ips: 6.7690 images/s [03/30 12:06:06] ppdet.engine INFO: Epoch: [21] [ 400/7329] learning_rate: 0.000100 loss_class: 0.589433 loss_bbox: 0.156931 loss_giou: 0.373543 loss_class_aux: 3.600331 loss_bbox_aux: 1.065105 loss_giou_aux: 2.390019 loss_class_dn: 0.335353 loss_bbox_dn: 0.178338 loss_giou_dn: 0.393500 loss_class_aux_dn: 1.790226 loss_bbox_aux_dn: 1.029018 loss_giou_aux_dn: 2.146728 loss: 14.425560 eta: 2 days, 8:59:19 batch_cost: 0.5707 data_cost: 0.0012 ips: 7.0088 images/s [03/30 12:07:05] ppdet.engine INFO: Epoch: [21] [ 500/7329] learning_rate: 0.000100 loss_class: 0.602043 loss_bbox: 0.160875 loss_giou: 0.443755 loss_class_aux: 3.849132 loss_bbox_aux: 1.028679 loss_giou_aux: 2.803265 loss_class_dn: 0.377972 loss_bbox_dn: 0.185151 loss_giou_dn: 0.433422 loss_class_aux_dn: 2.000399 loss_bbox_aux_dn: 1.047585 loss_giou_aux_dn: 2.411187 loss: 16.580338 eta: 2 days, 8:58:19 batch_cost: 0.5277 data_cost: 0.0012 ips: 7.5798 images/s [03/30 12:08:07] ppdet.engine INFO: Epoch: [21] [ 600/7329] learning_rate: 0.000100 loss_class: 0.644718 loss_bbox: 0.153701 loss_giou: 0.407687 loss_class_aux: 4.078349 loss_bbox_aux: 0.974993 loss_giou_aux: 2.577232 loss_class_dn: 0.338916 loss_bbox_dn: 0.162421 loss_giou_dn: 0.422041 loss_class_aux_dn: 1.856948 loss_bbox_aux_dn: 1.011003 loss_giou_aux_dn: 2.317913 loss: 14.963852 eta: 2 days, 8:57:27 batch_cost: 0.5608 data_cost: 0.0014 ips: 7.1331 images/s [03/30 12:09:05] ppdet.engine INFO: Epoch: [21] [ 700/7329] learning_rate: 0.000100 loss_class: 0.607282 loss_bbox: 0.136047 loss_giou: 0.384469 loss_class_aux: 3.969862 loss_bbox_aux: 0.930393 loss_giou_aux: 2.495727 loss_class_dn: 0.326764 loss_bbox_dn: 0.169261 loss_giou_dn: 0.384688 loss_class_aux_dn: 1.733662 loss_bbox_aux_dn: 0.979965 loss_giou_aux_dn: 2.122430 loss: 14.625241 eta: 2 days, 8:56:26 batch_cost: 0.5260 data_cost: 0.0011 ips: 7.6052 images/s [03/30 12:10:06] ppdet.engine INFO: Epoch: [21] [ 800/7329] learning_rate: 0.000100 loss_class: 0.578392 loss_bbox: 0.131387 loss_giou: 0.391281 loss_class_aux: 3.701076 loss_bbox_aux: 0.872791 loss_giou_aux: 2.454767 loss_class_dn: 0.328519 loss_bbox_dn: 0.146949 loss_giou_dn: 0.370651 loss_class_aux_dn: 1.749498 loss_bbox_aux_dn: 0.956219 loss_giou_aux_dn: 2.115482 loss: 14.841722 eta: 2 days, 8:55:33 batch_cost: 0.5564 data_cost: 0.0013 ips: 7.1888 images/s [03/30 12:11:06] ppdet.engine INFO: Epoch: [21] [ 900/7329] learning_rate: 0.000100 loss_class: 0.597290 loss_bbox: 0.151078 loss_giou: 0.379367 loss_class_aux: 3.849545 loss_bbox_aux: 0.966610 loss_giou_aux: 2.391236 loss_class_dn: 0.354772 loss_bbox_dn: 0.168766 loss_giou_dn: 0.379599 loss_class_aux_dn: 1.891243 loss_bbox_aux_dn: 1.011924 loss_giou_aux_dn: 2.106810 loss: 14.694679 eta: 2 days, 8:54:35 batch_cost: 0.5353 data_cost: 0.0013 ips: 7.4726 images/s [03/30 12:12:13] ppdet.engine INFO: Epoch: [21] [1000/7329] learning_rate: 0.000100 loss_class: 0.617009 loss_bbox: 0.151190 loss_giou: 0.376895 loss_class_aux: 3.987306 loss_bbox_aux: 0.992826 loss_giou_aux: 2.395374 loss_class_dn: 0.341498 loss_bbox_dn: 0.150810 loss_giou_dn: 0.406243 loss_class_aux_dn: 1.829021 loss_bbox_aux_dn: 0.940553 loss_giou_aux_dn: 2.199711 loss: 15.495640 eta: 2 days, 8:53:52 batch_cost: 0.6016 data_cost: 0.0014 ips: 6.6487 images/s [03/30 12:13:09] ppdet.engine INFO: Epoch: [21] [1100/7329] learning_rate: 0.000100 loss_class: 0.529397 loss_bbox: 0.144662 loss_giou: 0.363748 loss_class_aux: 3.533320 loss_bbox_aux: 0.931062 loss_giou_aux: 2.261508 loss_class_dn: 0.307904 loss_bbox_dn: 0.169696 loss_giou_dn: 0.347990 loss_class_aux_dn: 1.672179 loss_bbox_aux_dn: 0.976847 loss_giou_aux_dn: 1.947730 loss: 13.840298 eta: 2 days, 8:52:47 batch_cost: 0.5056 data_cost: 0.0012 ips: 7.9120 images/s [03/30 12:14:07] ppdet.engine INFO: Epoch: [21] [1200/7329] learning_rate: 0.000100 loss_class: 0.587694 loss_bbox: 0.152423 loss_giou: 0.451090 loss_class_aux: 3.709100 loss_bbox_aux: 0.978902 loss_giou_aux: 2.802683 loss_class_dn: 0.353698 loss_bbox_dn: 0.164551 loss_giou_dn: 0.422790 loss_class_aux_dn: 1.857485 loss_bbox_aux_dn: 0.988715 loss_giou_aux_dn: 2.310350 loss: 15.692476 eta: 2 days, 8:51:45 batch_cost: 0.5225 data_cost: 0.0012 ips: 7.6557 images/s [03/30 12:15:10] ppdet.engine INFO: Epoch: [21] [1300/7329] learning_rate: 0.000100 loss_class: 0.568086 loss_bbox: 0.146783 loss_giou: 0.360201 loss_class_aux: 3.702323 loss_bbox_aux: 0.983951 loss_giou_aux: 2.465110 loss_class_dn: 0.331317 loss_bbox_dn: 0.192804 loss_giou_dn: 0.384282 loss_class_aux_dn: 1.795648 loss_bbox_aux_dn: 1.054994 loss_giou_aux_dn: 2.053759 loss: 14.226120 eta: 2 days, 8:50:56 batch_cost: 0.5717 data_cost: 0.0012 ips: 6.9962 images/s [03/30 12:16:10] ppdet.engine INFO: Epoch: [21] [1400/7329] learning_rate: 0.000100 loss_class: 0.561758 loss_bbox: 0.144252 loss_giou: 0.333785 loss_class_aux: 3.621886 loss_bbox_aux: 0.941809 loss_giou_aux: 2.149342 loss_class_dn: 0.306776 loss_bbox_dn: 0.173425 loss_giou_dn: 0.367126 loss_class_aux_dn: 1.674766 loss_bbox_aux_dn: 1.019572 loss_giou_aux_dn: 2.040161 loss: 14.145432 eta: 2 days, 8:49:59 batch_cost: 0.5394 data_cost: 0.0017 ips: 7.4150 images/s [03/30 12:17:16] ppdet.engine INFO: Epoch: [21] [1500/7329] learning_rate: 0.000100 loss_class: 0.618500 loss_bbox: 0.134756 loss_giou: 0.416531 loss_class_aux: 3.845293 loss_bbox_aux: 0.878329 loss_giou_aux: 2.592628 loss_class_dn: 0.315668 loss_bbox_dn: 0.149213 loss_giou_dn: 0.392071 loss_class_aux_dn: 1.716139 loss_bbox_aux_dn: 0.893882 loss_giou_aux_dn: 2.148166 loss: 14.063200 eta: 2 days, 8:49:18 batch_cost: 0.6079 data_cost: 0.0013 ips: 6.5797 images/s [03/30 12:18:19] ppdet.engine INFO: Epoch: [21] [1600/7329] learning_rate: 0.000100 loss_class: 0.587724 loss_bbox: 0.140448 loss_giou: 0.363738 loss_class_aux: 3.852334 loss_bbox_aux: 0.922930 loss_giou_aux: 2.463195 loss_class_dn: 0.331847 loss_bbox_dn: 0.156007 loss_giou_dn: 0.403717 loss_class_aux_dn: 1.776546 loss_bbox_aux_dn: 0.909105 loss_giou_aux_dn: 2.253505 loss: 14.472863 eta: 2 days, 8:48:29 batch_cost: 0.5743 data_cost: 0.0012 ips: 6.9652 images/s [03/30 12:19:17] ppdet.engine INFO: Epoch: [21] [1700/7329] learning_rate: 0.000100 loss_class: 0.662813 loss_bbox: 0.170845 loss_giou: 0.491997 loss_class_aux: 4.282990 loss_bbox_aux: 1.116115 loss_giou_aux: 3.093690 loss_class_dn: 0.379647 loss_bbox_dn: 0.203320 loss_giou_dn: 0.489539 loss_class_aux_dn: 2.006732 loss_bbox_aux_dn: 1.091159 loss_giou_aux_dn: 2.660101 loss: 17.118233 eta: 2 days, 8:47:29 batch_cost: 0.5301 data_cost: 0.0012 ips: 7.5450 images/s [03/30 12:20:22] ppdet.engine INFO: Epoch: [21] [1800/7329] learning_rate: 0.000100 loss_class: 0.583847 loss_bbox: 0.147681 loss_giou: 0.445129 loss_class_aux: 3.751901 loss_bbox_aux: 0.948161 loss_giou_aux: 2.740285 loss_class_dn: 0.356970 loss_bbox_dn: 0.168666 loss_giou_dn: 0.418880 loss_class_aux_dn: 1.888280 loss_bbox_aux_dn: 1.002808 loss_giou_aux_dn: 2.398111 loss: 16.404980 eta: 2 days, 8:46:42 batch_cost: 0.5846 data_cost: 0.0016 ips: 6.8428 images/s [03/30 12:21:22] ppdet.engine INFO: Epoch: [21] [1900/7329] learning_rate: 0.000100 loss_class: 0.615858 loss_bbox: 0.163592 loss_giou: 0.445808 loss_class_aux: 3.788753 loss_bbox_aux: 1.073243 loss_giou_aux: 2.812618 loss_class_dn: 0.336839 loss_bbox_dn: 0.182457 loss_giou_dn: 0.432473 loss_class_aux_dn: 1.808340 loss_bbox_aux_dn: 1.023216 loss_giou_aux_dn: 2.302680 loss: 15.277860 eta: 2 days, 8:45:45 batch_cost: 0.5390 data_cost: 0.0014 ips: 7.4210 images/s [03/30 12:22:18] ppdet.engine INFO: Epoch: [21] [2000/7329] learning_rate: 0.000100 loss_class: 0.517294 loss_bbox: 0.130087 loss_giou: 0.359325 loss_class_aux: 3.290648 loss_bbox_aux: 0.870766 loss_giou_aux: 2.342146 loss_class_dn: 0.284016 loss_bbox_dn: 0.149580 loss_giou_dn: 0.358788 loss_class_aux_dn: 1.588056 loss_bbox_aux_dn: 0.895453 loss_giou_aux_dn: 2.033267 loss: 12.867140 eta: 2 days, 8:44:41 batch_cost: 0.5113 data_cost: 0.0012 ips: 7.8231 images/s [03/30 12:23:19] ppdet.engine INFO: Epoch: [21] [2100/7329] learning_rate: 0.000100 loss_class: 0.617387 loss_bbox: 0.151848 loss_giou: 0.419405 loss_class_aux: 3.706786 loss_bbox_aux: 0.967432 loss_giou_aux: 2.732956 loss_class_dn: 0.348106 loss_bbox_dn: 0.206219 loss_giou_dn: 0.428080 loss_class_aux_dn: 1.834578 loss_bbox_aux_dn: 1.204755 loss_giou_aux_dn: 2.283621 loss: 15.118484 eta: 2 days, 8:43:47 batch_cost: 0.5522 data_cost: 0.0014 ips: 7.2433 images/s [03/30 12:24:14] ppdet.engine INFO: Epoch: [21] [2200/7329] learning_rate: 0.000100 loss_class: 0.626352 loss_bbox: 0.155461 loss_giou: 0.372858 loss_class_aux: 3.991777 loss_bbox_aux: 1.020342 loss_giou_aux: 2.310831 loss_class_dn: 0.332484 loss_bbox_dn: 0.173669 loss_giou_dn: 0.364245 loss_class_aux_dn: 1.881725 loss_bbox_aux_dn: 1.025913 loss_giou_aux_dn: 2.024916 loss: 14.709415 eta: 2 days, 8:42:40 batch_cost: 0.5012 data_cost: 0.0012 ips: 7.9807 images/s [03/30 12:25:12] ppdet.engine INFO: Epoch: [21] [2300/7329] learning_rate: 0.000100 loss_class: 0.566683 loss_bbox: 0.139574 loss_giou: 0.407989 loss_class_aux: 3.652161 loss_bbox_aux: 0.874758 loss_giou_aux: 2.560831 loss_class_dn: 0.326564 loss_bbox_dn: 0.154082 loss_giou_dn: 0.392432 loss_class_aux_dn: 1.734508 loss_bbox_aux_dn: 0.853905 loss_giou_aux_dn: 2.224990 loss: 14.812248 eta: 2 days, 8:41:39 batch_cost: 0.5248 data_cost: 0.0011 ips: 7.6213 images/s [03/30 12:26:12] ppdet.engine INFO: Epoch: [21] [2400/7329] learning_rate: 0.000100 loss_class: 0.619758 loss_bbox: 0.149158 loss_giou: 0.425221 loss_class_aux: 4.025310 loss_bbox_aux: 0.961241 loss_giou_aux: 2.746761 loss_class_dn: 0.358207 loss_bbox_dn: 0.165875 loss_giou_dn: 0.416714 loss_class_aux_dn: 1.911230 loss_bbox_aux_dn: 0.976831 loss_giou_aux_dn: 2.291281 loss: 15.432163 eta: 2 days, 8:40:45 batch_cost: 0.5507 data_cost: 0.0012 ips: 7.2634 images/s [03/30 12:27:11] ppdet.engine INFO: Epoch: [21] [2500/7329] learning_rate: 0.000100 loss_class: 0.643296 loss_bbox: 0.166256 loss_giou: 0.417720 loss_class_aux: 3.934625 loss_bbox_aux: 1.075052 loss_giou_aux: 2.658155 loss_class_dn: 0.353209 loss_bbox_dn: 0.175031 loss_giou_dn: 0.436895 loss_class_aux_dn: 1.836059 loss_bbox_aux_dn: 0.997119 loss_giou_aux_dn: 2.408463 loss: 15.776999 eta: 2 days, 8:39:45 batch_cost: 0.5308 data_cost: 0.0013 ips: 7.5352 images/s [03/30 12:28:11] ppdet.engine INFO: Epoch: [21] [2600/7329] learning_rate: 0.000100 loss_class: 0.683834 loss_bbox: 0.162433 loss_giou: 0.399771 loss_class_aux: 4.189023 loss_bbox_aux: 1.064610 loss_giou_aux: 2.657369 loss_class_dn: 0.383643 loss_bbox_dn: 0.187757 loss_giou_dn: 0.450808 loss_class_aux_dn: 2.037675 loss_bbox_aux_dn: 1.073747 loss_giou_aux_dn: 2.434272 loss: 16.586052 eta: 2 days, 8:38:49 batch_cost: 0.5424 data_cost: 0.0015 ips: 7.3750 images/s [03/30 12:29:06] ppdet.engine INFO: Epoch: [21] [2700/7329] learning_rate: 0.000100 loss_class: 0.526456 loss_bbox: 0.139909 loss_giou: 0.344848 loss_class_aux: 3.472132 loss_bbox_aux: 0.951525 loss_giou_aux: 2.150207 loss_class_dn: 0.281379 loss_bbox_dn: 0.153868 loss_giou_dn: 0.340621 loss_class_aux_dn: 1.549263 loss_bbox_aux_dn: 0.905701 loss_giou_aux_dn: 1.857041 loss: 13.580160 eta: 2 days, 8:37:41 batch_cost: 0.4957 data_cost: 0.0013 ips: 8.0691 images/s [03/30 12:30:07] ppdet.engine INFO: Epoch: [21] [2800/7329] learning_rate: 0.000100 loss_class: 0.553764 loss_bbox: 0.142831 loss_giou: 0.352190 loss_class_aux: 3.416240 loss_bbox_aux: 0.926646 loss_giou_aux: 2.267898 loss_class_dn: 0.303181 loss_bbox_dn: 0.164037 loss_giou_dn: 0.348099 loss_class_aux_dn: 1.651210 loss_bbox_aux_dn: 0.960037 loss_giou_aux_dn: 1.971138 loss: 13.299576 eta: 2 days, 8:36:47 batch_cost: 0.5534 data_cost: 0.0012 ips: 7.2276 images/s [03/30 12:31:09] ppdet.engine INFO: Epoch: [21] [2900/7329] learning_rate: 0.000100 loss_class: 0.550947 loss_bbox: 0.139923 loss_giou: 0.362162 loss_class_aux: 3.465281 loss_bbox_aux: 0.948771 loss_giou_aux: 2.256623 loss_class_dn: 0.308670 loss_bbox_dn: 0.171335 loss_giou_dn: 0.373298 loss_class_aux_dn: 1.670425 loss_bbox_aux_dn: 0.986965 loss_giou_aux_dn: 2.041750 loss: 13.322586 eta: 2 days, 8:35:57 batch_cost: 0.5694 data_cost: 0.0012 ips: 7.0248 images/s [03/30 12:32:12] ppdet.engine INFO: Epoch: [21] [3000/7329] learning_rate: 0.000100 loss_class: 0.604197 loss_bbox: 0.131160 loss_giou: 0.431498 loss_class_aux: 3.998458 loss_bbox_aux: 0.879967 loss_giou_aux: 2.857190 loss_class_dn: 0.341201 loss_bbox_dn: 0.162691 loss_giou_dn: 0.432611 loss_class_aux_dn: 1.851379 loss_bbox_aux_dn: 0.945251 loss_giou_aux_dn: 2.417200 loss: 15.895731 eta: 2 days, 8:35:08 batch_cost: 0.5735 data_cost: 0.0015 ips: 6.9745 images/s [03/30 12:33:13] ppdet.engine INFO: Epoch: [21] [3100/7329] learning_rate: 0.000100 loss_class: 0.558575 loss_bbox: 0.150387 loss_giou: 0.350005 loss_class_aux: 3.487603 loss_bbox_aux: 0.991293 loss_giou_aux: 2.309561 loss_class_dn: 0.313149 loss_bbox_dn: 0.167364 loss_giou_dn: 0.363839 loss_class_aux_dn: 1.698298 loss_bbox_aux_dn: 0.965684 loss_giou_aux_dn: 1.987375 loss: 13.826229 eta: 2 days, 8:34:13 batch_cost: 0.5515 data_cost: 0.0015 ips: 7.2526 images/s [03/30 12:34:16] ppdet.engine INFO: Epoch: [21] [3200/7329] learning_rate: 0.000100 loss_class: 0.668953 loss_bbox: 0.159468 loss_giou: 0.488879 loss_class_aux: 4.236041 loss_bbox_aux: 1.012976 loss_giou_aux: 3.043340 loss_class_dn: 0.405905 loss_bbox_dn: 0.191104 loss_giou_dn: 0.489115 loss_class_aux_dn: 2.157877 loss_bbox_aux_dn: 1.063296 loss_giou_aux_dn: 2.698039 loss: 17.779110 eta: 2 days, 8:33:23 batch_cost: 0.5707 data_cost: 0.0014 ips: 7.0095 images/s [03/30 12:35:14] ppdet.engine INFO: Epoch: [21] [3300/7329] learning_rate: 0.000100 loss_class: 0.620150 loss_bbox: 0.140168 loss_giou: 0.414680 loss_class_aux: 3.984846 loss_bbox_aux: 0.937343 loss_giou_aux: 2.624474 loss_class_dn: 0.350465 loss_bbox_dn: 0.184853 loss_giou_dn: 0.406029 loss_class_aux_dn: 1.896743 loss_bbox_aux_dn: 1.057763 loss_giou_aux_dn: 2.185491 loss: 15.535878 eta: 2 days, 8:32:23 batch_cost: 0.5251 data_cost: 0.0011 ips: 7.6174 images/s [03/30 12:36:15] ppdet.engine INFO: Epoch: [21] [3400/7329] learning_rate: 0.000100 loss_class: 0.607416 loss_bbox: 0.130976 loss_giou: 0.419014 loss_class_aux: 3.870875 loss_bbox_aux: 0.934127 loss_giou_aux: 2.604286 loss_class_dn: 0.344019 loss_bbox_dn: 0.156998 loss_giou_dn: 0.394449 loss_class_aux_dn: 1.886732 loss_bbox_aux_dn: 0.909686 loss_giou_aux_dn: 2.165662 loss: 15.210357 eta: 2 days, 8:31:28 batch_cost: 0.5510 data_cost: 0.0015 ips: 7.2599 images/s [03/30 12:37:16] ppdet.engine INFO: Epoch: [21] [3500/7329] learning_rate: 0.000100 loss_class: 0.589687 loss_bbox: 0.140086 loss_giou: 0.364487 loss_class_aux: 3.830011 loss_bbox_aux: 0.930553 loss_giou_aux: 2.350934 loss_class_dn: 0.332379 loss_bbox_dn: 0.166261 loss_giou_dn: 0.368847 loss_class_aux_dn: 1.802997 loss_bbox_aux_dn: 0.949300 loss_giou_aux_dn: 2.077688 loss: 14.762825 eta: 2 days, 8:30:37 batch_cost: 0.5657 data_cost: 0.0014 ips: 7.0703 images/s [03/30 12:38:13] ppdet.engine INFO: Epoch: [21] [3600/7329] learning_rate: 0.000100 loss_class: 0.622644 loss_bbox: 0.151543 loss_giou: 0.413137 loss_class_aux: 3.981081 loss_bbox_aux: 1.023678 loss_giou_aux: 2.688636 loss_class_dn: 0.335717 loss_bbox_dn: 0.190413 loss_giou_dn: 0.414503 loss_class_aux_dn: 1.814054 loss_bbox_aux_dn: 1.066508 loss_giou_aux_dn: 2.294904 loss: 15.136771 eta: 2 days, 8:29:33 batch_cost: 0.5099 data_cost: 0.0013 ips: 7.8444 images/s [03/30 12:39:13] ppdet.engine INFO: Epoch: [21] [3700/7329] learning_rate: 0.000100 loss_class: 0.573444 loss_bbox: 0.142196 loss_giou: 0.395702 loss_class_aux: 3.654235 loss_bbox_aux: 0.925265 loss_giou_aux: 2.593912 loss_class_dn: 0.329807 loss_bbox_dn: 0.162011 loss_giou_dn: 0.387575 loss_class_aux_dn: 1.781573 loss_bbox_aux_dn: 0.968950 loss_giou_aux_dn: 2.093299 loss: 14.309523 eta: 2 days, 8:28:35 batch_cost: 0.5389 data_cost: 0.0015 ips: 7.4228 images/s [03/30 12:40:17] ppdet.engine INFO: Epoch: [21] [3800/7329] learning_rate: 0.000100 loss_class: 0.639491 loss_bbox: 0.158964 loss_giou: 0.427100 loss_class_aux: 4.111526 loss_bbox_aux: 1.100410 loss_giou_aux: 2.850879 loss_class_dn: 0.353812 loss_bbox_dn: 0.177962 loss_giou_dn: 0.437805 loss_class_aux_dn: 1.888114 loss_bbox_aux_dn: 1.083330 loss_giou_aux_dn: 2.424504 loss: 15.739275 eta: 2 days, 8:27:47 batch_cost: 0.5780 data_cost: 0.0014 ips: 6.9205 images/s [03/30 12:41:19] ppdet.engine INFO: Epoch: [21] [3900/7329] learning_rate: 0.000100 loss_class: 0.582598 loss_bbox: 0.136361 loss_giou: 0.319533 loss_class_aux: 3.573936 loss_bbox_aux: 0.956173 loss_giou_aux: 2.180055 loss_class_dn: 0.315819 loss_bbox_dn: 0.170349 loss_giou_dn: 0.343719 loss_class_aux_dn: 1.680646 loss_bbox_aux_dn: 1.015500 loss_giou_aux_dn: 1.937609 loss: 13.424904 eta: 2 days, 8:26:54 batch_cost: 0.5581 data_cost: 0.0013 ips: 7.1667 images/s [03/30 12:42:14] ppdet.engine INFO: Epoch: [21] [4000/7329] learning_rate: 0.000100 loss_class: 0.631397 loss_bbox: 0.136667 loss_giou: 0.404389 loss_class_aux: 3.978220 loss_bbox_aux: 0.917553 loss_giou_aux: 2.587449 loss_class_dn: 0.370557 loss_bbox_dn: 0.173574 loss_giou_dn: 0.416259 loss_class_aux_dn: 1.971246 loss_bbox_aux_dn: 1.010607 loss_giou_aux_dn: 2.296007 loss: 15.660974 eta: 2 days, 8:25:48 batch_cost: 0.5008 data_cost: 0.0013 ips: 7.9880 images/s [03/30 12:43:10] ppdet.engine INFO: Epoch: [21] [4100/7329] learning_rate: 0.000100 loss_class: 0.610644 loss_bbox: 0.146706 loss_giou: 0.363879 loss_class_aux: 3.850747 loss_bbox_aux: 0.980038 loss_giou_aux: 2.285050 loss_class_dn: 0.318797 loss_bbox_dn: 0.183198 loss_giou_dn: 0.374114 loss_class_aux_dn: 1.695999 loss_bbox_aux_dn: 1.047846 loss_giou_aux_dn: 2.073707 loss: 14.031297 eta: 2 days, 8:24:42 batch_cost: 0.5035 data_cost: 0.0014 ips: 7.9436 images/s [03/30 12:44:12] ppdet.engine INFO: Epoch: [21] [4200/7329] learning_rate: 0.000100 loss_class: 0.607646 loss_bbox: 0.154044 loss_giou: 0.429434 loss_class_aux: 3.908743 loss_bbox_aux: 0.983578 loss_giou_aux: 2.772169 loss_class_dn: 0.329533 loss_bbox_dn: 0.175256 loss_giou_dn: 0.418057 loss_class_aux_dn: 1.751709 loss_bbox_aux_dn: 1.043285 loss_giou_aux_dn: 2.236159 loss: 14.880335 eta: 2 days, 8:23:48 batch_cost: 0.5513 data_cost: 0.0014 ips: 7.2552 images/s [03/30 12:45:18] ppdet.engine INFO: Epoch: [21] [4300/7329] learning_rate: 0.000100 loss_class: 0.614557 loss_bbox: 0.153261 loss_giou: 0.443115 loss_class_aux: 3.872983 loss_bbox_aux: 0.989473 loss_giou_aux: 2.835286 loss_class_dn: 0.374949 loss_bbox_dn: 0.160214 loss_giou_dn: 0.468539 loss_class_aux_dn: 2.006781 loss_bbox_aux_dn: 0.986191 loss_giou_aux_dn: 2.511717 loss: 15.978202 eta: 2 days, 8:23:04 batch_cost: 0.5956 data_cost: 0.0020 ips: 6.7158 images/s [03/30 12:46:22] ppdet.engine INFO: Epoch: [21] [4400/7329] learning_rate: 0.000100 loss_class: 0.660982 loss_bbox: 0.153834 loss_giou: 0.427876 loss_class_aux: 4.173827 loss_bbox_aux: 0.981101 loss_giou_aux: 2.710979 loss_class_dn: 0.368012 loss_bbox_dn: 0.173968 loss_giou_dn: 0.431264 loss_class_aux_dn: 1.970549 loss_bbox_aux_dn: 0.992977 loss_giou_aux_dn: 2.400133 loss: 16.358027 eta: 2 days, 8:22:14 batch_cost: 0.5712 data_cost: 0.0014 ips: 7.0024 images/s [03/30 12:47:20] ppdet.engine INFO: Epoch: [21] [4500/7329] learning_rate: 0.000100 loss_class: 0.570022 loss_bbox: 0.155095 loss_giou: 0.389063 loss_class_aux: 3.616674 loss_bbox_aux: 0.966960 loss_giou_aux: 2.463993 loss_class_dn: 0.322117 loss_bbox_dn: 0.168719 loss_giou_dn: 0.395443 loss_class_aux_dn: 1.709074 loss_bbox_aux_dn: 0.997788 loss_giou_aux_dn: 2.150010 loss: 13.961204 eta: 2 days, 8:21:14 batch_cost: 0.5280 data_cost: 0.0013 ips: 7.5762 images/s [03/30 12:48:17] ppdet.engine INFO: Epoch: [21] [4600/7329] learning_rate: 0.000100 loss_class: 0.564787 loss_bbox: 0.140861 loss_giou: 0.395768 loss_class_aux: 3.733797 loss_bbox_aux: 0.921509 loss_giou_aux: 2.438264 loss_class_dn: 0.325415 loss_bbox_dn: 0.160195 loss_giou_dn: 0.372249 loss_class_aux_dn: 1.758750 loss_bbox_aux_dn: 0.952936 loss_giou_aux_dn: 2.043676 loss: 14.537033 eta: 2 days, 8:20:11 batch_cost: 0.5156 data_cost: 0.0013 ips: 7.7576 images/s [03/30 12:49:15] ppdet.engine INFO: Epoch: [21] [4700/7329] learning_rate: 0.000100 loss_class: 0.586172 loss_bbox: 0.145700 loss_giou: 0.428102 loss_class_aux: 3.852380 loss_bbox_aux: 0.980320 loss_giou_aux: 2.674229 loss_class_dn: 0.359163 loss_bbox_dn: 0.173267 loss_giou_dn: 0.409181 loss_class_aux_dn: 1.901196 loss_bbox_aux_dn: 1.018342 loss_giou_aux_dn: 2.300457 loss: 15.596775 eta: 2 days, 8:19:10 batch_cost: 0.5225 data_cost: 0.0014 ips: 7.6553 images/s [03/30 12:50:13] ppdet.engine INFO: Epoch: [21] [4800/7329] learning_rate: 0.000100 loss_class: 0.669301 loss_bbox: 0.165114 loss_giou: 0.447655 loss_class_aux: 4.279871 loss_bbox_aux: 1.126542 loss_giou_aux: 2.893058 loss_class_dn: 0.386827 loss_bbox_dn: 0.167928 loss_giou_dn: 0.473926 loss_class_aux_dn: 2.083364 loss_bbox_aux_dn: 0.967930 loss_giou_aux_dn: 2.653604 loss: 16.814383 eta: 2 days, 8:18:10 batch_cost: 0.5282 data_cost: 0.0015 ips: 7.5735 images/s [03/30 12:51:12] ppdet.engine INFO: Epoch: [21] [4900/7329] learning_rate: 0.000100 loss_class: 0.621627 loss_bbox: 0.165991 loss_giou: 0.401368 loss_class_aux: 3.979447 loss_bbox_aux: 1.042149 loss_giou_aux: 2.652006 loss_class_dn: 0.343141 loss_bbox_dn: 0.173656 loss_giou_dn: 0.422620 loss_class_aux_dn: 1.816949 loss_bbox_aux_dn: 1.058699 loss_giou_aux_dn: 2.326612 loss: 15.882371 eta: 2 days, 8:17:12 batch_cost: 0.5353 data_cost: 0.0013 ips: 7.4722 images/s [03/30 12:52:12] ppdet.engine INFO: Epoch: [21] [5000/7329] learning_rate: 0.000100 loss_class: 0.590822 loss_bbox: 0.158282 loss_giou: 0.406162 loss_class_aux: 3.676790 loss_bbox_aux: 1.027620 loss_giou_aux: 2.646967 loss_class_dn: 0.303357 loss_bbox_dn: 0.170336 loss_giou_dn: 0.424630 loss_class_aux_dn: 1.678089 loss_bbox_aux_dn: 0.962235 loss_giou_aux_dn: 2.367769 loss: 14.197308 eta: 2 days, 8:16:14 batch_cost: 0.5360 data_cost: 0.0012 ips: 7.4631 images/s [03/30 12:53:13] ppdet.engine INFO: Epoch: [21] [5100/7329] learning_rate: 0.000100 loss_class: 0.593546 loss_bbox: 0.146723 loss_giou: 0.369604 loss_class_aux: 3.748484 loss_bbox_aux: 0.944248 loss_giou_aux: 2.355270 loss_class_dn: 0.341673 loss_bbox_dn: 0.190555 loss_giou_dn: 0.387005 loss_class_aux_dn: 1.818536 loss_bbox_aux_dn: 1.095305 loss_giou_aux_dn: 2.164207 loss: 14.781714 eta: 2 days, 8:15:20 batch_cost: 0.5551 data_cost: 0.0013 ips: 7.2064 images/s [03/30 12:54:15] ppdet.engine INFO: Epoch: [21] [5200/7329] learning_rate: 0.000100 loss_class: 0.677299 loss_bbox: 0.145118 loss_giou: 0.455735 loss_class_aux: 4.343190 loss_bbox_aux: 0.974240 loss_giou_aux: 2.901341 loss_class_dn: 0.363508 loss_bbox_dn: 0.170215 loss_giou_dn: 0.443857 loss_class_aux_dn: 1.979191 loss_bbox_aux_dn: 1.007249 loss_giou_aux_dn: 2.463041 loss: 16.609119 eta: 2 days, 8:14:28 batch_cost: 0.5609 data_cost: 0.0014 ips: 7.1320 images/s [03/30 12:55:16] ppdet.engine INFO: Epoch: [21] [5300/7329] learning_rate: 0.000100 loss_class: 0.585558 loss_bbox: 0.145434 loss_giou: 0.401251 loss_class_aux: 3.690768 loss_bbox_aux: 0.963849 loss_giou_aux: 2.573995 loss_class_dn: 0.338240 loss_bbox_dn: 0.177330 loss_giou_dn: 0.380312 loss_class_aux_dn: 1.759580 loss_bbox_aux_dn: 1.039006 loss_giou_aux_dn: 2.112935 loss: 14.943626 eta: 2 days, 8:13:33 batch_cost: 0.5502 data_cost: 0.0013 ips: 7.2706 images/s [03/30 12:56:14] ppdet.engine INFO: Epoch: [21] [5400/7329] learning_rate: 0.000100 loss_class: 0.635053 loss_bbox: 0.163036 loss_giou: 0.420338 loss_class_aux: 4.122369 loss_bbox_aux: 1.100432 loss_giou_aux: 2.614729 loss_class_dn: 0.348271 loss_bbox_dn: 0.192559 loss_giou_dn: 0.435656 loss_class_aux_dn: 1.889260 loss_bbox_aux_dn: 1.112991 loss_giou_aux_dn: 2.337167 loss: 16.207458 eta: 2 days, 8:12:33 batch_cost: 0.5246 data_cost: 0.0013 ips: 7.6256 images/s [03/30 12:57:16] ppdet.engine INFO: Epoch: [21] [5500/7329] learning_rate: 0.000100 loss_class: 0.543029 loss_bbox: 0.140462 loss_giou: 0.313699 loss_class_aux: 3.534195 loss_bbox_aux: 0.908769 loss_giou_aux: 1.997303 loss_class_dn: 0.290589 loss_bbox_dn: 0.172490 loss_giou_dn: 0.333312 loss_class_aux_dn: 1.567167 loss_bbox_aux_dn: 1.015825 loss_giou_aux_dn: 1.882809 loss: 13.247875 eta: 2 days, 8:11:40 batch_cost: 0.5612 data_cost: 0.0013 ips: 7.1272 images/s [03/30 12:58:23] ppdet.engine INFO: Epoch: [21] [5600/7329] learning_rate: 0.000100 loss_class: 0.583106 loss_bbox: 0.150239 loss_giou: 0.398703 loss_class_aux: 3.735707 loss_bbox_aux: 0.955765 loss_giou_aux: 2.562034 loss_class_dn: 0.331076 loss_bbox_dn: 0.170107 loss_giou_dn: 0.402887 loss_class_aux_dn: 1.764807 loss_bbox_aux_dn: 0.994203 loss_giou_aux_dn: 2.237895 loss: 14.771592 eta: 2 days, 8:11:00 batch_cost: 0.6102 data_cost: 0.0014 ips: 6.5552 images/s [03/30 12:59:27] ppdet.engine INFO: Epoch: [21] [5700/7329] learning_rate: 0.000100 loss_class: 0.577106 loss_bbox: 0.151944 loss_giou: 0.355610 loss_class_aux: 3.589884 loss_bbox_aux: 0.930693 loss_giou_aux: 2.253914 loss_class_dn: 0.327727 loss_bbox_dn: 0.171453 loss_giou_dn: 0.346188 loss_class_aux_dn: 1.807958 loss_bbox_aux_dn: 0.972766 loss_giou_aux_dn: 1.979486 loss: 15.081464 eta: 2 days, 8:10:11 batch_cost: 0.5785 data_cost: 0.0015 ips: 6.9142 images/s [03/30 13:00:26] ppdet.engine INFO: Epoch: [21] [5800/7329] learning_rate: 0.000100 loss_class: 0.600332 loss_bbox: 0.152737 loss_giou: 0.440445 loss_class_aux: 3.781573 loss_bbox_aux: 0.994250 loss_giou_aux: 2.796049 loss_class_dn: 0.369832 loss_bbox_dn: 0.178580 loss_giou_dn: 0.442597 loss_class_aux_dn: 1.963941 loss_bbox_aux_dn: 0.994016 loss_giou_aux_dn: 2.411788 loss: 15.913846 eta: 2 days, 8:09:13 batch_cost: 0.5341 data_cost: 0.0012 ips: 7.4886 images/s [03/30 13:01:26] ppdet.engine INFO: Epoch: [21] [5900/7329] learning_rate: 0.000100 loss_class: 0.648570 loss_bbox: 0.155121 loss_giou: 0.463329 loss_class_aux: 4.113492 loss_bbox_aux: 0.994494 loss_giou_aux: 2.957654 loss_class_dn: 0.369235 loss_bbox_dn: 0.171281 loss_giou_dn: 0.455991 loss_class_aux_dn: 1.941485 loss_bbox_aux_dn: 0.997713 loss_giou_aux_dn: 2.518515 loss: 16.343599 eta: 2 days, 8:08:14 batch_cost: 0.5329 data_cost: 0.0012 ips: 7.5061 images/s [03/30 13:02:22] ppdet.engine INFO: Epoch: [21] [6000/7329] learning_rate: 0.000100 loss_class: 0.568164 loss_bbox: 0.144060 loss_giou: 0.378848 loss_class_aux: 3.662577 loss_bbox_aux: 0.952399 loss_giou_aux: 2.482516 loss_class_dn: 0.318330 loss_bbox_dn: 0.163237 loss_giou_dn: 0.378263 loss_class_aux_dn: 1.740693 loss_bbox_aux_dn: 0.963689 loss_giou_aux_dn: 2.058635 loss: 14.348108 eta: 2 days, 8:07:10 batch_cost: 0.5079 data_cost: 0.0012 ips: 7.8752 images/s [03/30 13:03:20] ppdet.engine INFO: Epoch: [21] [6100/7329] learning_rate: 0.000100 loss_class: 0.602742 loss_bbox: 0.164614 loss_giou: 0.429643 loss_class_aux: 3.974241 loss_bbox_aux: 1.069715 loss_giou_aux: 2.708675 loss_class_dn: 0.360606 loss_bbox_dn: 0.185686 loss_giou_dn: 0.427599 loss_class_aux_dn: 1.981998 loss_bbox_aux_dn: 1.094206 loss_giou_aux_dn: 2.390126 loss: 16.135849 eta: 2 days, 8:06:10 batch_cost: 0.5278 data_cost: 0.0013 ips: 7.5793 images/s [03/30 13:04:19] ppdet.engine INFO: Epoch: [21] [6200/7329] learning_rate: 0.000100 loss_class: 0.680684 loss_bbox: 0.167455 loss_giou: 0.515183 loss_class_aux: 4.401477 loss_bbox_aux: 1.167861 loss_giou_aux: 3.294239 loss_class_dn: 0.440205 loss_bbox_dn: 0.203477 loss_giou_dn: 0.529106 loss_class_aux_dn: 2.341812 loss_bbox_aux_dn: 1.144083 loss_giou_aux_dn: 2.889253 loss: 19.672356 eta: 2 days, 8:05:12 batch_cost: 0.5350 data_cost: 0.0012 ips: 7.4763 images/s [03/30 13:05:21] ppdet.engine INFO: Epoch: [21] [6300/7329] learning_rate: 0.000100 loss_class: 0.626371 loss_bbox: 0.146174 loss_giou: 0.377632 loss_class_aux: 3.907600 loss_bbox_aux: 0.980222 loss_giou_aux: 2.382942 loss_class_dn: 0.326868 loss_bbox_dn: 0.158695 loss_giou_dn: 0.370971 loss_class_aux_dn: 1.756618 loss_bbox_aux_dn: 0.918370 loss_giou_aux_dn: 2.094746 loss: 13.729631 eta: 2 days, 8:04:19 batch_cost: 0.5608 data_cost: 0.0016 ips: 7.1324 images/s [03/30 13:06:21] ppdet.engine INFO: Epoch: [21] [6400/7329] learning_rate: 0.000100 loss_class: 0.575602 loss_bbox: 0.150248 loss_giou: 0.382299 loss_class_aux: 3.735293 loss_bbox_aux: 0.979358 loss_giou_aux: 2.392522 loss_class_dn: 0.314350 loss_bbox_dn: 0.174856 loss_giou_dn: 0.364091 loss_class_aux_dn: 1.675745 loss_bbox_aux_dn: 1.022860 loss_giou_aux_dn: 2.084059 loss: 14.695359 eta: 2 days, 8:03:23 batch_cost: 0.5440 data_cost: 0.0013 ips: 7.3532 images/s [03/30 13:07:22] ppdet.engine INFO: Epoch: [21] [6500/7329] learning_rate: 0.000100 loss_class: 0.561332 loss_bbox: 0.143494 loss_giou: 0.406778 loss_class_aux: 3.645991 loss_bbox_aux: 0.962890 loss_giou_aux: 2.652938 loss_class_dn: 0.323709 loss_bbox_dn: 0.157902 loss_giou_dn: 0.382289 loss_class_aux_dn: 1.708244 loss_bbox_aux_dn: 0.915989 loss_giou_aux_dn: 2.091685 loss: 13.873722 eta: 2 days, 8:02:30 batch_cost: 0.5560 data_cost: 0.0012 ips: 7.1939 images/s [03/30 13:08:19] ppdet.engine INFO: Epoch: [21] [6600/7329] learning_rate: 0.000100 loss_class: 0.678567 loss_bbox: 0.169941 loss_giou: 0.487103 loss_class_aux: 4.432250 loss_bbox_aux: 1.135975 loss_giou_aux: 3.101355 loss_class_dn: 0.396895 loss_bbox_dn: 0.189804 loss_giou_dn: 0.498601 loss_class_aux_dn: 2.089357 loss_bbox_aux_dn: 1.140588 loss_giou_aux_dn: 2.712940 loss: 17.743656 eta: 2 days, 8:01:28 batch_cost: 0.5183 data_cost: 0.0012 ips: 7.7174 images/s [03/30 13:09:18] ppdet.engine INFO: Epoch: [21] [6700/7329] learning_rate: 0.000100 loss_class: 0.626184 loss_bbox: 0.167494 loss_giou: 0.445933 loss_class_aux: 4.034855 loss_bbox_aux: 1.095873 loss_giou_aux: 2.777092 loss_class_dn: 0.366159 loss_bbox_dn: 0.180112 loss_giou_dn: 0.424139 loss_class_aux_dn: 1.941755 loss_bbox_aux_dn: 1.055833 loss_giou_aux_dn: 2.312614 loss: 16.842796 eta: 2 days, 8:00:28 batch_cost: 0.5264 data_cost: 0.0019 ips: 7.5991 images/s [03/30 13:10:16] ppdet.engine INFO: Epoch: [21] [6800/7329] learning_rate: 0.000100 loss_class: 0.603292 loss_bbox: 0.152352 loss_giou: 0.360047 loss_class_aux: 3.876155 loss_bbox_aux: 1.011257 loss_giou_aux: 2.370360 loss_class_dn: 0.331699 loss_bbox_dn: 0.195214 loss_giou_dn: 0.368819 loss_class_aux_dn: 1.802162 loss_bbox_aux_dn: 1.177263 loss_giou_aux_dn: 2.033602 loss: 15.089186 eta: 2 days, 7:59:27 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6378 images/s [03/30 13:11:14] ppdet.engine INFO: Epoch: [21] [6900/7329] learning_rate: 0.000100 loss_class: 0.586694 loss_bbox: 0.151088 loss_giou: 0.427333 loss_class_aux: 3.658727 loss_bbox_aux: 1.000813 loss_giou_aux: 2.706233 loss_class_dn: 0.359083 loss_bbox_dn: 0.163093 loss_giou_dn: 0.420630 loss_class_aux_dn: 1.896171 loss_bbox_aux_dn: 0.996340 loss_giou_aux_dn: 2.284744 loss: 15.748779 eta: 2 days, 7:58:28 batch_cost: 0.5331 data_cost: 0.0012 ips: 7.5034 images/s [03/30 13:12:14] ppdet.engine INFO: Epoch: [21] [7000/7329] learning_rate: 0.000100 loss_class: 0.623847 loss_bbox: 0.139219 loss_giou: 0.411969 loss_class_aux: 4.021751 loss_bbox_aux: 0.877782 loss_giou_aux: 2.652590 loss_class_dn: 0.345659 loss_bbox_dn: 0.160124 loss_giou_dn: 0.423196 loss_class_aux_dn: 1.845132 loss_bbox_aux_dn: 0.915790 loss_giou_aux_dn: 2.232911 loss: 14.711887 eta: 2 days, 7:57:31 batch_cost: 0.5391 data_cost: 0.0016 ips: 7.4199 images/s [03/30 13:13:11] ppdet.engine INFO: Epoch: [21] [7100/7329] learning_rate: 0.000100 loss_class: 0.713594 loss_bbox: 0.180761 loss_giou: 0.549481 loss_class_aux: 4.595248 loss_bbox_aux: 1.163906 loss_giou_aux: 3.509445 loss_class_dn: 0.410491 loss_bbox_dn: 0.179176 loss_giou_dn: 0.526434 loss_class_aux_dn: 2.185572 loss_bbox_aux_dn: 1.060727 loss_giou_aux_dn: 2.901831 loss: 18.911371 eta: 2 days, 7:56:27 batch_cost: 0.5102 data_cost: 0.0012 ips: 7.8397 images/s [03/30 13:14:10] ppdet.engine INFO: Epoch: [21] [7200/7329] learning_rate: 0.000100 loss_class: 0.557943 loss_bbox: 0.138415 loss_giou: 0.332550 loss_class_aux: 3.712449 loss_bbox_aux: 0.909919 loss_giou_aux: 2.200363 loss_class_dn: 0.296466 loss_bbox_dn: 0.159173 loss_giou_dn: 0.348879 loss_class_aux_dn: 1.582247 loss_bbox_aux_dn: 0.908879 loss_giou_aux_dn: 1.892934 loss: 13.088068 eta: 2 days, 7:55:30 batch_cost: 0.5378 data_cost: 0.0012 ips: 7.4371 images/s [03/30 13:15:13] ppdet.engine INFO: Epoch: [21] [7300/7329] learning_rate: 0.000100 loss_class: 0.595839 loss_bbox: 0.153665 loss_giou: 0.405958 loss_class_aux: 3.813395 loss_bbox_aux: 1.068791 loss_giou_aux: 2.567906 loss_class_dn: 0.339158 loss_bbox_dn: 0.171261 loss_giou_dn: 0.401798 loss_class_aux_dn: 1.784896 loss_bbox_aux_dn: 1.018187 loss_giou_aux_dn: 2.220382 loss: 15.082467 eta: 2 days, 7:54:38 batch_cost: 0.5622 data_cost: 0.0014 ips: 7.1152 images/s [03/30 13:15:34] ppdet.engine INFO: Eval iter: 0 [03/30 13:16:03] ppdet.engine INFO: Eval iter: 100 [03/30 13:16:31] ppdet.engine INFO: Eval iter: 200 [03/30 13:17:00] ppdet.engine INFO: Eval iter: 300 [03/30 13:17:29] ppdet.engine INFO: Eval iter: 400 [03/30 13:17:58] ppdet.engine INFO: Eval iter: 500 [03/30 13:18:26] ppdet.engine INFO: Eval iter: 600 [03/30 13:18:58] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.54s) creating index... index created! [03/30 13:18:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.54s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.35s). Accumulating evaluation results... DONE (t=36.42s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.691 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.320 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 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.380 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 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.522 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 ] = 0.880 [03/30 13:21:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.441541521665087 [03/30 13:21:52] ppdet.engine INFO: Best test bbox ap is 0.508. [03/30 13:21:56] ppdet.engine INFO: Epoch: [22] [ 0/7329] learning_rate: 0.000100 loss_class: 0.632033 loss_bbox: 0.143910 loss_giou: 0.456184 loss_class_aux: 4.088548 loss_bbox_aux: 0.942673 loss_giou_aux: 2.837286 loss_class_dn: 0.350701 loss_bbox_dn: 0.158390 loss_giou_dn: 0.419584 loss_class_aux_dn: 1.856820 loss_bbox_aux_dn: 0.915856 loss_giou_aux_dn: 2.279788 loss: 15.328756 eta: 2 days, 7:54:18 batch_cost: 0.5416 data_cost: 0.0015 ips: 7.3854 images/s [03/30 13:23:01] ppdet.engine INFO: Epoch: [22] [ 100/7329] learning_rate: 0.000100 loss_class: 0.608153 loss_bbox: 0.151626 loss_giou: 0.391965 loss_class_aux: 3.836983 loss_bbox_aux: 1.033679 loss_giou_aux: 2.574580 loss_class_dn: 0.349399 loss_bbox_dn: 0.184439 loss_giou_dn: 0.409936 loss_class_aux_dn: 1.873287 loss_bbox_aux_dn: 1.059368 loss_giou_aux_dn: 2.280303 loss: 15.507071 eta: 2 days, 7:53:30 batch_cost: 0.5759 data_cost: 0.0015 ips: 6.9459 images/s [03/30 13:24:06] ppdet.engine INFO: Epoch: [22] [ 200/7329] learning_rate: 0.000100 loss_class: 0.705995 loss_bbox: 0.186864 loss_giou: 0.485324 loss_class_aux: 4.487481 loss_bbox_aux: 1.229428 loss_giou_aux: 3.134287 loss_class_dn: 0.400329 loss_bbox_dn: 0.208640 loss_giou_dn: 0.488847 loss_class_aux_dn: 2.103234 loss_bbox_aux_dn: 1.191257 loss_giou_aux_dn: 2.739684 loss: 18.358135 eta: 2 days, 7:52:43 batch_cost: 0.5855 data_cost: 0.0015 ips: 6.8318 images/s [03/30 13:25:10] ppdet.engine INFO: Epoch: [22] [ 300/7329] learning_rate: 0.000100 loss_class: 0.615317 loss_bbox: 0.174731 loss_giou: 0.449397 loss_class_aux: 3.978054 loss_bbox_aux: 1.097252 loss_giou_aux: 2.836388 loss_class_dn: 0.350254 loss_bbox_dn: 0.187118 loss_giou_dn: 0.434264 loss_class_aux_dn: 1.909830 loss_bbox_aux_dn: 1.108542 loss_giou_aux_dn: 2.360206 loss: 15.731544 eta: 2 days, 7:51:55 batch_cost: 0.5789 data_cost: 0.0013 ips: 6.9101 images/s [03/30 13:26:11] ppdet.engine INFO: Epoch: [22] [ 400/7329] learning_rate: 0.000100 loss_class: 0.618544 loss_bbox: 0.147079 loss_giou: 0.464356 loss_class_aux: 4.067424 loss_bbox_aux: 1.040552 loss_giou_aux: 2.967417 loss_class_dn: 0.367694 loss_bbox_dn: 0.192114 loss_giou_dn: 0.467867 loss_class_aux_dn: 1.958341 loss_bbox_aux_dn: 1.129555 loss_giou_aux_dn: 2.526480 loss: 16.430635 eta: 2 days, 7:51:03 batch_cost: 0.5620 data_cost: 0.0012 ips: 7.1179 images/s [03/30 13:27:08] ppdet.engine INFO: Epoch: [22] [ 500/7329] learning_rate: 0.000100 loss_class: 0.541387 loss_bbox: 0.146567 loss_giou: 0.331131 loss_class_aux: 3.386399 loss_bbox_aux: 0.970471 loss_giou_aux: 2.155788 loss_class_dn: 0.306612 loss_bbox_dn: 0.161392 loss_giou_dn: 0.355599 loss_class_aux_dn: 1.702988 loss_bbox_aux_dn: 0.993762 loss_giou_aux_dn: 1.907104 loss: 13.900728 eta: 2 days, 7:49:59 batch_cost: 0.5114 data_cost: 0.0013 ips: 7.8217 images/s [03/30 13:28:04] ppdet.engine INFO: Epoch: [22] [ 600/7329] learning_rate: 0.000100 loss_class: 0.604507 loss_bbox: 0.159565 loss_giou: 0.359815 loss_class_aux: 3.723027 loss_bbox_aux: 1.051748 loss_giou_aux: 2.347680 loss_class_dn: 0.326579 loss_bbox_dn: 0.195133 loss_giou_dn: 0.370095 loss_class_aux_dn: 1.775417 loss_bbox_aux_dn: 1.100648 loss_giou_aux_dn: 2.098954 loss: 14.678840 eta: 2 days, 7:48:53 batch_cost: 0.5010 data_cost: 0.0013 ips: 7.9833 images/s [03/30 13:29:01] ppdet.engine INFO: Epoch: [22] [ 700/7329] learning_rate: 0.000100 loss_class: 0.580349 loss_bbox: 0.143716 loss_giou: 0.358793 loss_class_aux: 3.809756 loss_bbox_aux: 0.961851 loss_giou_aux: 2.240367 loss_class_dn: 0.299223 loss_bbox_dn: 0.172804 loss_giou_dn: 0.378946 loss_class_aux_dn: 1.639278 loss_bbox_aux_dn: 1.015390 loss_giou_aux_dn: 2.044145 loss: 14.384244 eta: 2 days, 7:47:50 batch_cost: 0.5134 data_cost: 0.0013 ips: 7.7916 images/s [03/30 13:30:03] ppdet.engine INFO: Epoch: [22] [ 800/7329] learning_rate: 0.000100 loss_class: 0.686120 loss_bbox: 0.151591 loss_giou: 0.480009 loss_class_aux: 4.394094 loss_bbox_aux: 1.030457 loss_giou_aux: 3.074069 loss_class_dn: 0.369494 loss_bbox_dn: 0.173954 loss_giou_dn: 0.466900 loss_class_aux_dn: 1.982743 loss_bbox_aux_dn: 1.028889 loss_giou_aux_dn: 2.616415 loss: 17.165836 eta: 2 days, 7:46:56 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2509 images/s [03/30 13:31:04] ppdet.engine INFO: Epoch: [22] [ 900/7329] learning_rate: 0.000100 loss_class: 0.657775 loss_bbox: 0.157265 loss_giou: 0.486174 loss_class_aux: 4.197575 loss_bbox_aux: 1.040919 loss_giou_aux: 3.089272 loss_class_dn: 0.370473 loss_bbox_dn: 0.175425 loss_giou_dn: 0.481738 loss_class_aux_dn: 1.979417 loss_bbox_aux_dn: 1.116294 loss_giou_aux_dn: 2.641130 loss: 16.317268 eta: 2 days, 7:46:00 batch_cost: 0.5440 data_cost: 0.0015 ips: 7.3530 images/s [03/30 13:32:03] ppdet.engine INFO: Epoch: [22] [1000/7329] learning_rate: 0.000100 loss_class: 0.546904 loss_bbox: 0.124253 loss_giou: 0.321367 loss_class_aux: 3.643033 loss_bbox_aux: 0.854344 loss_giou_aux: 2.024193 loss_class_dn: 0.291036 loss_bbox_dn: 0.162097 loss_giou_dn: 0.345615 loss_class_aux_dn: 1.579899 loss_bbox_aux_dn: 1.027314 loss_giou_aux_dn: 1.909555 loss: 13.234177 eta: 2 days, 7:45:03 batch_cost: 0.5406 data_cost: 0.0014 ips: 7.3997 images/s [03/30 13:33:06] ppdet.engine INFO: Epoch: [22] [1100/7329] learning_rate: 0.000100 loss_class: 0.632311 loss_bbox: 0.149322 loss_giou: 0.391669 loss_class_aux: 3.908755 loss_bbox_aux: 0.999378 loss_giou_aux: 2.564872 loss_class_dn: 0.363866 loss_bbox_dn: 0.166472 loss_giou_dn: 0.400227 loss_class_aux_dn: 1.958161 loss_bbox_aux_dn: 1.019611 loss_giou_aux_dn: 2.403470 loss: 15.858171 eta: 2 days, 7:44:14 batch_cost: 0.5757 data_cost: 0.0012 ips: 6.9482 images/s [03/30 13:34:17] ppdet.engine INFO: Epoch: [22] [1200/7329] learning_rate: 0.000100 loss_class: 0.629359 loss_bbox: 0.144300 loss_giou: 0.436425 loss_class_aux: 3.970912 loss_bbox_aux: 0.931592 loss_giou_aux: 2.771279 loss_class_dn: 0.360850 loss_bbox_dn: 0.167919 loss_giou_dn: 0.437140 loss_class_aux_dn: 1.935008 loss_bbox_aux_dn: 0.997086 loss_giou_aux_dn: 2.422016 loss: 15.945715 eta: 2 days, 7:43:40 batch_cost: 0.6444 data_cost: 0.0014 ips: 6.2069 images/s [03/30 13:35:22] ppdet.engine INFO: Epoch: [22] [1300/7329] learning_rate: 0.000100 loss_class: 0.607976 loss_bbox: 0.149245 loss_giou: 0.472891 loss_class_aux: 4.016228 loss_bbox_aux: 0.993668 loss_giou_aux: 2.997031 loss_class_dn: 0.357352 loss_bbox_dn: 0.168518 loss_giou_dn: 0.455691 loss_class_aux_dn: 1.892237 loss_bbox_aux_dn: 1.017646 loss_giou_aux_dn: 2.484416 loss: 15.977759 eta: 2 days, 7:42:56 batch_cost: 0.5947 data_cost: 0.0012 ips: 6.7260 images/s [03/30 13:36:22] ppdet.engine INFO: Epoch: [22] [1400/7329] learning_rate: 0.000100 loss_class: 0.662464 loss_bbox: 0.163955 loss_giou: 0.518098 loss_class_aux: 4.261935 loss_bbox_aux: 1.019640 loss_giou_aux: 3.232075 loss_class_dn: 0.395810 loss_bbox_dn: 0.180478 loss_giou_dn: 0.500431 loss_class_aux_dn: 2.135819 loss_bbox_aux_dn: 1.039619 loss_giou_aux_dn: 2.784234 loss: 18.231041 eta: 2 days, 7:41:59 batch_cost: 0.5399 data_cost: 0.0015 ips: 7.4088 images/s [03/30 13:37:22] ppdet.engine INFO: Epoch: [22] [1500/7329] learning_rate: 0.000100 loss_class: 0.660497 loss_bbox: 0.145282 loss_giou: 0.443816 loss_class_aux: 4.276253 loss_bbox_aux: 0.991913 loss_giou_aux: 2.850010 loss_class_dn: 0.348217 loss_bbox_dn: 0.178909 loss_giou_dn: 0.447872 loss_class_aux_dn: 1.868832 loss_bbox_aux_dn: 1.070460 loss_giou_aux_dn: 2.395423 loss: 16.286034 eta: 2 days, 7:41:02 batch_cost: 0.5419 data_cost: 0.0012 ips: 7.3821 images/s [03/30 13:38:20] ppdet.engine INFO: Epoch: [22] [1600/7329] learning_rate: 0.000100 loss_class: 0.612167 loss_bbox: 0.140999 loss_giou: 0.409216 loss_class_aux: 3.932331 loss_bbox_aux: 0.911921 loss_giou_aux: 2.640561 loss_class_dn: 0.330886 loss_bbox_dn: 0.150084 loss_giou_dn: 0.425111 loss_class_aux_dn: 1.752789 loss_bbox_aux_dn: 0.889040 loss_giou_aux_dn: 2.340928 loss: 14.688650 eta: 2 days, 7:40:02 batch_cost: 0.5256 data_cost: 0.0015 ips: 7.6097 images/s [03/30 13:39:20] ppdet.engine INFO: Epoch: [22] [1700/7329] learning_rate: 0.000100 loss_class: 0.670140 loss_bbox: 0.169604 loss_giou: 0.471305 loss_class_aux: 4.274844 loss_bbox_aux: 1.139640 loss_giou_aux: 2.994662 loss_class_dn: 0.376712 loss_bbox_dn: 0.198798 loss_giou_dn: 0.487981 loss_class_aux_dn: 2.000479 loss_bbox_aux_dn: 1.138217 loss_giou_aux_dn: 2.657541 loss: 17.583078 eta: 2 days, 7:39:07 batch_cost: 0.5486 data_cost: 0.0012 ips: 7.2911 images/s [03/30 13:40:22] ppdet.engine INFO: Epoch: [22] [1800/7329] learning_rate: 0.000100 loss_class: 0.659523 loss_bbox: 0.139062 loss_giou: 0.432544 loss_class_aux: 4.102127 loss_bbox_aux: 0.904743 loss_giou_aux: 2.730212 loss_class_dn: 0.355299 loss_bbox_dn: 0.162379 loss_giou_dn: 0.432952 loss_class_aux_dn: 1.911241 loss_bbox_aux_dn: 0.924353 loss_giou_aux_dn: 2.363883 loss: 16.314735 eta: 2 days, 7:38:15 batch_cost: 0.5635 data_cost: 0.0013 ips: 7.0980 images/s [03/30 13:41:23] ppdet.engine INFO: Epoch: [22] [1900/7329] learning_rate: 0.000100 loss_class: 0.629501 loss_bbox: 0.141898 loss_giou: 0.390438 loss_class_aux: 3.898613 loss_bbox_aux: 0.940180 loss_giou_aux: 2.540976 loss_class_dn: 0.339725 loss_bbox_dn: 0.183548 loss_giou_dn: 0.424317 loss_class_aux_dn: 1.826804 loss_bbox_aux_dn: 1.099716 loss_giou_aux_dn: 2.320564 loss: 15.812862 eta: 2 days, 7:37:18 batch_cost: 0.5382 data_cost: 0.0020 ips: 7.4323 images/s [03/30 13:42:21] ppdet.engine INFO: Epoch: [22] [2000/7329] learning_rate: 0.000100 loss_class: 0.581951 loss_bbox: 0.143300 loss_giou: 0.455800 loss_class_aux: 3.815553 loss_bbox_aux: 0.895214 loss_giou_aux: 2.856933 loss_class_dn: 0.360334 loss_bbox_dn: 0.156313 loss_giou_dn: 0.440435 loss_class_aux_dn: 1.947544 loss_bbox_aux_dn: 0.905338 loss_giou_aux_dn: 2.403255 loss: 15.583536 eta: 2 days, 7:36:17 batch_cost: 0.5256 data_cost: 0.0013 ips: 7.6098 images/s [03/30 13:43:23] ppdet.engine INFO: Epoch: [22] [2100/7329] learning_rate: 0.000100 loss_class: 0.606772 loss_bbox: 0.138554 loss_giou: 0.434745 loss_class_aux: 3.939816 loss_bbox_aux: 0.985056 loss_giou_aux: 2.809792 loss_class_dn: 0.347226 loss_bbox_dn: 0.161834 loss_giou_dn: 0.405492 loss_class_aux_dn: 1.851085 loss_bbox_aux_dn: 0.924160 loss_giou_aux_dn: 2.239992 loss: 14.882061 eta: 2 days, 7:35:22 batch_cost: 0.5481 data_cost: 0.0013 ips: 7.2982 images/s [03/30 13:44:24] ppdet.engine INFO: Epoch: [22] [2200/7329] learning_rate: 0.000100 loss_class: 0.621815 loss_bbox: 0.140085 loss_giou: 0.388724 loss_class_aux: 3.820286 loss_bbox_aux: 0.969237 loss_giou_aux: 2.515990 loss_class_dn: 0.354321 loss_bbox_dn: 0.157311 loss_giou_dn: 0.373574 loss_class_aux_dn: 1.894138 loss_bbox_aux_dn: 0.935218 loss_giou_aux_dn: 2.043492 loss: 14.636093 eta: 2 days, 7:34:27 batch_cost: 0.5465 data_cost: 0.0014 ips: 7.3190 images/s [03/30 13:45:24] ppdet.engine INFO: Epoch: [22] [2300/7329] learning_rate: 0.000100 loss_class: 0.704960 loss_bbox: 0.156817 loss_giou: 0.429682 loss_class_aux: 4.513147 loss_bbox_aux: 1.029177 loss_giou_aux: 2.690059 loss_class_dn: 0.363397 loss_bbox_dn: 0.169253 loss_giou_dn: 0.447384 loss_class_aux_dn: 1.998980 loss_bbox_aux_dn: 1.032623 loss_giou_aux_dn: 2.533109 loss: 16.879858 eta: 2 days, 7:33:31 batch_cost: 0.5440 data_cost: 0.0012 ips: 7.3529 images/s [03/30 13:46:20] ppdet.engine INFO: Epoch: [22] [2400/7329] learning_rate: 0.000100 loss_class: 0.628377 loss_bbox: 0.168418 loss_giou: 0.417894 loss_class_aux: 4.087515 loss_bbox_aux: 1.129276 loss_giou_aux: 2.695383 loss_class_dn: 0.356737 loss_bbox_dn: 0.196366 loss_giou_dn: 0.443996 loss_class_aux_dn: 1.899076 loss_bbox_aux_dn: 1.107435 loss_giou_aux_dn: 2.426798 loss: 16.428593 eta: 2 days, 7:32:26 batch_cost: 0.5047 data_cost: 0.0013 ips: 7.9254 images/s [03/30 13:47:18] ppdet.engine INFO: Epoch: [22] [2500/7329] learning_rate: 0.000100 loss_class: 0.585778 loss_bbox: 0.129657 loss_giou: 0.417640 loss_class_aux: 3.725243 loss_bbox_aux: 0.875991 loss_giou_aux: 2.705066 loss_class_dn: 0.324354 loss_bbox_dn: 0.142460 loss_giou_dn: 0.384838 loss_class_aux_dn: 1.758879 loss_bbox_aux_dn: 0.884520 loss_giou_aux_dn: 2.120460 loss: 14.294872 eta: 2 days, 7:31:25 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6284 images/s [03/30 13:48:19] ppdet.engine INFO: Epoch: [22] [2600/7329] learning_rate: 0.000100 loss_class: 0.589102 loss_bbox: 0.154593 loss_giou: 0.404461 loss_class_aux: 3.903303 loss_bbox_aux: 1.032330 loss_giou_aux: 2.477174 loss_class_dn: 0.344050 loss_bbox_dn: 0.159713 loss_giou_dn: 0.422167 loss_class_aux_dn: 1.853892 loss_bbox_aux_dn: 0.956568 loss_giou_aux_dn: 2.283791 loss: 14.965568 eta: 2 days, 7:30:33 batch_cost: 0.5591 data_cost: 0.0013 ips: 7.1545 images/s [03/30 13:49:24] ppdet.engine INFO: Epoch: [22] [2700/7329] learning_rate: 0.000100 loss_class: 0.614048 loss_bbox: 0.161936 loss_giou: 0.392845 loss_class_aux: 3.934096 loss_bbox_aux: 1.055338 loss_giou_aux: 2.508114 loss_class_dn: 0.350346 loss_bbox_dn: 0.186882 loss_giou_dn: 0.393327 loss_class_aux_dn: 1.878410 loss_bbox_aux_dn: 1.103271 loss_giou_aux_dn: 2.182499 loss: 14.794376 eta: 2 days, 7:29:47 batch_cost: 0.5925 data_cost: 0.0013 ips: 6.7506 images/s [03/30 13:50:28] ppdet.engine INFO: Epoch: [22] [2800/7329] learning_rate: 0.000100 loss_class: 0.702347 loss_bbox: 0.151464 loss_giou: 0.430753 loss_class_aux: 4.409936 loss_bbox_aux: 0.989712 loss_giou_aux: 2.729381 loss_class_dn: 0.367341 loss_bbox_dn: 0.170028 loss_giou_dn: 0.426430 loss_class_aux_dn: 1.942980 loss_bbox_aux_dn: 0.999847 loss_giou_aux_dn: 2.379503 loss: 16.663895 eta: 2 days, 7:29:00 batch_cost: 0.5826 data_cost: 0.0013 ips: 6.8657 images/s [03/30 13:51:38] ppdet.engine INFO: Epoch: [22] [2900/7329] learning_rate: 0.000100 loss_class: 0.615873 loss_bbox: 0.146321 loss_giou: 0.438787 loss_class_aux: 3.961458 loss_bbox_aux: 0.971946 loss_giou_aux: 2.729949 loss_class_dn: 0.340851 loss_bbox_dn: 0.166394 loss_giou_dn: 0.418763 loss_class_aux_dn: 1.803765 loss_bbox_aux_dn: 1.005738 loss_giou_aux_dn: 2.301254 loss: 14.903607 eta: 2 days, 7:28:25 batch_cost: 0.6400 data_cost: 0.0016 ips: 6.2500 images/s [03/30 13:52:42] ppdet.engine INFO: Epoch: [22] [3000/7329] learning_rate: 0.000100 loss_class: 0.606745 loss_bbox: 0.150713 loss_giou: 0.443376 loss_class_aux: 3.870270 loss_bbox_aux: 0.928472 loss_giou_aux: 2.846018 loss_class_dn: 0.357640 loss_bbox_dn: 0.148513 loss_giou_dn: 0.457707 loss_class_aux_dn: 1.882877 loss_bbox_aux_dn: 0.867395 loss_giou_aux_dn: 2.515884 loss: 16.245056 eta: 2 days, 7:27:35 batch_cost: 0.5739 data_cost: 0.0019 ips: 6.9693 images/s [03/30 13:53:41] ppdet.engine INFO: Epoch: [22] [3100/7329] learning_rate: 0.000100 loss_class: 0.618624 loss_bbox: 0.153573 loss_giou: 0.388105 loss_class_aux: 3.830935 loss_bbox_aux: 1.022396 loss_giou_aux: 2.497240 loss_class_dn: 0.348507 loss_bbox_dn: 0.185925 loss_giou_dn: 0.399292 loss_class_aux_dn: 1.895483 loss_bbox_aux_dn: 1.062177 loss_giou_aux_dn: 2.194911 loss: 14.445961 eta: 2 days, 7:26:37 batch_cost: 0.5342 data_cost: 0.0013 ips: 7.4873 images/s [03/30 13:54:39] ppdet.engine INFO: Epoch: [22] [3200/7329] learning_rate: 0.000100 loss_class: 0.618746 loss_bbox: 0.142222 loss_giou: 0.422464 loss_class_aux: 3.895030 loss_bbox_aux: 0.940804 loss_giou_aux: 2.679696 loss_class_dn: 0.338859 loss_bbox_dn: 0.193572 loss_giou_dn: 0.425798 loss_class_aux_dn: 1.814201 loss_bbox_aux_dn: 1.108122 loss_giou_aux_dn: 2.289631 loss: 15.093493 eta: 2 days, 7:25:35 batch_cost: 0.5157 data_cost: 0.0014 ips: 7.7564 images/s [03/30 13:55:38] ppdet.engine INFO: Epoch: [22] [3300/7329] learning_rate: 0.000100 loss_class: 0.577883 loss_bbox: 0.179062 loss_giou: 0.374429 loss_class_aux: 3.707287 loss_bbox_aux: 1.153529 loss_giou_aux: 2.365614 loss_class_dn: 0.313452 loss_bbox_dn: 0.196304 loss_giou_dn: 0.369505 loss_class_aux_dn: 1.694453 loss_bbox_aux_dn: 1.100014 loss_giou_aux_dn: 2.060838 loss: 14.370789 eta: 2 days, 7:24:37 batch_cost: 0.5382 data_cost: 0.0013 ips: 7.4323 images/s [03/30 13:56:37] ppdet.engine INFO: Epoch: [22] [3400/7329] learning_rate: 0.000100 loss_class: 0.641376 loss_bbox: 0.150690 loss_giou: 0.375259 loss_class_aux: 3.879272 loss_bbox_aux: 0.997092 loss_giou_aux: 2.365051 loss_class_dn: 0.338123 loss_bbox_dn: 0.177316 loss_giou_dn: 0.406991 loss_class_aux_dn: 1.834650 loss_bbox_aux_dn: 1.040829 loss_giou_aux_dn: 2.216519 loss: 15.537907 eta: 2 days, 7:23:39 batch_cost: 0.5351 data_cost: 0.0013 ips: 7.4748 images/s [03/30 13:57:41] ppdet.engine INFO: Epoch: [22] [3500/7329] learning_rate: 0.000100 loss_class: 0.611845 loss_bbox: 0.166948 loss_giou: 0.390245 loss_class_aux: 3.961675 loss_bbox_aux: 1.069273 loss_giou_aux: 2.549747 loss_class_dn: 0.334247 loss_bbox_dn: 0.185086 loss_giou_dn: 0.387510 loss_class_aux_dn: 1.808666 loss_bbox_aux_dn: 1.145612 loss_giou_aux_dn: 2.073374 loss: 15.382965 eta: 2 days, 7:22:51 batch_cost: 0.5809 data_cost: 0.0015 ips: 6.8853 images/s [03/30 13:58:45] ppdet.engine INFO: Epoch: [22] [3600/7329] learning_rate: 0.000100 loss_class: 0.612329 loss_bbox: 0.149051 loss_giou: 0.371561 loss_class_aux: 4.052717 loss_bbox_aux: 0.985227 loss_giou_aux: 2.391166 loss_class_dn: 0.346596 loss_bbox_dn: 0.187841 loss_giou_dn: 0.407199 loss_class_aux_dn: 1.835667 loss_bbox_aux_dn: 1.089479 loss_giou_aux_dn: 2.225207 loss: 15.122852 eta: 2 days, 7:22:04 batch_cost: 0.5832 data_cost: 0.0012 ips: 6.8589 images/s [03/30 13:59:50] ppdet.engine INFO: Epoch: [22] [3700/7329] learning_rate: 0.000100 loss_class: 0.558763 loss_bbox: 0.159366 loss_giou: 0.367861 loss_class_aux: 3.475932 loss_bbox_aux: 0.983283 loss_giou_aux: 2.359942 loss_class_dn: 0.322414 loss_bbox_dn: 0.173597 loss_giou_dn: 0.344139 loss_class_aux_dn: 1.700560 loss_bbox_aux_dn: 1.006688 loss_giou_aux_dn: 1.905267 loss: 13.671741 eta: 2 days, 7:21:19 batch_cost: 0.5941 data_cost: 0.0012 ips: 6.7333 images/s [03/30 14:01:01] ppdet.engine INFO: Epoch: [22] [3800/7329] learning_rate: 0.000100 loss_class: 0.633075 loss_bbox: 0.158159 loss_giou: 0.374685 loss_class_aux: 4.080263 loss_bbox_aux: 0.985410 loss_giou_aux: 2.394571 loss_class_dn: 0.325618 loss_bbox_dn: 0.185126 loss_giou_dn: 0.392808 loss_class_aux_dn: 1.752873 loss_bbox_aux_dn: 1.094945 loss_giou_aux_dn: 2.156658 loss: 15.418558 eta: 2 days, 7:20:47 batch_cost: 0.6547 data_cost: 0.0012 ips: 6.1101 images/s [03/30 14:01:58] ppdet.engine INFO: Epoch: [22] [3900/7329] learning_rate: 0.000100 loss_class: 0.589881 loss_bbox: 0.161377 loss_giou: 0.375267 loss_class_aux: 3.781260 loss_bbox_aux: 1.065830 loss_giou_aux: 2.440354 loss_class_dn: 0.316882 loss_bbox_dn: 0.181554 loss_giou_dn: 0.377224 loss_class_aux_dn: 1.712047 loss_bbox_aux_dn: 1.051485 loss_giou_aux_dn: 2.183026 loss: 14.249608 eta: 2 days, 7:19:44 batch_cost: 0.5123 data_cost: 0.0013 ips: 7.8075 images/s [03/30 14:03:07] ppdet.engine INFO: Epoch: [22] [4000/7329] learning_rate: 0.000100 loss_class: 0.643338 loss_bbox: 0.155337 loss_giou: 0.394299 loss_class_aux: 4.212133 loss_bbox_aux: 1.003251 loss_giou_aux: 2.404510 loss_class_dn: 0.349491 loss_bbox_dn: 0.178803 loss_giou_dn: 0.391190 loss_class_aux_dn: 1.922284 loss_bbox_aux_dn: 1.056405 loss_giou_aux_dn: 2.226681 loss: 15.103133 eta: 2 days, 7:19:07 batch_cost: 0.6329 data_cost: 0.0014 ips: 6.3205 images/s [03/30 14:04:11] ppdet.engine INFO: Epoch: [22] [4100/7329] learning_rate: 0.000100 loss_class: 0.559127 loss_bbox: 0.147367 loss_giou: 0.358355 loss_class_aux: 3.707726 loss_bbox_aux: 1.001778 loss_giou_aux: 2.377717 loss_class_dn: 0.324356 loss_bbox_dn: 0.170635 loss_giou_dn: 0.397226 loss_class_aux_dn: 1.721968 loss_bbox_aux_dn: 1.004949 loss_giou_aux_dn: 2.156137 loss: 14.617828 eta: 2 days, 7:18:21 batch_cost: 0.5878 data_cost: 0.0013 ips: 6.8056 images/s [03/30 14:05:08] ppdet.engine INFO: Epoch: [22] [4200/7329] learning_rate: 0.000100 loss_class: 0.565670 loss_bbox: 0.147089 loss_giou: 0.368649 loss_class_aux: 3.643341 loss_bbox_aux: 0.958910 loss_giou_aux: 2.332042 loss_class_dn: 0.313317 loss_bbox_dn: 0.164590 loss_giou_dn: 0.384977 loss_class_aux_dn: 1.628871 loss_bbox_aux_dn: 0.952084 loss_giou_aux_dn: 2.123461 loss: 13.517247 eta: 2 days, 7:17:17 batch_cost: 0.5093 data_cost: 0.0013 ips: 7.8542 images/s [03/30 14:06:05] ppdet.engine INFO: Epoch: [22] [4300/7329] learning_rate: 0.000100 loss_class: 0.582173 loss_bbox: 0.158041 loss_giou: 0.364974 loss_class_aux: 3.665083 loss_bbox_aux: 1.031192 loss_giou_aux: 2.314919 loss_class_dn: 0.309047 loss_bbox_dn: 0.168582 loss_giou_dn: 0.349449 loss_class_aux_dn: 1.701036 loss_bbox_aux_dn: 1.014643 loss_giou_aux_dn: 1.982137 loss: 14.477221 eta: 2 days, 7:16:14 batch_cost: 0.5121 data_cost: 0.0013 ips: 7.8103 images/s [03/30 14:07:02] ppdet.engine INFO: Epoch: [22] [4400/7329] learning_rate: 0.000100 loss_class: 0.618083 loss_bbox: 0.156908 loss_giou: 0.422768 loss_class_aux: 3.955734 loss_bbox_aux: 1.011652 loss_giou_aux: 2.640736 loss_class_dn: 0.354880 loss_bbox_dn: 0.170563 loss_giou_dn: 0.416986 loss_class_aux_dn: 1.898113 loss_bbox_aux_dn: 1.080815 loss_giou_aux_dn: 2.374691 loss: 15.755619 eta: 2 days, 7:15:12 batch_cost: 0.5187 data_cost: 0.0012 ips: 7.7119 images/s [03/30 14:08:02] ppdet.engine INFO: Epoch: [22] [4500/7329] learning_rate: 0.000100 loss_class: 0.578433 loss_bbox: 0.145297 loss_giou: 0.356144 loss_class_aux: 3.676219 loss_bbox_aux: 0.978403 loss_giou_aux: 2.289398 loss_class_dn: 0.333227 loss_bbox_dn: 0.161190 loss_giou_dn: 0.383831 loss_class_aux_dn: 1.786662 loss_bbox_aux_dn: 0.888736 loss_giou_aux_dn: 2.161561 loss: 14.755014 eta: 2 days, 7:14:17 batch_cost: 0.5459 data_cost: 0.0012 ips: 7.3274 images/s [03/30 14:09:03] ppdet.engine INFO: Epoch: [22] [4600/7329] learning_rate: 0.000100 loss_class: 0.567403 loss_bbox: 0.156001 loss_giou: 0.363802 loss_class_aux: 3.704751 loss_bbox_aux: 1.057396 loss_giou_aux: 2.321660 loss_class_dn: 0.328099 loss_bbox_dn: 0.180955 loss_giou_dn: 0.360250 loss_class_aux_dn: 1.796751 loss_bbox_aux_dn: 1.040001 loss_giou_aux_dn: 2.017868 loss: 14.675529 eta: 2 days, 7:13:23 batch_cost: 0.5572 data_cost: 0.0013 ips: 7.1785 images/s [03/30 14:10:03] ppdet.engine INFO: Epoch: [22] [4700/7329] learning_rate: 0.000100 loss_class: 0.586010 loss_bbox: 0.152253 loss_giou: 0.438065 loss_class_aux: 3.741880 loss_bbox_aux: 0.985338 loss_giou_aux: 2.766012 loss_class_dn: 0.349767 loss_bbox_dn: 0.167526 loss_giou_dn: 0.415627 loss_class_aux_dn: 1.889314 loss_bbox_aux_dn: 0.973705 loss_giou_aux_dn: 2.308027 loss: 15.516244 eta: 2 days, 7:12:27 batch_cost: 0.5436 data_cost: 0.0013 ips: 7.3583 images/s [03/30 14:11:05] ppdet.engine INFO: Epoch: [22] [4800/7329] learning_rate: 0.000100 loss_class: 0.599086 loss_bbox: 0.139334 loss_giou: 0.411609 loss_class_aux: 3.742170 loss_bbox_aux: 0.953096 loss_giou_aux: 2.619518 loss_class_dn: 0.330690 loss_bbox_dn: 0.171654 loss_giou_dn: 0.417420 loss_class_aux_dn: 1.784400 loss_bbox_aux_dn: 0.991209 loss_giou_aux_dn: 2.248214 loss: 14.777000 eta: 2 days, 7:11:33 batch_cost: 0.5534 data_cost: 0.0014 ips: 7.2282 images/s [03/30 14:12:05] ppdet.engine INFO: Epoch: [22] [4900/7329] learning_rate: 0.000100 loss_class: 0.535478 loss_bbox: 0.141616 loss_giou: 0.407398 loss_class_aux: 3.628354 loss_bbox_aux: 0.919070 loss_giou_aux: 2.497409 loss_class_dn: 0.328424 loss_bbox_dn: 0.156881 loss_giou_dn: 0.388448 loss_class_aux_dn: 1.770400 loss_bbox_aux_dn: 0.937823 loss_giou_aux_dn: 2.154402 loss: 14.177628 eta: 2 days, 7:10:37 batch_cost: 0.5449 data_cost: 0.0013 ips: 7.3407 images/s [03/30 14:13:03] ppdet.engine INFO: Epoch: [22] [5000/7329] learning_rate: 0.000100 loss_class: 0.591227 loss_bbox: 0.140675 loss_giou: 0.383528 loss_class_aux: 3.931651 loss_bbox_aux: 0.955549 loss_giou_aux: 2.450815 loss_class_dn: 0.358249 loss_bbox_dn: 0.168362 loss_giou_dn: 0.381846 loss_class_aux_dn: 1.931610 loss_bbox_aux_dn: 0.982201 loss_giou_aux_dn: 2.121270 loss: 15.923957 eta: 2 days, 7:09:37 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6284 images/s [03/30 14:14:06] ppdet.engine INFO: Epoch: [22] [5100/7329] learning_rate: 0.000100 loss_class: 0.592974 loss_bbox: 0.150461 loss_giou: 0.435017 loss_class_aux: 3.762401 loss_bbox_aux: 0.997755 loss_giou_aux: 2.763018 loss_class_dn: 0.350187 loss_bbox_dn: 0.170401 loss_giou_dn: 0.421506 loss_class_aux_dn: 1.816607 loss_bbox_aux_dn: 0.970099 loss_giou_aux_dn: 2.236026 loss: 15.576174 eta: 2 days, 7:08:47 batch_cost: 0.5727 data_cost: 0.0014 ips: 6.9848 images/s [03/30 14:15:06] ppdet.engine INFO: Epoch: [22] [5200/7329] learning_rate: 0.000100 loss_class: 0.643250 loss_bbox: 0.145853 loss_giou: 0.424072 loss_class_aux: 4.060875 loss_bbox_aux: 1.025608 loss_giou_aux: 2.698051 loss_class_dn: 0.360000 loss_bbox_dn: 0.175402 loss_giou_dn: 0.422803 loss_class_aux_dn: 1.918636 loss_bbox_aux_dn: 1.036165 loss_giou_aux_dn: 2.304721 loss: 15.728628 eta: 2 days, 7:07:52 batch_cost: 0.5488 data_cost: 0.0013 ips: 7.2889 images/s [03/30 14:16:08] ppdet.engine INFO: Epoch: [22] [5300/7329] learning_rate: 0.000100 loss_class: 0.616870 loss_bbox: 0.155458 loss_giou: 0.398824 loss_class_aux: 3.934004 loss_bbox_aux: 1.023520 loss_giou_aux: 2.627478 loss_class_dn: 0.350900 loss_bbox_dn: 0.164583 loss_giou_dn: 0.386745 loss_class_aux_dn: 1.883338 loss_bbox_aux_dn: 0.961097 loss_giou_aux_dn: 2.216173 loss: 14.662867 eta: 2 days, 7:06:59 batch_cost: 0.5608 data_cost: 0.0013 ips: 7.1322 images/s [03/30 14:17:07] ppdet.engine INFO: Epoch: [22] [5400/7329] learning_rate: 0.000100 loss_class: 0.573479 loss_bbox: 0.157225 loss_giou: 0.453594 loss_class_aux: 3.786397 loss_bbox_aux: 0.981228 loss_giou_aux: 2.823696 loss_class_dn: 0.355807 loss_bbox_dn: 0.181057 loss_giou_dn: 0.452078 loss_class_aux_dn: 1.875728 loss_bbox_aux_dn: 1.046728 loss_giou_aux_dn: 2.477033 loss: 14.947219 eta: 2 days, 7:06:03 batch_cost: 0.5418 data_cost: 0.0013 ips: 7.3825 images/s [03/30 14:18:08] ppdet.engine INFO: Epoch: [22] [5500/7329] learning_rate: 0.000100 loss_class: 0.582816 loss_bbox: 0.159590 loss_giou: 0.390309 loss_class_aux: 3.804638 loss_bbox_aux: 1.047836 loss_giou_aux: 2.376377 loss_class_dn: 0.324362 loss_bbox_dn: 0.189844 loss_giou_dn: 0.386089 loss_class_aux_dn: 1.740379 loss_bbox_aux_dn: 1.042295 loss_giou_aux_dn: 2.133088 loss: 14.175537 eta: 2 days, 7:05:08 batch_cost: 0.5493 data_cost: 0.0012 ips: 7.2823 images/s [03/30 14:19:07] ppdet.engine INFO: Epoch: [22] [5600/7329] learning_rate: 0.000100 loss_class: 0.527880 loss_bbox: 0.124599 loss_giou: 0.335890 loss_class_aux: 3.417047 loss_bbox_aux: 0.840721 loss_giou_aux: 2.253083 loss_class_dn: 0.310824 loss_bbox_dn: 0.163879 loss_giou_dn: 0.341364 loss_class_aux_dn: 1.702759 loss_bbox_aux_dn: 0.930278 loss_giou_aux_dn: 1.937209 loss: 12.795731 eta: 2 days, 7:04:10 batch_cost: 0.5387 data_cost: 0.0014 ips: 7.4253 images/s [03/30 14:20:17] ppdet.engine INFO: Epoch: [22] [5700/7329] learning_rate: 0.000100 loss_class: 0.577790 loss_bbox: 0.156500 loss_giou: 0.383202 loss_class_aux: 3.767040 loss_bbox_aux: 1.046327 loss_giou_aux: 2.418686 loss_class_dn: 0.335060 loss_bbox_dn: 0.173793 loss_giou_dn: 0.411014 loss_class_aux_dn: 1.816782 loss_bbox_aux_dn: 1.050444 loss_giou_aux_dn: 2.208206 loss: 14.402277 eta: 2 days, 7:03:32 batch_cost: 0.6248 data_cost: 0.0022 ips: 6.4021 images/s [03/30 14:21:16] ppdet.engine INFO: Epoch: [22] [5800/7329] learning_rate: 0.000100 loss_class: 0.628075 loss_bbox: 0.155685 loss_giou: 0.425350 loss_class_aux: 4.093628 loss_bbox_aux: 1.007132 loss_giou_aux: 2.741743 loss_class_dn: 0.366915 loss_bbox_dn: 0.205283 loss_giou_dn: 0.442076 loss_class_aux_dn: 1.955514 loss_bbox_aux_dn: 1.166489 loss_giou_aux_dn: 2.412107 loss: 16.718433 eta: 2 days, 7:02:33 batch_cost: 0.5329 data_cost: 0.0016 ips: 7.5061 images/s [03/30 14:22:17] ppdet.engine INFO: Epoch: [22] [5900/7329] learning_rate: 0.000100 loss_class: 0.670654 loss_bbox: 0.149918 loss_giou: 0.461034 loss_class_aux: 4.047707 loss_bbox_aux: 1.007303 loss_giou_aux: 2.989344 loss_class_dn: 0.368296 loss_bbox_dn: 0.188879 loss_giou_dn: 0.444401 loss_class_aux_dn: 1.921606 loss_bbox_aux_dn: 1.129538 loss_giou_aux_dn: 2.511412 loss: 16.838728 eta: 2 days, 7:01:37 batch_cost: 0.5437 data_cost: 0.0017 ips: 7.3570 images/s [03/30 14:23:23] ppdet.engine INFO: Epoch: [22] [6000/7329] learning_rate: 0.000100 loss_class: 0.672697 loss_bbox: 0.162010 loss_giou: 0.442228 loss_class_aux: 4.414682 loss_bbox_aux: 1.022622 loss_giou_aux: 2.830239 loss_class_dn: 0.373395 loss_bbox_dn: 0.184775 loss_giou_dn: 0.458063 loss_class_aux_dn: 2.039052 loss_bbox_aux_dn: 1.112015 loss_giou_aux_dn: 2.509793 loss: 17.126934 eta: 2 days, 7:00:51 batch_cost: 0.5895 data_cost: 0.0014 ips: 6.7853 images/s LAUNCH WARNING 2023-03-30 14:29:01,273 save gpu log failed LAUNCH WARNING 2023-03-30 14:33:35,278 save gpu log failed LAUNCH WARNING 2023-03-30 14:43:41,376 save gpu log failed [03/30 14:24:26] ppdet.engine INFO: Epoch: [22] [6100/7329] learning_rate: 0.000100 loss_class: 0.600290 loss_bbox: 0.146796 loss_giou: 0.404532 loss_class_aux: 3.852099 loss_bbox_aux: 0.963906 loss_giou_aux: 2.582030 loss_class_dn: 0.322267 loss_bbox_dn: 0.162456 loss_giou_dn: 0.392263 loss_class_aux_dn: 1.786389 loss_bbox_aux_dn: 0.913093 loss_giou_aux_dn: 2.170045 loss: 14.415670 eta: 2 days, 7:00:00 batch_cost: 0.5702 data_cost: 0.0015 ips: 7.0153 images/s [03/30 14:25:31] ppdet.engine INFO: Epoch: [22] [6200/7329] learning_rate: 0.000100 loss_class: 0.635468 loss_bbox: 0.150591 loss_giou: 0.402333 loss_class_aux: 3.970807 loss_bbox_aux: 1.049091 loss_giou_aux: 2.525259 loss_class_dn: 0.340196 loss_bbox_dn: 0.193802 loss_giou_dn: 0.421288 loss_class_aux_dn: 1.812916 loss_bbox_aux_dn: 1.141322 loss_giou_aux_dn: 2.283850 loss: 14.890480 eta: 2 days, 6:59:12 batch_cost: 0.5809 data_cost: 0.0019 ips: 6.8859 images/s [03/30 14:26:41] ppdet.engine INFO: Epoch: [22] [6300/7329] learning_rate: 0.000100 loss_class: 0.622285 loss_bbox: 0.159068 loss_giou: 0.396913 loss_class_aux: 4.112217 loss_bbox_aux: 1.049130 loss_giou_aux: 2.632676 loss_class_dn: 0.366400 loss_bbox_dn: 0.170273 loss_giou_dn: 0.396342 loss_class_aux_dn: 1.965415 loss_bbox_aux_dn: 1.014829 loss_giou_aux_dn: 2.250443 loss: 15.878215 eta: 2 days, 6:58:35 batch_cost: 0.6322 data_cost: 0.0019 ips: 6.3269 images/s [03/30 14:27:51] ppdet.engine INFO: Epoch: [22] [6400/7329] learning_rate: 0.000100 loss_class: 0.600209 loss_bbox: 0.155068 loss_giou: 0.412190 loss_class_aux: 3.898047 loss_bbox_aux: 0.977692 loss_giou_aux: 2.629354 loss_class_dn: 0.340946 loss_bbox_dn: 0.189541 loss_giou_dn: 0.418858 loss_class_aux_dn: 1.806985 loss_bbox_aux_dn: 1.088653 loss_giou_aux_dn: 2.287227 loss: 15.415693 eta: 2 days, 6:58:00 batch_cost: 0.6435 data_cost: 0.0015 ips: 6.2160 images/s [03/30 14:28:58] ppdet.engine INFO: Epoch: [22] [6500/7329] learning_rate: 0.000100 loss_class: 0.608370 loss_bbox: 0.145855 loss_giou: 0.518894 loss_class_aux: 3.848565 loss_bbox_aux: 0.962503 loss_giou_aux: 3.388031 loss_class_dn: 0.375201 loss_bbox_dn: 0.163549 loss_giou_dn: 0.488982 loss_class_aux_dn: 1.990095 loss_bbox_aux_dn: 0.993804 loss_giou_aux_dn: 2.684927 loss: 16.925461 eta: 2 days, 6:57:18 batch_cost: 0.6095 data_cost: 0.0015 ips: 6.5627 images/s [03/30 14:30:10] ppdet.engine INFO: Epoch: [22] [6600/7329] learning_rate: 0.000100 loss_class: 0.568108 loss_bbox: 0.133417 loss_giou: 0.374574 loss_class_aux: 3.658346 loss_bbox_aux: 0.876526 loss_giou_aux: 2.364664 loss_class_dn: 0.316715 loss_bbox_dn: 0.166225 loss_giou_dn: 0.387338 loss_class_aux_dn: 1.699698 loss_bbox_aux_dn: 0.976173 loss_giou_aux_dn: 2.105234 loss: 13.794181 eta: 2 days, 6:56:44 batch_cost: 0.6445 data_cost: 0.0018 ips: 6.2066 images/s [03/30 14:31:22] ppdet.engine INFO: Epoch: [22] [6700/7329] learning_rate: 0.000100 loss_class: 0.627642 loss_bbox: 0.162399 loss_giou: 0.485489 loss_class_aux: 4.130095 loss_bbox_aux: 1.042213 loss_giou_aux: 2.979722 loss_class_dn: 0.375337 loss_bbox_dn: 0.174952 loss_giou_dn: 0.445576 loss_class_aux_dn: 2.012352 loss_bbox_aux_dn: 1.011704 loss_giou_aux_dn: 2.429955 loss: 15.976570 eta: 2 days, 6:56:10 batch_cost: 0.6510 data_cost: 0.0017 ips: 6.1442 images/s [03/30 14:32:30] ppdet.engine INFO: Epoch: [22] [6800/7329] learning_rate: 0.000100 loss_class: 0.532485 loss_bbox: 0.135000 loss_giou: 0.337895 loss_class_aux: 3.500777 loss_bbox_aux: 0.892489 loss_giou_aux: 2.158055 loss_class_dn: 0.303655 loss_bbox_dn: 0.165899 loss_giou_dn: 0.318918 loss_class_aux_dn: 1.636013 loss_bbox_aux_dn: 1.029108 loss_giou_aux_dn: 1.781310 loss: 13.437653 eta: 2 days, 6:55:29 batch_cost: 0.6116 data_cost: 0.0015 ips: 6.5405 images/s [03/30 14:33:41] ppdet.engine INFO: Epoch: [22] [6900/7329] learning_rate: 0.000100 loss_class: 0.643764 loss_bbox: 0.151852 loss_giou: 0.457075 loss_class_aux: 4.061864 loss_bbox_aux: 0.998316 loss_giou_aux: 2.891074 loss_class_dn: 0.347628 loss_bbox_dn: 0.175324 loss_giou_dn: 0.437406 loss_class_aux_dn: 1.901736 loss_bbox_aux_dn: 1.010823 loss_giou_aux_dn: 2.421861 loss: 15.481708 eta: 2 days, 6:54:55 batch_cost: 0.6487 data_cost: 0.0015 ips: 6.1666 images/s [03/30 14:34:54] ppdet.engine INFO: Epoch: [22] [7000/7329] learning_rate: 0.000100 loss_class: 0.605037 loss_bbox: 0.154952 loss_giou: 0.511654 loss_class_aux: 3.896991 loss_bbox_aux: 1.036840 loss_giou_aux: 3.228268 loss_class_dn: 0.355118 loss_bbox_dn: 0.177470 loss_giou_dn: 0.468403 loss_class_aux_dn: 1.880274 loss_bbox_aux_dn: 1.057722 loss_giou_aux_dn: 2.515417 loss: 15.782091 eta: 2 days, 6:54:24 batch_cost: 0.6631 data_cost: 0.0015 ips: 6.0326 images/s [03/30 14:36:09] ppdet.engine INFO: Epoch: [22] [7100/7329] learning_rate: 0.000100 loss_class: 0.577304 loss_bbox: 0.140061 loss_giou: 0.437999 loss_class_aux: 3.670937 loss_bbox_aux: 0.901977 loss_giou_aux: 2.773102 loss_class_dn: 0.352307 loss_bbox_dn: 0.152454 loss_giou_dn: 0.432598 loss_class_aux_dn: 1.857350 loss_bbox_aux_dn: 0.928913 loss_giou_aux_dn: 2.390786 loss: 15.277811 eta: 2 days, 6:53:59 batch_cost: 0.6920 data_cost: 0.0017 ips: 5.7805 images/s [03/30 14:37:20] ppdet.engine INFO: Epoch: [22] [7200/7329] learning_rate: 0.000100 loss_class: 0.603947 loss_bbox: 0.144541 loss_giou: 0.401452 loss_class_aux: 3.874996 loss_bbox_aux: 0.985030 loss_giou_aux: 2.605921 loss_class_dn: 0.351029 loss_bbox_dn: 0.155327 loss_giou_dn: 0.436311 loss_class_aux_dn: 1.883673 loss_bbox_aux_dn: 0.994674 loss_giou_aux_dn: 2.383556 loss: 16.143616 eta: 2 days, 6:53:23 batch_cost: 0.6380 data_cost: 0.0020 ips: 6.2693 images/s [03/30 14:38:21] ppdet.engine INFO: Epoch: [22] [7300/7329] learning_rate: 0.000100 loss_class: 0.646653 loss_bbox: 0.161300 loss_giou: 0.345591 loss_class_aux: 4.060967 loss_bbox_aux: 0.959749 loss_giou_aux: 2.216227 loss_class_dn: 0.326252 loss_bbox_dn: 0.189339 loss_giou_dn: 0.377193 loss_class_aux_dn: 1.778246 loss_bbox_aux_dn: 1.108990 loss_giou_aux_dn: 2.071327 loss: 14.887844 eta: 2 days, 6:52:26 batch_cost: 0.5427 data_cost: 0.0014 ips: 7.3712 images/s [03/30 14:38:48] ppdet.engine INFO: Eval iter: 0 [03/30 14:39:20] ppdet.engine INFO: Eval iter: 100 [03/30 14:39:52] ppdet.engine INFO: Eval iter: 200 [03/30 14:40:25] ppdet.engine INFO: Eval iter: 300 [03/30 14:40:56] ppdet.engine INFO: Eval iter: 400 [03/30 14:41:29] ppdet.engine INFO: Eval iter: 500 [03/30 14:42:01] ppdet.engine INFO: Eval iter: 600 [03/30 14:42:35] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.62s) creating index... index created! [03/30 14:42:36] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.37s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=132.11s). Accumulating evaluation results... DONE (t=33.28s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.556 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 ] = 0.381 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.639 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 ] = 0.524 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 ] = 0.881 [03/30 14:45:45] ppdet.engine INFO: Total sample number: 5000, average FPS: 24.54006946557269 [03/30 14:45:45] ppdet.engine INFO: Best test bbox ap is 0.510. [03/30 14:45:49] ppdet.engine INFO: Epoch: [23] [ 0/7329] learning_rate: 0.000100 loss_class: 0.646653 loss_bbox: 0.145944 loss_giou: 0.345591 loss_class_aux: 3.979792 loss_bbox_aux: 0.941624 loss_giou_aux: 2.204883 loss_class_dn: 0.340147 loss_bbox_dn: 0.186139 loss_giou_dn: 0.363247 loss_class_aux_dn: 1.780327 loss_bbox_aux_dn: 1.067209 loss_giou_aux_dn: 2.022626 loss: 14.933683 eta: 2 days, 6:52:14 batch_cost: 0.5549 data_cost: 0.0015 ips: 7.2090 images/s [03/30 14:46:59] ppdet.engine INFO: Epoch: [23] [ 100/7329] learning_rate: 0.000100 loss_class: 0.567877 loss_bbox: 0.147471 loss_giou: 0.398657 loss_class_aux: 3.735128 loss_bbox_aux: 0.956714 loss_giou_aux: 2.541626 loss_class_dn: 0.339749 loss_bbox_dn: 0.167539 loss_giou_dn: 0.384398 loss_class_aux_dn: 1.835950 loss_bbox_aux_dn: 1.021858 loss_giou_aux_dn: 2.174169 loss: 14.918547 eta: 2 days, 6:51:38 batch_cost: 0.6375 data_cost: 0.0016 ips: 6.2745 images/s [03/30 14:48:01] ppdet.engine INFO: Epoch: [23] [ 200/7329] learning_rate: 0.000100 loss_class: 0.596173 loss_bbox: 0.151677 loss_giou: 0.356197 loss_class_aux: 3.717961 loss_bbox_aux: 1.001230 loss_giou_aux: 2.227502 loss_class_dn: 0.322544 loss_bbox_dn: 0.161290 loss_giou_dn: 0.346052 loss_class_aux_dn: 1.761619 loss_bbox_aux_dn: 0.982576 loss_giou_aux_dn: 1.937293 loss: 13.977531 eta: 2 days, 6:50:45 batch_cost: 0.5606 data_cost: 0.0013 ips: 7.1347 images/s [03/30 14:49:00] ppdet.engine INFO: Epoch: [23] [ 300/7329] learning_rate: 0.000100 loss_class: 0.605137 loss_bbox: 0.167655 loss_giou: 0.489743 loss_class_aux: 3.894654 loss_bbox_aux: 1.004226 loss_giou_aux: 3.105656 loss_class_dn: 0.375333 loss_bbox_dn: 0.186108 loss_giou_dn: 0.467701 loss_class_aux_dn: 1.978472 loss_bbox_aux_dn: 1.051121 loss_giou_aux_dn: 2.510420 loss: 16.488792 eta: 2 days, 6:49:46 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5459 images/s [03/30 14:50:01] ppdet.engine INFO: Epoch: [23] [ 400/7329] learning_rate: 0.000100 loss_class: 0.585094 loss_bbox: 0.136136 loss_giou: 0.367704 loss_class_aux: 3.754439 loss_bbox_aux: 0.923652 loss_giou_aux: 2.369296 loss_class_dn: 0.311913 loss_bbox_dn: 0.161530 loss_giou_dn: 0.375885 loss_class_aux_dn: 1.716019 loss_bbox_aux_dn: 0.961851 loss_giou_aux_dn: 2.138626 loss: 14.007508 eta: 2 days, 6:48:50 batch_cost: 0.5468 data_cost: 0.0013 ips: 7.3159 images/s [03/30 14:50:59] ppdet.engine INFO: Epoch: [23] [ 500/7329] learning_rate: 0.000100 loss_class: 0.639775 loss_bbox: 0.156187 loss_giou: 0.419000 loss_class_aux: 4.000223 loss_bbox_aux: 1.027246 loss_giou_aux: 2.743946 loss_class_dn: 0.358499 loss_bbox_dn: 0.176983 loss_giou_dn: 0.422428 loss_class_aux_dn: 1.933245 loss_bbox_aux_dn: 1.069468 loss_giou_aux_dn: 2.358774 loss: 15.996153 eta: 2 days, 6:47:49 batch_cost: 0.5234 data_cost: 0.0013 ips: 7.6416 images/s [03/30 14:52:01] ppdet.engine INFO: Epoch: [23] [ 600/7329] learning_rate: 0.000100 loss_class: 0.616095 loss_bbox: 0.155143 loss_giou: 0.444454 loss_class_aux: 3.836455 loss_bbox_aux: 1.071589 loss_giou_aux: 2.831126 loss_class_dn: 0.351780 loss_bbox_dn: 0.191645 loss_giou_dn: 0.430718 loss_class_aux_dn: 1.863813 loss_bbox_aux_dn: 1.103569 loss_giou_aux_dn: 2.412152 loss: 16.291718 eta: 2 days, 6:46:59 batch_cost: 0.5715 data_cost: 0.0012 ips: 6.9991 images/s [03/30 14:53:00] ppdet.engine INFO: Epoch: [23] [ 700/7329] learning_rate: 0.000100 loss_class: 0.642839 loss_bbox: 0.157199 loss_giou: 0.454024 loss_class_aux: 4.130024 loss_bbox_aux: 0.976729 loss_giou_aux: 2.838133 loss_class_dn: 0.388644 loss_bbox_dn: 0.173650 loss_giou_dn: 0.483588 loss_class_aux_dn: 2.037414 loss_bbox_aux_dn: 1.002777 loss_giou_aux_dn: 2.658073 loss: 17.228439 eta: 2 days, 6:46:00 batch_cost: 0.5319 data_cost: 0.0012 ips: 7.5202 images/s [03/30 14:54:00] ppdet.engine INFO: Epoch: [23] [ 800/7329] learning_rate: 0.000100 loss_class: 0.598065 loss_bbox: 0.160339 loss_giou: 0.374335 loss_class_aux: 3.938900 loss_bbox_aux: 1.054564 loss_giou_aux: 2.483657 loss_class_dn: 0.348613 loss_bbox_dn: 0.187858 loss_giou_dn: 0.402938 loss_class_aux_dn: 1.859089 loss_bbox_aux_dn: 1.060045 loss_giou_aux_dn: 2.245339 loss: 14.939849 eta: 2 days, 6:45:05 batch_cost: 0.5476 data_cost: 0.0013 ips: 7.3046 images/s [03/30 14:54:56] ppdet.engine INFO: Epoch: [23] [ 900/7329] learning_rate: 0.000100 loss_class: 0.618125 loss_bbox: 0.145255 loss_giou: 0.414473 loss_class_aux: 3.834772 loss_bbox_aux: 0.945447 loss_giou_aux: 2.625980 loss_class_dn: 0.332011 loss_bbox_dn: 0.161776 loss_giou_dn: 0.421280 loss_class_aux_dn: 1.739362 loss_bbox_aux_dn: 0.933523 loss_giou_aux_dn: 2.230465 loss: 14.163868 eta: 2 days, 6:44:00 batch_cost: 0.5052 data_cost: 0.0012 ips: 7.9176 images/s [03/30 14:55:52] ppdet.engine INFO: Epoch: [23] [1000/7329] learning_rate: 0.000100 loss_class: 0.602028 loss_bbox: 0.154010 loss_giou: 0.376547 loss_class_aux: 3.921536 loss_bbox_aux: 1.024539 loss_giou_aux: 2.482609 loss_class_dn: 0.328007 loss_bbox_dn: 0.171640 loss_giou_dn: 0.392010 loss_class_aux_dn: 1.733470 loss_bbox_aux_dn: 0.970335 loss_giou_aux_dn: 2.168373 loss: 14.917031 eta: 2 days, 6:42:55 batch_cost: 0.5027 data_cost: 0.0013 ips: 7.9564 images/s [03/30 14:56:47] ppdet.engine INFO: Epoch: [23] [1100/7329] learning_rate: 0.000100 loss_class: 0.594376 loss_bbox: 0.149409 loss_giou: 0.356641 loss_class_aux: 3.860147 loss_bbox_aux: 0.948799 loss_giou_aux: 2.254870 loss_class_dn: 0.336789 loss_bbox_dn: 0.165561 loss_giou_dn: 0.377692 loss_class_aux_dn: 1.789032 loss_bbox_aux_dn: 0.945751 loss_giou_aux_dn: 2.058468 loss: 14.832581 eta: 2 days, 6:41:50 batch_cost: 0.5029 data_cost: 0.0012 ips: 7.9545 images/s [03/30 14:57:48] ppdet.engine INFO: Epoch: [23] [1200/7329] learning_rate: 0.000100 loss_class: 0.591926 loss_bbox: 0.144532 loss_giou: 0.396168 loss_class_aux: 3.771965 loss_bbox_aux: 0.909403 loss_giou_aux: 2.549222 loss_class_dn: 0.330270 loss_bbox_dn: 0.155720 loss_giou_dn: 0.381945 loss_class_aux_dn: 1.766511 loss_bbox_aux_dn: 0.975962 loss_giou_aux_dn: 2.089796 loss: 13.766258 eta: 2 days, 6:40:56 batch_cost: 0.5551 data_cost: 0.0012 ips: 7.2055 images/s [03/30 14:58:48] ppdet.engine INFO: Epoch: [23] [1300/7329] learning_rate: 0.000100 loss_class: 0.679844 loss_bbox: 0.145088 loss_giou: 0.449795 loss_class_aux: 4.311451 loss_bbox_aux: 0.964239 loss_giou_aux: 2.962113 loss_class_dn: 0.385078 loss_bbox_dn: 0.157175 loss_giou_dn: 0.448512 loss_class_aux_dn: 2.063518 loss_bbox_aux_dn: 0.945787 loss_giou_aux_dn: 2.468081 loss: 16.712318 eta: 2 days, 6:39:58 batch_cost: 0.5342 data_cost: 0.0016 ips: 7.4877 images/s [03/30 14:59:53] ppdet.engine INFO: Epoch: [23] [1400/7329] learning_rate: 0.000100 loss_class: 0.574544 loss_bbox: 0.130138 loss_giou: 0.349295 loss_class_aux: 3.717571 loss_bbox_aux: 0.865402 loss_giou_aux: 2.196025 loss_class_dn: 0.316362 loss_bbox_dn: 0.155640 loss_giou_dn: 0.343992 loss_class_aux_dn: 1.662293 loss_bbox_aux_dn: 0.845896 loss_giou_aux_dn: 1.903757 loss: 13.372718 eta: 2 days, 6:39:09 batch_cost: 0.5806 data_cost: 0.0016 ips: 6.8896 images/s [03/30 15:00:51] ppdet.engine INFO: Epoch: [23] [1500/7329] learning_rate: 0.000100 loss_class: 0.580855 loss_bbox: 0.147298 loss_giou: 0.424692 loss_class_aux: 3.706180 loss_bbox_aux: 0.968834 loss_giou_aux: 2.732504 loss_class_dn: 0.336542 loss_bbox_dn: 0.181695 loss_giou_dn: 0.393627 loss_class_aux_dn: 1.793050 loss_bbox_aux_dn: 1.025007 loss_giou_aux_dn: 2.197216 loss: 14.423340 eta: 2 days, 6:38:09 batch_cost: 0.5255 data_cost: 0.0013 ips: 7.6123 images/s [03/30 15:01:52] ppdet.engine INFO: Epoch: [23] [1600/7329] learning_rate: 0.000100 loss_class: 0.611758 loss_bbox: 0.149973 loss_giou: 0.391742 loss_class_aux: 3.908445 loss_bbox_aux: 0.969856 loss_giou_aux: 2.445806 loss_class_dn: 0.351061 loss_bbox_dn: 0.178952 loss_giou_dn: 0.380332 loss_class_aux_dn: 1.889941 loss_bbox_aux_dn: 1.096575 loss_giou_aux_dn: 2.079179 loss: 14.894754 eta: 2 days, 6:37:15 batch_cost: 0.5516 data_cost: 0.0014 ips: 7.2522 images/s [03/30 15:02:51] ppdet.engine INFO: Epoch: [23] [1700/7329] learning_rate: 0.000100 loss_class: 0.594344 loss_bbox: 0.146027 loss_giou: 0.416835 loss_class_aux: 3.946602 loss_bbox_aux: 0.944038 loss_giou_aux: 2.656512 loss_class_dn: 0.347345 loss_bbox_dn: 0.161066 loss_giou_dn: 0.405986 loss_class_aux_dn: 1.926764 loss_bbox_aux_dn: 0.915906 loss_giou_aux_dn: 2.278111 loss: 15.237494 eta: 2 days, 6:36:15 batch_cost: 0.5307 data_cost: 0.0015 ips: 7.5375 images/s [03/30 15:03:52] ppdet.engine INFO: Epoch: [23] [1800/7329] learning_rate: 0.000100 loss_class: 0.632803 loss_bbox: 0.142250 loss_giou: 0.414263 loss_class_aux: 4.015236 loss_bbox_aux: 1.023835 loss_giou_aux: 2.541858 loss_class_dn: 0.352166 loss_bbox_dn: 0.169868 loss_giou_dn: 0.387986 loss_class_aux_dn: 1.847136 loss_bbox_aux_dn: 1.016077 loss_giou_aux_dn: 2.116305 loss: 15.886456 eta: 2 days, 6:35:21 batch_cost: 0.5521 data_cost: 0.0016 ips: 7.2452 images/s [03/30 15:04:49] ppdet.engine INFO: Epoch: [23] [1900/7329] learning_rate: 0.000100 loss_class: 0.658001 loss_bbox: 0.159230 loss_giou: 0.459984 loss_class_aux: 4.239353 loss_bbox_aux: 1.073614 loss_giou_aux: 2.914091 loss_class_dn: 0.354028 loss_bbox_dn: 0.195197 loss_giou_dn: 0.471441 loss_class_aux_dn: 1.880046 loss_bbox_aux_dn: 1.132041 loss_giou_aux_dn: 2.523989 loss: 16.162472 eta: 2 days, 6:34:19 batch_cost: 0.5185 data_cost: 0.0014 ips: 7.7147 images/s [03/30 15:05:49] ppdet.engine INFO: Epoch: [23] [2000/7329] learning_rate: 0.000100 loss_class: 0.617772 loss_bbox: 0.146390 loss_giou: 0.405097 loss_class_aux: 3.921544 loss_bbox_aux: 0.979162 loss_giou_aux: 2.580655 loss_class_dn: 0.375996 loss_bbox_dn: 0.156091 loss_giou_dn: 0.426127 loss_class_aux_dn: 2.008229 loss_bbox_aux_dn: 0.914539 loss_giou_aux_dn: 2.276480 loss: 16.056417 eta: 2 days, 6:33:21 batch_cost: 0.5361 data_cost: 0.0014 ips: 7.4616 images/s [03/30 15:06:47] ppdet.engine INFO: Epoch: [23] [2100/7329] learning_rate: 0.000100 loss_class: 0.648428 loss_bbox: 0.146358 loss_giou: 0.455839 loss_class_aux: 4.077750 loss_bbox_aux: 1.016832 loss_giou_aux: 2.864667 loss_class_dn: 0.398420 loss_bbox_dn: 0.149952 loss_giou_dn: 0.444471 loss_class_aux_dn: 2.112007 loss_bbox_aux_dn: 0.910228 loss_giou_aux_dn: 2.415883 loss: 16.558666 eta: 2 days, 6:32:23 batch_cost: 0.5323 data_cost: 0.0012 ips: 7.5147 images/s [03/30 15:07:54] ppdet.engine INFO: Epoch: [23] [2200/7329] learning_rate: 0.000100 loss_class: 0.585607 loss_bbox: 0.132703 loss_giou: 0.366462 loss_class_aux: 3.711262 loss_bbox_aux: 0.879824 loss_giou_aux: 2.257931 loss_class_dn: 0.324226 loss_bbox_dn: 0.153695 loss_giou_dn: 0.384565 loss_class_aux_dn: 1.773471 loss_bbox_aux_dn: 0.890633 loss_giou_aux_dn: 2.114991 loss: 14.277340 eta: 2 days, 6:31:41 batch_cost: 0.6127 data_cost: 0.0012 ips: 6.5281 images/s [03/30 15:08:54] ppdet.engine INFO: Epoch: [23] [2300/7329] learning_rate: 0.000100 loss_class: 0.649065 loss_bbox: 0.145633 loss_giou: 0.432087 loss_class_aux: 4.036266 loss_bbox_aux: 0.953970 loss_giou_aux: 2.764264 loss_class_dn: 0.368116 loss_bbox_dn: 0.160203 loss_giou_dn: 0.449036 loss_class_aux_dn: 1.983792 loss_bbox_aux_dn: 0.938482 loss_giou_aux_dn: 2.446510 loss: 16.172050 eta: 2 days, 6:30:44 batch_cost: 0.5398 data_cost: 0.0012 ips: 7.4106 images/s [03/30 15:09:54] ppdet.engine INFO: Epoch: [23] [2400/7329] learning_rate: 0.000100 loss_class: 0.567204 loss_bbox: 0.135704 loss_giou: 0.364450 loss_class_aux: 3.576502 loss_bbox_aux: 0.905885 loss_giou_aux: 2.343484 loss_class_dn: 0.308632 loss_bbox_dn: 0.160065 loss_giou_dn: 0.379661 loss_class_aux_dn: 1.681717 loss_bbox_aux_dn: 0.958664 loss_giou_aux_dn: 2.063033 loss: 13.080387 eta: 2 days, 6:29:47 batch_cost: 0.5396 data_cost: 0.0021 ips: 7.4134 images/s [03/30 15:10:55] ppdet.engine INFO: Epoch: [23] [2500/7329] learning_rate: 0.000100 loss_class: 0.644514 loss_bbox: 0.152888 loss_giou: 0.499574 loss_class_aux: 4.102992 loss_bbox_aux: 0.988119 loss_giou_aux: 3.215404 loss_class_dn: 0.366904 loss_bbox_dn: 0.156428 loss_giou_dn: 0.473014 loss_class_aux_dn: 1.943660 loss_bbox_aux_dn: 0.957442 loss_giou_aux_dn: 2.607397 loss: 16.734230 eta: 2 days, 6:28:53 batch_cost: 0.5547 data_cost: 0.0017 ips: 7.2106 images/s [03/30 15:11:56] ppdet.engine INFO: Epoch: [23] [2600/7329] learning_rate: 0.000100 loss_class: 0.668441 loss_bbox: 0.163096 loss_giou: 0.440643 loss_class_aux: 4.201076 loss_bbox_aux: 1.029140 loss_giou_aux: 2.852710 loss_class_dn: 0.373850 loss_bbox_dn: 0.178572 loss_giou_dn: 0.443814 loss_class_aux_dn: 1.967700 loss_bbox_aux_dn: 1.012565 loss_giou_aux_dn: 2.450694 loss: 16.172413 eta: 2 days, 6:27:58 batch_cost: 0.5503 data_cost: 0.0014 ips: 7.2693 images/s [03/30 15:13:01] ppdet.engine INFO: Epoch: [23] [2700/7329] learning_rate: 0.000100 loss_class: 0.585338 loss_bbox: 0.158336 loss_giou: 0.431865 loss_class_aux: 3.719058 loss_bbox_aux: 0.995668 loss_giou_aux: 2.751594 loss_class_dn: 0.346071 loss_bbox_dn: 0.184523 loss_giou_dn: 0.400564 loss_class_aux_dn: 1.792905 loss_bbox_aux_dn: 1.048162 loss_giou_aux_dn: 2.246068 loss: 15.642952 eta: 2 days, 6:27:11 batch_cost: 0.5899 data_cost: 0.0014 ips: 6.7811 images/s [03/30 15:13:59] ppdet.engine INFO: Epoch: [23] [2800/7329] learning_rate: 0.000100 loss_class: 0.656822 loss_bbox: 0.164567 loss_giou: 0.370829 loss_class_aux: 4.103899 loss_bbox_aux: 1.081150 loss_giou_aux: 2.402802 loss_class_dn: 0.331410 loss_bbox_dn: 0.183274 loss_giou_dn: 0.388518 loss_class_aux_dn: 1.793241 loss_bbox_aux_dn: 1.104480 loss_giou_aux_dn: 2.145115 loss: 14.635875 eta: 2 days, 6:26:11 batch_cost: 0.5261 data_cost: 0.0013 ips: 7.6037 images/s [03/30 15:14:57] ppdet.engine INFO: Epoch: [23] [2900/7329] learning_rate: 0.000100 loss_class: 0.601016 loss_bbox: 0.146475 loss_giou: 0.386690 loss_class_aux: 3.915742 loss_bbox_aux: 0.988341 loss_giou_aux: 2.459355 loss_class_dn: 0.328281 loss_bbox_dn: 0.171004 loss_giou_dn: 0.426326 loss_class_aux_dn: 1.804465 loss_bbox_aux_dn: 1.016946 loss_giou_aux_dn: 2.331157 loss: 15.416500 eta: 2 days, 6:25:10 batch_cost: 0.5223 data_cost: 0.0014 ips: 7.6588 images/s [03/30 15:15:54] ppdet.engine INFO: Epoch: [23] [3000/7329] learning_rate: 0.000100 loss_class: 0.560798 loss_bbox: 0.142974 loss_giou: 0.394903 loss_class_aux: 3.580843 loss_bbox_aux: 0.954755 loss_giou_aux: 2.545799 loss_class_dn: 0.327055 loss_bbox_dn: 0.162634 loss_giou_dn: 0.382698 loss_class_aux_dn: 1.759774 loss_bbox_aux_dn: 0.973645 loss_giou_aux_dn: 2.138433 loss: 13.702230 eta: 2 days, 6:24:08 batch_cost: 0.5155 data_cost: 0.0013 ips: 7.7597 images/s [03/30 15:16:59] ppdet.engine INFO: Epoch: [23] [3100/7329] learning_rate: 0.000100 loss_class: 0.588768 loss_bbox: 0.150726 loss_giou: 0.385223 loss_class_aux: 3.852266 loss_bbox_aux: 0.968843 loss_giou_aux: 2.478586 loss_class_dn: 0.322611 loss_bbox_dn: 0.159921 loss_giou_dn: 0.403978 loss_class_aux_dn: 1.726694 loss_bbox_aux_dn: 0.925146 loss_giou_aux_dn: 2.266339 loss: 15.273668 eta: 2 days, 6:23:20 batch_cost: 0.5811 data_cost: 0.0014 ips: 6.8833 images/s [03/30 15:18:00] ppdet.engine INFO: Epoch: [23] [3200/7329] learning_rate: 0.000100 loss_class: 0.609647 loss_bbox: 0.146175 loss_giou: 0.400090 loss_class_aux: 4.025547 loss_bbox_aux: 0.975602 loss_giou_aux: 2.578425 loss_class_dn: 0.340072 loss_bbox_dn: 0.174352 loss_giou_dn: 0.414123 loss_class_aux_dn: 1.859378 loss_bbox_aux_dn: 1.038234 loss_giou_aux_dn: 2.325465 loss: 15.677095 eta: 2 days, 6:22:27 batch_cost: 0.5626 data_cost: 0.0012 ips: 7.1098 images/s [03/30 15:19:00] ppdet.engine INFO: Epoch: [23] [3300/7329] learning_rate: 0.000100 loss_class: 0.497190 loss_bbox: 0.135134 loss_giou: 0.343014 loss_class_aux: 3.225738 loss_bbox_aux: 0.908720 loss_giou_aux: 2.161085 loss_class_dn: 0.272911 loss_bbox_dn: 0.164888 loss_giou_dn: 0.327897 loss_class_aux_dn: 1.481321 loss_bbox_aux_dn: 0.943666 loss_giou_aux_dn: 1.805259 loss: 12.460932 eta: 2 days, 6:21:31 batch_cost: 0.5466 data_cost: 0.0012 ips: 7.3184 images/s [03/30 15:20:06] ppdet.engine INFO: Epoch: [23] [3400/7329] learning_rate: 0.000100 loss_class: 0.649148 loss_bbox: 0.154929 loss_giou: 0.428823 loss_class_aux: 4.172570 loss_bbox_aux: 1.014902 loss_giou_aux: 2.765530 loss_class_dn: 0.369654 loss_bbox_dn: 0.182678 loss_giou_dn: 0.433736 loss_class_aux_dn: 1.966056 loss_bbox_aux_dn: 1.038678 loss_giou_aux_dn: 2.411173 loss: 16.055136 eta: 2 days, 6:20:47 batch_cost: 0.6027 data_cost: 0.0019 ips: 6.6363 images/s [03/30 15:21:04] ppdet.engine INFO: Epoch: [23] [3500/7329] learning_rate: 0.000100 loss_class: 0.560966 loss_bbox: 0.140075 loss_giou: 0.343060 loss_class_aux: 3.655881 loss_bbox_aux: 0.947950 loss_giou_aux: 2.162999 loss_class_dn: 0.297122 loss_bbox_dn: 0.169339 loss_giou_dn: 0.350265 loss_class_aux_dn: 1.599037 loss_bbox_aux_dn: 1.028064 loss_giou_aux_dn: 1.937903 loss: 12.727339 eta: 2 days, 6:19:46 batch_cost: 0.5188 data_cost: 0.0013 ips: 7.7105 images/s [03/30 15:21:59] ppdet.engine INFO: Epoch: [23] [3600/7329] learning_rate: 0.000100 loss_class: 0.587328 loss_bbox: 0.124873 loss_giou: 0.367318 loss_class_aux: 3.721739 loss_bbox_aux: 0.919441 loss_giou_aux: 2.246071 loss_class_dn: 0.324824 loss_bbox_dn: 0.163156 loss_giou_dn: 0.365989 loss_class_aux_dn: 1.760996 loss_bbox_aux_dn: 0.966297 loss_giou_aux_dn: 2.019317 loss: 14.709351 eta: 2 days, 6:18:41 batch_cost: 0.5035 data_cost: 0.0012 ips: 7.9445 images/s [03/30 15:22:57] ppdet.engine INFO: Epoch: [23] [3700/7329] learning_rate: 0.000100 loss_class: 0.581259 loss_bbox: 0.134064 loss_giou: 0.373505 loss_class_aux: 3.671018 loss_bbox_aux: 0.883434 loss_giou_aux: 2.407472 loss_class_dn: 0.315804 loss_bbox_dn: 0.138763 loss_giou_dn: 0.373084 loss_class_aux_dn: 1.712934 loss_bbox_aux_dn: 0.879763 loss_giou_aux_dn: 2.019648 loss: 14.036861 eta: 2 days, 6:17:40 batch_cost: 0.5216 data_cost: 0.0012 ips: 7.6693 images/s [03/30 15:23:57] ppdet.engine INFO: Epoch: [23] [3800/7329] learning_rate: 0.000100 loss_class: 0.599396 loss_bbox: 0.144416 loss_giou: 0.397316 loss_class_aux: 3.802293 loss_bbox_aux: 0.934573 loss_giou_aux: 2.551035 loss_class_dn: 0.331165 loss_bbox_dn: 0.165077 loss_giou_dn: 0.413949 loss_class_aux_dn: 1.771178 loss_bbox_aux_dn: 0.999380 loss_giou_aux_dn: 2.232148 loss: 14.996480 eta: 2 days, 6:16:45 batch_cost: 0.5454 data_cost: 0.0011 ips: 7.3344 images/s [03/30 15:24:52] ppdet.engine INFO: Epoch: [23] [3900/7329] learning_rate: 0.000100 loss_class: 0.588025 loss_bbox: 0.165220 loss_giou: 0.405524 loss_class_aux: 3.870789 loss_bbox_aux: 1.026390 loss_giou_aux: 2.647793 loss_class_dn: 0.338251 loss_bbox_dn: 0.173737 loss_giou_dn: 0.416766 loss_class_aux_dn: 1.853868 loss_bbox_aux_dn: 1.011836 loss_giou_aux_dn: 2.307176 loss: 15.112621 eta: 2 days, 6:15:40 batch_cost: 0.5021 data_cost: 0.0011 ips: 7.9671 images/s [03/30 15:25:49] ppdet.engine INFO: Epoch: [23] [4000/7329] learning_rate: 0.000100 loss_class: 0.584101 loss_bbox: 0.137159 loss_giou: 0.350634 loss_class_aux: 3.870334 loss_bbox_aux: 0.844554 loss_giou_aux: 2.316167 loss_class_dn: 0.322706 loss_bbox_dn: 0.151512 loss_giou_dn: 0.364915 loss_class_aux_dn: 1.768803 loss_bbox_aux_dn: 0.922306 loss_giou_aux_dn: 2.030864 loss: 14.264610 eta: 2 days, 6:14:39 batch_cost: 0.5219 data_cost: 0.0012 ips: 7.6650 images/s [03/30 15:26:50] ppdet.engine INFO: Epoch: [23] [4100/7329] learning_rate: 0.000100 loss_class: 0.568743 loss_bbox: 0.135228 loss_giou: 0.389562 loss_class_aux: 3.766973 loss_bbox_aux: 0.923339 loss_giou_aux: 2.538167 loss_class_dn: 0.357632 loss_bbox_dn: 0.173919 loss_giou_dn: 0.408067 loss_class_aux_dn: 1.936322 loss_bbox_aux_dn: 0.974952 loss_giou_aux_dn: 2.288798 loss: 15.244251 eta: 2 days, 6:13:43 batch_cost: 0.5470 data_cost: 0.0014 ips: 7.3131 images/s [03/30 15:27:47] ppdet.engine INFO: Epoch: [23] [4200/7329] learning_rate: 0.000100 loss_class: 0.593256 loss_bbox: 0.151969 loss_giou: 0.475123 loss_class_aux: 3.829113 loss_bbox_aux: 1.032257 loss_giou_aux: 3.005322 loss_class_dn: 0.350533 loss_bbox_dn: 0.171784 loss_giou_dn: 0.421933 loss_class_aux_dn: 1.860508 loss_bbox_aux_dn: 1.021202 loss_giou_aux_dn: 2.316764 loss: 14.664313 eta: 2 days, 6:12:40 batch_cost: 0.5100 data_cost: 0.0013 ips: 7.8427 images/s [03/30 15:28:50] ppdet.engine INFO: Epoch: [23] [4300/7329] learning_rate: 0.000100 loss_class: 0.577201 loss_bbox: 0.149080 loss_giou: 0.388748 loss_class_aux: 3.747275 loss_bbox_aux: 0.969060 loss_giou_aux: 2.521598 loss_class_dn: 0.342700 loss_bbox_dn: 0.154601 loss_giou_dn: 0.371599 loss_class_aux_dn: 1.800405 loss_bbox_aux_dn: 0.936969 loss_giou_aux_dn: 2.086272 loss: 15.408720 eta: 2 days, 6:11:50 batch_cost: 0.5717 data_cost: 0.0013 ips: 6.9963 images/s [03/30 15:29:57] ppdet.engine INFO: Epoch: [23] [4400/7329] learning_rate: 0.000100 loss_class: 0.597174 loss_bbox: 0.135304 loss_giou: 0.468670 loss_class_aux: 3.785945 loss_bbox_aux: 0.896618 loss_giou_aux: 3.019217 loss_class_dn: 0.355552 loss_bbox_dn: 0.151364 loss_giou_dn: 0.463855 loss_class_aux_dn: 1.878165 loss_bbox_aux_dn: 0.893274 loss_giou_aux_dn: 2.559701 loss: 16.039074 eta: 2 days, 6:11:08 batch_cost: 0.6164 data_cost: 0.0013 ips: 6.4895 images/s [03/30 15:31:01] ppdet.engine INFO: Epoch: [23] [4500/7329] learning_rate: 0.000100 loss_class: 0.617687 loss_bbox: 0.141258 loss_giou: 0.315706 loss_class_aux: 3.903357 loss_bbox_aux: 0.915116 loss_giou_aux: 2.098669 loss_class_dn: 0.326090 loss_bbox_dn: 0.154849 loss_giou_dn: 0.342276 loss_class_aux_dn: 1.787850 loss_bbox_aux_dn: 0.964154 loss_giou_aux_dn: 1.919342 loss: 14.997231 eta: 2 days, 6:10:19 batch_cost: 0.5765 data_cost: 0.0016 ips: 6.9385 images/s [03/30 15:32:05] ppdet.engine INFO: Epoch: [23] [4600/7329] learning_rate: 0.000100 loss_class: 0.665790 loss_bbox: 0.135236 loss_giou: 0.454197 loss_class_aux: 4.193670 loss_bbox_aux: 0.891587 loss_giou_aux: 2.923266 loss_class_dn: 0.375475 loss_bbox_dn: 0.150583 loss_giou_dn: 0.436483 loss_class_aux_dn: 1.996125 loss_bbox_aux_dn: 0.903922 loss_giou_aux_dn: 2.369272 loss: 15.654203 eta: 2 days, 6:09:30 batch_cost: 0.5812 data_cost: 0.0013 ips: 6.8819 images/s [03/30 15:33:09] ppdet.engine INFO: Epoch: [23] [4700/7329] learning_rate: 0.000100 loss_class: 0.561156 loss_bbox: 0.134614 loss_giou: 0.346273 loss_class_aux: 3.651680 loss_bbox_aux: 0.888434 loss_giou_aux: 2.256191 loss_class_dn: 0.341367 loss_bbox_dn: 0.166464 loss_giou_dn: 0.397030 loss_class_aux_dn: 1.815702 loss_bbox_aux_dn: 0.965274 loss_giou_aux_dn: 2.176939 loss: 14.550890 eta: 2 days, 6:08:40 batch_cost: 0.5741 data_cost: 0.0014 ips: 6.9672 images/s [03/30 15:34:07] ppdet.engine INFO: Epoch: [23] [4800/7329] learning_rate: 0.000100 loss_class: 0.612000 loss_bbox: 0.134470 loss_giou: 0.379876 loss_class_aux: 3.952904 loss_bbox_aux: 0.949064 loss_giou_aux: 2.387702 loss_class_dn: 0.334739 loss_bbox_dn: 0.167693 loss_giou_dn: 0.383455 loss_class_aux_dn: 1.811039 loss_bbox_aux_dn: 0.985349 loss_giou_aux_dn: 2.144726 loss: 14.191447 eta: 2 days, 6:07:40 batch_cost: 0.5232 data_cost: 0.0013 ips: 7.6460 images/s [03/30 15:35:04] ppdet.engine INFO: Epoch: [23] [4900/7329] learning_rate: 0.000100 loss_class: 0.564356 loss_bbox: 0.141364 loss_giou: 0.356095 loss_class_aux: 3.756702 loss_bbox_aux: 0.926580 loss_giou_aux: 2.414419 loss_class_dn: 0.334626 loss_bbox_dn: 0.166468 loss_giou_dn: 0.354180 loss_class_aux_dn: 1.824937 loss_bbox_aux_dn: 0.975436 loss_giou_aux_dn: 1.927517 loss: 14.536829 eta: 2 days, 6:06:37 batch_cost: 0.5135 data_cost: 0.0014 ips: 7.7903 images/s [03/30 15:36:07] ppdet.engine INFO: Epoch: [23] [5000/7329] learning_rate: 0.000100 loss_class: 0.614369 loss_bbox: 0.160530 loss_giou: 0.432319 loss_class_aux: 3.937007 loss_bbox_aux: 1.041751 loss_giou_aux: 2.729622 loss_class_dn: 0.370586 loss_bbox_dn: 0.175632 loss_giou_dn: 0.418250 loss_class_aux_dn: 1.977491 loss_bbox_aux_dn: 0.978395 loss_giou_aux_dn: 2.257389 loss: 15.950106 eta: 2 days, 6:05:46 batch_cost: 0.5699 data_cost: 0.0012 ips: 7.0192 images/s [03/30 15:37:10] ppdet.engine INFO: Epoch: [23] [5100/7329] learning_rate: 0.000100 loss_class: 0.554838 loss_bbox: 0.135957 loss_giou: 0.365617 loss_class_aux: 3.613469 loss_bbox_aux: 0.893685 loss_giou_aux: 2.427164 loss_class_dn: 0.331792 loss_bbox_dn: 0.151575 loss_giou_dn: 0.376178 loss_class_aux_dn: 1.738079 loss_bbox_aux_dn: 0.891526 loss_giou_aux_dn: 2.043380 loss: 14.259102 eta: 2 days, 6:04:57 batch_cost: 0.5767 data_cost: 0.0012 ips: 6.9362 images/s [03/30 15:38:14] ppdet.engine INFO: Epoch: [23] [5200/7329] learning_rate: 0.000100 loss_class: 0.595517 loss_bbox: 0.132955 loss_giou: 0.384686 loss_class_aux: 3.640217 loss_bbox_aux: 0.879405 loss_giou_aux: 2.480362 loss_class_dn: 0.324845 loss_bbox_dn: 0.164469 loss_giou_dn: 0.398362 loss_class_aux_dn: 1.721582 loss_bbox_aux_dn: 1.020853 loss_giou_aux_dn: 2.239320 loss: 14.380001 eta: 2 days, 6:04:06 batch_cost: 0.5716 data_cost: 0.0013 ips: 6.9974 images/s [03/30 15:39:15] ppdet.engine INFO: Epoch: [23] [5300/7329] learning_rate: 0.000100 loss_class: 0.600753 loss_bbox: 0.150179 loss_giou: 0.377847 loss_class_aux: 3.940351 loss_bbox_aux: 0.996670 loss_giou_aux: 2.446063 loss_class_dn: 0.329333 loss_bbox_dn: 0.179431 loss_giou_dn: 0.384842 loss_class_aux_dn: 1.818840 loss_bbox_aux_dn: 1.010192 loss_giou_aux_dn: 2.146160 loss: 14.998446 eta: 2 days, 6:03:11 batch_cost: 0.5508 data_cost: 0.0014 ips: 7.2616 images/s [03/30 15:40:17] ppdet.engine INFO: Epoch: [23] [5400/7329] learning_rate: 0.000100 loss_class: 0.560300 loss_bbox: 0.162805 loss_giou: 0.413493 loss_class_aux: 3.621670 loss_bbox_aux: 1.010844 loss_giou_aux: 2.534509 loss_class_dn: 0.328028 loss_bbox_dn: 0.172478 loss_giou_dn: 0.410572 loss_class_aux_dn: 1.745014 loss_bbox_aux_dn: 1.017151 loss_giou_aux_dn: 2.214751 loss: 14.658115 eta: 2 days, 6:02:21 batch_cost: 0.5735 data_cost: 0.0013 ips: 6.9746 images/s [03/30 15:41:24] ppdet.engine INFO: Epoch: [23] [5500/7329] learning_rate: 0.000100 loss_class: 0.599598 loss_bbox: 0.149535 loss_giou: 0.432847 loss_class_aux: 3.836800 loss_bbox_aux: 0.957610 loss_giou_aux: 2.707781 loss_class_dn: 0.327383 loss_bbox_dn: 0.168420 loss_giou_dn: 0.414221 loss_class_aux_dn: 1.779612 loss_bbox_aux_dn: 0.954208 loss_giou_aux_dn: 2.224805 loss: 14.858497 eta: 2 days, 6:01:38 batch_cost: 0.6072 data_cost: 0.0012 ips: 6.5882 images/s [03/30 15:42:25] ppdet.engine INFO: Epoch: [23] [5600/7329] learning_rate: 0.000100 loss_class: 0.635000 loss_bbox: 0.137493 loss_giou: 0.397258 loss_class_aux: 4.076430 loss_bbox_aux: 0.910916 loss_giou_aux: 2.522954 loss_class_dn: 0.348052 loss_bbox_dn: 0.155020 loss_giou_dn: 0.394416 loss_class_aux_dn: 1.879441 loss_bbox_aux_dn: 0.914358 loss_giou_aux_dn: 2.171252 loss: 14.655829 eta: 2 days, 6:00:46 batch_cost: 0.5640 data_cost: 0.0012 ips: 7.0922 images/s [03/30 15:43:22] ppdet.engine INFO: Epoch: [23] [5700/7329] learning_rate: 0.000100 loss_class: 0.605085 loss_bbox: 0.146316 loss_giou: 0.463658 loss_class_aux: 3.821470 loss_bbox_aux: 0.966478 loss_giou_aux: 2.902343 loss_class_dn: 0.369736 loss_bbox_dn: 0.172451 loss_giou_dn: 0.437502 loss_class_aux_dn: 1.974768 loss_bbox_aux_dn: 0.973132 loss_giou_aux_dn: 2.375183 loss: 15.602045 eta: 2 days, 5:59:42 batch_cost: 0.5095 data_cost: 0.0013 ips: 7.8516 images/s [03/30 15:44:18] ppdet.engine INFO: Epoch: [23] [5800/7329] learning_rate: 0.000100 loss_class: 0.624405 loss_bbox: 0.161150 loss_giou: 0.388277 loss_class_aux: 3.878088 loss_bbox_aux: 1.093591 loss_giou_aux: 2.458188 loss_class_dn: 0.350046 loss_bbox_dn: 0.187931 loss_giou_dn: 0.426024 loss_class_aux_dn: 1.851508 loss_bbox_aux_dn: 1.088360 loss_giou_aux_dn: 2.278314 loss: 15.504373 eta: 2 days, 5:58:38 batch_cost: 0.5046 data_cost: 0.0012 ips: 7.9268 images/s [03/30 15:45:17] ppdet.engine INFO: Epoch: [23] [5900/7329] learning_rate: 0.000100 loss_class: 0.586834 loss_bbox: 0.142813 loss_giou: 0.382141 loss_class_aux: 3.652915 loss_bbox_aux: 0.991739 loss_giou_aux: 2.392895 loss_class_dn: 0.317864 loss_bbox_dn: 0.164964 loss_giou_dn: 0.375198 loss_class_aux_dn: 1.709858 loss_bbox_aux_dn: 0.968423 loss_giou_aux_dn: 2.114974 loss: 15.013887 eta: 2 days, 5:57:39 batch_cost: 0.5303 data_cost: 0.0013 ips: 7.5434 images/s [03/30 15:46:19] ppdet.engine INFO: Epoch: [23] [6000/7329] learning_rate: 0.000100 loss_class: 0.600521 loss_bbox: 0.140726 loss_giou: 0.412251 loss_class_aux: 3.772854 loss_bbox_aux: 0.943104 loss_giou_aux: 2.593885 loss_class_dn: 0.347772 loss_bbox_dn: 0.183860 loss_giou_dn: 0.419661 loss_class_aux_dn: 1.850288 loss_bbox_aux_dn: 1.047983 loss_giou_aux_dn: 2.241745 loss: 15.698565 eta: 2 days, 5:56:46 batch_cost: 0.5578 data_cost: 0.0017 ips: 7.1713 images/s [03/30 15:47:20] ppdet.engine INFO: Epoch: [23] [6100/7329] learning_rate: 0.000100 loss_class: 0.623824 loss_bbox: 0.150616 loss_giou: 0.426058 loss_class_aux: 4.025941 loss_bbox_aux: 0.969754 loss_giou_aux: 2.679186 loss_class_dn: 0.340777 loss_bbox_dn: 0.169805 loss_giou_dn: 0.405876 loss_class_aux_dn: 1.849597 loss_bbox_aux_dn: 0.978239 loss_giou_aux_dn: 2.289092 loss: 15.260234 eta: 2 days, 5:55:49 batch_cost: 0.5393 data_cost: 0.0014 ips: 7.4172 images/s [03/30 15:48:20] ppdet.engine INFO: Epoch: [23] [6200/7329] learning_rate: 0.000100 loss_class: 0.627912 loss_bbox: 0.133090 loss_giou: 0.387654 loss_class_aux: 3.853459 loss_bbox_aux: 0.939192 loss_giou_aux: 2.497937 loss_class_dn: 0.348757 loss_bbox_dn: 0.162569 loss_giou_dn: 0.406157 loss_class_aux_dn: 1.904766 loss_bbox_aux_dn: 0.955331 loss_giou_aux_dn: 2.184110 loss: 15.235454 eta: 2 days, 5:54:52 batch_cost: 0.5409 data_cost: 0.0013 ips: 7.3946 images/s [03/30 15:49:16] ppdet.engine INFO: Epoch: [23] [6300/7329] learning_rate: 0.000100 loss_class: 0.657853 loss_bbox: 0.160858 loss_giou: 0.477935 loss_class_aux: 4.207537 loss_bbox_aux: 1.049526 loss_giou_aux: 3.020478 loss_class_dn: 0.378090 loss_bbox_dn: 0.174822 loss_giou_dn: 0.443662 loss_class_aux_dn: 2.034721 loss_bbox_aux_dn: 1.042285 loss_giou_aux_dn: 2.397518 loss: 16.967228 eta: 2 days, 5:53:48 batch_cost: 0.5056 data_cost: 0.0013 ips: 7.9114 images/s [03/30 15:50:16] ppdet.engine INFO: Epoch: [23] [6400/7329] learning_rate: 0.000100 loss_class: 0.607025 loss_bbox: 0.152209 loss_giou: 0.447636 loss_class_aux: 3.933959 loss_bbox_aux: 0.978029 loss_giou_aux: 2.943595 loss_class_dn: 0.361955 loss_bbox_dn: 0.173000 loss_giou_dn: 0.439303 loss_class_aux_dn: 1.979078 loss_bbox_aux_dn: 1.001748 loss_giou_aux_dn: 2.393667 loss: 16.310682 eta: 2 days, 5:52:52 batch_cost: 0.5482 data_cost: 0.0012 ips: 7.2970 images/s [03/30 15:51:13] ppdet.engine INFO: Epoch: [23] [6500/7329] learning_rate: 0.000100 loss_class: 0.550268 loss_bbox: 0.138480 loss_giou: 0.357193 loss_class_aux: 3.406382 loss_bbox_aux: 0.890446 loss_giou_aux: 2.252254 loss_class_dn: 0.312035 loss_bbox_dn: 0.172211 loss_giou_dn: 0.384345 loss_class_aux_dn: 1.638053 loss_bbox_aux_dn: 1.012114 loss_giou_aux_dn: 2.193394 loss: 14.007685 eta: 2 days, 5:51:51 batch_cost: 0.5165 data_cost: 0.0012 ips: 7.7438 images/s [03/30 15:52:11] ppdet.engine INFO: Epoch: [23] [6600/7329] learning_rate: 0.000100 loss_class: 0.583798 loss_bbox: 0.156273 loss_giou: 0.464827 loss_class_aux: 3.729179 loss_bbox_aux: 1.028829 loss_giou_aux: 2.926407 loss_class_dn: 0.347870 loss_bbox_dn: 0.158295 loss_giou_dn: 0.429851 loss_class_aux_dn: 1.877988 loss_bbox_aux_dn: 0.915161 loss_giou_aux_dn: 2.467094 loss: 16.286827 eta: 2 days, 5:50:51 batch_cost: 0.5275 data_cost: 0.0013 ips: 7.5828 images/s [03/30 15:53:21] ppdet.engine INFO: Epoch: [23] [6700/7329] learning_rate: 0.000100 loss_class: 0.723134 loss_bbox: 0.149993 loss_giou: 0.455884 loss_class_aux: 4.675569 loss_bbox_aux: 1.021039 loss_giou_aux: 2.927495 loss_class_dn: 0.402857 loss_bbox_dn: 0.203425 loss_giou_dn: 0.464593 loss_class_aux_dn: 2.178857 loss_bbox_aux_dn: 1.175901 loss_giou_aux_dn: 2.512725 loss: 17.446415 eta: 2 days, 5:50:15 batch_cost: 0.6416 data_cost: 0.0012 ips: 6.2343 images/s [03/30 15:54:22] ppdet.engine INFO: Epoch: [23] [6800/7329] learning_rate: 0.000100 loss_class: 0.608133 loss_bbox: 0.158147 loss_giou: 0.439239 loss_class_aux: 3.888405 loss_bbox_aux: 1.093893 loss_giou_aux: 2.930594 loss_class_dn: 0.359206 loss_bbox_dn: 0.186312 loss_giou_dn: 0.443400 loss_class_aux_dn: 1.894480 loss_bbox_aux_dn: 1.075503 loss_giou_aux_dn: 2.496273 loss: 15.929628 eta: 2 days, 5:49:19 batch_cost: 0.5465 data_cost: 0.0013 ips: 7.3188 images/s [03/30 15:55:19] ppdet.engine INFO: Epoch: [23] [6900/7329] learning_rate: 0.000100 loss_class: 0.607001 loss_bbox: 0.154852 loss_giou: 0.415130 loss_class_aux: 3.947476 loss_bbox_aux: 1.021527 loss_giou_aux: 2.539334 loss_class_dn: 0.365309 loss_bbox_dn: 0.173536 loss_giou_dn: 0.437782 loss_class_aux_dn: 1.935973 loss_bbox_aux_dn: 1.000456 loss_giou_aux_dn: 2.321607 loss: 16.530155 eta: 2 days, 5:48:18 batch_cost: 0.5223 data_cost: 0.0013 ips: 7.6581 images/s [03/30 15:56:16] ppdet.engine INFO: Epoch: [23] [7000/7329] learning_rate: 0.000100 loss_class: 0.604085 loss_bbox: 0.136268 loss_giou: 0.409185 loss_class_aux: 3.886212 loss_bbox_aux: 0.945690 loss_giou_aux: 2.620423 loss_class_dn: 0.344042 loss_bbox_dn: 0.162954 loss_giou_dn: 0.407486 loss_class_aux_dn: 1.807703 loss_bbox_aux_dn: 0.954699 loss_giou_aux_dn: 2.219051 loss: 14.809031 eta: 2 days, 5:47:16 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7993 images/s [03/30 15:57:13] ppdet.engine INFO: Epoch: [23] [7100/7329] learning_rate: 0.000100 loss_class: 0.639296 loss_bbox: 0.152529 loss_giou: 0.481019 loss_class_aux: 4.067331 loss_bbox_aux: 1.008132 loss_giou_aux: 3.029405 loss_class_dn: 0.378972 loss_bbox_dn: 0.160461 loss_giou_dn: 0.442497 loss_class_aux_dn: 2.017559 loss_bbox_aux_dn: 0.936745 loss_giou_aux_dn: 2.478739 loss: 16.224930 eta: 2 days, 5:46:14 batch_cost: 0.5143 data_cost: 0.0012 ips: 7.7778 images/s [03/30 15:58:13] ppdet.engine INFO: Epoch: [23] [7200/7329] learning_rate: 0.000100 loss_class: 0.552154 loss_bbox: 0.154286 loss_giou: 0.362973 loss_class_aux: 3.667431 loss_bbox_aux: 1.043309 loss_giou_aux: 2.169596 loss_class_dn: 0.309840 loss_bbox_dn: 0.174253 loss_giou_dn: 0.368786 loss_class_aux_dn: 1.668968 loss_bbox_aux_dn: 1.016774 loss_giou_aux_dn: 2.021144 loss: 13.939369 eta: 2 days, 5:45:17 batch_cost: 0.5426 data_cost: 0.0014 ips: 7.3724 images/s [03/30 15:59:17] ppdet.engine INFO: Epoch: [23] [7300/7329] learning_rate: 0.000100 loss_class: 0.517296 loss_bbox: 0.132341 loss_giou: 0.334221 loss_class_aux: 3.245131 loss_bbox_aux: 0.890466 loss_giou_aux: 2.195336 loss_class_dn: 0.296776 loss_bbox_dn: 0.157123 loss_giou_dn: 0.345947 loss_class_aux_dn: 1.646981 loss_bbox_aux_dn: 0.894397 loss_giou_aux_dn: 1.921402 loss: 13.518596 eta: 2 days, 5:44:28 batch_cost: 0.5768 data_cost: 0.0015 ips: 6.9351 images/s [03/30 15:59:40] ppdet.engine INFO: Eval iter: 0 [03/30 16:00:08] ppdet.engine INFO: Eval iter: 100 [03/30 16:00:36] ppdet.engine INFO: Eval iter: 200 [03/30 16:01:03] ppdet.engine INFO: Eval iter: 300 [03/30 16:01:30] ppdet.engine INFO: Eval iter: 400 [03/30 16:01:59] ppdet.engine INFO: Eval iter: 500 [03/30 16:02:29] ppdet.engine INFO: Eval iter: 600 [03/30 16:02:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/30 16:03:00] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.77s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=109.56s). Accumulating evaluation results... DONE (t=28.47s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.324 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 ] = 0.689 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 ] = 0.640 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 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.877 [03/30 16:05:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.197385354675347 [03/30 16:05:43] ppdet.engine INFO: Best test bbox ap is 0.511. [03/30 16:05:46] ppdet.engine INFO: Epoch: [24] [ 0/7329] learning_rate: 0.000100 loss_class: 0.533587 loss_bbox: 0.130511 loss_giou: 0.323358 loss_class_aux: 3.257897 loss_bbox_aux: 0.876573 loss_giou_aux: 2.165902 loss_class_dn: 0.296776 loss_bbox_dn: 0.148501 loss_giou_dn: 0.331875 loss_class_aux_dn: 1.609275 loss_bbox_aux_dn: 0.867897 loss_giou_aux_dn: 1.855974 loss: 13.624699 eta: 2 days, 5:44:11 batch_cost: 0.5799 data_cost: 0.0017 ips: 6.8978 images/s [03/30 16:06:47] ppdet.engine INFO: Epoch: [24] [ 100/7329] learning_rate: 0.000100 loss_class: 0.663102 loss_bbox: 0.152776 loss_giou: 0.464228 loss_class_aux: 4.341736 loss_bbox_aux: 1.004200 loss_giou_aux: 2.908659 loss_class_dn: 0.381942 loss_bbox_dn: 0.198011 loss_giou_dn: 0.467446 loss_class_aux_dn: 2.006928 loss_bbox_aux_dn: 1.175384 loss_giou_aux_dn: 2.540479 loss: 16.000629 eta: 2 days, 5:43:16 batch_cost: 0.5479 data_cost: 0.0013 ips: 7.3011 images/s [03/30 16:07:46] ppdet.engine INFO: Epoch: [24] [ 200/7329] learning_rate: 0.000100 loss_class: 0.700213 loss_bbox: 0.156677 loss_giou: 0.441030 loss_class_aux: 4.480295 loss_bbox_aux: 1.087017 loss_giou_aux: 2.801673 loss_class_dn: 0.370925 loss_bbox_dn: 0.170357 loss_giou_dn: 0.452701 loss_class_aux_dn: 1.999778 loss_bbox_aux_dn: 1.064329 loss_giou_aux_dn: 2.506962 loss: 16.955883 eta: 2 days, 5:42:18 batch_cost: 0.5366 data_cost: 0.0013 ips: 7.4540 images/s [03/30 16:08:43] ppdet.engine INFO: Epoch: [24] [ 300/7329] learning_rate: 0.000100 loss_class: 0.595067 loss_bbox: 0.142419 loss_giou: 0.382441 loss_class_aux: 3.852257 loss_bbox_aux: 0.956377 loss_giou_aux: 2.479855 loss_class_dn: 0.326849 loss_bbox_dn: 0.180690 loss_giou_dn: 0.392576 loss_class_aux_dn: 1.785774 loss_bbox_aux_dn: 1.056669 loss_giou_aux_dn: 2.160243 loss: 14.118432 eta: 2 days, 5:41:15 batch_cost: 0.5110 data_cost: 0.0014 ips: 7.8276 images/s [03/30 16:09:42] ppdet.engine INFO: Epoch: [24] [ 400/7329] learning_rate: 0.000100 loss_class: 0.612351 loss_bbox: 0.131067 loss_giou: 0.449414 loss_class_aux: 3.838856 loss_bbox_aux: 0.868220 loss_giou_aux: 2.901172 loss_class_dn: 0.355982 loss_bbox_dn: 0.146176 loss_giou_dn: 0.439330 loss_class_aux_dn: 1.931839 loss_bbox_aux_dn: 0.894002 loss_giou_aux_dn: 2.396736 loss: 15.986874 eta: 2 days, 5:40:17 batch_cost: 0.5314 data_cost: 0.0014 ips: 7.5275 images/s [03/30 16:10:46] ppdet.engine INFO: Epoch: [24] [ 500/7329] learning_rate: 0.000100 loss_class: 0.630010 loss_bbox: 0.141608 loss_giou: 0.409328 loss_class_aux: 4.080953 loss_bbox_aux: 0.913212 loss_giou_aux: 2.629341 loss_class_dn: 0.350947 loss_bbox_dn: 0.157551 loss_giou_dn: 0.399358 loss_class_aux_dn: 1.875276 loss_bbox_aux_dn: 0.891063 loss_giou_aux_dn: 2.219728 loss: 14.869050 eta: 2 days, 5:39:27 batch_cost: 0.5751 data_cost: 0.0017 ips: 6.9549 images/s [03/30 16:11:50] ppdet.engine INFO: Epoch: [24] [ 600/7329] learning_rate: 0.000100 loss_class: 0.643856 loss_bbox: 0.148545 loss_giou: 0.402400 loss_class_aux: 4.189856 loss_bbox_aux: 0.941898 loss_giou_aux: 2.547908 loss_class_dn: 0.360065 loss_bbox_dn: 0.168201 loss_giou_dn: 0.411316 loss_class_aux_dn: 1.906557 loss_bbox_aux_dn: 0.948577 loss_giou_aux_dn: 2.234512 loss: 16.369350 eta: 2 days, 5:38:37 batch_cost: 0.5738 data_cost: 0.0017 ips: 6.9706 images/s [03/30 16:12:49] ppdet.engine INFO: Epoch: [24] [ 700/7329] learning_rate: 0.000100 loss_class: 0.689660 loss_bbox: 0.152051 loss_giou: 0.547083 loss_class_aux: 4.459813 loss_bbox_aux: 1.005400 loss_giou_aux: 3.373004 loss_class_dn: 0.395264 loss_bbox_dn: 0.172797 loss_giou_dn: 0.517378 loss_class_aux_dn: 2.070249 loss_bbox_aux_dn: 1.045574 loss_giou_aux_dn: 2.778270 loss: 16.994518 eta: 2 days, 5:37:38 batch_cost: 0.5335 data_cost: 0.0016 ips: 7.4978 images/s [03/30 16:13:49] ppdet.engine INFO: Epoch: [24] [ 800/7329] learning_rate: 0.000100 loss_class: 0.558571 loss_bbox: 0.144960 loss_giou: 0.361587 loss_class_aux: 3.476375 loss_bbox_aux: 0.925093 loss_giou_aux: 2.301987 loss_class_dn: 0.296401 loss_bbox_dn: 0.144387 loss_giou_dn: 0.331496 loss_class_aux_dn: 1.602647 loss_bbox_aux_dn: 0.889680 loss_giou_aux_dn: 1.871896 loss: 13.419039 eta: 2 days, 5:36:42 batch_cost: 0.5425 data_cost: 0.0013 ips: 7.3739 images/s [03/30 16:14:50] ppdet.engine INFO: Epoch: [24] [ 900/7329] learning_rate: 0.000100 loss_class: 0.567428 loss_bbox: 0.142253 loss_giou: 0.404042 loss_class_aux: 3.607371 loss_bbox_aux: 0.919811 loss_giou_aux: 2.656738 loss_class_dn: 0.336224 loss_bbox_dn: 0.161863 loss_giou_dn: 0.394603 loss_class_aux_dn: 1.804108 loss_bbox_aux_dn: 0.951095 loss_giou_aux_dn: 2.178927 loss: 14.940166 eta: 2 days, 5:35:47 batch_cost: 0.5519 data_cost: 0.0013 ips: 7.2472 images/s [03/30 16:15:55] ppdet.engine INFO: Epoch: [24] [1000/7329] learning_rate: 0.000100 loss_class: 0.559345 loss_bbox: 0.137064 loss_giou: 0.337700 loss_class_aux: 3.596563 loss_bbox_aux: 0.925997 loss_giou_aux: 2.147835 loss_class_dn: 0.304382 loss_bbox_dn: 0.150781 loss_giou_dn: 0.357217 loss_class_aux_dn: 1.632722 loss_bbox_aux_dn: 0.890187 loss_giou_aux_dn: 2.016083 loss: 13.554890 eta: 2 days, 5:35:00 batch_cost: 0.5896 data_cost: 0.0013 ips: 6.7840 images/s [03/30 16:16:55] ppdet.engine INFO: Epoch: [24] [1100/7329] learning_rate: 0.000100 loss_class: 0.509087 loss_bbox: 0.139735 loss_giou: 0.327541 loss_class_aux: 3.299256 loss_bbox_aux: 0.886302 loss_giou_aux: 2.055858 loss_class_dn: 0.290117 loss_bbox_dn: 0.157139 loss_giou_dn: 0.334279 loss_class_aux_dn: 1.552420 loss_bbox_aux_dn: 0.905187 loss_giou_aux_dn: 1.866406 loss: 13.399816 eta: 2 days, 5:34:04 batch_cost: 0.5420 data_cost: 0.0015 ips: 7.3802 images/s [03/30 16:18:03] ppdet.engine INFO: Epoch: [24] [1200/7329] learning_rate: 0.000100 loss_class: 0.602273 loss_bbox: 0.145130 loss_giou: 0.405080 loss_class_aux: 3.824318 loss_bbox_aux: 0.904140 loss_giou_aux: 2.408347 loss_class_dn: 0.321743 loss_bbox_dn: 0.175065 loss_giou_dn: 0.406568 loss_class_aux_dn: 1.760046 loss_bbox_aux_dn: 1.022257 loss_giou_aux_dn: 2.241175 loss: 14.392229 eta: 2 days, 5:33:22 batch_cost: 0.6183 data_cost: 0.0014 ips: 6.4691 images/s [03/30 16:19:03] ppdet.engine INFO: Epoch: [24] [1300/7329] learning_rate: 0.000100 loss_class: 0.615211 loss_bbox: 0.137706 loss_giou: 0.400549 loss_class_aux: 4.047506 loss_bbox_aux: 0.890091 loss_giou_aux: 2.571470 loss_class_dn: 0.345778 loss_bbox_dn: 0.160319 loss_giou_dn: 0.397934 loss_class_aux_dn: 1.832660 loss_bbox_aux_dn: 0.929164 loss_giou_aux_dn: 2.138849 loss: 15.189990 eta: 2 days, 5:32:25 batch_cost: 0.5392 data_cost: 0.0013 ips: 7.4188 images/s [03/30 16:20:07] ppdet.engine INFO: Epoch: [24] [1400/7329] learning_rate: 0.000100 loss_class: 0.498416 loss_bbox: 0.136572 loss_giou: 0.329550 loss_class_aux: 3.142937 loss_bbox_aux: 0.854072 loss_giou_aux: 2.107884 loss_class_dn: 0.302750 loss_bbox_dn: 0.134143 loss_giou_dn: 0.325249 loss_class_aux_dn: 1.612766 loss_bbox_aux_dn: 0.810673 loss_giou_aux_dn: 1.868315 loss: 13.924057 eta: 2 days, 5:31:36 batch_cost: 0.5803 data_cost: 0.0015 ips: 6.8933 images/s [03/30 16:21:08] ppdet.engine INFO: Epoch: [24] [1500/7329] learning_rate: 0.000100 loss_class: 0.556646 loss_bbox: 0.147075 loss_giou: 0.402353 loss_class_aux: 3.630306 loss_bbox_aux: 0.964573 loss_giou_aux: 2.551992 loss_class_dn: 0.332673 loss_bbox_dn: 0.153189 loss_giou_dn: 0.386378 loss_class_aux_dn: 1.797079 loss_bbox_aux_dn: 0.890530 loss_giou_aux_dn: 2.132509 loss: 14.267853 eta: 2 days, 5:30:41 batch_cost: 0.5484 data_cost: 0.0018 ips: 7.2941 images/s [03/30 16:22:10] ppdet.engine INFO: Epoch: [24] [1600/7329] learning_rate: 0.000100 loss_class: 0.660227 loss_bbox: 0.153044 loss_giou: 0.471766 loss_class_aux: 4.177846 loss_bbox_aux: 1.017058 loss_giou_aux: 2.890490 loss_class_dn: 0.369717 loss_bbox_dn: 0.173862 loss_giou_dn: 0.460822 loss_class_aux_dn: 1.995316 loss_bbox_aux_dn: 0.972383 loss_giou_aux_dn: 2.496014 loss: 16.210388 eta: 2 days, 5:29:47 batch_cost: 0.5544 data_cost: 0.0014 ips: 7.2151 images/s [03/30 16:23:07] ppdet.engine INFO: Epoch: [24] [1700/7329] learning_rate: 0.000100 loss_class: 0.571801 loss_bbox: 0.144027 loss_giou: 0.417612 loss_class_aux: 3.737573 loss_bbox_aux: 0.922827 loss_giou_aux: 2.602963 loss_class_dn: 0.339932 loss_bbox_dn: 0.168721 loss_giou_dn: 0.389415 loss_class_aux_dn: 1.784427 loss_bbox_aux_dn: 1.045840 loss_giou_aux_dn: 2.227684 loss: 15.256136 eta: 2 days, 5:28:43 batch_cost: 0.5070 data_cost: 0.0012 ips: 7.8899 images/s [03/30 16:24:04] ppdet.engine INFO: Epoch: [24] [1800/7329] learning_rate: 0.000100 loss_class: 0.593297 loss_bbox: 0.155792 loss_giou: 0.425454 loss_class_aux: 3.906624 loss_bbox_aux: 1.015796 loss_giou_aux: 2.701613 loss_class_dn: 0.335267 loss_bbox_dn: 0.160443 loss_giou_dn: 0.416882 loss_class_aux_dn: 1.841385 loss_bbox_aux_dn: 0.923759 loss_giou_aux_dn: 2.316647 loss: 15.224543 eta: 2 days, 5:27:42 batch_cost: 0.5194 data_cost: 0.0012 ips: 7.7018 images/s [03/30 16:25:02] ppdet.engine INFO: Epoch: [24] [1900/7329] learning_rate: 0.000100 loss_class: 0.602235 loss_bbox: 0.143526 loss_giou: 0.386471 loss_class_aux: 3.979979 loss_bbox_aux: 0.955327 loss_giou_aux: 2.495384 loss_class_dn: 0.335615 loss_bbox_dn: 0.160923 loss_giou_dn: 0.400064 loss_class_aux_dn: 1.822609 loss_bbox_aux_dn: 0.924896 loss_giou_aux_dn: 2.225511 loss: 14.963741 eta: 2 days, 5:26:41 batch_cost: 0.5208 data_cost: 0.0013 ips: 7.6799 images/s [03/30 16:26:02] ppdet.engine INFO: Epoch: [24] [2000/7329] learning_rate: 0.000100 loss_class: 0.575254 loss_bbox: 0.152253 loss_giou: 0.379856 loss_class_aux: 3.710344 loss_bbox_aux: 0.982157 loss_giou_aux: 2.467459 loss_class_dn: 0.330030 loss_bbox_dn: 0.164558 loss_giou_dn: 0.358406 loss_class_aux_dn: 1.805616 loss_bbox_aux_dn: 0.941050 loss_giou_aux_dn: 2.031520 loss: 14.283590 eta: 2 days, 5:25:45 batch_cost: 0.5437 data_cost: 0.0012 ips: 7.3568 images/s [03/30 16:27:07] ppdet.engine INFO: Epoch: [24] [2100/7329] learning_rate: 0.000100 loss_class: 0.579027 loss_bbox: 0.148314 loss_giou: 0.404555 loss_class_aux: 3.656850 loss_bbox_aux: 0.991538 loss_giou_aux: 2.532459 loss_class_dn: 0.332399 loss_bbox_dn: 0.160893 loss_giou_dn: 0.384500 loss_class_aux_dn: 1.800953 loss_bbox_aux_dn: 0.963143 loss_giou_aux_dn: 2.109939 loss: 15.182859 eta: 2 days, 5:24:59 batch_cost: 0.5955 data_cost: 0.0012 ips: 6.7174 images/s [03/30 16:28:13] ppdet.engine INFO: Epoch: [24] [2200/7329] learning_rate: 0.000100 loss_class: 0.525944 loss_bbox: 0.117046 loss_giou: 0.315043 loss_class_aux: 3.342692 loss_bbox_aux: 0.787701 loss_giou_aux: 1.922695 loss_class_dn: 0.273945 loss_bbox_dn: 0.136628 loss_giou_dn: 0.306344 loss_class_aux_dn: 1.517945 loss_bbox_aux_dn: 0.799758 loss_giou_aux_dn: 1.634665 loss: 12.789704 eta: 2 days, 5:24:15 batch_cost: 0.6069 data_cost: 0.0014 ips: 6.5911 images/s [03/30 16:29:13] ppdet.engine INFO: Epoch: [24] [2300/7329] learning_rate: 0.000100 loss_class: 0.566240 loss_bbox: 0.140456 loss_giou: 0.412206 loss_class_aux: 3.838305 loss_bbox_aux: 0.882242 loss_giou_aux: 2.685969 loss_class_dn: 0.325333 loss_bbox_dn: 0.159445 loss_giou_dn: 0.411340 loss_class_aux_dn: 1.829060 loss_bbox_aux_dn: 0.945679 loss_giou_aux_dn: 2.230960 loss: 15.048729 eta: 2 days, 5:23:17 batch_cost: 0.5346 data_cost: 0.0014 ips: 7.4817 images/s [03/30 16:30:14] ppdet.engine INFO: Epoch: [24] [2400/7329] learning_rate: 0.000100 loss_class: 0.566539 loss_bbox: 0.140559 loss_giou: 0.374891 loss_class_aux: 3.503319 loss_bbox_aux: 0.928233 loss_giou_aux: 2.344203 loss_class_dn: 0.325501 loss_bbox_dn: 0.165032 loss_giou_dn: 0.384361 loss_class_aux_dn: 1.740383 loss_bbox_aux_dn: 0.962030 loss_giou_aux_dn: 2.094587 loss: 13.639824 eta: 2 days, 5:22:22 batch_cost: 0.5484 data_cost: 0.0015 ips: 7.2943 images/s [03/30 16:31:18] ppdet.engine INFO: Epoch: [24] [2500/7329] learning_rate: 0.000100 loss_class: 0.582349 loss_bbox: 0.139287 loss_giou: 0.322434 loss_class_aux: 3.694879 loss_bbox_aux: 0.932544 loss_giou_aux: 2.084692 loss_class_dn: 0.315214 loss_bbox_dn: 0.164342 loss_giou_dn: 0.348207 loss_class_aux_dn: 1.751152 loss_bbox_aux_dn: 0.955670 loss_giou_aux_dn: 1.988070 loss: 13.923043 eta: 2 days, 5:21:31 batch_cost: 0.5711 data_cost: 0.0016 ips: 7.0040 images/s [03/30 16:32:15] ppdet.engine INFO: Epoch: [24] [2600/7329] learning_rate: 0.000100 loss_class: 0.612796 loss_bbox: 0.146086 loss_giou: 0.453030 loss_class_aux: 3.729883 loss_bbox_aux: 0.956838 loss_giou_aux: 2.840068 loss_class_dn: 0.359883 loss_bbox_dn: 0.179323 loss_giou_dn: 0.432183 loss_class_aux_dn: 1.908219 loss_bbox_aux_dn: 1.054075 loss_giou_aux_dn: 2.415287 loss: 15.857409 eta: 2 days, 5:20:28 batch_cost: 0.5097 data_cost: 0.0013 ips: 7.8470 images/s [03/30 16:33:16] ppdet.engine INFO: Epoch: [24] [2700/7329] learning_rate: 0.000100 loss_class: 0.618490 loss_bbox: 0.134124 loss_giou: 0.414649 loss_class_aux: 4.080374 loss_bbox_aux: 0.907694 loss_giou_aux: 2.616283 loss_class_dn: 0.354396 loss_bbox_dn: 0.147271 loss_giou_dn: 0.413804 loss_class_aux_dn: 1.909626 loss_bbox_aux_dn: 0.890626 loss_giou_aux_dn: 2.314306 loss: 15.891413 eta: 2 days, 5:19:34 batch_cost: 0.5541 data_cost: 0.0015 ips: 7.2186 images/s [03/30 16:34:17] ppdet.engine INFO: Epoch: [24] [2800/7329] learning_rate: 0.000100 loss_class: 0.531891 loss_bbox: 0.141485 loss_giou: 0.408141 loss_class_aux: 3.381920 loss_bbox_aux: 0.928309 loss_giou_aux: 2.591139 loss_class_dn: 0.330155 loss_bbox_dn: 0.169871 loss_giou_dn: 0.367233 loss_class_aux_dn: 1.774722 loss_bbox_aux_dn: 1.000380 loss_giou_aux_dn: 2.037405 loss: 13.937750 eta: 2 days, 5:18:38 batch_cost: 0.5426 data_cost: 0.0015 ips: 7.3717 images/s [03/30 16:35:18] ppdet.engine INFO: Epoch: [24] [2900/7329] learning_rate: 0.000100 loss_class: 0.595349 loss_bbox: 0.153855 loss_giou: 0.445805 loss_class_aux: 3.801946 loss_bbox_aux: 1.005762 loss_giou_aux: 2.834891 loss_class_dn: 0.345135 loss_bbox_dn: 0.149020 loss_giou_dn: 0.466036 loss_class_aux_dn: 1.892637 loss_bbox_aux_dn: 0.928921 loss_giou_aux_dn: 2.532517 loss: 15.631857 eta: 2 days, 5:17:43 batch_cost: 0.5526 data_cost: 0.0014 ips: 7.2391 images/s [03/30 16:36:15] ppdet.engine INFO: Epoch: [24] [3000/7329] learning_rate: 0.000100 loss_class: 0.651891 loss_bbox: 0.163815 loss_giou: 0.410464 loss_class_aux: 4.097882 loss_bbox_aux: 1.105131 loss_giou_aux: 2.669634 loss_class_dn: 0.375098 loss_bbox_dn: 0.197456 loss_giou_dn: 0.426820 loss_class_aux_dn: 1.977288 loss_bbox_aux_dn: 1.128012 loss_giou_aux_dn: 2.362604 loss: 15.955644 eta: 2 days, 5:16:41 batch_cost: 0.5124 data_cost: 0.0013 ips: 7.8058 images/s [03/30 16:37:11] ppdet.engine INFO: Epoch: [24] [3100/7329] learning_rate: 0.000100 loss_class: 0.566958 loss_bbox: 0.149444 loss_giou: 0.368569 loss_class_aux: 3.800200 loss_bbox_aux: 0.928299 loss_giou_aux: 2.338921 loss_class_dn: 0.314917 loss_bbox_dn: 0.156120 loss_giou_dn: 0.369744 loss_class_aux_dn: 1.688594 loss_bbox_aux_dn: 0.915496 loss_giou_aux_dn: 2.099260 loss: 14.309141 eta: 2 days, 5:15:38 batch_cost: 0.5084 data_cost: 0.0012 ips: 7.8681 images/s [03/30 16:38:15] ppdet.engine INFO: Epoch: [24] [3200/7329] learning_rate: 0.000100 loss_class: 0.559737 loss_bbox: 0.141211 loss_giou: 0.363546 loss_class_aux: 3.703803 loss_bbox_aux: 0.944962 loss_giou_aux: 2.319838 loss_class_dn: 0.322413 loss_bbox_dn: 0.169841 loss_giou_dn: 0.374857 loss_class_aux_dn: 1.759468 loss_bbox_aux_dn: 0.936201 loss_giou_aux_dn: 2.032407 loss: 14.344302 eta: 2 days, 5:14:48 batch_cost: 0.5759 data_cost: 0.0013 ips: 6.9459 images/s [03/30 16:39:13] ppdet.engine INFO: Epoch: [24] [3300/7329] learning_rate: 0.000100 loss_class: 0.544860 loss_bbox: 0.146198 loss_giou: 0.394343 loss_class_aux: 3.483696 loss_bbox_aux: 0.932524 loss_giou_aux: 2.423396 loss_class_dn: 0.303207 loss_bbox_dn: 0.157566 loss_giou_dn: 0.370652 loss_class_aux_dn: 1.653478 loss_bbox_aux_dn: 0.913370 loss_giou_aux_dn: 1.994070 loss: 13.224787 eta: 2 days, 5:13:48 batch_cost: 0.5230 data_cost: 0.0013 ips: 7.6486 images/s [03/30 16:40:16] ppdet.engine INFO: Epoch: [24] [3400/7329] learning_rate: 0.000100 loss_class: 0.644438 loss_bbox: 0.132415 loss_giou: 0.364316 loss_class_aux: 4.062756 loss_bbox_aux: 0.884730 loss_giou_aux: 2.405447 loss_class_dn: 0.338660 loss_bbox_dn: 0.168775 loss_giou_dn: 0.367167 loss_class_aux_dn: 1.862477 loss_bbox_aux_dn: 1.000598 loss_giou_aux_dn: 2.024806 loss: 14.449432 eta: 2 days, 5:12:57 batch_cost: 0.5717 data_cost: 0.0015 ips: 6.9966 images/s [03/30 16:41:19] ppdet.engine INFO: Epoch: [24] [3500/7329] learning_rate: 0.000100 loss_class: 0.643391 loss_bbox: 0.153039 loss_giou: 0.394214 loss_class_aux: 4.086445 loss_bbox_aux: 1.002259 loss_giou_aux: 2.594510 loss_class_dn: 0.353436 loss_bbox_dn: 0.185168 loss_giou_dn: 0.391931 loss_class_aux_dn: 1.865010 loss_bbox_aux_dn: 1.105678 loss_giou_aux_dn: 2.214387 loss: 15.247797 eta: 2 days, 5:12:07 batch_cost: 0.5730 data_cost: 0.0013 ips: 6.9811 images/s [03/30 16:42:16] ppdet.engine INFO: Epoch: [24] [3600/7329] learning_rate: 0.000100 loss_class: 0.573063 loss_bbox: 0.149456 loss_giou: 0.409009 loss_class_aux: 3.632743 loss_bbox_aux: 0.962600 loss_giou_aux: 2.495683 loss_class_dn: 0.316765 loss_bbox_dn: 0.156118 loss_giou_dn: 0.405097 loss_class_aux_dn: 1.671513 loss_bbox_aux_dn: 0.899169 loss_giou_aux_dn: 2.185049 loss: 14.739170 eta: 2 days, 5:11:06 batch_cost: 0.5218 data_cost: 0.0013 ips: 7.6662 images/s [03/30 16:43:15] ppdet.engine INFO: Epoch: [24] [3700/7329] learning_rate: 0.000100 loss_class: 0.518374 loss_bbox: 0.135586 loss_giou: 0.353052 loss_class_aux: 3.304623 loss_bbox_aux: 0.914249 loss_giou_aux: 2.213569 loss_class_dn: 0.306862 loss_bbox_dn: 0.147060 loss_giou_dn: 0.343563 loss_class_aux_dn: 1.656273 loss_bbox_aux_dn: 0.864067 loss_giou_aux_dn: 1.901981 loss: 13.136396 eta: 2 days, 5:10:09 batch_cost: 0.5379 data_cost: 0.0011 ips: 7.4357 images/s [03/30 16:44:17] ppdet.engine INFO: Epoch: [24] [3800/7329] learning_rate: 0.000100 loss_class: 0.602149 loss_bbox: 0.136202 loss_giou: 0.345861 loss_class_aux: 3.880803 loss_bbox_aux: 0.871796 loss_giou_aux: 2.290350 loss_class_dn: 0.333380 loss_bbox_dn: 0.143728 loss_giou_dn: 0.365348 loss_class_aux_dn: 1.808613 loss_bbox_aux_dn: 0.877865 loss_giou_aux_dn: 2.028259 loss: 14.376746 eta: 2 days, 5:09:17 batch_cost: 0.5658 data_cost: 0.0012 ips: 7.0702 images/s [03/30 16:45:16] ppdet.engine INFO: Epoch: [24] [3900/7329] learning_rate: 0.000100 loss_class: 0.616707 loss_bbox: 0.145761 loss_giou: 0.338541 loss_class_aux: 3.871651 loss_bbox_aux: 1.007816 loss_giou_aux: 2.258507 loss_class_dn: 0.309103 loss_bbox_dn: 0.173853 loss_giou_dn: 0.351944 loss_class_aux_dn: 1.681609 loss_bbox_aux_dn: 1.002925 loss_giou_aux_dn: 2.011682 loss: 14.276446 eta: 2 days, 5:08:19 batch_cost: 0.5364 data_cost: 0.0011 ips: 7.4577 images/s [03/30 16:46:17] ppdet.engine INFO: Epoch: [24] [4000/7329] learning_rate: 0.000100 loss_class: 0.582230 loss_bbox: 0.149811 loss_giou: 0.375641 loss_class_aux: 3.637146 loss_bbox_aux: 0.979193 loss_giou_aux: 2.419811 loss_class_dn: 0.323178 loss_bbox_dn: 0.182976 loss_giou_dn: 0.364524 loss_class_aux_dn: 1.771817 loss_bbox_aux_dn: 1.055462 loss_giou_aux_dn: 1.984188 loss: 13.066370 eta: 2 days, 5:07:25 batch_cost: 0.5516 data_cost: 0.0013 ips: 7.2516 images/s [03/30 16:47:13] ppdet.engine INFO: Epoch: [24] [4100/7329] learning_rate: 0.000100 loss_class: 0.593161 loss_bbox: 0.152402 loss_giou: 0.341031 loss_class_aux: 3.810851 loss_bbox_aux: 0.995051 loss_giou_aux: 2.194902 loss_class_dn: 0.313389 loss_bbox_dn: 0.178464 loss_giou_dn: 0.356228 loss_class_aux_dn: 1.715908 loss_bbox_aux_dn: 1.034155 loss_giou_aux_dn: 1.935893 loss: 14.365204 eta: 2 days, 5:06:20 batch_cost: 0.4982 data_cost: 0.0011 ips: 8.0290 images/s [03/30 16:48:20] ppdet.engine INFO: Epoch: [24] [4200/7329] learning_rate: 0.000100 loss_class: 0.610277 loss_bbox: 0.144757 loss_giou: 0.423197 loss_class_aux: 3.917083 loss_bbox_aux: 0.993331 loss_giou_aux: 2.631870 loss_class_dn: 0.338535 loss_bbox_dn: 0.181188 loss_giou_dn: 0.429094 loss_class_aux_dn: 1.768389 loss_bbox_aux_dn: 1.017735 loss_giou_aux_dn: 2.301136 loss: 14.879301 eta: 2 days, 5:05:35 batch_cost: 0.6021 data_cost: 0.0018 ips: 6.6439 images/s [03/30 16:49:23] ppdet.engine INFO: Epoch: [24] [4300/7329] learning_rate: 0.000100 loss_class: 0.613266 loss_bbox: 0.158857 loss_giou: 0.421643 loss_class_aux: 4.087348 loss_bbox_aux: 1.005482 loss_giou_aux: 2.585455 loss_class_dn: 0.361551 loss_bbox_dn: 0.173348 loss_giou_dn: 0.414434 loss_class_aux_dn: 1.888536 loss_bbox_aux_dn: 1.012285 loss_giou_aux_dn: 2.287976 loss: 16.876125 eta: 2 days, 5:04:46 batch_cost: 0.5846 data_cost: 0.0012 ips: 6.8425 images/s [03/30 16:50:26] ppdet.engine INFO: Epoch: [24] [4400/7329] learning_rate: 0.000100 loss_class: 0.602118 loss_bbox: 0.147224 loss_giou: 0.399637 loss_class_aux: 3.687457 loss_bbox_aux: 0.983685 loss_giou_aux: 2.549298 loss_class_dn: 0.332370 loss_bbox_dn: 0.171334 loss_giou_dn: 0.392805 loss_class_aux_dn: 1.764953 loss_bbox_aux_dn: 0.977992 loss_giou_aux_dn: 2.138277 loss: 14.808697 eta: 2 days, 5:03:55 batch_cost: 0.5701 data_cost: 0.0013 ips: 7.0162 images/s [03/30 16:51:27] ppdet.engine INFO: Epoch: [24] [4500/7329] learning_rate: 0.000100 loss_class: 0.600579 loss_bbox: 0.157336 loss_giou: 0.400047 loss_class_aux: 3.888930 loss_bbox_aux: 0.990030 loss_giou_aux: 2.467937 loss_class_dn: 0.346837 loss_bbox_dn: 0.168423 loss_giou_dn: 0.383671 loss_class_aux_dn: 1.780181 loss_bbox_aux_dn: 0.981096 loss_giou_aux_dn: 2.088250 loss: 15.216084 eta: 2 days, 5:03:01 batch_cost: 0.5514 data_cost: 0.0014 ips: 7.2541 images/s [03/30 16:52:25] ppdet.engine INFO: Epoch: [24] [4600/7329] learning_rate: 0.000100 loss_class: 0.581895 loss_bbox: 0.131437 loss_giou: 0.382209 loss_class_aux: 3.716830 loss_bbox_aux: 0.929600 loss_giou_aux: 2.413709 loss_class_dn: 0.328101 loss_bbox_dn: 0.147521 loss_giou_dn: 0.358739 loss_class_aux_dn: 1.759110 loss_bbox_aux_dn: 0.942729 loss_giou_aux_dn: 2.008904 loss: 13.190828 eta: 2 days, 5:02:01 batch_cost: 0.5265 data_cost: 0.0013 ips: 7.5977 images/s [03/30 16:53:26] ppdet.engine INFO: Epoch: [24] [4700/7329] learning_rate: 0.000100 loss_class: 0.617972 loss_bbox: 0.169554 loss_giou: 0.371573 loss_class_aux: 3.867235 loss_bbox_aux: 1.100073 loss_giou_aux: 2.375623 loss_class_dn: 0.342410 loss_bbox_dn: 0.178784 loss_giou_dn: 0.371355 loss_class_aux_dn: 1.814821 loss_bbox_aux_dn: 1.085678 loss_giou_aux_dn: 2.074153 loss: 15.002888 eta: 2 days, 5:01:07 batch_cost: 0.5527 data_cost: 0.0012 ips: 7.2372 images/s [03/30 16:54:22] ppdet.engine INFO: Epoch: [24] [4800/7329] learning_rate: 0.000100 loss_class: 0.647852 loss_bbox: 0.165795 loss_giou: 0.415345 loss_class_aux: 4.245831 loss_bbox_aux: 1.005651 loss_giou_aux: 2.555672 loss_class_dn: 0.363174 loss_bbox_dn: 0.183281 loss_giou_dn: 0.438374 loss_class_aux_dn: 1.904888 loss_bbox_aux_dn: 1.015757 loss_giou_aux_dn: 2.398518 loss: 16.286003 eta: 2 days, 5:00:05 batch_cost: 0.5128 data_cost: 0.0014 ips: 7.8009 images/s [03/30 16:55:21] ppdet.engine INFO: Epoch: [24] [4900/7329] learning_rate: 0.000100 loss_class: 0.601027 loss_bbox: 0.145491 loss_giou: 0.457158 loss_class_aux: 3.781914 loss_bbox_aux: 0.990379 loss_giou_aux: 2.871027 loss_class_dn: 0.363976 loss_bbox_dn: 0.173920 loss_giou_dn: 0.442807 loss_class_aux_dn: 1.977363 loss_bbox_aux_dn: 0.963312 loss_giou_aux_dn: 2.416863 loss: 15.991660 eta: 2 days, 4:59:05 batch_cost: 0.5276 data_cost: 0.0013 ips: 7.5822 images/s [03/30 16:56:20] ppdet.engine INFO: Epoch: [24] [5000/7329] learning_rate: 0.000100 loss_class: 0.639111 loss_bbox: 0.158963 loss_giou: 0.440551 loss_class_aux: 4.139968 loss_bbox_aux: 1.071782 loss_giou_aux: 2.776948 loss_class_dn: 0.355653 loss_bbox_dn: 0.184822 loss_giou_dn: 0.442587 loss_class_aux_dn: 1.922927 loss_bbox_aux_dn: 1.065017 loss_giou_aux_dn: 2.439612 loss: 16.144043 eta: 2 days, 4:58:08 batch_cost: 0.5360 data_cost: 0.0014 ips: 7.4634 images/s [03/30 16:57:18] ppdet.engine INFO: Epoch: [24] [5100/7329] learning_rate: 0.000100 loss_class: 0.586773 loss_bbox: 0.136004 loss_giou: 0.410860 loss_class_aux: 3.862229 loss_bbox_aux: 0.865977 loss_giou_aux: 2.544343 loss_class_dn: 0.327325 loss_bbox_dn: 0.163171 loss_giou_dn: 0.418374 loss_class_aux_dn: 1.745396 loss_bbox_aux_dn: 0.915099 loss_giou_aux_dn: 2.260352 loss: 13.895655 eta: 2 days, 4:57:06 batch_cost: 0.5166 data_cost: 0.0014 ips: 7.7429 images/s [03/30 16:58:17] ppdet.engine INFO: Epoch: [24] [5200/7329] learning_rate: 0.000100 loss_class: 0.614488 loss_bbox: 0.142306 loss_giou: 0.447576 loss_class_aux: 3.969311 loss_bbox_aux: 0.933007 loss_giou_aux: 2.922050 loss_class_dn: 0.364895 loss_bbox_dn: 0.147270 loss_giou_dn: 0.447503 loss_class_aux_dn: 1.960979 loss_bbox_aux_dn: 0.856043 loss_giou_aux_dn: 2.453580 loss: 15.954593 eta: 2 days, 4:56:10 batch_cost: 0.5411 data_cost: 0.0013 ips: 7.3918 images/s [03/30 16:59:25] ppdet.engine INFO: Epoch: [24] [5300/7329] learning_rate: 0.000100 loss_class: 0.566415 loss_bbox: 0.152362 loss_giou: 0.346102 loss_class_aux: 3.751859 loss_bbox_aux: 0.945074 loss_giou_aux: 2.246457 loss_class_dn: 0.331719 loss_bbox_dn: 0.176615 loss_giou_dn: 0.347781 loss_class_aux_dn: 1.797329 loss_bbox_aux_dn: 1.059144 loss_giou_aux_dn: 1.878236 loss: 14.508933 eta: 2 days, 4:55:26 batch_cost: 0.6113 data_cost: 0.0013 ips: 6.5432 images/s [03/30 17:00:26] ppdet.engine INFO: Epoch: [24] [5400/7329] learning_rate: 0.000100 loss_class: 0.625802 loss_bbox: 0.142100 loss_giou: 0.510038 loss_class_aux: 3.904777 loss_bbox_aux: 0.966852 loss_giou_aux: 3.209865 loss_class_dn: 0.351965 loss_bbox_dn: 0.160222 loss_giou_dn: 0.459631 loss_class_aux_dn: 1.891357 loss_bbox_aux_dn: 0.971608 loss_giou_aux_dn: 2.468246 loss: 15.727923 eta: 2 days, 4:54:32 batch_cost: 0.5547 data_cost: 0.0013 ips: 7.2116 images/s [03/30 17:01:27] ppdet.engine INFO: Epoch: [24] [5500/7329] learning_rate: 0.000100 loss_class: 0.604211 loss_bbox: 0.146387 loss_giou: 0.382002 loss_class_aux: 3.883794 loss_bbox_aux: 0.933159 loss_giou_aux: 2.350544 loss_class_dn: 0.335701 loss_bbox_dn: 0.182275 loss_giou_dn: 0.383320 loss_class_aux_dn: 1.781666 loss_bbox_aux_dn: 1.050143 loss_giou_aux_dn: 2.058599 loss: 15.623337 eta: 2 days, 4:53:39 batch_cost: 0.5594 data_cost: 0.0013 ips: 7.1502 images/s [03/30 17:02:27] ppdet.engine INFO: Epoch: [24] [5600/7329] learning_rate: 0.000100 loss_class: 0.554505 loss_bbox: 0.145695 loss_giou: 0.371574 loss_class_aux: 3.552289 loss_bbox_aux: 0.913581 loss_giou_aux: 2.303915 loss_class_dn: 0.299614 loss_bbox_dn: 0.179062 loss_giou_dn: 0.356044 loss_class_aux_dn: 1.639063 loss_bbox_aux_dn: 1.018493 loss_giou_aux_dn: 1.975231 loss: 14.013981 eta: 2 days, 4:52:43 batch_cost: 0.5419 data_cost: 0.0013 ips: 7.3808 images/s [03/30 17:03:31] ppdet.engine INFO: Epoch: [24] [5700/7329] learning_rate: 0.000100 loss_class: 0.590044 loss_bbox: 0.143436 loss_giou: 0.431029 loss_class_aux: 3.740070 loss_bbox_aux: 0.933674 loss_giou_aux: 2.779873 loss_class_dn: 0.361867 loss_bbox_dn: 0.160451 loss_giou_dn: 0.449505 loss_class_aux_dn: 1.917011 loss_bbox_aux_dn: 0.915576 loss_giou_aux_dn: 2.495244 loss: 15.556421 eta: 2 days, 4:51:54 batch_cost: 0.5835 data_cost: 0.0016 ips: 6.8555 images/s [03/30 17:04:39] ppdet.engine INFO: Epoch: [24] [5800/7329] learning_rate: 0.000100 loss_class: 0.587524 loss_bbox: 0.144780 loss_giou: 0.377491 loss_class_aux: 3.834265 loss_bbox_aux: 0.915882 loss_giou_aux: 2.360371 loss_class_dn: 0.332104 loss_bbox_dn: 0.168927 loss_giou_dn: 0.389923 loss_class_aux_dn: 1.799150 loss_bbox_aux_dn: 0.948595 loss_giou_aux_dn: 2.148216 loss: 14.748619 eta: 2 days, 4:51:11 batch_cost: 0.6101 data_cost: 0.0014 ips: 6.5566 images/s [03/30 17:05:36] ppdet.engine INFO: Epoch: [24] [5900/7329] learning_rate: 0.000100 loss_class: 0.593735 loss_bbox: 0.153970 loss_giou: 0.355690 loss_class_aux: 3.788168 loss_bbox_aux: 1.027858 loss_giou_aux: 2.218690 loss_class_dn: 0.319520 loss_bbox_dn: 0.179909 loss_giou_dn: 0.374472 loss_class_aux_dn: 1.751784 loss_bbox_aux_dn: 1.029231 loss_giou_aux_dn: 1.996648 loss: 14.615829 eta: 2 days, 4:50:09 batch_cost: 0.5173 data_cost: 0.0013 ips: 7.7324 images/s [03/30 17:06:32] ppdet.engine INFO: Epoch: [24] [6000/7329] learning_rate: 0.000100 loss_class: 0.647238 loss_bbox: 0.153962 loss_giou: 0.437513 loss_class_aux: 4.231526 loss_bbox_aux: 0.983222 loss_giou_aux: 2.696898 loss_class_dn: 0.369325 loss_bbox_dn: 0.159169 loss_giou_dn: 0.414873 loss_class_aux_dn: 1.998048 loss_bbox_aux_dn: 0.964441 loss_giou_aux_dn: 2.312866 loss: 15.706432 eta: 2 days, 4:49:06 batch_cost: 0.5068 data_cost: 0.0012 ips: 7.8929 images/s [03/30 17:07:30] ppdet.engine INFO: Epoch: [24] [6100/7329] learning_rate: 0.000100 loss_class: 0.581401 loss_bbox: 0.145109 loss_giou: 0.427273 loss_class_aux: 3.715278 loss_bbox_aux: 0.929428 loss_giou_aux: 2.687134 loss_class_dn: 0.348262 loss_bbox_dn: 0.169874 loss_giou_dn: 0.405899 loss_class_aux_dn: 1.851288 loss_bbox_aux_dn: 0.993013 loss_giou_aux_dn: 2.213303 loss: 14.883108 eta: 2 days, 4:48:05 batch_cost: 0.5185 data_cost: 0.0013 ips: 7.7141 images/s [03/30 17:08:27] ppdet.engine INFO: Epoch: [24] [6200/7329] learning_rate: 0.000100 loss_class: 0.628084 loss_bbox: 0.149070 loss_giou: 0.362582 loss_class_aux: 3.970994 loss_bbox_aux: 1.008954 loss_giou_aux: 2.301702 loss_class_dn: 0.324188 loss_bbox_dn: 0.181786 loss_giou_dn: 0.355229 loss_class_aux_dn: 1.741082 loss_bbox_aux_dn: 1.099738 loss_giou_aux_dn: 2.008523 loss: 14.886427 eta: 2 days, 4:47:03 batch_cost: 0.5143 data_cost: 0.0013 ips: 7.7768 images/s [03/30 17:09:23] ppdet.engine INFO: Epoch: [24] [6300/7329] learning_rate: 0.000100 loss_class: 0.618763 loss_bbox: 0.136279 loss_giou: 0.469689 loss_class_aux: 3.853334 loss_bbox_aux: 0.885170 loss_giou_aux: 3.095387 loss_class_dn: 0.347629 loss_bbox_dn: 0.138468 loss_giou_dn: 0.424535 loss_class_aux_dn: 1.853611 loss_bbox_aux_dn: 0.817891 loss_giou_aux_dn: 2.370188 loss: 15.969707 eta: 2 days, 4:46:00 batch_cost: 0.5060 data_cost: 0.0012 ips: 7.9046 images/s [03/30 17:10:21] ppdet.engine INFO: Epoch: [24] [6400/7329] learning_rate: 0.000100 loss_class: 0.561117 loss_bbox: 0.143477 loss_giou: 0.360115 loss_class_aux: 3.603694 loss_bbox_aux: 0.906664 loss_giou_aux: 2.249711 loss_class_dn: 0.305217 loss_bbox_dn: 0.153923 loss_giou_dn: 0.350992 loss_class_aux_dn: 1.676547 loss_bbox_aux_dn: 0.926316 loss_giou_aux_dn: 1.876909 loss: 13.513351 eta: 2 days, 4:45:01 batch_cost: 0.5290 data_cost: 0.0012 ips: 7.5613 images/s [03/30 17:11:24] ppdet.engine INFO: Epoch: [24] [6500/7329] learning_rate: 0.000100 loss_class: 0.596735 loss_bbox: 0.143171 loss_giou: 0.399594 loss_class_aux: 4.009453 loss_bbox_aux: 0.939204 loss_giou_aux: 2.500917 loss_class_dn: 0.324746 loss_bbox_dn: 0.159764 loss_giou_dn: 0.399690 loss_class_aux_dn: 1.736088 loss_bbox_aux_dn: 0.928416 loss_giou_aux_dn: 2.157047 loss: 14.774441 eta: 2 days, 4:44:10 batch_cost: 0.5698 data_cost: 0.0013 ips: 7.0200 images/s [03/30 17:12:22] ppdet.engine INFO: Epoch: [24] [6600/7329] learning_rate: 0.000100 loss_class: 0.602973 loss_bbox: 0.129092 loss_giou: 0.416015 loss_class_aux: 3.708088 loss_bbox_aux: 0.898330 loss_giou_aux: 2.618570 loss_class_dn: 0.327548 loss_bbox_dn: 0.147847 loss_giou_dn: 0.403313 loss_class_aux_dn: 1.759694 loss_bbox_aux_dn: 0.872201 loss_giou_aux_dn: 2.157787 loss: 14.226721 eta: 2 days, 4:43:10 batch_cost: 0.5223 data_cost: 0.0012 ips: 7.6583 images/s [03/30 17:13:26] ppdet.engine INFO: Epoch: [24] [6700/7329] learning_rate: 0.000100 loss_class: 0.603803 loss_bbox: 0.154644 loss_giou: 0.430077 loss_class_aux: 4.000674 loss_bbox_aux: 1.001925 loss_giou_aux: 2.699807 loss_class_dn: 0.361187 loss_bbox_dn: 0.154260 loss_giou_dn: 0.427478 loss_class_aux_dn: 1.961351 loss_bbox_aux_dn: 0.910793 loss_giou_aux_dn: 2.310832 loss: 16.117065 eta: 2 days, 4:42:22 batch_cost: 0.5868 data_cost: 0.0013 ips: 6.8169 images/s [03/30 17:14:22] ppdet.engine INFO: Epoch: [24] [6800/7329] learning_rate: 0.000100 loss_class: 0.573774 loss_bbox: 0.159304 loss_giou: 0.384059 loss_class_aux: 3.689550 loss_bbox_aux: 0.995806 loss_giou_aux: 2.551753 loss_class_dn: 0.324169 loss_bbox_dn: 0.158502 loss_giou_dn: 0.403904 loss_class_aux_dn: 1.723607 loss_bbox_aux_dn: 0.910599 loss_giou_aux_dn: 2.185467 loss: 14.710883 eta: 2 days, 4:41:19 batch_cost: 0.5063 data_cost: 0.0013 ips: 7.9009 images/s [03/30 17:15:22] ppdet.engine INFO: Epoch: [24] [6900/7329] learning_rate: 0.000100 loss_class: 0.639373 loss_bbox: 0.172241 loss_giou: 0.467938 loss_class_aux: 4.149098 loss_bbox_aux: 1.089942 loss_giou_aux: 2.857901 loss_class_dn: 0.375455 loss_bbox_dn: 0.208164 loss_giou_dn: 0.444716 loss_class_aux_dn: 1.986910 loss_bbox_aux_dn: 1.197037 loss_giou_aux_dn: 2.419738 loss: 17.114132 eta: 2 days, 4:40:22 batch_cost: 0.5404 data_cost: 0.0013 ips: 7.4014 images/s [03/30 17:16:27] ppdet.engine INFO: Epoch: [24] [7000/7329] learning_rate: 0.000100 loss_class: 0.645907 loss_bbox: 0.156099 loss_giou: 0.448047 loss_class_aux: 3.975675 loss_bbox_aux: 1.014268 loss_giou_aux: 2.787784 loss_class_dn: 0.347767 loss_bbox_dn: 0.151534 loss_giou_dn: 0.437606 loss_class_aux_dn: 1.890089 loss_bbox_aux_dn: 0.920617 loss_giou_aux_dn: 2.323768 loss: 15.202990 eta: 2 days, 4:39:35 batch_cost: 0.5920 data_cost: 0.0012 ips: 6.7566 images/s [03/30 17:17:29] ppdet.engine INFO: Epoch: [24] [7100/7329] learning_rate: 0.000100 loss_class: 0.584007 loss_bbox: 0.137001 loss_giou: 0.375605 loss_class_aux: 3.667311 loss_bbox_aux: 0.914158 loss_giou_aux: 2.332232 loss_class_dn: 0.314958 loss_bbox_dn: 0.164800 loss_giou_dn: 0.351304 loss_class_aux_dn: 1.640209 loss_bbox_aux_dn: 0.877248 loss_giou_aux_dn: 1.923329 loss: 13.347075 eta: 2 days, 4:38:42 batch_cost: 0.5598 data_cost: 0.0015 ips: 7.1456 images/s [03/30 17:18:30] ppdet.engine INFO: Epoch: [24] [7200/7329] learning_rate: 0.000100 loss_class: 0.602388 loss_bbox: 0.123999 loss_giou: 0.390485 loss_class_aux: 3.756394 loss_bbox_aux: 0.846039 loss_giou_aux: 2.515911 loss_class_dn: 0.306289 loss_bbox_dn: 0.147041 loss_giou_dn: 0.357524 loss_class_aux_dn: 1.720003 loss_bbox_aux_dn: 0.846840 loss_giou_aux_dn: 1.931278 loss: 14.221275 eta: 2 days, 4:37:46 batch_cost: 0.5467 data_cost: 0.0013 ips: 7.3167 images/s [03/30 17:19:31] ppdet.engine INFO: Epoch: [24] [7300/7329] learning_rate: 0.000100 loss_class: 0.616991 loss_bbox: 0.162794 loss_giou: 0.393160 loss_class_aux: 3.986487 loss_bbox_aux: 1.081584 loss_giou_aux: 2.555027 loss_class_dn: 0.347986 loss_bbox_dn: 0.180335 loss_giou_dn: 0.396873 loss_class_aux_dn: 1.861846 loss_bbox_aux_dn: 1.095263 loss_giou_aux_dn: 2.189102 loss: 16.188931 eta: 2 days, 4:36:52 batch_cost: 0.5552 data_cost: 0.0012 ips: 7.2043 images/s [03/30 17:19:52] ppdet.engine INFO: Eval iter: 0 [03/30 17:20:20] ppdet.engine INFO: Eval iter: 100 [03/30 17:20:48] ppdet.engine INFO: Eval iter: 200 [03/30 17:21:17] ppdet.engine INFO: Eval iter: 300 [03/30 17:21:45] ppdet.engine INFO: Eval iter: 400 [03/30 17:22:14] ppdet.engine INFO: Eval iter: 500 [03/30 17:22:43] ppdet.engine INFO: Eval iter: 600 [03/30 17:23:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [03/30 17:23:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.16s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.00s). Accumulating evaluation results... DONE (t=28.21s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.696 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.552 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 ] = 0.557 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 ] = 0.379 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 ] = 0.533 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 ] = 0.879 [03/30 17:26:07] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.814094291001414 [03/30 17:26:07] ppdet.engine INFO: Best test bbox ap is 0.513. [03/30 17:26:11] ppdet.engine INFO: Epoch: [25] [ 0/7329] learning_rate: 0.000100 loss_class: 0.608010 loss_bbox: 0.162207 loss_giou: 0.396482 loss_class_aux: 3.909425 loss_bbox_aux: 1.088592 loss_giou_aux: 2.496752 loss_class_dn: 0.346235 loss_bbox_dn: 0.180335 loss_giou_dn: 0.393924 loss_class_aux_dn: 1.823536 loss_bbox_aux_dn: 1.095263 loss_giou_aux_dn: 2.189102 loss: 16.188931 eta: 2 days, 4:36:34 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4733 images/s [03/30 17:27:09] ppdet.engine INFO: Epoch: [25] [ 100/7329] learning_rate: 0.000100 loss_class: 0.679217 loss_bbox: 0.153355 loss_giou: 0.491926 loss_class_aux: 4.270120 loss_bbox_aux: 0.956922 loss_giou_aux: 3.136333 loss_class_dn: 0.404814 loss_bbox_dn: 0.172330 loss_giou_dn: 0.490010 loss_class_aux_dn: 2.146739 loss_bbox_aux_dn: 0.968174 loss_giou_aux_dn: 2.692214 loss: 17.520500 eta: 2 days, 4:35:34 batch_cost: 0.5255 data_cost: 0.0012 ips: 7.6125 images/s [03/30 17:28:11] ppdet.engine INFO: Epoch: [25] [ 200/7329] learning_rate: 0.000100 loss_class: 0.558176 loss_bbox: 0.139891 loss_giou: 0.384900 loss_class_aux: 3.711814 loss_bbox_aux: 0.940964 loss_giou_aux: 2.410817 loss_class_dn: 0.311984 loss_bbox_dn: 0.156082 loss_giou_dn: 0.415231 loss_class_aux_dn: 1.672804 loss_bbox_aux_dn: 0.961998 loss_giou_aux_dn: 2.258462 loss: 14.669083 eta: 2 days, 4:34:43 batch_cost: 0.5680 data_cost: 0.0012 ips: 7.0426 images/s [03/30 17:29:15] ppdet.engine INFO: Epoch: [25] [ 300/7329] learning_rate: 0.000100 loss_class: 0.623292 loss_bbox: 0.151313 loss_giou: 0.402335 loss_class_aux: 3.973166 loss_bbox_aux: 1.003179 loss_giou_aux: 2.541084 loss_class_dn: 0.347773 loss_bbox_dn: 0.169094 loss_giou_dn: 0.400122 loss_class_aux_dn: 1.876409 loss_bbox_aux_dn: 0.960194 loss_giou_aux_dn: 2.224925 loss: 15.670967 eta: 2 days, 4:33:52 batch_cost: 0.5743 data_cost: 0.0013 ips: 6.9649 images/s [03/30 17:30:18] ppdet.engine INFO: Epoch: [25] [ 400/7329] learning_rate: 0.000100 loss_class: 0.679989 loss_bbox: 0.147818 loss_giou: 0.454443 loss_class_aux: 4.212987 loss_bbox_aux: 0.972746 loss_giou_aux: 2.905532 loss_class_dn: 0.365132 loss_bbox_dn: 0.158373 loss_giou_dn: 0.424236 loss_class_aux_dn: 1.986679 loss_bbox_aux_dn: 0.919182 loss_giou_aux_dn: 2.340868 loss: 16.046108 eta: 2 days, 4:33:02 batch_cost: 0.5764 data_cost: 0.0014 ips: 6.9401 images/s [03/30 17:31:20] ppdet.engine INFO: Epoch: [25] [ 500/7329] learning_rate: 0.000100 loss_class: 0.545800 loss_bbox: 0.144859 loss_giou: 0.410318 loss_class_aux: 3.615308 loss_bbox_aux: 0.919623 loss_giou_aux: 2.601046 loss_class_dn: 0.332585 loss_bbox_dn: 0.148990 loss_giou_dn: 0.407515 loss_class_aux_dn: 1.804602 loss_bbox_aux_dn: 0.894338 loss_giou_aux_dn: 2.235166 loss: 14.725925 eta: 2 days, 4:32:09 batch_cost: 0.5599 data_cost: 0.0013 ips: 7.1444 images/s [03/30 17:32:25] ppdet.engine INFO: Epoch: [25] [ 600/7329] learning_rate: 0.000100 loss_class: 0.579756 loss_bbox: 0.136696 loss_giou: 0.344095 loss_class_aux: 3.701604 loss_bbox_aux: 0.880955 loss_giou_aux: 2.256960 loss_class_dn: 0.326588 loss_bbox_dn: 0.158727 loss_giou_dn: 0.353172 loss_class_aux_dn: 1.774286 loss_bbox_aux_dn: 0.912943 loss_giou_aux_dn: 1.989247 loss: 14.964478 eta: 2 days, 4:31:21 batch_cost: 0.5858 data_cost: 0.0014 ips: 6.8277 images/s [03/30 17:33:24] ppdet.engine INFO: Epoch: [25] [ 700/7329] learning_rate: 0.000100 loss_class: 0.572526 loss_bbox: 0.147945 loss_giou: 0.351903 loss_class_aux: 3.639194 loss_bbox_aux: 0.937236 loss_giou_aux: 2.243042 loss_class_dn: 0.323779 loss_bbox_dn: 0.159019 loss_giou_dn: 0.390355 loss_class_aux_dn: 1.774707 loss_bbox_aux_dn: 0.936820 loss_giou_aux_dn: 2.103189 loss: 14.801506 eta: 2 days, 4:30:23 batch_cost: 0.5359 data_cost: 0.0013 ips: 7.4637 images/s [03/30 17:34:26] ppdet.engine INFO: Epoch: [25] [ 800/7329] learning_rate: 0.000100 loss_class: 0.623159 loss_bbox: 0.166786 loss_giou: 0.450642 loss_class_aux: 3.999097 loss_bbox_aux: 1.054458 loss_giou_aux: 2.821249 loss_class_dn: 0.360692 loss_bbox_dn: 0.174956 loss_giou_dn: 0.430847 loss_class_aux_dn: 1.921177 loss_bbox_aux_dn: 0.993271 loss_giou_aux_dn: 2.292527 loss: 15.921569 eta: 2 days, 4:29:31 batch_cost: 0.5649 data_cost: 0.0013 ips: 7.0803 images/s [03/30 17:35:30] ppdet.engine INFO: Epoch: [25] [ 900/7329] learning_rate: 0.000100 loss_class: 0.618460 loss_bbox: 0.144974 loss_giou: 0.365885 loss_class_aux: 4.019901 loss_bbox_aux: 0.957814 loss_giou_aux: 2.375947 loss_class_dn: 0.353519 loss_bbox_dn: 0.158534 loss_giou_dn: 0.388492 loss_class_aux_dn: 1.916728 loss_bbox_aux_dn: 0.961602 loss_giou_aux_dn: 2.153454 loss: 15.526701 eta: 2 days, 4:28:43 batch_cost: 0.5853 data_cost: 0.0012 ips: 6.8336 images/s [03/30 17:36:31] ppdet.engine INFO: Epoch: [25] [1000/7329] learning_rate: 0.000100 loss_class: 0.578195 loss_bbox: 0.133039 loss_giou: 0.384944 loss_class_aux: 3.637613 loss_bbox_aux: 0.918535 loss_giou_aux: 2.477737 loss_class_dn: 0.314921 loss_bbox_dn: 0.145142 loss_giou_dn: 0.367954 loss_class_aux_dn: 1.665976 loss_bbox_aux_dn: 0.855808 loss_giou_aux_dn: 2.023960 loss: 13.924290 eta: 2 days, 4:27:49 batch_cost: 0.5556 data_cost: 0.0013 ips: 7.1992 images/s [03/30 17:37:33] ppdet.engine INFO: Epoch: [25] [1100/7329] learning_rate: 0.000100 loss_class: 0.621988 loss_bbox: 0.162180 loss_giou: 0.404239 loss_class_aux: 3.885473 loss_bbox_aux: 1.072227 loss_giou_aux: 2.531599 loss_class_dn: 0.335966 loss_bbox_dn: 0.207060 loss_giou_dn: 0.391017 loss_class_aux_dn: 1.817014 loss_bbox_aux_dn: 1.191950 loss_giou_aux_dn: 2.170723 loss: 15.568325 eta: 2 days, 4:26:56 batch_cost: 0.5626 data_cost: 0.0014 ips: 7.1099 images/s [03/30 17:38:36] ppdet.engine INFO: Epoch: [25] [1200/7329] learning_rate: 0.000100 loss_class: 0.594727 loss_bbox: 0.139519 loss_giou: 0.377534 loss_class_aux: 3.714941 loss_bbox_aux: 0.956509 loss_giou_aux: 2.448987 loss_class_dn: 0.343582 loss_bbox_dn: 0.169334 loss_giou_dn: 0.381731 loss_class_aux_dn: 1.840024 loss_bbox_aux_dn: 0.932082 loss_giou_aux_dn: 2.158283 loss: 15.162250 eta: 2 days, 4:26:07 batch_cost: 0.5804 data_cost: 0.0012 ips: 6.8922 images/s [03/30 17:39:39] ppdet.engine INFO: Epoch: [25] [1300/7329] learning_rate: 0.000100 loss_class: 0.590314 loss_bbox: 0.147625 loss_giou: 0.358501 loss_class_aux: 3.742464 loss_bbox_aux: 0.974740 loss_giou_aux: 2.368817 loss_class_dn: 0.311678 loss_bbox_dn: 0.166487 loss_giou_dn: 0.376299 loss_class_aux_dn: 1.701662 loss_bbox_aux_dn: 0.994397 loss_giou_aux_dn: 2.132102 loss: 14.580706 eta: 2 days, 4:25:14 batch_cost: 0.5639 data_cost: 0.0018 ips: 7.0929 images/s [03/30 17:40:43] ppdet.engine INFO: Epoch: [25] [1400/7329] learning_rate: 0.000100 loss_class: 0.655748 loss_bbox: 0.144121 loss_giou: 0.474815 loss_class_aux: 4.233037 loss_bbox_aux: 0.942839 loss_giou_aux: 3.028444 loss_class_dn: 0.353277 loss_bbox_dn: 0.163901 loss_giou_dn: 0.451054 loss_class_aux_dn: 1.879766 loss_bbox_aux_dn: 0.924331 loss_giou_aux_dn: 2.471716 loss: 15.482803 eta: 2 days, 4:24:25 batch_cost: 0.5795 data_cost: 0.0015 ips: 6.9030 images/s [03/30 17:41:46] ppdet.engine INFO: Epoch: [25] [1500/7329] learning_rate: 0.000100 loss_class: 0.576864 loss_bbox: 0.144045 loss_giou: 0.331404 loss_class_aux: 3.759089 loss_bbox_aux: 0.976455 loss_giou_aux: 2.149668 loss_class_dn: 0.313529 loss_bbox_dn: 0.179855 loss_giou_dn: 0.332551 loss_class_aux_dn: 1.699280 loss_bbox_aux_dn: 1.057428 loss_giou_aux_dn: 1.856065 loss: 13.416560 eta: 2 days, 4:23:34 batch_cost: 0.5713 data_cost: 0.0013 ips: 7.0013 images/s [03/30 17:42:42] ppdet.engine INFO: Epoch: [25] [1600/7329] learning_rate: 0.000100 loss_class: 0.652802 loss_bbox: 0.145203 loss_giou: 0.332425 loss_class_aux: 4.187036 loss_bbox_aux: 0.979584 loss_giou_aux: 2.256513 loss_class_dn: 0.355146 loss_bbox_dn: 0.153124 loss_giou_dn: 0.403898 loss_class_aux_dn: 1.903848 loss_bbox_aux_dn: 0.878279 loss_giou_aux_dn: 2.332826 loss: 15.978121 eta: 2 days, 4:22:31 batch_cost: 0.5078 data_cost: 0.0013 ips: 7.8773 images/s [03/30 17:43:41] ppdet.engine INFO: Epoch: [25] [1700/7329] learning_rate: 0.000100 loss_class: 0.593074 loss_bbox: 0.138261 loss_giou: 0.399770 loss_class_aux: 3.802096 loss_bbox_aux: 0.921377 loss_giou_aux: 2.533672 loss_class_dn: 0.350881 loss_bbox_dn: 0.152453 loss_giou_dn: 0.393076 loss_class_aux_dn: 1.878894 loss_bbox_aux_dn: 0.902344 loss_giou_aux_dn: 2.160765 loss: 15.228580 eta: 2 days, 4:21:33 batch_cost: 0.5356 data_cost: 0.0013 ips: 7.4686 images/s [03/30 17:44:41] ppdet.engine INFO: Epoch: [25] [1800/7329] learning_rate: 0.000100 loss_class: 0.558657 loss_bbox: 0.136703 loss_giou: 0.400600 loss_class_aux: 3.682606 loss_bbox_aux: 0.918316 loss_giou_aux: 2.458664 loss_class_dn: 0.319794 loss_bbox_dn: 0.168057 loss_giou_dn: 0.397775 loss_class_aux_dn: 1.770795 loss_bbox_aux_dn: 1.014898 loss_giou_aux_dn: 2.168818 loss: 14.904369 eta: 2 days, 4:20:38 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3283 images/s [03/30 17:45:40] ppdet.engine INFO: Epoch: [25] [1900/7329] learning_rate: 0.000100 loss_class: 0.548927 loss_bbox: 0.141834 loss_giou: 0.391443 loss_class_aux: 3.746947 loss_bbox_aux: 0.946974 loss_giou_aux: 2.534337 loss_class_dn: 0.328745 loss_bbox_dn: 0.166288 loss_giou_dn: 0.377341 loss_class_aux_dn: 1.780738 loss_bbox_aux_dn: 1.003886 loss_giou_aux_dn: 2.128316 loss: 14.665315 eta: 2 days, 4:19:40 batch_cost: 0.5357 data_cost: 0.0012 ips: 7.4665 images/s [03/30 17:46:44] ppdet.engine INFO: Epoch: [25] [2000/7329] learning_rate: 0.000100 loss_class: 0.628880 loss_bbox: 0.154119 loss_giou: 0.424848 loss_class_aux: 3.887191 loss_bbox_aux: 0.998825 loss_giou_aux: 2.800803 loss_class_dn: 0.382354 loss_bbox_dn: 0.165179 loss_giou_dn: 0.429278 loss_class_aux_dn: 2.017438 loss_bbox_aux_dn: 0.969489 loss_giou_aux_dn: 2.421263 loss: 16.950293 eta: 2 days, 4:18:51 batch_cost: 0.5794 data_cost: 0.0013 ips: 6.9038 images/s [03/30 17:47:42] ppdet.engine INFO: Epoch: [25] [2100/7329] learning_rate: 0.000100 loss_class: 0.690025 loss_bbox: 0.161772 loss_giou: 0.482664 loss_class_aux: 4.418521 loss_bbox_aux: 1.058525 loss_giou_aux: 3.109563 loss_class_dn: 0.376082 loss_bbox_dn: 0.179457 loss_giou_dn: 0.484966 loss_class_aux_dn: 2.007185 loss_bbox_aux_dn: 1.050034 loss_giou_aux_dn: 2.705579 loss: 16.640320 eta: 2 days, 4:17:52 batch_cost: 0.5323 data_cost: 0.0013 ips: 7.5147 images/s [03/30 17:48:44] ppdet.engine INFO: Epoch: [25] [2200/7329] learning_rate: 0.000100 loss_class: 0.585327 loss_bbox: 0.153007 loss_giou: 0.373986 loss_class_aux: 3.797375 loss_bbox_aux: 0.948330 loss_giou_aux: 2.458086 loss_class_dn: 0.327355 loss_bbox_dn: 0.169038 loss_giou_dn: 0.396244 loss_class_aux_dn: 1.766019 loss_bbox_aux_dn: 0.982694 loss_giou_aux_dn: 2.151909 loss: 14.569937 eta: 2 days, 4:16:59 batch_cost: 0.5594 data_cost: 0.0012 ips: 7.1502 images/s [03/30 17:49:41] ppdet.engine INFO: Epoch: [25] [2300/7329] learning_rate: 0.000100 loss_class: 0.603533 loss_bbox: 0.148744 loss_giou: 0.380429 loss_class_aux: 3.943254 loss_bbox_aux: 0.983445 loss_giou_aux: 2.407881 loss_class_dn: 0.341528 loss_bbox_dn: 0.181257 loss_giou_dn: 0.377592 loss_class_aux_dn: 1.854460 loss_bbox_aux_dn: 1.060584 loss_giou_aux_dn: 2.083944 loss: 14.688199 eta: 2 days, 4:15:58 batch_cost: 0.5149 data_cost: 0.0012 ips: 7.7688 images/s [03/30 17:50:37] ppdet.engine INFO: Epoch: [25] [2400/7329] learning_rate: 0.000100 loss_class: 0.615602 loss_bbox: 0.172022 loss_giou: 0.487234 loss_class_aux: 3.889335 loss_bbox_aux: 1.126990 loss_giou_aux: 3.020320 loss_class_dn: 0.370135 loss_bbox_dn: 0.189749 loss_giou_dn: 0.498427 loss_class_aux_dn: 1.990929 loss_bbox_aux_dn: 1.127886 loss_giou_aux_dn: 2.726417 loss: 17.181179 eta: 2 days, 4:14:54 batch_cost: 0.5047 data_cost: 0.0013 ips: 7.9259 images/s [03/30 17:51:32] ppdet.engine INFO: Epoch: [25] [2500/7329] learning_rate: 0.000100 loss_class: 0.606632 loss_bbox: 0.141250 loss_giou: 0.369211 loss_class_aux: 3.786447 loss_bbox_aux: 0.930944 loss_giou_aux: 2.345872 loss_class_dn: 0.336749 loss_bbox_dn: 0.163777 loss_giou_dn: 0.372796 loss_class_aux_dn: 1.844534 loss_bbox_aux_dn: 0.991153 loss_giou_aux_dn: 2.117667 loss: 14.716698 eta: 2 days, 4:13:51 batch_cost: 0.5037 data_cost: 0.0012 ips: 7.9414 images/s [03/30 17:52:34] ppdet.engine INFO: Epoch: [25] [2600/7329] learning_rate: 0.000100 loss_class: 0.587316 loss_bbox: 0.156949 loss_giou: 0.368132 loss_class_aux: 3.782722 loss_bbox_aux: 1.049419 loss_giou_aux: 2.352437 loss_class_dn: 0.333938 loss_bbox_dn: 0.170603 loss_giou_dn: 0.369807 loss_class_aux_dn: 1.800927 loss_bbox_aux_dn: 0.989233 loss_giou_aux_dn: 2.030221 loss: 15.083479 eta: 2 days, 4:12:57 batch_cost: 0.5566 data_cost: 0.0014 ips: 7.1861 images/s [03/30 17:53:31] ppdet.engine INFO: Epoch: [25] [2700/7329] learning_rate: 0.000100 loss_class: 0.559287 loss_bbox: 0.131318 loss_giou: 0.372788 loss_class_aux: 3.458045 loss_bbox_aux: 0.880336 loss_giou_aux: 2.299631 loss_class_dn: 0.315786 loss_bbox_dn: 0.143435 loss_giou_dn: 0.340288 loss_class_aux_dn: 1.689795 loss_bbox_aux_dn: 0.886132 loss_giou_aux_dn: 1.913924 loss: 13.502696 eta: 2 days, 4:11:57 batch_cost: 0.5243 data_cost: 0.0012 ips: 7.6287 images/s [03/30 17:54:34] ppdet.engine INFO: Epoch: [25] [2800/7329] learning_rate: 0.000100 loss_class: 0.642309 loss_bbox: 0.141095 loss_giou: 0.412414 loss_class_aux: 4.069168 loss_bbox_aux: 0.934094 loss_giou_aux: 2.598809 loss_class_dn: 0.360628 loss_bbox_dn: 0.167758 loss_giou_dn: 0.405213 loss_class_aux_dn: 1.938992 loss_bbox_aux_dn: 0.983268 loss_giou_aux_dn: 2.243315 loss: 15.431532 eta: 2 days, 4:11:07 batch_cost: 0.5723 data_cost: 0.0013 ips: 6.9893 images/s [03/30 17:55:38] ppdet.engine INFO: Epoch: [25] [2900/7329] learning_rate: 0.000100 loss_class: 0.513568 loss_bbox: 0.152781 loss_giou: 0.354760 loss_class_aux: 3.376929 loss_bbox_aux: 0.973337 loss_giou_aux: 2.374210 loss_class_dn: 0.311878 loss_bbox_dn: 0.166908 loss_giou_dn: 0.379386 loss_class_aux_dn: 1.708824 loss_bbox_aux_dn: 0.973694 loss_giou_aux_dn: 2.149695 loss: 13.622420 eta: 2 days, 4:10:17 batch_cost: 0.5819 data_cost: 0.0013 ips: 6.8746 images/s [03/30 17:56:38] ppdet.engine INFO: Epoch: [25] [3000/7329] learning_rate: 0.000100 loss_class: 0.615199 loss_bbox: 0.164120 loss_giou: 0.412548 loss_class_aux: 3.931822 loss_bbox_aux: 1.043310 loss_giou_aux: 2.628715 loss_class_dn: 0.369476 loss_bbox_dn: 0.172247 loss_giou_dn: 0.416483 loss_class_aux_dn: 1.964583 loss_bbox_aux_dn: 1.011126 loss_giou_aux_dn: 2.326566 loss: 15.715965 eta: 2 days, 4:09:21 batch_cost: 0.5408 data_cost: 0.0012 ips: 7.3965 images/s [03/30 17:57:36] ppdet.engine INFO: Epoch: [25] [3100/7329] learning_rate: 0.000100 loss_class: 0.608852 loss_bbox: 0.149487 loss_giou: 0.385742 loss_class_aux: 3.839773 loss_bbox_aux: 0.950460 loss_giou_aux: 2.409432 loss_class_dn: 0.323772 loss_bbox_dn: 0.158107 loss_giou_dn: 0.378080 loss_class_aux_dn: 1.723227 loss_bbox_aux_dn: 0.967156 loss_giou_aux_dn: 2.103401 loss: 14.803032 eta: 2 days, 4:08:22 batch_cost: 0.5296 data_cost: 0.0012 ips: 7.5532 images/s [03/30 17:58:35] ppdet.engine INFO: Epoch: [25] [3200/7329] learning_rate: 0.000100 loss_class: 0.563931 loss_bbox: 0.133478 loss_giou: 0.368878 loss_class_aux: 3.524198 loss_bbox_aux: 0.877101 loss_giou_aux: 2.359939 loss_class_dn: 0.313783 loss_bbox_dn: 0.149277 loss_giou_dn: 0.365296 loss_class_aux_dn: 1.719057 loss_bbox_aux_dn: 0.881821 loss_giou_aux_dn: 2.016059 loss: 13.616651 eta: 2 days, 4:07:24 batch_cost: 0.5347 data_cost: 0.0035 ips: 7.4812 images/s [03/30 17:59:38] ppdet.engine INFO: Epoch: [25] [3300/7329] learning_rate: 0.000100 loss_class: 0.497730 loss_bbox: 0.128303 loss_giou: 0.302720 loss_class_aux: 3.328572 loss_bbox_aux: 0.841604 loss_giou_aux: 1.896798 loss_class_dn: 0.263532 loss_bbox_dn: 0.139428 loss_giou_dn: 0.299639 loss_class_aux_dn: 1.429440 loss_bbox_aux_dn: 0.813424 loss_giou_aux_dn: 1.664075 loss: 11.761301 eta: 2 days, 4:06:32 batch_cost: 0.5630 data_cost: 0.0015 ips: 7.1052 images/s [03/30 18:00:37] ppdet.engine INFO: Epoch: [25] [3400/7329] learning_rate: 0.000100 loss_class: 0.642253 loss_bbox: 0.162665 loss_giou: 0.412676 loss_class_aux: 4.212708 loss_bbox_aux: 1.047164 loss_giou_aux: 2.617284 loss_class_dn: 0.355382 loss_bbox_dn: 0.188779 loss_giou_dn: 0.430699 loss_class_aux_dn: 1.924214 loss_bbox_aux_dn: 1.079315 loss_giou_aux_dn: 2.332858 loss: 15.777960 eta: 2 days, 4:05:34 batch_cost: 0.5326 data_cost: 0.0015 ips: 7.5100 images/s [03/30 18:01:35] ppdet.engine INFO: Epoch: [25] [3500/7329] learning_rate: 0.000100 loss_class: 0.578071 loss_bbox: 0.131620 loss_giou: 0.384600 loss_class_aux: 3.752880 loss_bbox_aux: 0.867908 loss_giou_aux: 2.453146 loss_class_dn: 0.331841 loss_bbox_dn: 0.161528 loss_giou_dn: 0.389194 loss_class_aux_dn: 1.784576 loss_bbox_aux_dn: 0.923847 loss_giou_aux_dn: 2.138299 loss: 14.390361 eta: 2 days, 4:04:33 batch_cost: 0.5213 data_cost: 0.0013 ips: 7.6738 images/s [03/30 18:02:35] ppdet.engine INFO: Epoch: [25] [3600/7329] learning_rate: 0.000100 loss_class: 0.611850 loss_bbox: 0.142272 loss_giou: 0.387863 loss_class_aux: 3.970369 loss_bbox_aux: 0.945849 loss_giou_aux: 2.581893 loss_class_dn: 0.354959 loss_bbox_dn: 0.155655 loss_giou_dn: 0.407161 loss_class_aux_dn: 1.890708 loss_bbox_aux_dn: 0.934663 loss_giou_aux_dn: 2.323153 loss: 14.459291 eta: 2 days, 4:03:39 batch_cost: 0.5510 data_cost: 0.0013 ips: 7.2589 images/s [03/30 18:03:32] ppdet.engine INFO: Epoch: [25] [3700/7329] learning_rate: 0.000100 loss_class: 0.622786 loss_bbox: 0.151472 loss_giou: 0.422806 loss_class_aux: 4.031612 loss_bbox_aux: 1.032600 loss_giou_aux: 2.703021 loss_class_dn: 0.358202 loss_bbox_dn: 0.160234 loss_giou_dn: 0.418887 loss_class_aux_dn: 1.897560 loss_bbox_aux_dn: 0.944201 loss_giou_aux_dn: 2.337316 loss: 15.111427 eta: 2 days, 4:02:37 batch_cost: 0.5136 data_cost: 0.0013 ips: 7.7884 images/s [03/30 18:04:31] ppdet.engine INFO: Epoch: [25] [3800/7329] learning_rate: 0.000100 loss_class: 0.634200 loss_bbox: 0.159769 loss_giou: 0.444638 loss_class_aux: 4.058607 loss_bbox_aux: 1.013069 loss_giou_aux: 2.794780 loss_class_dn: 0.383064 loss_bbox_dn: 0.155523 loss_giou_dn: 0.476307 loss_class_aux_dn: 2.030324 loss_bbox_aux_dn: 0.901744 loss_giou_aux_dn: 2.650330 loss: 16.058996 eta: 2 days, 4:01:40 batch_cost: 0.5375 data_cost: 0.0012 ips: 7.4412 images/s [03/30 18:05:27] ppdet.engine INFO: Epoch: [25] [3900/7329] learning_rate: 0.000100 loss_class: 0.588949 loss_bbox: 0.145137 loss_giou: 0.380101 loss_class_aux: 3.717959 loss_bbox_aux: 0.981494 loss_giou_aux: 2.376266 loss_class_dn: 0.334865 loss_bbox_dn: 0.173474 loss_giou_dn: 0.407788 loss_class_aux_dn: 1.816464 loss_bbox_aux_dn: 1.015765 loss_giou_aux_dn: 2.297874 loss: 15.589740 eta: 2 days, 4:00:36 batch_cost: 0.4996 data_cost: 0.0013 ips: 8.0059 images/s [03/30 18:06:23] ppdet.engine INFO: Epoch: [25] [4000/7329] learning_rate: 0.000100 loss_class: 0.612081 loss_bbox: 0.149457 loss_giou: 0.440942 loss_class_aux: 3.882078 loss_bbox_aux: 0.978975 loss_giou_aux: 2.778694 loss_class_dn: 0.347491 loss_bbox_dn: 0.171794 loss_giou_dn: 0.437964 loss_class_aux_dn: 1.858887 loss_bbox_aux_dn: 0.983747 loss_giou_aux_dn: 2.402122 loss: 15.370243 eta: 2 days, 3:59:34 batch_cost: 0.5105 data_cost: 0.0012 ips: 7.8358 images/s [03/30 18:07:18] ppdet.engine INFO: Epoch: [25] [4100/7329] learning_rate: 0.000100 loss_class: 0.588291 loss_bbox: 0.143801 loss_giou: 0.380668 loss_class_aux: 3.733459 loss_bbox_aux: 0.949438 loss_giou_aux: 2.485171 loss_class_dn: 0.347956 loss_bbox_dn: 0.158614 loss_giou_dn: 0.387049 loss_class_aux_dn: 1.936428 loss_bbox_aux_dn: 0.957909 loss_giou_aux_dn: 2.186381 loss: 14.793298 eta: 2 days, 3:58:29 batch_cost: 0.4966 data_cost: 0.0011 ips: 8.0555 images/s [03/30 18:08:18] ppdet.engine INFO: Epoch: [25] [4200/7329] learning_rate: 0.000100 loss_class: 0.597514 loss_bbox: 0.148552 loss_giou: 0.387661 loss_class_aux: 3.771151 loss_bbox_aux: 0.999257 loss_giou_aux: 2.516383 loss_class_dn: 0.335976 loss_bbox_dn: 0.158650 loss_giou_dn: 0.394731 loss_class_aux_dn: 1.811466 loss_bbox_aux_dn: 0.895185 loss_giou_aux_dn: 2.152589 loss: 15.036191 eta: 2 days, 3:57:33 batch_cost: 0.5464 data_cost: 0.0013 ips: 7.3206 images/s [03/30 18:09:16] ppdet.engine INFO: Epoch: [25] [4300/7329] learning_rate: 0.000100 loss_class: 0.611389 loss_bbox: 0.156446 loss_giou: 0.499345 loss_class_aux: 3.993524 loss_bbox_aux: 1.086963 loss_giou_aux: 3.076575 loss_class_dn: 0.359754 loss_bbox_dn: 0.174378 loss_giou_dn: 0.481365 loss_class_aux_dn: 1.922889 loss_bbox_aux_dn: 1.028603 loss_giou_aux_dn: 2.556796 loss: 16.061600 eta: 2 days, 3:56:33 batch_cost: 0.5204 data_cost: 0.0013 ips: 7.6871 images/s [03/30 18:10:19] ppdet.engine INFO: Epoch: [25] [4400/7329] learning_rate: 0.000100 loss_class: 0.621190 loss_bbox: 0.146953 loss_giou: 0.394536 loss_class_aux: 3.867436 loss_bbox_aux: 0.956199 loss_giou_aux: 2.541114 loss_class_dn: 0.343436 loss_bbox_dn: 0.180203 loss_giou_dn: 0.427971 loss_class_aux_dn: 1.823922 loss_bbox_aux_dn: 1.086828 loss_giou_aux_dn: 2.411450 loss: 15.524109 eta: 2 days, 3:55:41 batch_cost: 0.5672 data_cost: 0.0015 ips: 7.0523 images/s [03/30 18:11:27] ppdet.engine INFO: Epoch: [25] [4500/7329] learning_rate: 0.000100 loss_class: 0.577051 loss_bbox: 0.146617 loss_giou: 0.431887 loss_class_aux: 3.666767 loss_bbox_aux: 0.965176 loss_giou_aux: 2.618562 loss_class_dn: 0.345394 loss_bbox_dn: 0.148115 loss_giou_dn: 0.409324 loss_class_aux_dn: 1.893266 loss_bbox_aux_dn: 0.897615 loss_giou_aux_dn: 2.187756 loss: 14.662094 eta: 2 days, 3:55:00 batch_cost: 0.6279 data_cost: 0.0012 ips: 6.3704 images/s [03/30 18:12:31] ppdet.engine INFO: Epoch: [25] [4600/7329] learning_rate: 0.000100 loss_class: 0.604903 loss_bbox: 0.158507 loss_giou: 0.400361 loss_class_aux: 3.928194 loss_bbox_aux: 0.996715 loss_giou_aux: 2.629800 loss_class_dn: 0.327001 loss_bbox_dn: 0.159944 loss_giou_dn: 0.379775 loss_class_aux_dn: 1.698174 loss_bbox_aux_dn: 0.942502 loss_giou_aux_dn: 2.113612 loss: 14.809691 eta: 2 days, 3:54:11 batch_cost: 0.5807 data_cost: 0.0014 ips: 6.8885 images/s [03/30 18:13:31] ppdet.engine INFO: Epoch: [25] [4700/7329] learning_rate: 0.000100 loss_class: 0.552639 loss_bbox: 0.145928 loss_giou: 0.360576 loss_class_aux: 3.644912 loss_bbox_aux: 1.005141 loss_giou_aux: 2.251485 loss_class_dn: 0.325765 loss_bbox_dn: 0.160465 loss_giou_dn: 0.354035 loss_class_aux_dn: 1.801345 loss_bbox_aux_dn: 0.937884 loss_giou_aux_dn: 2.053449 loss: 14.342408 eta: 2 days, 3:53:14 batch_cost: 0.5377 data_cost: 0.0015 ips: 7.4386 images/s [03/30 18:14:32] ppdet.engine INFO: Epoch: [25] [4800/7329] learning_rate: 0.000100 loss_class: 0.646180 loss_bbox: 0.151011 loss_giou: 0.408663 loss_class_aux: 3.961562 loss_bbox_aux: 0.951814 loss_giou_aux: 2.603580 loss_class_dn: 0.346915 loss_bbox_dn: 0.168499 loss_giou_dn: 0.401719 loss_class_aux_dn: 1.869299 loss_bbox_aux_dn: 0.943246 loss_giou_aux_dn: 2.220321 loss: 15.371408 eta: 2 days, 3:52:19 batch_cost: 0.5485 data_cost: 0.0014 ips: 7.2920 images/s [03/30 18:15:36] ppdet.engine INFO: Epoch: [25] [4900/7329] learning_rate: 0.000100 loss_class: 0.651709 loss_bbox: 0.166785 loss_giou: 0.411211 loss_class_aux: 4.169705 loss_bbox_aux: 0.974046 loss_giou_aux: 2.582776 loss_class_dn: 0.351252 loss_bbox_dn: 0.173056 loss_giou_dn: 0.421145 loss_class_aux_dn: 1.896577 loss_bbox_aux_dn: 1.003853 loss_giou_aux_dn: 2.314323 loss: 15.373470 eta: 2 days, 3:51:30 batch_cost: 0.5857 data_cost: 0.0012 ips: 6.8291 images/s [03/30 18:16:35] ppdet.engine INFO: Epoch: [25] [5000/7329] learning_rate: 0.000100 loss_class: 0.573632 loss_bbox: 0.148997 loss_giou: 0.451533 loss_class_aux: 3.754049 loss_bbox_aux: 0.970568 loss_giou_aux: 2.848523 loss_class_dn: 0.354274 loss_bbox_dn: 0.147525 loss_giou_dn: 0.427335 loss_class_aux_dn: 1.886479 loss_bbox_aux_dn: 0.854754 loss_giou_aux_dn: 2.281112 loss: 15.360053 eta: 2 days, 3:50:32 batch_cost: 0.5326 data_cost: 0.0012 ips: 7.5098 images/s [03/30 18:17:31] ppdet.engine INFO: Epoch: [25] [5100/7329] learning_rate: 0.000100 loss_class: 0.657638 loss_bbox: 0.152024 loss_giou: 0.455042 loss_class_aux: 4.102060 loss_bbox_aux: 1.057733 loss_giou_aux: 2.967489 loss_class_dn: 0.361177 loss_bbox_dn: 0.177494 loss_giou_dn: 0.456161 loss_class_aux_dn: 1.928979 loss_bbox_aux_dn: 1.005128 loss_giou_aux_dn: 2.490230 loss: 16.339708 eta: 2 days, 3:49:29 batch_cost: 0.5056 data_cost: 0.0012 ips: 7.9116 images/s [03/30 18:18:33] ppdet.engine INFO: Epoch: [25] [5200/7329] learning_rate: 0.000100 loss_class: 0.630938 loss_bbox: 0.161899 loss_giou: 0.428656 loss_class_aux: 4.125036 loss_bbox_aux: 1.123433 loss_giou_aux: 2.709379 loss_class_dn: 0.374364 loss_bbox_dn: 0.176270 loss_giou_dn: 0.430743 loss_class_aux_dn: 2.021278 loss_bbox_aux_dn: 1.034849 loss_giou_aux_dn: 2.406969 loss: 16.704376 eta: 2 days, 3:48:37 batch_cost: 0.5651 data_cost: 0.0013 ips: 7.0788 images/s [03/30 18:19:33] ppdet.engine INFO: Epoch: [25] [5300/7329] learning_rate: 0.000100 loss_class: 0.600015 loss_bbox: 0.145281 loss_giou: 0.409484 loss_class_aux: 3.988179 loss_bbox_aux: 0.991007 loss_giou_aux: 2.629053 loss_class_dn: 0.358027 loss_bbox_dn: 0.162301 loss_giou_dn: 0.425703 loss_class_aux_dn: 1.909861 loss_bbox_aux_dn: 0.960233 loss_giou_aux_dn: 2.330211 loss: 15.004588 eta: 2 days, 3:47:41 batch_cost: 0.5431 data_cost: 0.0012 ips: 7.3646 images/s [03/30 18:20:28] ppdet.engine INFO: Epoch: [25] [5400/7329] learning_rate: 0.000100 loss_class: 0.560993 loss_bbox: 0.149218 loss_giou: 0.402697 loss_class_aux: 3.562848 loss_bbox_aux: 0.971180 loss_giou_aux: 2.562836 loss_class_dn: 0.308510 loss_bbox_dn: 0.167410 loss_giou_dn: 0.414422 loss_class_aux_dn: 1.661677 loss_bbox_aux_dn: 0.971826 loss_giou_aux_dn: 2.246836 loss: 14.220466 eta: 2 days, 3:46:36 batch_cost: 0.4970 data_cost: 0.0012 ips: 8.0483 images/s [03/30 18:21:33] ppdet.engine INFO: Epoch: [25] [5500/7329] learning_rate: 0.000100 loss_class: 0.619425 loss_bbox: 0.140493 loss_giou: 0.427643 loss_class_aux: 3.722386 loss_bbox_aux: 0.976967 loss_giou_aux: 2.640927 loss_class_dn: 0.336305 loss_bbox_dn: 0.167655 loss_giou_dn: 0.380273 loss_class_aux_dn: 1.792374 loss_bbox_aux_dn: 0.965070 loss_giou_aux_dn: 2.164979 loss: 14.850626 eta: 2 days, 3:45:49 batch_cost: 0.5927 data_cost: 0.0013 ips: 6.7491 images/s [03/30 18:22:34] ppdet.engine INFO: Epoch: [25] [5600/7329] learning_rate: 0.000100 loss_class: 0.650033 loss_bbox: 0.153955 loss_giou: 0.459467 loss_class_aux: 4.184287 loss_bbox_aux: 1.043756 loss_giou_aux: 2.984586 loss_class_dn: 0.364667 loss_bbox_dn: 0.168494 loss_giou_dn: 0.444297 loss_class_aux_dn: 2.027213 loss_bbox_aux_dn: 1.008330 loss_giou_aux_dn: 2.486666 loss: 16.254236 eta: 2 days, 3:44:54 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2498 images/s [03/30 18:23:33] ppdet.engine INFO: Epoch: [25] [5700/7329] learning_rate: 0.000100 loss_class: 0.553457 loss_bbox: 0.142245 loss_giou: 0.322063 loss_class_aux: 3.523702 loss_bbox_aux: 0.944217 loss_giou_aux: 2.101228 loss_class_dn: 0.284679 loss_bbox_dn: 0.168400 loss_giou_dn: 0.336463 loss_class_aux_dn: 1.535012 loss_bbox_aux_dn: 0.977177 loss_giou_aux_dn: 1.907920 loss: 13.133760 eta: 2 days, 3:43:57 batch_cost: 0.5361 data_cost: 0.0012 ips: 7.4613 images/s [03/30 18:24:29] ppdet.engine INFO: Epoch: [25] [5800/7329] learning_rate: 0.000100 loss_class: 0.618826 loss_bbox: 0.135404 loss_giou: 0.363813 loss_class_aux: 3.957942 loss_bbox_aux: 0.950322 loss_giou_aux: 2.297020 loss_class_dn: 0.301632 loss_bbox_dn: 0.172669 loss_giou_dn: 0.344757 loss_class_aux_dn: 1.672042 loss_bbox_aux_dn: 1.024839 loss_giou_aux_dn: 1.864322 loss: 13.236923 eta: 2 days, 3:42:54 batch_cost: 0.5056 data_cost: 0.0012 ips: 7.9111 images/s [03/30 18:25:34] ppdet.engine INFO: Epoch: [25] [5900/7329] learning_rate: 0.000100 loss_class: 0.610515 loss_bbox: 0.161641 loss_giou: 0.431302 loss_class_aux: 3.864771 loss_bbox_aux: 1.097069 loss_giou_aux: 2.672582 loss_class_dn: 0.340282 loss_bbox_dn: 0.174905 loss_giou_dn: 0.432942 loss_class_aux_dn: 1.820550 loss_bbox_aux_dn: 0.990546 loss_giou_aux_dn: 2.343223 loss: 14.677679 eta: 2 days, 3:42:06 batch_cost: 0.5895 data_cost: 0.0012 ips: 6.7851 images/s [03/30 18:26:36] ppdet.engine INFO: Epoch: [25] [6000/7329] learning_rate: 0.000100 loss_class: 0.613524 loss_bbox: 0.139640 loss_giou: 0.415592 loss_class_aux: 3.751509 loss_bbox_aux: 0.961766 loss_giou_aux: 2.682604 loss_class_dn: 0.357080 loss_bbox_dn: 0.183107 loss_giou_dn: 0.437038 loss_class_aux_dn: 1.922971 loss_bbox_aux_dn: 1.069681 loss_giou_aux_dn: 2.413675 loss: 15.515370 eta: 2 days, 3:41:14 batch_cost: 0.5652 data_cost: 0.0012 ips: 7.0767 images/s [03/30 18:27:39] ppdet.engine INFO: Epoch: [25] [6100/7329] learning_rate: 0.000100 loss_class: 0.548086 loss_bbox: 0.130279 loss_giou: 0.343341 loss_class_aux: 3.426171 loss_bbox_aux: 0.879684 loss_giou_aux: 2.094324 loss_class_dn: 0.303646 loss_bbox_dn: 0.160841 loss_giou_dn: 0.330265 loss_class_aux_dn: 1.638976 loss_bbox_aux_dn: 0.915757 loss_giou_aux_dn: 1.805979 loss: 12.648326 eta: 2 days, 3:40:23 batch_cost: 0.5692 data_cost: 0.0017 ips: 7.0277 images/s [03/30 18:28:47] ppdet.engine INFO: Epoch: [25] [6200/7329] learning_rate: 0.000100 loss_class: 0.570398 loss_bbox: 0.143166 loss_giou: 0.490863 loss_class_aux: 3.590068 loss_bbox_aux: 0.955662 loss_giou_aux: 3.130142 loss_class_dn: 0.346518 loss_bbox_dn: 0.162914 loss_giou_dn: 0.442993 loss_class_aux_dn: 1.867229 loss_bbox_aux_dn: 0.927658 loss_giou_aux_dn: 2.416166 loss: 14.878315 eta: 2 days, 3:39:38 batch_cost: 0.6061 data_cost: 0.0015 ips: 6.5997 images/s [03/30 18:29:55] ppdet.engine INFO: Epoch: [25] [6300/7329] learning_rate: 0.000100 loss_class: 0.529366 loss_bbox: 0.142244 loss_giou: 0.403923 loss_class_aux: 3.384806 loss_bbox_aux: 0.975000 loss_giou_aux: 2.635060 loss_class_dn: 0.325081 loss_bbox_dn: 0.164967 loss_giou_dn: 0.403521 loss_class_aux_dn: 1.755209 loss_bbox_aux_dn: 0.954521 loss_giou_aux_dn: 2.158167 loss: 13.776884 eta: 2 days, 3:38:54 batch_cost: 0.6132 data_cost: 0.0017 ips: 6.5227 images/s [03/30 18:31:01] ppdet.engine INFO: Epoch: [25] [6400/7329] learning_rate: 0.000100 loss_class: 0.611736 loss_bbox: 0.155583 loss_giou: 0.412181 loss_class_aux: 3.961155 loss_bbox_aux: 1.028259 loss_giou_aux: 2.532283 loss_class_dn: 0.343152 loss_bbox_dn: 0.184905 loss_giou_dn: 0.399729 loss_class_aux_dn: 1.836733 loss_bbox_aux_dn: 1.052541 loss_giou_aux_dn: 2.195863 loss: 15.096235 eta: 2 days, 3:38:05 batch_cost: 0.5837 data_cost: 0.0022 ips: 6.8525 images/s [03/30 18:31:57] ppdet.engine INFO: Epoch: [25] [6500/7329] learning_rate: 0.000100 loss_class: 0.554684 loss_bbox: 0.146760 loss_giou: 0.392724 loss_class_aux: 3.515466 loss_bbox_aux: 0.997889 loss_giou_aux: 2.415308 loss_class_dn: 0.316069 loss_bbox_dn: 0.175684 loss_giou_dn: 0.370412 loss_class_aux_dn: 1.718013 loss_bbox_aux_dn: 1.077020 loss_giou_aux_dn: 2.046083 loss: 13.801786 eta: 2 days, 3:37:03 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8253 images/s [03/30 18:32:55] ppdet.engine INFO: Epoch: [25] [6600/7329] learning_rate: 0.000100 loss_class: 0.592350 loss_bbox: 0.143677 loss_giou: 0.416306 loss_class_aux: 3.873899 loss_bbox_aux: 0.962225 loss_giou_aux: 2.590436 loss_class_dn: 0.337872 loss_bbox_dn: 0.159035 loss_giou_dn: 0.386122 loss_class_aux_dn: 1.856213 loss_bbox_aux_dn: 0.926583 loss_giou_aux_dn: 2.231030 loss: 14.941490 eta: 2 days, 3:36:04 batch_cost: 0.5241 data_cost: 0.0012 ips: 7.6315 images/s [03/30 18:33:53] ppdet.engine INFO: Epoch: [25] [6700/7329] learning_rate: 0.000100 loss_class: 0.571126 loss_bbox: 0.154544 loss_giou: 0.391493 loss_class_aux: 3.628146 loss_bbox_aux: 0.955743 loss_giou_aux: 2.462371 loss_class_dn: 0.342077 loss_bbox_dn: 0.169516 loss_giou_dn: 0.417589 loss_class_aux_dn: 1.827998 loss_bbox_aux_dn: 0.985046 loss_giou_aux_dn: 2.298635 loss: 14.548073 eta: 2 days, 3:35:04 batch_cost: 0.5226 data_cost: 0.0013 ips: 7.6547 images/s [03/30 18:34:58] ppdet.engine INFO: Epoch: [25] [6800/7329] learning_rate: 0.000100 loss_class: 0.635726 loss_bbox: 0.142479 loss_giou: 0.403869 loss_class_aux: 4.062521 loss_bbox_aux: 0.981591 loss_giou_aux: 2.674398 loss_class_dn: 0.372264 loss_bbox_dn: 0.174234 loss_giou_dn: 0.434787 loss_class_aux_dn: 2.020618 loss_bbox_aux_dn: 1.057093 loss_giou_aux_dn: 2.400538 loss: 16.046114 eta: 2 days, 3:34:14 batch_cost: 0.5774 data_cost: 0.0016 ips: 6.9279 images/s [03/30 18:35:58] ppdet.engine INFO: Epoch: [25] [6900/7329] learning_rate: 0.000100 loss_class: 0.688838 loss_bbox: 0.162240 loss_giou: 0.418680 loss_class_aux: 4.279330 loss_bbox_aux: 1.102388 loss_giou_aux: 2.620460 loss_class_dn: 0.383596 loss_bbox_dn: 0.175989 loss_giou_dn: 0.421263 loss_class_aux_dn: 2.071053 loss_bbox_aux_dn: 1.044661 loss_giou_aux_dn: 2.329501 loss: 16.393944 eta: 2 days, 3:33:16 batch_cost: 0.5353 data_cost: 0.0012 ips: 7.4731 images/s [03/30 18:37:01] ppdet.engine INFO: Epoch: [25] [7000/7329] learning_rate: 0.000100 loss_class: 0.555902 loss_bbox: 0.136953 loss_giou: 0.408457 loss_class_aux: 3.580094 loss_bbox_aux: 0.913164 loss_giou_aux: 2.596931 loss_class_dn: 0.323470 loss_bbox_dn: 0.159840 loss_giou_dn: 0.402288 loss_class_aux_dn: 1.726421 loss_bbox_aux_dn: 0.926397 loss_giou_aux_dn: 2.162610 loss: 14.738926 eta: 2 days, 3:32:25 batch_cost: 0.5720 data_cost: 0.0015 ips: 6.9930 images/s [03/30 18:38:01] ppdet.engine INFO: Epoch: [25] [7100/7329] learning_rate: 0.000100 loss_class: 0.593008 loss_bbox: 0.142328 loss_giou: 0.490014 loss_class_aux: 3.856396 loss_bbox_aux: 0.942698 loss_giou_aux: 3.014481 loss_class_dn: 0.366324 loss_bbox_dn: 0.157443 loss_giou_dn: 0.470641 loss_class_aux_dn: 1.932191 loss_bbox_aux_dn: 0.932269 loss_giou_aux_dn: 2.603569 loss: 15.984994 eta: 2 days, 3:31:30 batch_cost: 0.5493 data_cost: 0.0014 ips: 7.2824 images/s [03/30 18:39:01] ppdet.engine INFO: Epoch: [25] [7200/7329] learning_rate: 0.000100 loss_class: 0.557087 loss_bbox: 0.139041 loss_giou: 0.332808 loss_class_aux: 3.564060 loss_bbox_aux: 0.932706 loss_giou_aux: 2.097121 loss_class_dn: 0.291034 loss_bbox_dn: 0.160462 loss_giou_dn: 0.330675 loss_class_aux_dn: 1.600235 loss_bbox_aux_dn: 0.941873 loss_giou_aux_dn: 1.858712 loss: 13.145498 eta: 2 days, 3:30:34 batch_cost: 0.5425 data_cost: 0.0012 ips: 7.3728 images/s [03/30 18:40:05] ppdet.engine INFO: Epoch: [25] [7300/7329] learning_rate: 0.000100 loss_class: 0.621408 loss_bbox: 0.140579 loss_giou: 0.479490 loss_class_aux: 3.896556 loss_bbox_aux: 0.871332 loss_giou_aux: 2.992315 loss_class_dn: 0.370198 loss_bbox_dn: 0.150594 loss_giou_dn: 0.460909 loss_class_aux_dn: 1.956975 loss_bbox_aux_dn: 0.903434 loss_giou_aux_dn: 2.448698 loss: 15.823814 eta: 2 days, 3:29:44 batch_cost: 0.5818 data_cost: 0.0014 ips: 6.8758 images/s [03/30 18:40:26] ppdet.engine INFO: Eval iter: 0 [03/30 18:40:54] ppdet.engine INFO: Eval iter: 100 [03/30 18:41:24] ppdet.engine INFO: Eval iter: 200 [03/30 18:41:51] ppdet.engine INFO: Eval iter: 300 [03/30 18:42:19] ppdet.engine INFO: Eval iter: 400 [03/30 18:42:48] ppdet.engine INFO: Eval iter: 500 [03/30 18:43:17] ppdet.engine INFO: Eval iter: 600 [03/30 18:43:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [03/30 18:43:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.86s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.14s). Accumulating evaluation results... DONE (t=28.16s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.696 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 ] = 0.558 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 ] = 0.643 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 ] = 0.534 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 ] = 0.880 [03/30 18:46:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.950253460903866 [03/30 18:46:28] ppdet.engine INFO: Best test bbox ap is 0.514. [03/30 18:46:31] ppdet.engine INFO: Epoch: [26] [ 0/7329] learning_rate: 0.000100 loss_class: 0.639024 loss_bbox: 0.143226 loss_giou: 0.474112 loss_class_aux: 4.125445 loss_bbox_aux: 0.936090 loss_giou_aux: 2.944206 loss_class_dn: 0.378938 loss_bbox_dn: 0.164694 loss_giou_dn: 0.493918 loss_class_aux_dn: 1.999644 loss_bbox_aux_dn: 0.992015 loss_giou_aux_dn: 2.691449 loss: 16.530495 eta: 2 days, 3:29:26 batch_cost: 0.5567 data_cost: 0.0014 ips: 7.1850 images/s [03/30 18:47:30] ppdet.engine INFO: Epoch: [26] [ 100/7329] learning_rate: 0.000100 loss_class: 0.618372 loss_bbox: 0.154841 loss_giou: 0.416749 loss_class_aux: 3.982181 loss_bbox_aux: 0.969234 loss_giou_aux: 2.639378 loss_class_dn: 0.343544 loss_bbox_dn: 0.167248 loss_giou_dn: 0.373210 loss_class_aux_dn: 1.863277 loss_bbox_aux_dn: 0.959686 loss_giou_aux_dn: 2.071756 loss: 14.989868 eta: 2 days, 3:28:28 batch_cost: 0.5309 data_cost: 0.0014 ips: 7.5343 images/s [03/30 18:48:26] ppdet.engine INFO: Epoch: [26] [ 200/7329] learning_rate: 0.000100 loss_class: 0.575199 loss_bbox: 0.135796 loss_giou: 0.398954 loss_class_aux: 3.637043 loss_bbox_aux: 0.886170 loss_giou_aux: 2.590385 loss_class_dn: 0.309773 loss_bbox_dn: 0.146733 loss_giou_dn: 0.364854 loss_class_aux_dn: 1.719459 loss_bbox_aux_dn: 0.871706 loss_giou_aux_dn: 2.065262 loss: 14.533364 eta: 2 days, 3:27:24 batch_cost: 0.5009 data_cost: 0.0014 ips: 7.9864 images/s [03/30 18:49:25] ppdet.engine INFO: Epoch: [26] [ 300/7329] learning_rate: 0.000100 loss_class: 0.569008 loss_bbox: 0.137616 loss_giou: 0.386164 loss_class_aux: 3.731590 loss_bbox_aux: 0.955519 loss_giou_aux: 2.384002 loss_class_dn: 0.336345 loss_bbox_dn: 0.154135 loss_giou_dn: 0.396046 loss_class_aux_dn: 1.779523 loss_bbox_aux_dn: 0.922477 loss_giou_aux_dn: 2.238288 loss: 15.049065 eta: 2 days, 3:26:27 batch_cost: 0.5351 data_cost: 0.0012 ips: 7.4759 images/s [03/30 18:50:22] ppdet.engine INFO: Epoch: [26] [ 400/7329] learning_rate: 0.000100 loss_class: 0.609158 loss_bbox: 0.150805 loss_giou: 0.417807 loss_class_aux: 3.876923 loss_bbox_aux: 1.012475 loss_giou_aux: 2.668665 loss_class_dn: 0.352907 loss_bbox_dn: 0.159694 loss_giou_dn: 0.400907 loss_class_aux_dn: 1.864425 loss_bbox_aux_dn: 0.960664 loss_giou_aux_dn: 2.173709 loss: 14.581955 eta: 2 days, 3:25:26 batch_cost: 0.5161 data_cost: 0.0012 ips: 7.7502 images/s [03/30 18:51:27] ppdet.engine INFO: Epoch: [26] [ 500/7329] learning_rate: 0.000100 loss_class: 0.576439 loss_bbox: 0.125522 loss_giou: 0.400164 loss_class_aux: 3.667847 loss_bbox_aux: 0.916532 loss_giou_aux: 2.548389 loss_class_dn: 0.331185 loss_bbox_dn: 0.157786 loss_giou_dn: 0.383506 loss_class_aux_dn: 1.780293 loss_bbox_aux_dn: 0.947635 loss_giou_aux_dn: 2.112281 loss: 14.283964 eta: 2 days, 3:24:39 batch_cost: 0.5988 data_cost: 0.0013 ips: 6.6799 images/s [03/30 18:52:27] ppdet.engine INFO: Epoch: [26] [ 600/7329] learning_rate: 0.000100 loss_class: 0.597180 loss_bbox: 0.149453 loss_giou: 0.373050 loss_class_aux: 3.929721 loss_bbox_aux: 1.003199 loss_giou_aux: 2.400634 loss_class_dn: 0.333948 loss_bbox_dn: 0.179630 loss_giou_dn: 0.407872 loss_class_aux_dn: 1.878910 loss_bbox_aux_dn: 1.023477 loss_giou_aux_dn: 2.266912 loss: 14.481998 eta: 2 days, 3:23:42 batch_cost: 0.5380 data_cost: 0.0013 ips: 7.4347 images/s [03/30 18:53:27] ppdet.engine INFO: Epoch: [26] [ 700/7329] learning_rate: 0.000100 loss_class: 0.549667 loss_bbox: 0.155245 loss_giou: 0.340674 loss_class_aux: 3.536936 loss_bbox_aux: 1.010106 loss_giou_aux: 2.186274 loss_class_dn: 0.303224 loss_bbox_dn: 0.153930 loss_giou_dn: 0.345152 loss_class_aux_dn: 1.656770 loss_bbox_aux_dn: 0.908692 loss_giou_aux_dn: 1.890843 loss: 13.276403 eta: 2 days, 3:22:47 batch_cost: 0.5497 data_cost: 0.0013 ips: 7.2773 images/s [03/30 18:54:25] ppdet.engine INFO: Epoch: [26] [ 800/7329] learning_rate: 0.000100 loss_class: 0.550825 loss_bbox: 0.146445 loss_giou: 0.354377 loss_class_aux: 3.662722 loss_bbox_aux: 0.978346 loss_giou_aux: 2.195332 loss_class_dn: 0.292478 loss_bbox_dn: 0.159895 loss_giou_dn: 0.374589 loss_class_aux_dn: 1.592050 loss_bbox_aux_dn: 0.983769 loss_giou_aux_dn: 2.014376 loss: 13.574988 eta: 2 days, 3:21:48 batch_cost: 0.5239 data_cost: 0.0013 ips: 7.6356 images/s [03/30 18:55:28] ppdet.engine INFO: Epoch: [26] [ 900/7329] learning_rate: 0.000100 loss_class: 0.643214 loss_bbox: 0.156452 loss_giou: 0.388947 loss_class_aux: 4.105242 loss_bbox_aux: 1.059041 loss_giou_aux: 2.552082 loss_class_dn: 0.352387 loss_bbox_dn: 0.175765 loss_giou_dn: 0.408568 loss_class_aux_dn: 1.855281 loss_bbox_aux_dn: 1.079122 loss_giou_aux_dn: 2.204960 loss: 15.495414 eta: 2 days, 3:20:57 batch_cost: 0.5724 data_cost: 0.0013 ips: 6.9879 images/s [03/30 18:56:33] ppdet.engine INFO: Epoch: [26] [1000/7329] learning_rate: 0.000100 loss_class: 0.556628 loss_bbox: 0.134949 loss_giou: 0.361613 loss_class_aux: 3.683517 loss_bbox_aux: 0.902239 loss_giou_aux: 2.346042 loss_class_dn: 0.323790 loss_bbox_dn: 0.159364 loss_giou_dn: 0.384557 loss_class_aux_dn: 1.691438 loss_bbox_aux_dn: 0.952957 loss_giou_aux_dn: 2.121517 loss: 13.493376 eta: 2 days, 3:20:10 batch_cost: 0.5938 data_cost: 0.0013 ips: 6.7367 images/s [03/30 18:57:34] ppdet.engine INFO: Epoch: [26] [1100/7329] learning_rate: 0.000100 loss_class: 0.589945 loss_bbox: 0.139177 loss_giou: 0.389066 loss_class_aux: 3.823765 loss_bbox_aux: 0.921560 loss_giou_aux: 2.448877 loss_class_dn: 0.342051 loss_bbox_dn: 0.155839 loss_giou_dn: 0.396154 loss_class_aux_dn: 1.855094 loss_bbox_aux_dn: 0.959506 loss_giou_aux_dn: 2.221414 loss: 14.711918 eta: 2 days, 3:19:14 batch_cost: 0.5493 data_cost: 0.0014 ips: 7.2820 images/s [03/30 18:58:36] ppdet.engine INFO: Epoch: [26] [1200/7329] learning_rate: 0.000100 loss_class: 0.667899 loss_bbox: 0.147298 loss_giou: 0.482339 loss_class_aux: 4.141151 loss_bbox_aux: 1.037117 loss_giou_aux: 3.168974 loss_class_dn: 0.404380 loss_bbox_dn: 0.168248 loss_giou_dn: 0.476237 loss_class_aux_dn: 2.120740 loss_bbox_aux_dn: 0.971012 loss_giou_aux_dn: 2.597064 loss: 17.211697 eta: 2 days, 3:18:22 batch_cost: 0.5641 data_cost: 0.0013 ips: 7.0910 images/s [03/30 18:59:41] ppdet.engine INFO: Epoch: [26] [1300/7329] learning_rate: 0.000100 loss_class: 0.576074 loss_bbox: 0.150235 loss_giou: 0.405932 loss_class_aux: 3.618316 loss_bbox_aux: 0.962678 loss_giou_aux: 2.593874 loss_class_dn: 0.311918 loss_bbox_dn: 0.186403 loss_giou_dn: 0.382066 loss_class_aux_dn: 1.700681 loss_bbox_aux_dn: 1.062681 loss_giou_aux_dn: 2.094470 loss: 13.157399 eta: 2 days, 3:17:33 batch_cost: 0.5824 data_cost: 0.0014 ips: 6.8683 images/s [03/30 19:00:44] ppdet.engine INFO: Epoch: [26] [1400/7329] learning_rate: 0.000100 loss_class: 0.602459 loss_bbox: 0.132046 loss_giou: 0.371237 loss_class_aux: 3.729542 loss_bbox_aux: 0.852040 loss_giou_aux: 2.456213 loss_class_dn: 0.323505 loss_bbox_dn: 0.153362 loss_giou_dn: 0.365239 loss_class_aux_dn: 1.769945 loss_bbox_aux_dn: 0.883214 loss_giou_aux_dn: 2.055213 loss: 14.040668 eta: 2 days, 3:16:41 batch_cost: 0.5704 data_cost: 0.0015 ips: 7.0124 images/s [03/30 19:01:49] ppdet.engine INFO: Epoch: [26] [1500/7329] learning_rate: 0.000100 loss_class: 0.616008 loss_bbox: 0.150969 loss_giou: 0.367838 loss_class_aux: 3.880766 loss_bbox_aux: 1.012424 loss_giou_aux: 2.288931 loss_class_dn: 0.327561 loss_bbox_dn: 0.194140 loss_giou_dn: 0.371638 loss_class_aux_dn: 1.798791 loss_bbox_aux_dn: 1.117763 loss_giou_aux_dn: 2.036209 loss: 14.670343 eta: 2 days, 3:15:53 batch_cost: 0.5893 data_cost: 0.0019 ips: 6.7875 images/s [03/30 19:02:48] ppdet.engine INFO: Epoch: [26] [1600/7329] learning_rate: 0.000100 loss_class: 0.590209 loss_bbox: 0.166253 loss_giou: 0.407715 loss_class_aux: 3.739445 loss_bbox_aux: 1.090575 loss_giou_aux: 2.504950 loss_class_dn: 0.320038 loss_bbox_dn: 0.174515 loss_giou_dn: 0.380130 loss_class_aux_dn: 1.784696 loss_bbox_aux_dn: 1.018661 loss_giou_aux_dn: 2.133925 loss: 15.086193 eta: 2 days, 3:14:56 batch_cost: 0.5369 data_cost: 0.0013 ips: 7.4502 images/s [03/30 19:03:50] ppdet.engine INFO: Epoch: [26] [1700/7329] learning_rate: 0.000100 loss_class: 0.586657 loss_bbox: 0.146455 loss_giou: 0.401930 loss_class_aux: 3.689614 loss_bbox_aux: 0.997575 loss_giou_aux: 2.495531 loss_class_dn: 0.355283 loss_bbox_dn: 0.173521 loss_giou_dn: 0.420247 loss_class_aux_dn: 1.921115 loss_bbox_aux_dn: 1.028634 loss_giou_aux_dn: 2.280739 loss: 14.946212 eta: 2 days, 3:14:02 batch_cost: 0.5570 data_cost: 0.0014 ips: 7.1813 images/s [03/30 19:04:53] ppdet.engine INFO: Epoch: [26] [1800/7329] learning_rate: 0.000100 loss_class: 0.591415 loss_bbox: 0.148873 loss_giou: 0.389285 loss_class_aux: 3.766737 loss_bbox_aux: 0.998898 loss_giou_aux: 2.504848 loss_class_dn: 0.318633 loss_bbox_dn: 0.169364 loss_giou_dn: 0.368209 loss_class_aux_dn: 1.714480 loss_bbox_aux_dn: 0.995432 loss_giou_aux_dn: 2.002991 loss: 13.839148 eta: 2 days, 3:13:10 batch_cost: 0.5642 data_cost: 0.0021 ips: 7.0891 images/s [03/30 19:05:59] ppdet.engine INFO: Epoch: [26] [1900/7329] learning_rate: 0.000100 loss_class: 0.608255 loss_bbox: 0.124819 loss_giou: 0.383081 loss_class_aux: 3.931090 loss_bbox_aux: 0.799661 loss_giou_aux: 2.424029 loss_class_dn: 0.333127 loss_bbox_dn: 0.131647 loss_giou_dn: 0.365286 loss_class_aux_dn: 1.821450 loss_bbox_aux_dn: 0.795170 loss_giou_aux_dn: 2.067301 loss: 14.259905 eta: 2 days, 3:12:21 batch_cost: 0.5859 data_cost: 0.0016 ips: 6.8274 images/s [03/30 19:07:01] ppdet.engine INFO: Epoch: [26] [2000/7329] learning_rate: 0.000100 loss_class: 0.574911 loss_bbox: 0.162529 loss_giou: 0.422182 loss_class_aux: 3.745258 loss_bbox_aux: 0.991047 loss_giou_aux: 2.696012 loss_class_dn: 0.345729 loss_bbox_dn: 0.158590 loss_giou_dn: 0.411154 loss_class_aux_dn: 1.864879 loss_bbox_aux_dn: 0.888273 loss_giou_aux_dn: 2.200115 loss: 14.949759 eta: 2 days, 3:11:27 batch_cost: 0.5556 data_cost: 0.0015 ips: 7.1994 images/s [03/30 19:07:58] ppdet.engine INFO: Epoch: [26] [2100/7329] learning_rate: 0.000100 loss_class: 0.637496 loss_bbox: 0.143402 loss_giou: 0.440104 loss_class_aux: 4.017621 loss_bbox_aux: 0.956414 loss_giou_aux: 2.739468 loss_class_dn: 0.361593 loss_bbox_dn: 0.157545 loss_giou_dn: 0.446962 loss_class_aux_dn: 1.942845 loss_bbox_aux_dn: 0.962813 loss_giou_aux_dn: 2.472214 loss: 15.717406 eta: 2 days, 3:10:25 batch_cost: 0.5094 data_cost: 0.0013 ips: 7.8518 images/s [03/30 19:09:02] ppdet.engine INFO: Epoch: [26] [2200/7329] learning_rate: 0.000100 loss_class: 0.554904 loss_bbox: 0.144219 loss_giou: 0.372893 loss_class_aux: 3.438402 loss_bbox_aux: 0.916011 loss_giou_aux: 2.364516 loss_class_dn: 0.319150 loss_bbox_dn: 0.153624 loss_giou_dn: 0.375449 loss_class_aux_dn: 1.717583 loss_bbox_aux_dn: 0.869925 loss_giou_aux_dn: 2.084664 loss: 13.730387 eta: 2 days, 3:09:37 batch_cost: 0.5927 data_cost: 0.0012 ips: 6.7483 images/s [03/30 19:10:06] ppdet.engine INFO: Epoch: [26] [2300/7329] learning_rate: 0.000100 loss_class: 0.654609 loss_bbox: 0.156967 loss_giou: 0.401232 loss_class_aux: 4.137320 loss_bbox_aux: 1.046580 loss_giou_aux: 2.500654 loss_class_dn: 0.349539 loss_bbox_dn: 0.175482 loss_giou_dn: 0.414990 loss_class_aux_dn: 1.880197 loss_bbox_aux_dn: 0.998012 loss_giou_aux_dn: 2.262171 loss: 15.822823 eta: 2 days, 3:08:48 batch_cost: 0.5828 data_cost: 0.0013 ips: 6.8635 images/s [03/30 19:11:06] ppdet.engine INFO: Epoch: [26] [2400/7329] learning_rate: 0.000100 loss_class: 0.630756 loss_bbox: 0.152465 loss_giou: 0.457893 loss_class_aux: 3.994378 loss_bbox_aux: 0.998308 loss_giou_aux: 2.873151 loss_class_dn: 0.367104 loss_bbox_dn: 0.163824 loss_giou_dn: 0.451399 loss_class_aux_dn: 1.963741 loss_bbox_aux_dn: 1.005980 loss_giou_aux_dn: 2.445620 loss: 16.085567 eta: 2 days, 3:07:51 batch_cost: 0.5376 data_cost: 0.0013 ips: 7.4400 images/s [03/30 19:12:05] ppdet.engine INFO: Epoch: [26] [2500/7329] learning_rate: 0.000100 loss_class: 0.609697 loss_bbox: 0.159869 loss_giou: 0.463489 loss_class_aux: 3.835288 loss_bbox_aux: 1.004801 loss_giou_aux: 2.918032 loss_class_dn: 0.365929 loss_bbox_dn: 0.191603 loss_giou_dn: 0.429117 loss_class_aux_dn: 1.971080 loss_bbox_aux_dn: 1.115203 loss_giou_aux_dn: 2.432643 loss: 15.465027 eta: 2 days, 3:06:54 batch_cost: 0.5362 data_cost: 0.0013 ips: 7.4603 images/s [03/30 19:13:09] ppdet.engine INFO: Epoch: [26] [2600/7329] learning_rate: 0.000100 loss_class: 0.673111 loss_bbox: 0.155434 loss_giou: 0.471841 loss_class_aux: 4.212225 loss_bbox_aux: 1.024830 loss_giou_aux: 2.970355 loss_class_dn: 0.380503 loss_bbox_dn: 0.174383 loss_giou_dn: 0.460661 loss_class_aux_dn: 2.068010 loss_bbox_aux_dn: 1.024556 loss_giou_aux_dn: 2.506544 loss: 15.951838 eta: 2 days, 3:06:04 batch_cost: 0.5812 data_cost: 0.0012 ips: 6.8822 images/s [03/30 19:14:16] ppdet.engine INFO: Epoch: [26] [2700/7329] learning_rate: 0.000100 loss_class: 0.680217 loss_bbox: 0.157124 loss_giou: 0.430844 loss_class_aux: 4.386757 loss_bbox_aux: 1.006359 loss_giou_aux: 2.680873 loss_class_dn: 0.348308 loss_bbox_dn: 0.185158 loss_giou_dn: 0.449101 loss_class_aux_dn: 1.887053 loss_bbox_aux_dn: 1.058142 loss_giou_aux_dn: 2.459706 loss: 16.426098 eta: 2 days, 3:05:15 batch_cost: 0.5860 data_cost: 0.0016 ips: 6.8254 images/s [03/30 19:15:23] ppdet.engine INFO: Epoch: [26] [2800/7329] learning_rate: 0.000100 loss_class: 0.544596 loss_bbox: 0.137274 loss_giou: 0.327917 loss_class_aux: 3.489803 loss_bbox_aux: 0.885008 loss_giou_aux: 2.118009 loss_class_dn: 0.288205 loss_bbox_dn: 0.147996 loss_giou_dn: 0.319094 loss_class_aux_dn: 1.575912 loss_bbox_aux_dn: 0.868285 loss_giou_aux_dn: 1.827010 loss: 12.746074 eta: 2 days, 3:04:30 batch_cost: 0.6067 data_cost: 0.0017 ips: 6.5929 images/s [03/30 19:16:26] ppdet.engine INFO: Epoch: [26] [2900/7329] learning_rate: 0.000100 loss_class: 0.626699 loss_bbox: 0.150887 loss_giou: 0.439332 loss_class_aux: 3.997721 loss_bbox_aux: 1.009479 loss_giou_aux: 2.750894 loss_class_dn: 0.359686 loss_bbox_dn: 0.171566 loss_giou_dn: 0.452788 loss_class_aux_dn: 1.962111 loss_bbox_aux_dn: 1.024416 loss_giou_aux_dn: 2.431824 loss: 16.138649 eta: 2 days, 3:03:36 batch_cost: 0.5572 data_cost: 0.0016 ips: 7.1782 images/s [03/30 19:17:27] ppdet.engine INFO: Epoch: [26] [3000/7329] learning_rate: 0.000100 loss_class: 0.580063 loss_bbox: 0.140277 loss_giou: 0.485066 loss_class_aux: 3.631666 loss_bbox_aux: 0.979352 loss_giou_aux: 3.021661 loss_class_dn: 0.365933 loss_bbox_dn: 0.162467 loss_giou_dn: 0.456771 loss_class_aux_dn: 1.924265 loss_bbox_aux_dn: 0.961040 loss_giou_aux_dn: 2.528229 loss: 15.839128 eta: 2 days, 3:02:43 batch_cost: 0.5565 data_cost: 0.0014 ips: 7.1876 images/s [03/30 19:18:26] ppdet.engine INFO: Epoch: [26] [3100/7329] learning_rate: 0.000100 loss_class: 0.688868 loss_bbox: 0.160343 loss_giou: 0.469913 loss_class_aux: 4.318866 loss_bbox_aux: 1.010194 loss_giou_aux: 2.893088 loss_class_dn: 0.375062 loss_bbox_dn: 0.171575 loss_giou_dn: 0.432408 loss_class_aux_dn: 2.057170 loss_bbox_aux_dn: 1.029660 loss_giou_aux_dn: 2.416538 loss: 17.102901 eta: 2 days, 3:01:46 batch_cost: 0.5383 data_cost: 0.0013 ips: 7.4309 images/s [03/30 19:19:29] ppdet.engine INFO: Epoch: [26] [3200/7329] learning_rate: 0.000100 loss_class: 0.586820 loss_bbox: 0.136052 loss_giou: 0.329019 loss_class_aux: 3.870391 loss_bbox_aux: 0.912688 loss_giou_aux: 2.036557 loss_class_dn: 0.325916 loss_bbox_dn: 0.159350 loss_giou_dn: 0.326601 loss_class_aux_dn: 1.791673 loss_bbox_aux_dn: 0.955250 loss_giou_aux_dn: 1.851223 loss: 13.517305 eta: 2 days, 3:00:53 batch_cost: 0.5625 data_cost: 0.0013 ips: 7.1108 images/s [03/30 19:20:30] ppdet.engine INFO: Epoch: [26] [3300/7329] learning_rate: 0.000100 loss_class: 0.567975 loss_bbox: 0.144348 loss_giou: 0.375746 loss_class_aux: 3.705389 loss_bbox_aux: 0.924235 loss_giou_aux: 2.327702 loss_class_dn: 0.326064 loss_bbox_dn: 0.169599 loss_giou_dn: 0.378788 loss_class_aux_dn: 1.737588 loss_bbox_aux_dn: 0.943801 loss_giou_aux_dn: 2.166951 loss: 14.101991 eta: 2 days, 2:59:58 batch_cost: 0.5496 data_cost: 0.0014 ips: 7.2785 images/s [03/30 19:21:27] ppdet.engine INFO: Epoch: [26] [3400/7329] learning_rate: 0.000100 loss_class: 0.673111 loss_bbox: 0.168470 loss_giou: 0.553016 loss_class_aux: 4.352270 loss_bbox_aux: 1.069809 loss_giou_aux: 3.405503 loss_class_dn: 0.390904 loss_bbox_dn: 0.167083 loss_giou_dn: 0.527018 loss_class_aux_dn: 2.046207 loss_bbox_aux_dn: 0.975879 loss_giou_aux_dn: 2.923257 loss: 17.312763 eta: 2 days, 2:58:57 batch_cost: 0.5175 data_cost: 0.0013 ips: 7.7298 images/s [03/30 19:22:26] ppdet.engine INFO: Epoch: [26] [3500/7329] learning_rate: 0.000100 loss_class: 0.527099 loss_bbox: 0.118699 loss_giou: 0.323698 loss_class_aux: 3.374196 loss_bbox_aux: 0.810713 loss_giou_aux: 2.069571 loss_class_dn: 0.287893 loss_bbox_dn: 0.143782 loss_giou_dn: 0.311351 loss_class_aux_dn: 1.552724 loss_bbox_aux_dn: 0.846517 loss_giou_aux_dn: 1.776492 loss: 12.302509 eta: 2 days, 2:57:59 batch_cost: 0.5338 data_cost: 0.0013 ips: 7.4938 images/s [03/30 19:23:22] ppdet.engine INFO: Epoch: [26] [3600/7329] learning_rate: 0.000100 loss_class: 0.581929 loss_bbox: 0.132811 loss_giou: 0.393746 loss_class_aux: 3.650653 loss_bbox_aux: 0.909028 loss_giou_aux: 2.484521 loss_class_dn: 0.318451 loss_bbox_dn: 0.159329 loss_giou_dn: 0.370610 loss_class_aux_dn: 1.767340 loss_bbox_aux_dn: 0.936079 loss_giou_aux_dn: 2.045763 loss: 14.179203 eta: 2 days, 2:56:57 batch_cost: 0.5065 data_cost: 0.0012 ips: 7.8971 images/s [03/30 19:24:17] ppdet.engine INFO: Epoch: [26] [3700/7329] learning_rate: 0.000100 loss_class: 0.652462 loss_bbox: 0.173609 loss_giou: 0.542306 loss_class_aux: 4.045349 loss_bbox_aux: 1.138177 loss_giou_aux: 3.364852 loss_class_dn: 0.374092 loss_bbox_dn: 0.169530 loss_giou_dn: 0.496385 loss_class_aux_dn: 2.003481 loss_bbox_aux_dn: 0.966685 loss_giou_aux_dn: 2.634640 loss: 16.840754 eta: 2 days, 2:55:53 batch_cost: 0.4979 data_cost: 0.0012 ips: 8.0341 images/s [03/30 19:25:13] ppdet.engine INFO: Epoch: [26] [3800/7329] learning_rate: 0.000100 loss_class: 0.581328 loss_bbox: 0.157457 loss_giou: 0.482707 loss_class_aux: 3.819859 loss_bbox_aux: 1.024714 loss_giou_aux: 3.054820 loss_class_dn: 0.356738 loss_bbox_dn: 0.147602 loss_giou_dn: 0.451324 loss_class_aux_dn: 1.896855 loss_bbox_aux_dn: 0.832535 loss_giou_aux_dn: 2.491925 loss: 15.536607 eta: 2 days, 2:54:50 batch_cost: 0.5037 data_cost: 0.0012 ips: 7.9414 images/s [03/30 19:26:09] ppdet.engine INFO: Epoch: [26] [3900/7329] learning_rate: 0.000100 loss_class: 0.673622 loss_bbox: 0.146357 loss_giou: 0.457260 loss_class_aux: 4.266636 loss_bbox_aux: 1.005947 loss_giou_aux: 2.841063 loss_class_dn: 0.370809 loss_bbox_dn: 0.176696 loss_giou_dn: 0.469334 loss_class_aux_dn: 1.991991 loss_bbox_aux_dn: 1.052448 loss_giou_aux_dn: 2.568693 loss: 16.411026 eta: 2 days, 2:53:49 batch_cost: 0.5122 data_cost: 0.0013 ips: 7.8100 images/s [03/30 19:27:06] ppdet.engine INFO: Epoch: [26] [4000/7329] learning_rate: 0.000100 loss_class: 0.652327 loss_bbox: 0.166240 loss_giou: 0.433533 loss_class_aux: 4.137985 loss_bbox_aux: 1.067200 loss_giou_aux: 2.914232 loss_class_dn: 0.382159 loss_bbox_dn: 0.188655 loss_giou_dn: 0.436221 loss_class_aux_dn: 2.048229 loss_bbox_aux_dn: 1.049578 loss_giou_aux_dn: 2.449053 loss: 16.856150 eta: 2 days, 2:52:46 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8984 images/s [03/30 19:28:02] ppdet.engine INFO: Epoch: [26] [4100/7329] learning_rate: 0.000100 loss_class: 0.581380 loss_bbox: 0.133220 loss_giou: 0.364982 loss_class_aux: 3.710388 loss_bbox_aux: 0.873862 loss_giou_aux: 2.415278 loss_class_dn: 0.317481 loss_bbox_dn: 0.151436 loss_giou_dn: 0.388563 loss_class_aux_dn: 1.725702 loss_bbox_aux_dn: 0.908065 loss_giou_aux_dn: 2.089773 loss: 14.498730 eta: 2 days, 2:51:45 batch_cost: 0.5110 data_cost: 0.0014 ips: 7.8276 images/s [03/30 19:28:59] ppdet.engine INFO: Epoch: [26] [4200/7329] learning_rate: 0.000100 loss_class: 0.620685 loss_bbox: 0.154072 loss_giou: 0.410462 loss_class_aux: 3.897368 loss_bbox_aux: 0.986412 loss_giou_aux: 2.720577 loss_class_dn: 0.352794 loss_bbox_dn: 0.164893 loss_giou_dn: 0.426249 loss_class_aux_dn: 1.892875 loss_bbox_aux_dn: 0.999573 loss_giou_aux_dn: 2.419509 loss: 15.474760 eta: 2 days, 2:50:44 batch_cost: 0.5149 data_cost: 0.0012 ips: 7.7684 images/s [03/30 19:29:58] ppdet.engine INFO: Epoch: [26] [4300/7329] learning_rate: 0.000100 loss_class: 0.576505 loss_bbox: 0.143668 loss_giou: 0.359699 loss_class_aux: 3.721009 loss_bbox_aux: 0.963301 loss_giou_aux: 2.302491 loss_class_dn: 0.322876 loss_bbox_dn: 0.163262 loss_giou_dn: 0.368234 loss_class_aux_dn: 1.747926 loss_bbox_aux_dn: 0.992119 loss_giou_aux_dn: 2.028393 loss: 14.389317 eta: 2 days, 2:49:46 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4744 images/s [03/30 19:30:57] ppdet.engine INFO: Epoch: [26] [4400/7329] learning_rate: 0.000100 loss_class: 0.576805 loss_bbox: 0.155749 loss_giou: 0.291267 loss_class_aux: 3.761626 loss_bbox_aux: 1.057923 loss_giou_aux: 1.839549 loss_class_dn: 0.305442 loss_bbox_dn: 0.188626 loss_giou_dn: 0.300582 loss_class_aux_dn: 1.696541 loss_bbox_aux_dn: 1.129557 loss_giou_aux_dn: 1.723330 loss: 13.367619 eta: 2 days, 2:48:47 batch_cost: 0.5280 data_cost: 0.0013 ips: 7.5761 images/s [03/30 19:31:56] ppdet.engine INFO: Epoch: [26] [4500/7329] learning_rate: 0.000100 loss_class: 0.571109 loss_bbox: 0.134817 loss_giou: 0.398900 loss_class_aux: 3.827596 loss_bbox_aux: 0.871284 loss_giou_aux: 2.499848 loss_class_dn: 0.321725 loss_bbox_dn: 0.146980 loss_giou_dn: 0.349126 loss_class_aux_dn: 1.756303 loss_bbox_aux_dn: 0.905217 loss_giou_aux_dn: 2.013077 loss: 13.970898 eta: 2 days, 2:47:50 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4743 images/s [03/30 19:33:02] ppdet.engine INFO: Epoch: [26] [4600/7329] learning_rate: 0.000100 loss_class: 0.654407 loss_bbox: 0.136710 loss_giou: 0.356678 loss_class_aux: 4.055334 loss_bbox_aux: 0.925361 loss_giou_aux: 2.294103 loss_class_dn: 0.322100 loss_bbox_dn: 0.172284 loss_giou_dn: 0.377555 loss_class_aux_dn: 1.774373 loss_bbox_aux_dn: 0.989303 loss_giou_aux_dn: 2.088408 loss: 14.464584 eta: 2 days, 2:47:06 batch_cost: 0.6135 data_cost: 0.0012 ips: 6.5202 images/s [03/30 19:34:01] ppdet.engine INFO: Epoch: [26] [4700/7329] learning_rate: 0.000100 loss_class: 0.614453 loss_bbox: 0.133900 loss_giou: 0.386808 loss_class_aux: 3.950163 loss_bbox_aux: 0.900209 loss_giou_aux: 2.412176 loss_class_dn: 0.357563 loss_bbox_dn: 0.137950 loss_giou_dn: 0.370280 loss_class_aux_dn: 1.977988 loss_bbox_aux_dn: 0.893300 loss_giou_aux_dn: 2.116364 loss: 15.296528 eta: 2 days, 2:46:07 batch_cost: 0.5295 data_cost: 0.0015 ips: 7.5548 images/s [03/30 19:35:02] ppdet.engine INFO: Epoch: [26] [4800/7329] learning_rate: 0.000100 loss_class: 0.563568 loss_bbox: 0.126848 loss_giou: 0.380235 loss_class_aux: 3.686921 loss_bbox_aux: 0.810735 loss_giou_aux: 2.510992 loss_class_dn: 0.320399 loss_bbox_dn: 0.143760 loss_giou_dn: 0.368859 loss_class_aux_dn: 1.764108 loss_bbox_aux_dn: 0.853957 loss_giou_aux_dn: 2.096406 loss: 13.561646 eta: 2 days, 2:45:14 batch_cost: 0.5571 data_cost: 0.0014 ips: 7.1802 images/s [03/30 19:36:09] ppdet.engine INFO: Epoch: [26] [4900/7329] learning_rate: 0.000100 loss_class: 0.549749 loss_bbox: 0.142345 loss_giou: 0.389404 loss_class_aux: 3.583382 loss_bbox_aux: 0.891890 loss_giou_aux: 2.440774 loss_class_dn: 0.329771 loss_bbox_dn: 0.162570 loss_giou_dn: 0.371594 loss_class_aux_dn: 1.735802 loss_bbox_aux_dn: 0.941078 loss_giou_aux_dn: 2.033072 loss: 13.878975 eta: 2 days, 2:44:30 batch_cost: 0.6140 data_cost: 0.0014 ips: 6.5150 images/s [03/30 19:37:23] ppdet.engine INFO: Epoch: [26] [5000/7329] learning_rate: 0.000100 loss_class: 0.603606 loss_bbox: 0.141496 loss_giou: 0.380212 loss_class_aux: 3.845841 loss_bbox_aux: 0.971589 loss_giou_aux: 2.455747 loss_class_dn: 0.321089 loss_bbox_dn: 0.181633 loss_giou_dn: 0.376423 loss_class_aux_dn: 1.723063 loss_bbox_aux_dn: 1.056685 loss_giou_aux_dn: 2.104651 loss: 15.112427 eta: 2 days, 2:43:53 batch_cost: 0.6580 data_cost: 0.0015 ips: 6.0790 images/s [03/30 19:38:22] ppdet.engine INFO: Epoch: [26] [5100/7329] learning_rate: 0.000100 loss_class: 0.555658 loss_bbox: 0.119172 loss_giou: 0.296025 loss_class_aux: 3.567594 loss_bbox_aux: 0.790028 loss_giou_aux: 1.891000 loss_class_dn: 0.272194 loss_bbox_dn: 0.151658 loss_giou_dn: 0.325815 loss_class_aux_dn: 1.524571 loss_bbox_aux_dn: 0.854358 loss_giou_aux_dn: 1.755125 loss: 12.731993 eta: 2 days, 2:42:56 batch_cost: 0.5376 data_cost: 0.0013 ips: 7.4403 images/s [03/30 19:39:18] ppdet.engine INFO: Epoch: [26] [5200/7329] learning_rate: 0.000100 loss_class: 0.656043 loss_bbox: 0.158132 loss_giou: 0.444978 loss_class_aux: 4.159978 loss_bbox_aux: 0.965804 loss_giou_aux: 2.896519 loss_class_dn: 0.368456 loss_bbox_dn: 0.171598 loss_giou_dn: 0.440296 loss_class_aux_dn: 1.895367 loss_bbox_aux_dn: 0.962768 loss_giou_aux_dn: 2.438876 loss: 16.044865 eta: 2 days, 2:41:53 batch_cost: 0.5054 data_cost: 0.0012 ips: 7.9148 images/s [03/30 19:40:14] ppdet.engine INFO: Epoch: [26] [5300/7329] learning_rate: 0.000100 loss_class: 0.575751 loss_bbox: 0.148925 loss_giou: 0.403676 loss_class_aux: 3.719140 loss_bbox_aux: 0.968284 loss_giou_aux: 2.490164 loss_class_dn: 0.336129 loss_bbox_dn: 0.153779 loss_giou_dn: 0.395284 loss_class_aux_dn: 1.830259 loss_bbox_aux_dn: 0.910872 loss_giou_aux_dn: 2.118164 loss: 14.782168 eta: 2 days, 2:40:52 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7984 images/s [03/30 19:41:15] ppdet.engine INFO: Epoch: [26] [5400/7329] learning_rate: 0.000100 loss_class: 0.595734 loss_bbox: 0.133060 loss_giou: 0.428001 loss_class_aux: 3.845267 loss_bbox_aux: 0.893642 loss_giou_aux: 2.702850 loss_class_dn: 0.352664 loss_bbox_dn: 0.148479 loss_giou_dn: 0.398333 loss_class_aux_dn: 1.900512 loss_bbox_aux_dn: 0.913950 loss_giou_aux_dn: 2.226902 loss: 15.155173 eta: 2 days, 2:39:57 batch_cost: 0.5499 data_cost: 0.0013 ips: 7.2743 images/s [03/30 19:42:16] ppdet.engine INFO: Epoch: [26] [5500/7329] learning_rate: 0.000100 loss_class: 0.623216 loss_bbox: 0.143659 loss_giou: 0.410160 loss_class_aux: 4.146289 loss_bbox_aux: 0.936762 loss_giou_aux: 2.559714 loss_class_dn: 0.357156 loss_bbox_dn: 0.167559 loss_giou_dn: 0.410552 loss_class_aux_dn: 1.928507 loss_bbox_aux_dn: 1.015571 loss_giou_aux_dn: 2.244234 loss: 15.137698 eta: 2 days, 2:39:03 batch_cost: 0.5539 data_cost: 0.0015 ips: 7.2213 images/s [03/30 19:43:18] ppdet.engine INFO: Epoch: [26] [5600/7329] learning_rate: 0.000100 loss_class: 0.542372 loss_bbox: 0.133159 loss_giou: 0.325615 loss_class_aux: 3.516877 loss_bbox_aux: 0.912234 loss_giou_aux: 2.007852 loss_class_dn: 0.294627 loss_bbox_dn: 0.149078 loss_giou_dn: 0.317344 loss_class_aux_dn: 1.609597 loss_bbox_aux_dn: 0.873981 loss_giou_aux_dn: 1.812524 loss: 13.128208 eta: 2 days, 2:38:09 batch_cost: 0.5556 data_cost: 0.0013 ips: 7.1999 images/s [03/30 19:44:22] ppdet.engine INFO: Epoch: [26] [5700/7329] learning_rate: 0.000100 loss_class: 0.627858 loss_bbox: 0.163544 loss_giou: 0.422258 loss_class_aux: 4.049339 loss_bbox_aux: 1.079144 loss_giou_aux: 2.649550 loss_class_dn: 0.366762 loss_bbox_dn: 0.172951 loss_giou_dn: 0.431748 loss_class_aux_dn: 1.962961 loss_bbox_aux_dn: 1.018116 loss_giou_aux_dn: 2.367574 loss: 15.381050 eta: 2 days, 2:37:19 batch_cost: 0.5805 data_cost: 0.0014 ips: 6.8906 images/s [03/30 19:45:21] ppdet.engine INFO: Epoch: [26] [5800/7329] learning_rate: 0.000100 loss_class: 0.562215 loss_bbox: 0.140737 loss_giou: 0.353556 loss_class_aux: 3.624335 loss_bbox_aux: 0.934703 loss_giou_aux: 2.160936 loss_class_dn: 0.316817 loss_bbox_dn: 0.153412 loss_giou_dn: 0.358599 loss_class_aux_dn: 1.694340 loss_bbox_aux_dn: 0.887621 loss_giou_aux_dn: 1.998209 loss: 13.704443 eta: 2 days, 2:36:21 batch_cost: 0.5308 data_cost: 0.0013 ips: 7.5360 images/s [03/30 19:46:18] ppdet.engine INFO: Epoch: [26] [5900/7329] learning_rate: 0.000100 loss_class: 0.639852 loss_bbox: 0.141153 loss_giou: 0.454798 loss_class_aux: 3.966218 loss_bbox_aux: 0.935020 loss_giou_aux: 2.805772 loss_class_dn: 0.370637 loss_bbox_dn: 0.154363 loss_giou_dn: 0.457299 loss_class_aux_dn: 1.983664 loss_bbox_aux_dn: 0.964027 loss_giou_aux_dn: 2.510329 loss: 16.318707 eta: 2 days, 2:35:20 batch_cost: 0.5149 data_cost: 0.0013 ips: 7.7691 images/s [03/30 19:47:17] ppdet.engine INFO: Epoch: [26] [6000/7329] learning_rate: 0.000100 loss_class: 0.623356 loss_bbox: 0.156626 loss_giou: 0.479019 loss_class_aux: 3.816337 loss_bbox_aux: 1.006081 loss_giou_aux: 3.027418 loss_class_dn: 0.374776 loss_bbox_dn: 0.164774 loss_giou_dn: 0.451303 loss_class_aux_dn: 1.942051 loss_bbox_aux_dn: 0.978805 loss_giou_aux_dn: 2.489054 loss: 15.474995 eta: 2 days, 2:34:23 batch_cost: 0.5360 data_cost: 0.0012 ips: 7.4621 images/s [03/30 19:48:17] ppdet.engine INFO: Epoch: [26] [6100/7329] learning_rate: 0.000100 loss_class: 0.640812 loss_bbox: 0.156695 loss_giou: 0.408465 loss_class_aux: 4.129507 loss_bbox_aux: 1.057926 loss_giou_aux: 2.582813 loss_class_dn: 0.345396 loss_bbox_dn: 0.179959 loss_giou_dn: 0.416693 loss_class_aux_dn: 1.837151 loss_bbox_aux_dn: 1.104726 loss_giou_aux_dn: 2.306842 loss: 15.521770 eta: 2 days, 2:33:28 batch_cost: 0.5514 data_cost: 0.0013 ips: 7.2545 images/s [03/30 19:49:19] ppdet.engine INFO: Epoch: [26] [6200/7329] learning_rate: 0.000100 loss_class: 0.566856 loss_bbox: 0.138712 loss_giou: 0.355794 loss_class_aux: 3.603648 loss_bbox_aux: 0.885403 loss_giou_aux: 2.280230 loss_class_dn: 0.315937 loss_bbox_dn: 0.173677 loss_giou_dn: 0.345587 loss_class_aux_dn: 1.682802 loss_bbox_aux_dn: 0.988867 loss_giou_aux_dn: 1.972613 loss: 13.865553 eta: 2 days, 2:32:35 batch_cost: 0.5628 data_cost: 0.0013 ips: 7.1077 images/s [03/30 19:50:18] ppdet.engine INFO: Epoch: [26] [6300/7329] learning_rate: 0.000100 loss_class: 0.604297 loss_bbox: 0.155841 loss_giou: 0.420975 loss_class_aux: 3.916173 loss_bbox_aux: 1.009785 loss_giou_aux: 2.676759 loss_class_dn: 0.344287 loss_bbox_dn: 0.175518 loss_giou_dn: 0.403999 loss_class_aux_dn: 1.845467 loss_bbox_aux_dn: 1.047949 loss_giou_aux_dn: 2.238505 loss: 15.446304 eta: 2 days, 2:31:38 batch_cost: 0.5343 data_cost: 0.0012 ips: 7.4862 images/s [03/30 19:51:18] ppdet.engine INFO: Epoch: [26] [6400/7329] learning_rate: 0.000100 loss_class: 0.579615 loss_bbox: 0.148377 loss_giou: 0.402075 loss_class_aux: 3.683297 loss_bbox_aux: 0.994208 loss_giou_aux: 2.537245 loss_class_dn: 0.326322 loss_bbox_dn: 0.158923 loss_giou_dn: 0.391198 loss_class_aux_dn: 1.732697 loss_bbox_aux_dn: 0.982294 loss_giou_aux_dn: 2.151364 loss: 14.512072 eta: 2 days, 2:30:40 batch_cost: 0.5369 data_cost: 0.0013 ips: 7.4506 images/s [03/30 19:52:15] ppdet.engine INFO: Epoch: [26] [6500/7329] learning_rate: 0.000100 loss_class: 0.633461 loss_bbox: 0.157528 loss_giou: 0.386154 loss_class_aux: 3.955317 loss_bbox_aux: 0.999700 loss_giou_aux: 2.410787 loss_class_dn: 0.340573 loss_bbox_dn: 0.187949 loss_giou_dn: 0.391354 loss_class_aux_dn: 1.825773 loss_bbox_aux_dn: 1.067531 loss_giou_aux_dn: 2.161730 loss: 15.298658 eta: 2 days, 2:29:40 batch_cost: 0.5174 data_cost: 0.0013 ips: 7.7306 images/s [03/30 19:53:12] ppdet.engine INFO: Epoch: [26] [6600/7329] learning_rate: 0.000100 loss_class: 0.578027 loss_bbox: 0.139252 loss_giou: 0.431923 loss_class_aux: 3.702479 loss_bbox_aux: 0.894337 loss_giou_aux: 2.619092 loss_class_dn: 0.345385 loss_bbox_dn: 0.154904 loss_giou_dn: 0.417033 loss_class_aux_dn: 1.899326 loss_bbox_aux_dn: 0.907685 loss_giou_aux_dn: 2.339188 loss: 15.112892 eta: 2 days, 2:28:39 batch_cost: 0.5132 data_cost: 0.0012 ips: 7.7941 images/s [03/30 19:54:12] ppdet.engine INFO: Epoch: [26] [6700/7329] learning_rate: 0.000100 loss_class: 0.621499 loss_bbox: 0.161742 loss_giou: 0.447190 loss_class_aux: 4.009451 loss_bbox_aux: 1.064749 loss_giou_aux: 2.812344 loss_class_dn: 0.349570 loss_bbox_dn: 0.172492 loss_giou_dn: 0.463072 loss_class_aux_dn: 1.897944 loss_bbox_aux_dn: 0.997561 loss_giou_aux_dn: 2.530324 loss: 15.693031 eta: 2 days, 2:27:43 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3284 images/s [03/30 19:55:10] ppdet.engine INFO: Epoch: [26] [6800/7329] learning_rate: 0.000100 loss_class: 0.529443 loss_bbox: 0.141243 loss_giou: 0.364905 loss_class_aux: 3.611753 loss_bbox_aux: 0.856413 loss_giou_aux: 2.322568 loss_class_dn: 0.307423 loss_bbox_dn: 0.163036 loss_giou_dn: 0.353411 loss_class_aux_dn: 1.654588 loss_bbox_aux_dn: 0.972698 loss_giou_aux_dn: 1.988437 loss: 13.392649 eta: 2 days, 2:26:44 batch_cost: 0.5225 data_cost: 0.0013 ips: 7.6561 images/s [03/30 19:56:09] ppdet.engine INFO: Epoch: [26] [6900/7329] learning_rate: 0.000100 loss_class: 0.613694 loss_bbox: 0.139137 loss_giou: 0.425152 loss_class_aux: 3.828950 loss_bbox_aux: 0.918000 loss_giou_aux: 2.627601 loss_class_dn: 0.367189 loss_bbox_dn: 0.155717 loss_giou_dn: 0.431738 loss_class_aux_dn: 1.916280 loss_bbox_aux_dn: 0.955818 loss_giou_aux_dn: 2.347154 loss: 15.290981 eta: 2 days, 2:25:46 batch_cost: 0.5357 data_cost: 0.0012 ips: 7.4662 images/s [03/30 19:57:10] ppdet.engine INFO: Epoch: [26] [7000/7329] learning_rate: 0.000100 loss_class: 0.543503 loss_bbox: 0.146596 loss_giou: 0.383537 loss_class_aux: 3.488482 loss_bbox_aux: 0.953689 loss_giou_aux: 2.448931 loss_class_dn: 0.324341 loss_bbox_dn: 0.151886 loss_giou_dn: 0.411133 loss_class_aux_dn: 1.702145 loss_bbox_aux_dn: 0.915682 loss_giou_aux_dn: 2.272152 loss: 14.254602 eta: 2 days, 2:24:51 batch_cost: 0.5493 data_cost: 0.0013 ips: 7.2818 images/s [03/30 19:58:13] ppdet.engine INFO: Epoch: [26] [7100/7329] learning_rate: 0.000100 loss_class: 0.578914 loss_bbox: 0.130624 loss_giou: 0.438235 loss_class_aux: 3.785051 loss_bbox_aux: 0.881779 loss_giou_aux: 2.711324 loss_class_dn: 0.350794 loss_bbox_dn: 0.155679 loss_giou_dn: 0.416725 loss_class_aux_dn: 1.878656 loss_bbox_aux_dn: 0.926744 loss_giou_aux_dn: 2.293213 loss: 15.415041 eta: 2 days, 2:24:01 batch_cost: 0.5746 data_cost: 0.0013 ips: 6.9608 images/s [03/30 19:59:13] ppdet.engine INFO: Epoch: [26] [7200/7329] learning_rate: 0.000100 loss_class: 0.583208 loss_bbox: 0.141176 loss_giou: 0.380867 loss_class_aux: 3.737168 loss_bbox_aux: 0.966935 loss_giou_aux: 2.461882 loss_class_dn: 0.309518 loss_bbox_dn: 0.153524 loss_giou_dn: 0.369707 loss_class_aux_dn: 1.635041 loss_bbox_aux_dn: 0.924155 loss_giou_aux_dn: 2.106659 loss: 13.959656 eta: 2 days, 2:23:05 batch_cost: 0.5461 data_cost: 0.0013 ips: 7.3245 images/s [03/30 20:00:17] ppdet.engine INFO: Epoch: [26] [7300/7329] learning_rate: 0.000100 loss_class: 0.667277 loss_bbox: 0.154412 loss_giou: 0.458363 loss_class_aux: 4.185901 loss_bbox_aux: 0.995346 loss_giou_aux: 2.932001 loss_class_dn: 0.388296 loss_bbox_dn: 0.173633 loss_giou_dn: 0.433746 loss_class_aux_dn: 2.024064 loss_bbox_aux_dn: 0.986609 loss_giou_aux_dn: 2.437374 loss: 16.504066 eta: 2 days, 2:22:16 batch_cost: 0.5888 data_cost: 0.0012 ips: 6.7931 images/s [03/30 20:00:40] ppdet.engine INFO: Eval iter: 0 [03/30 20:01:09] ppdet.engine INFO: Eval iter: 100 [03/30 20:01:38] ppdet.engine INFO: Eval iter: 200 [03/30 20:02:07] ppdet.engine INFO: Eval iter: 300 [03/30 20:02:35] ppdet.engine INFO: Eval iter: 400 [03/30 20:03:03] ppdet.engine INFO: Eval iter: 500 [03/30 20:03:32] ppdet.engine INFO: Eval iter: 600 [03/30 20:04:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/30 20:04:03] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.90s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.61s). Accumulating evaluation results... DONE (t=28.36s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.697 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.330 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 ] = 0.690 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 ] = 0.708 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 ] = 0.878 [03/30 20:06:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.760134941064575 [03/30 20:06:48] ppdet.engine INFO: Best test bbox ap is 0.515. [03/30 20:06:52] ppdet.engine INFO: Epoch: [27] [ 0/7329] learning_rate: 0.000100 loss_class: 0.695182 loss_bbox: 0.152185 loss_giou: 0.490809 loss_class_aux: 4.275468 loss_bbox_aux: 1.009270 loss_giou_aux: 3.000427 loss_class_dn: 0.388296 loss_bbox_dn: 0.162132 loss_giou_dn: 0.479729 loss_class_aux_dn: 2.024064 loss_bbox_aux_dn: 0.938570 loss_giou_aux_dn: 2.648268 loss: 16.908659 eta: 2 days, 2:22:01 batch_cost: 0.5821 data_cost: 0.0013 ips: 6.8714 images/s [03/30 20:07:58] ppdet.engine INFO: Epoch: [27] [ 100/7329] learning_rate: 0.000100 loss_class: 0.619682 loss_bbox: 0.163686 loss_giou: 0.424778 loss_class_aux: 4.127105 loss_bbox_aux: 1.025798 loss_giou_aux: 2.748703 loss_class_dn: 0.357502 loss_bbox_dn: 0.167967 loss_giou_dn: 0.409982 loss_class_aux_dn: 1.904601 loss_bbox_aux_dn: 1.021160 loss_giou_aux_dn: 2.246263 loss: 15.797915 eta: 2 days, 2:21:15 batch_cost: 0.6059 data_cost: 0.0012 ips: 6.6017 images/s [03/30 20:09:00] ppdet.engine INFO: Epoch: [27] [ 200/7329] learning_rate: 0.000100 loss_class: 0.593139 loss_bbox: 0.144144 loss_giou: 0.425179 loss_class_aux: 3.867540 loss_bbox_aux: 0.930634 loss_giou_aux: 2.807304 loss_class_dn: 0.344884 loss_bbox_dn: 0.163931 loss_giou_dn: 0.459634 loss_class_aux_dn: 1.847054 loss_bbox_aux_dn: 0.987139 loss_giou_aux_dn: 2.451121 loss: 15.415716 eta: 2 days, 2:20:21 batch_cost: 0.5580 data_cost: 0.0018 ips: 7.1689 images/s [03/30 20:09:58] ppdet.engine INFO: Epoch: [27] [ 300/7329] learning_rate: 0.000100 loss_class: 0.550090 loss_bbox: 0.140682 loss_giou: 0.320771 loss_class_aux: 3.657734 loss_bbox_aux: 0.930258 loss_giou_aux: 2.026841 loss_class_dn: 0.305668 loss_bbox_dn: 0.154008 loss_giou_dn: 0.351828 loss_class_aux_dn: 1.633346 loss_bbox_aux_dn: 0.883126 loss_giou_aux_dn: 1.977883 loss: 13.704424 eta: 2 days, 2:19:21 batch_cost: 0.5194 data_cost: 0.0012 ips: 7.7012 images/s [03/30 20:10:59] ppdet.engine INFO: Epoch: [27] [ 400/7329] learning_rate: 0.000100 loss_class: 0.640949 loss_bbox: 0.152779 loss_giou: 0.435799 loss_class_aux: 3.951823 loss_bbox_aux: 1.000189 loss_giou_aux: 2.768185 loss_class_dn: 0.356238 loss_bbox_dn: 0.163242 loss_giou_dn: 0.441145 loss_class_aux_dn: 1.895014 loss_bbox_aux_dn: 0.950614 loss_giou_aux_dn: 2.425376 loss: 16.079594 eta: 2 days, 2:18:27 batch_cost: 0.5562 data_cost: 0.0013 ips: 7.1912 images/s [03/30 20:12:01] ppdet.engine INFO: Epoch: [27] [ 500/7329] learning_rate: 0.000100 loss_class: 0.578094 loss_bbox: 0.134303 loss_giou: 0.357272 loss_class_aux: 3.584303 loss_bbox_aux: 0.911163 loss_giou_aux: 2.368413 loss_class_dn: 0.327324 loss_bbox_dn: 0.151575 loss_giou_dn: 0.387489 loss_class_aux_dn: 1.729379 loss_bbox_aux_dn: 0.941962 loss_giou_aux_dn: 2.130831 loss: 13.624140 eta: 2 days, 2:17:35 batch_cost: 0.5635 data_cost: 0.0013 ips: 7.0982 images/s [03/30 20:13:03] ppdet.engine INFO: Epoch: [27] [ 600/7329] learning_rate: 0.000100 loss_class: 0.592532 loss_bbox: 0.140186 loss_giou: 0.428585 loss_class_aux: 3.764686 loss_bbox_aux: 1.014440 loss_giou_aux: 2.677275 loss_class_dn: 0.334202 loss_bbox_dn: 0.175459 loss_giou_dn: 0.395669 loss_class_aux_dn: 1.799812 loss_bbox_aux_dn: 1.111456 loss_giou_aux_dn: 2.203705 loss: 14.795826 eta: 2 days, 2:16:40 batch_cost: 0.5543 data_cost: 0.0017 ips: 7.2166 images/s [03/30 20:14:02] ppdet.engine INFO: Epoch: [27] [ 700/7329] learning_rate: 0.000100 loss_class: 0.628355 loss_bbox: 0.158982 loss_giou: 0.370275 loss_class_aux: 3.931935 loss_bbox_aux: 1.009624 loss_giou_aux: 2.417041 loss_class_dn: 0.345234 loss_bbox_dn: 0.166330 loss_giou_dn: 0.396850 loss_class_aux_dn: 1.843022 loss_bbox_aux_dn: 0.997591 loss_giou_aux_dn: 2.209025 loss: 15.643303 eta: 2 days, 2:15:44 batch_cost: 0.5388 data_cost: 0.0012 ips: 7.4243 images/s [03/30 20:14:59] ppdet.engine INFO: Epoch: [27] [ 800/7329] learning_rate: 0.000100 loss_class: 0.660483 loss_bbox: 0.158121 loss_giou: 0.411049 loss_class_aux: 4.093617 loss_bbox_aux: 1.025585 loss_giou_aux: 2.656876 loss_class_dn: 0.361559 loss_bbox_dn: 0.189207 loss_giou_dn: 0.433557 loss_class_aux_dn: 1.959900 loss_bbox_aux_dn: 1.122585 loss_giou_aux_dn: 2.385547 loss: 15.720604 eta: 2 days, 2:14:44 batch_cost: 0.5201 data_cost: 0.0012 ips: 7.6905 images/s [03/30 20:16:00] ppdet.engine INFO: Epoch: [27] [ 900/7329] learning_rate: 0.000100 loss_class: 0.522299 loss_bbox: 0.138563 loss_giou: 0.378846 loss_class_aux: 3.419783 loss_bbox_aux: 0.886480 loss_giou_aux: 2.571615 loss_class_dn: 0.316922 loss_bbox_dn: 0.129525 loss_giou_dn: 0.360206 loss_class_aux_dn: 1.688573 loss_bbox_aux_dn: 0.790285 loss_giou_aux_dn: 1.969338 loss: 13.623384 eta: 2 days, 2:13:48 batch_cost: 0.5437 data_cost: 0.0015 ips: 7.3566 images/s [03/30 20:16:59] ppdet.engine INFO: Epoch: [27] [1000/7329] learning_rate: 0.000100 loss_class: 0.617044 loss_bbox: 0.152568 loss_giou: 0.465969 loss_class_aux: 4.005354 loss_bbox_aux: 0.970646 loss_giou_aux: 2.881992 loss_class_dn: 0.360602 loss_bbox_dn: 0.162998 loss_giou_dn: 0.445985 loss_class_aux_dn: 1.963222 loss_bbox_aux_dn: 0.952583 loss_giou_aux_dn: 2.409218 loss: 16.168873 eta: 2 days, 2:12:51 batch_cost: 0.5394 data_cost: 0.0014 ips: 7.4155 images/s [03/30 20:17:56] ppdet.engine INFO: Epoch: [27] [1100/7329] learning_rate: 0.000100 loss_class: 0.542857 loss_bbox: 0.136705 loss_giou: 0.313902 loss_class_aux: 3.466873 loss_bbox_aux: 0.906839 loss_giou_aux: 2.038801 loss_class_dn: 0.299881 loss_bbox_dn: 0.153950 loss_giou_dn: 0.317927 loss_class_aux_dn: 1.612691 loss_bbox_aux_dn: 0.914608 loss_giou_aux_dn: 1.769305 loss: 12.538302 eta: 2 days, 2:11:50 batch_cost: 0.5108 data_cost: 0.0014 ips: 7.8301 images/s [03/30 20:18:52] ppdet.engine INFO: Epoch: [27] [1200/7329] learning_rate: 0.000100 loss_class: 0.629093 loss_bbox: 0.155478 loss_giou: 0.417392 loss_class_aux: 4.021200 loss_bbox_aux: 0.994188 loss_giou_aux: 2.620251 loss_class_dn: 0.351120 loss_bbox_dn: 0.166867 loss_giou_dn: 0.412011 loss_class_aux_dn: 1.916409 loss_bbox_aux_dn: 0.995462 loss_giou_aux_dn: 2.259365 loss: 15.275394 eta: 2 days, 2:10:47 batch_cost: 0.5026 data_cost: 0.0013 ips: 7.9590 images/s [03/30 20:19:51] ppdet.engine INFO: Epoch: [27] [1300/7329] learning_rate: 0.000100 loss_class: 0.572833 loss_bbox: 0.156121 loss_giou: 0.380974 loss_class_aux: 3.697973 loss_bbox_aux: 1.040783 loss_giou_aux: 2.371128 loss_class_dn: 0.318943 loss_bbox_dn: 0.169531 loss_giou_dn: 0.387404 loss_class_aux_dn: 1.771630 loss_bbox_aux_dn: 0.986731 loss_giou_aux_dn: 2.169858 loss: 14.161628 eta: 2 days, 2:09:49 batch_cost: 0.5321 data_cost: 0.0013 ips: 7.5175 images/s [03/30 20:20:51] ppdet.engine INFO: Epoch: [27] [1400/7329] learning_rate: 0.000100 loss_class: 0.620817 loss_bbox: 0.163293 loss_giou: 0.432316 loss_class_aux: 3.952391 loss_bbox_aux: 1.092944 loss_giou_aux: 2.731936 loss_class_dn: 0.362858 loss_bbox_dn: 0.190421 loss_giou_dn: 0.439183 loss_class_aux_dn: 1.915702 loss_bbox_aux_dn: 1.122166 loss_giou_aux_dn: 2.428666 loss: 16.195015 eta: 2 days, 2:08:53 batch_cost: 0.5439 data_cost: 0.0017 ips: 7.3543 images/s [03/30 20:21:53] ppdet.engine INFO: Epoch: [27] [1500/7329] learning_rate: 0.000100 loss_class: 0.588104 loss_bbox: 0.132799 loss_giou: 0.401422 loss_class_aux: 3.731688 loss_bbox_aux: 0.892469 loss_giou_aux: 2.505590 loss_class_dn: 0.330023 loss_bbox_dn: 0.156311 loss_giou_dn: 0.404478 loss_class_aux_dn: 1.751168 loss_bbox_aux_dn: 0.908802 loss_giou_aux_dn: 2.194306 loss: 14.566832 eta: 2 days, 2:08:00 batch_cost: 0.5639 data_cost: 0.0012 ips: 7.0932 images/s [03/30 20:22:53] ppdet.engine INFO: Epoch: [27] [1600/7329] learning_rate: 0.000100 loss_class: 0.605206 loss_bbox: 0.154939 loss_giou: 0.498349 loss_class_aux: 3.853190 loss_bbox_aux: 1.034641 loss_giou_aux: 3.043759 loss_class_dn: 0.382416 loss_bbox_dn: 0.168981 loss_giou_dn: 0.464862 loss_class_aux_dn: 2.051614 loss_bbox_aux_dn: 0.987467 loss_giou_aux_dn: 2.485539 loss: 16.116035 eta: 2 days, 2:07:04 batch_cost: 0.5391 data_cost: 0.0012 ips: 7.4198 images/s [03/30 20:23:55] ppdet.engine INFO: Epoch: [27] [1700/7329] learning_rate: 0.000100 loss_class: 0.560978 loss_bbox: 0.141797 loss_giou: 0.364727 loss_class_aux: 3.677976 loss_bbox_aux: 0.926587 loss_giou_aux: 2.396151 loss_class_dn: 0.304288 loss_bbox_dn: 0.163293 loss_giou_dn: 0.367391 loss_class_aux_dn: 1.656466 loss_bbox_aux_dn: 0.961258 loss_giou_aux_dn: 1.994656 loss: 14.277838 eta: 2 days, 2:06:12 batch_cost: 0.5683 data_cost: 0.0012 ips: 7.0392 images/s [03/30 20:24:53] ppdet.engine INFO: Epoch: [27] [1800/7329] learning_rate: 0.000100 loss_class: 0.613595 loss_bbox: 0.154879 loss_giou: 0.432142 loss_class_aux: 3.837622 loss_bbox_aux: 0.953655 loss_giou_aux: 2.751049 loss_class_dn: 0.352714 loss_bbox_dn: 0.161831 loss_giou_dn: 0.421872 loss_class_aux_dn: 1.863911 loss_bbox_aux_dn: 0.940757 loss_giou_aux_dn: 2.310172 loss: 16.109203 eta: 2 days, 2:05:12 batch_cost: 0.5232 data_cost: 0.0012 ips: 7.6456 images/s [03/30 20:25:56] ppdet.engine INFO: Epoch: [27] [1900/7329] learning_rate: 0.000100 loss_class: 0.621274 loss_bbox: 0.151530 loss_giou: 0.472437 loss_class_aux: 3.856186 loss_bbox_aux: 1.010628 loss_giou_aux: 2.973323 loss_class_dn: 0.367029 loss_bbox_dn: 0.158532 loss_giou_dn: 0.459397 loss_class_aux_dn: 1.967838 loss_bbox_aux_dn: 0.935663 loss_giou_aux_dn: 2.550546 loss: 16.327229 eta: 2 days, 2:04:22 batch_cost: 0.5786 data_cost: 0.0015 ips: 6.9134 images/s [03/30 20:26:58] ppdet.engine INFO: Epoch: [27] [2000/7329] learning_rate: 0.000100 loss_class: 0.554780 loss_bbox: 0.167750 loss_giou: 0.387523 loss_class_aux: 3.599962 loss_bbox_aux: 1.051864 loss_giou_aux: 2.499187 loss_class_dn: 0.337461 loss_bbox_dn: 0.187718 loss_giou_dn: 0.406643 loss_class_aux_dn: 1.813718 loss_bbox_aux_dn: 1.078289 loss_giou_aux_dn: 2.244009 loss: 14.808314 eta: 2 days, 2:03:28 batch_cost: 0.5529 data_cost: 0.0015 ips: 7.2349 images/s [03/30 20:27:56] ppdet.engine INFO: Epoch: [27] [2100/7329] learning_rate: 0.000100 loss_class: 0.632286 loss_bbox: 0.148656 loss_giou: 0.404930 loss_class_aux: 3.979084 loss_bbox_aux: 0.986068 loss_giou_aux: 2.622861 loss_class_dn: 0.355193 loss_bbox_dn: 0.151981 loss_giou_dn: 0.432074 loss_class_aux_dn: 1.888353 loss_bbox_aux_dn: 0.895357 loss_giou_aux_dn: 2.305006 loss: 15.679288 eta: 2 days, 2:02:29 batch_cost: 0.5260 data_cost: 0.0012 ips: 7.6042 images/s [03/30 20:28:57] ppdet.engine INFO: Epoch: [27] [2200/7329] learning_rate: 0.000100 loss_class: 0.665102 loss_bbox: 0.149899 loss_giou: 0.413327 loss_class_aux: 4.226980 loss_bbox_aux: 0.992462 loss_giou_aux: 2.714487 loss_class_dn: 0.360981 loss_bbox_dn: 0.166753 loss_giou_dn: 0.382883 loss_class_aux_dn: 1.952129 loss_bbox_aux_dn: 1.024824 loss_giou_aux_dn: 2.184516 loss: 15.777752 eta: 2 days, 2:01:36 batch_cost: 0.5612 data_cost: 0.0012 ips: 7.1281 images/s [03/30 20:29:59] ppdet.engine INFO: Epoch: [27] [2300/7329] learning_rate: 0.000100 loss_class: 0.649400 loss_bbox: 0.155405 loss_giou: 0.452282 loss_class_aux: 4.102648 loss_bbox_aux: 1.056371 loss_giou_aux: 2.913499 loss_class_dn: 0.355919 loss_bbox_dn: 0.162813 loss_giou_dn: 0.453765 loss_class_aux_dn: 1.924315 loss_bbox_aux_dn: 0.979479 loss_giou_aux_dn: 2.522567 loss: 15.942289 eta: 2 days, 2:00:43 batch_cost: 0.5623 data_cost: 0.0013 ips: 7.1133 images/s [03/30 20:31:04] ppdet.engine INFO: Epoch: [27] [2400/7329] learning_rate: 0.000100 loss_class: 0.668705 loss_bbox: 0.157342 loss_giou: 0.396281 loss_class_aux: 4.122877 loss_bbox_aux: 1.041620 loss_giou_aux: 2.434802 loss_class_dn: 0.329839 loss_bbox_dn: 0.185268 loss_giou_dn: 0.406683 loss_class_aux_dn: 1.738672 loss_bbox_aux_dn: 1.109895 loss_giou_aux_dn: 2.292812 loss: 15.485456 eta: 2 days, 1:59:54 batch_cost: 0.5856 data_cost: 0.0017 ips: 6.8301 images/s [03/30 20:32:00] ppdet.engine INFO: Epoch: [27] [2500/7329] learning_rate: 0.000100 loss_class: 0.611327 loss_bbox: 0.154997 loss_giou: 0.441372 loss_class_aux: 3.903737 loss_bbox_aux: 0.989873 loss_giou_aux: 2.763219 loss_class_dn: 0.338526 loss_bbox_dn: 0.154723 loss_giou_dn: 0.443714 loss_class_aux_dn: 1.781689 loss_bbox_aux_dn: 0.923075 loss_giou_aux_dn: 2.403905 loss: 15.094765 eta: 2 days, 1:58:52 batch_cost: 0.5090 data_cost: 0.0012 ips: 7.8583 images/s [03/30 20:32:56] ppdet.engine INFO: Epoch: [27] [2600/7329] learning_rate: 0.000100 loss_class: 0.515510 loss_bbox: 0.148551 loss_giou: 0.408954 loss_class_aux: 3.521327 loss_bbox_aux: 0.958674 loss_giou_aux: 2.562586 loss_class_dn: 0.330893 loss_bbox_dn: 0.163955 loss_giou_dn: 0.394426 loss_class_aux_dn: 1.794803 loss_bbox_aux_dn: 0.957771 loss_giou_aux_dn: 2.137556 loss: 13.982246 eta: 2 days, 1:57:50 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8990 images/s [03/30 20:33:54] ppdet.engine INFO: Epoch: [27] [2700/7329] learning_rate: 0.000100 loss_class: 0.604487 loss_bbox: 0.140744 loss_giou: 0.369969 loss_class_aux: 3.672207 loss_bbox_aux: 0.918292 loss_giou_aux: 2.409615 loss_class_dn: 0.321126 loss_bbox_dn: 0.165800 loss_giou_dn: 0.356559 loss_class_aux_dn: 1.696729 loss_bbox_aux_dn: 0.963383 loss_giou_aux_dn: 1.956360 loss: 14.174463 eta: 2 days, 1:56:51 batch_cost: 0.5246 data_cost: 0.0015 ips: 7.6242 images/s [03/30 20:34:54] ppdet.engine INFO: Epoch: [27] [2800/7329] learning_rate: 0.000100 loss_class: 0.638232 loss_bbox: 0.160722 loss_giou: 0.387361 loss_class_aux: 4.238053 loss_bbox_aux: 1.053145 loss_giou_aux: 2.518326 loss_class_dn: 0.364802 loss_bbox_dn: 0.174163 loss_giou_dn: 0.401108 loss_class_aux_dn: 1.962597 loss_bbox_aux_dn: 1.040030 loss_giou_aux_dn: 2.218285 loss: 15.896656 eta: 2 days, 1:55:55 batch_cost: 0.5412 data_cost: 0.0013 ips: 7.3904 images/s [03/30 20:35:51] ppdet.engine INFO: Epoch: [27] [2900/7329] learning_rate: 0.000100 loss_class: 0.657003 loss_bbox: 0.137866 loss_giou: 0.394668 loss_class_aux: 4.007413 loss_bbox_aux: 0.915976 loss_giou_aux: 2.576260 loss_class_dn: 0.358465 loss_bbox_dn: 0.155353 loss_giou_dn: 0.405368 loss_class_aux_dn: 1.911690 loss_bbox_aux_dn: 0.917185 loss_giou_aux_dn: 2.310680 loss: 15.473150 eta: 2 days, 1:54:53 batch_cost: 0.5098 data_cost: 0.0013 ips: 7.8468 images/s [03/30 20:36:52] ppdet.engine INFO: Epoch: [27] [3000/7329] learning_rate: 0.000100 loss_class: 0.650334 loss_bbox: 0.149695 loss_giou: 0.381151 loss_class_aux: 4.132617 loss_bbox_aux: 0.966658 loss_giou_aux: 2.462648 loss_class_dn: 0.339194 loss_bbox_dn: 0.171495 loss_giou_dn: 0.387515 loss_class_aux_dn: 1.783137 loss_bbox_aux_dn: 1.002484 loss_giou_aux_dn: 2.207372 loss: 14.830563 eta: 2 days, 1:54:00 batch_cost: 0.5631 data_cost: 0.0012 ips: 7.1031 images/s [03/30 20:37:54] ppdet.engine INFO: Epoch: [27] [3100/7329] learning_rate: 0.000100 loss_class: 0.653319 loss_bbox: 0.169380 loss_giou: 0.444443 loss_class_aux: 4.266781 loss_bbox_aux: 1.141313 loss_giou_aux: 2.796158 loss_class_dn: 0.371594 loss_bbox_dn: 0.189399 loss_giou_dn: 0.442453 loss_class_aux_dn: 2.015867 loss_bbox_aux_dn: 1.075954 loss_giou_aux_dn: 2.464593 loss: 16.232059 eta: 2 days, 1:53:07 batch_cost: 0.5583 data_cost: 0.0012 ips: 7.1649 images/s [03/30 20:38:56] ppdet.engine INFO: Epoch: [27] [3200/7329] learning_rate: 0.000100 loss_class: 0.583885 loss_bbox: 0.132261 loss_giou: 0.406476 loss_class_aux: 3.791505 loss_bbox_aux: 0.915976 loss_giou_aux: 2.613048 loss_class_dn: 0.335198 loss_bbox_dn: 0.152545 loss_giou_dn: 0.408241 loss_class_aux_dn: 1.809791 loss_bbox_aux_dn: 0.886047 loss_giou_aux_dn: 2.244202 loss: 14.528228 eta: 2 days, 1:52:15 batch_cost: 0.5693 data_cost: 0.0014 ips: 7.0258 images/s [03/30 20:39:55] ppdet.engine INFO: Epoch: [27] [3300/7329] learning_rate: 0.000100 loss_class: 0.572495 loss_bbox: 0.138583 loss_giou: 0.468213 loss_class_aux: 3.589118 loss_bbox_aux: 0.890991 loss_giou_aux: 2.931067 loss_class_dn: 0.345996 loss_bbox_dn: 0.123933 loss_giou_dn: 0.415350 loss_class_aux_dn: 1.890397 loss_bbox_aux_dn: 0.763024 loss_giou_aux_dn: 2.299822 loss: 14.964624 eta: 2 days, 1:51:17 batch_cost: 0.5313 data_cost: 0.0012 ips: 7.5287 images/s [03/30 20:40:51] ppdet.engine INFO: Epoch: [27] [3400/7329] learning_rate: 0.000100 loss_class: 0.583078 loss_bbox: 0.131412 loss_giou: 0.383856 loss_class_aux: 3.629307 loss_bbox_aux: 0.870896 loss_giou_aux: 2.445288 loss_class_dn: 0.326273 loss_bbox_dn: 0.149072 loss_giou_dn: 0.363587 loss_class_aux_dn: 1.745941 loss_bbox_aux_dn: 0.881781 loss_giou_aux_dn: 2.028984 loss: 14.364825 eta: 2 days, 1:50:16 batch_cost: 0.5118 data_cost: 0.0013 ips: 7.8149 images/s [03/30 20:41:50] ppdet.engine INFO: Epoch: [27] [3500/7329] learning_rate: 0.000100 loss_class: 0.650357 loss_bbox: 0.149184 loss_giou: 0.447378 loss_class_aux: 4.060880 loss_bbox_aux: 1.003005 loss_giou_aux: 2.989892 loss_class_dn: 0.370157 loss_bbox_dn: 0.181465 loss_giou_dn: 0.458764 loss_class_aux_dn: 1.979259 loss_bbox_aux_dn: 1.099709 loss_giou_aux_dn: 2.567614 loss: 17.004692 eta: 2 days, 1:49:19 batch_cost: 0.5342 data_cost: 0.0013 ips: 7.4878 images/s [03/30 20:42:46] ppdet.engine INFO: Epoch: [27] [3600/7329] learning_rate: 0.000100 loss_class: 0.573814 loss_bbox: 0.120236 loss_giou: 0.364942 loss_class_aux: 3.687002 loss_bbox_aux: 0.844563 loss_giou_aux: 2.259278 loss_class_dn: 0.327369 loss_bbox_dn: 0.149834 loss_giou_dn: 0.371673 loss_class_aux_dn: 1.732526 loss_bbox_aux_dn: 0.907448 loss_giou_aux_dn: 2.047981 loss: 13.871689 eta: 2 days, 1:48:16 batch_cost: 0.5020 data_cost: 0.0013 ips: 7.9676 images/s [03/30 20:43:43] ppdet.engine INFO: Epoch: [27] [3700/7329] learning_rate: 0.000100 loss_class: 0.572864 loss_bbox: 0.146927 loss_giou: 0.398248 loss_class_aux: 3.722666 loss_bbox_aux: 0.980216 loss_giou_aux: 2.562124 loss_class_dn: 0.330841 loss_bbox_dn: 0.148855 loss_giou_dn: 0.399521 loss_class_aux_dn: 1.799080 loss_bbox_aux_dn: 0.909560 loss_giou_aux_dn: 2.190521 loss: 14.524307 eta: 2 days, 1:47:16 batch_cost: 0.5168 data_cost: 0.0014 ips: 7.7399 images/s [03/30 20:44:41] ppdet.engine INFO: Epoch: [27] [3800/7329] learning_rate: 0.000100 loss_class: 0.582745 loss_bbox: 0.136035 loss_giou: 0.414639 loss_class_aux: 3.762363 loss_bbox_aux: 0.905258 loss_giou_aux: 2.621168 loss_class_dn: 0.318559 loss_bbox_dn: 0.158948 loss_giou_dn: 0.382339 loss_class_aux_dn: 1.700285 loss_bbox_aux_dn: 0.956072 loss_giou_aux_dn: 2.121103 loss: 14.718708 eta: 2 days, 1:46:16 batch_cost: 0.5178 data_cost: 0.0012 ips: 7.7251 images/s [03/30 20:45:38] ppdet.engine INFO: Epoch: [27] [3900/7329] learning_rate: 0.000100 loss_class: 0.673926 loss_bbox: 0.142863 loss_giou: 0.493705 loss_class_aux: 4.157316 loss_bbox_aux: 1.010293 loss_giou_aux: 3.072031 loss_class_dn: 0.392129 loss_bbox_dn: 0.163660 loss_giou_dn: 0.487900 loss_class_aux_dn: 2.107571 loss_bbox_aux_dn: 0.921505 loss_giou_aux_dn: 2.679967 loss: 16.315559 eta: 2 days, 1:45:16 batch_cost: 0.5232 data_cost: 0.0012 ips: 7.6448 images/s [03/30 20:46:37] ppdet.engine INFO: Epoch: [27] [4000/7329] learning_rate: 0.000100 loss_class: 0.635744 loss_bbox: 0.145614 loss_giou: 0.438170 loss_class_aux: 4.067099 loss_bbox_aux: 0.943858 loss_giou_aux: 2.853981 loss_class_dn: 0.347234 loss_bbox_dn: 0.156016 loss_giou_dn: 0.444513 loss_class_aux_dn: 1.882175 loss_bbox_aux_dn: 0.905476 loss_giou_aux_dn: 2.445212 loss: 15.426592 eta: 2 days, 1:44:19 batch_cost: 0.5360 data_cost: 0.0012 ips: 7.4625 images/s [03/30 20:47:42] ppdet.engine INFO: Epoch: [27] [4100/7329] learning_rate: 0.000100 loss_class: 0.578358 loss_bbox: 0.140569 loss_giou: 0.406684 loss_class_aux: 3.712271 loss_bbox_aux: 0.924704 loss_giou_aux: 2.537437 loss_class_dn: 0.340173 loss_bbox_dn: 0.166614 loss_giou_dn: 0.397775 loss_class_aux_dn: 1.865946 loss_bbox_aux_dn: 0.917542 loss_giou_aux_dn: 2.205057 loss: 14.254675 eta: 2 days, 1:43:31 batch_cost: 0.5908 data_cost: 0.0011 ips: 6.7710 images/s [03/30 20:48:46] ppdet.engine INFO: Epoch: [27] [4200/7329] learning_rate: 0.000100 loss_class: 0.574561 loss_bbox: 0.143022 loss_giou: 0.410222 loss_class_aux: 3.620543 loss_bbox_aux: 0.928175 loss_giou_aux: 2.539706 loss_class_dn: 0.333070 loss_bbox_dn: 0.147677 loss_giou_dn: 0.383663 loss_class_aux_dn: 1.794984 loss_bbox_aux_dn: 0.913732 loss_giou_aux_dn: 2.123510 loss: 15.260049 eta: 2 days, 1:42:43 batch_cost: 0.5914 data_cost: 0.0012 ips: 6.7636 images/s [03/30 20:49:48] ppdet.engine INFO: Epoch: [27] [4300/7329] learning_rate: 0.000100 loss_class: 0.568229 loss_bbox: 0.130286 loss_giou: 0.390718 loss_class_aux: 3.691598 loss_bbox_aux: 0.847361 loss_giou_aux: 2.455653 loss_class_dn: 0.325645 loss_bbox_dn: 0.137847 loss_giou_dn: 0.378945 loss_class_aux_dn: 1.771440 loss_bbox_aux_dn: 0.832446 loss_giou_aux_dn: 2.086513 loss: 14.339375 eta: 2 days, 1:41:51 batch_cost: 0.5691 data_cost: 0.0012 ips: 7.0284 images/s [03/30 20:50:45] ppdet.engine INFO: Epoch: [27] [4400/7329] learning_rate: 0.000100 loss_class: 0.602165 loss_bbox: 0.161459 loss_giou: 0.396329 loss_class_aux: 3.936512 loss_bbox_aux: 1.102113 loss_giou_aux: 2.434026 loss_class_dn: 0.346286 loss_bbox_dn: 0.168332 loss_giou_dn: 0.395783 loss_class_aux_dn: 1.893093 loss_bbox_aux_dn: 1.017281 loss_giou_aux_dn: 2.244164 loss: 15.351276 eta: 2 days, 1:40:51 batch_cost: 0.5173 data_cost: 0.0013 ips: 7.7318 images/s [03/30 20:51:45] ppdet.engine INFO: Epoch: [27] [4500/7329] learning_rate: 0.000100 loss_class: 0.546104 loss_bbox: 0.128567 loss_giou: 0.328411 loss_class_aux: 3.558870 loss_bbox_aux: 0.875560 loss_giou_aux: 2.119323 loss_class_dn: 0.296526 loss_bbox_dn: 0.167418 loss_giou_dn: 0.330526 loss_class_aux_dn: 1.628224 loss_bbox_aux_dn: 0.963536 loss_giou_aux_dn: 1.879332 loss: 13.485726 eta: 2 days, 1:39:55 batch_cost: 0.5457 data_cost: 0.0014 ips: 7.3305 images/s [03/30 20:52:43] ppdet.engine INFO: Epoch: [27] [4600/7329] learning_rate: 0.000100 loss_class: 0.587554 loss_bbox: 0.150240 loss_giou: 0.425250 loss_class_aux: 3.839390 loss_bbox_aux: 1.018261 loss_giou_aux: 2.710361 loss_class_dn: 0.341264 loss_bbox_dn: 0.169879 loss_giou_dn: 0.413465 loss_class_aux_dn: 1.851522 loss_bbox_aux_dn: 1.042123 loss_giou_aux_dn: 2.305288 loss: 15.327713 eta: 2 days, 1:38:55 batch_cost: 0.5168 data_cost: 0.0013 ips: 7.7406 images/s [03/30 20:53:42] ppdet.engine INFO: Epoch: [27] [4700/7329] learning_rate: 0.000100 loss_class: 0.619616 loss_bbox: 0.124069 loss_giou: 0.373224 loss_class_aux: 3.904874 loss_bbox_aux: 0.848391 loss_giou_aux: 2.395875 loss_class_dn: 0.363586 loss_bbox_dn: 0.156363 loss_giou_dn: 0.396947 loss_class_aux_dn: 1.953209 loss_bbox_aux_dn: 0.906225 loss_giou_aux_dn: 2.204383 loss: 15.300057 eta: 2 days, 1:37:57 batch_cost: 0.5352 data_cost: 0.0012 ips: 7.4737 images/s [03/30 20:54:37] ppdet.engine INFO: Epoch: [27] [4800/7329] learning_rate: 0.000100 loss_class: 0.611489 loss_bbox: 0.146122 loss_giou: 0.458209 loss_class_aux: 4.006344 loss_bbox_aux: 0.939754 loss_giou_aux: 2.876396 loss_class_dn: 0.372831 loss_bbox_dn: 0.156876 loss_giou_dn: 0.455360 loss_class_aux_dn: 1.995477 loss_bbox_aux_dn: 0.974150 loss_giou_aux_dn: 2.497231 loss: 16.351330 eta: 2 days, 1:36:55 batch_cost: 0.5044 data_cost: 0.0012 ips: 7.9304 images/s [03/30 20:55:33] ppdet.engine INFO: Epoch: [27] [4900/7329] learning_rate: 0.000100 loss_class: 0.546717 loss_bbox: 0.128469 loss_giou: 0.457014 loss_class_aux: 3.540579 loss_bbox_aux: 0.846705 loss_giou_aux: 2.821001 loss_class_dn: 0.324366 loss_bbox_dn: 0.144337 loss_giou_dn: 0.401717 loss_class_aux_dn: 1.764146 loss_bbox_aux_dn: 0.852982 loss_giou_aux_dn: 2.175604 loss: 14.339987 eta: 2 days, 1:35:53 batch_cost: 0.5038 data_cost: 0.0012 ips: 7.9400 images/s [03/30 20:56:29] ppdet.engine INFO: Epoch: [27] [5000/7329] learning_rate: 0.000100 loss_class: 0.646384 loss_bbox: 0.161397 loss_giou: 0.464250 loss_class_aux: 4.070086 loss_bbox_aux: 1.016771 loss_giou_aux: 2.874351 loss_class_dn: 0.358408 loss_bbox_dn: 0.187618 loss_giou_dn: 0.446115 loss_class_aux_dn: 1.908364 loss_bbox_aux_dn: 1.087261 loss_giou_aux_dn: 2.421777 loss: 16.068968 eta: 2 days, 1:34:51 batch_cost: 0.5061 data_cost: 0.0012 ips: 7.9031 images/s [03/30 20:57:26] ppdet.engine INFO: Epoch: [27] [5100/7329] learning_rate: 0.000100 loss_class: 0.568308 loss_bbox: 0.139880 loss_giou: 0.373123 loss_class_aux: 3.621565 loss_bbox_aux: 0.919842 loss_giou_aux: 2.438257 loss_class_dn: 0.353786 loss_bbox_dn: 0.156084 loss_giou_dn: 0.395916 loss_class_aux_dn: 1.868526 loss_bbox_aux_dn: 0.947972 loss_giou_aux_dn: 2.164999 loss: 14.443033 eta: 2 days, 1:33:50 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7986 images/s [03/30 20:58:22] ppdet.engine INFO: Epoch: [27] [5200/7329] learning_rate: 0.000100 loss_class: 0.628130 loss_bbox: 0.139701 loss_giou: 0.500991 loss_class_aux: 3.995925 loss_bbox_aux: 0.946724 loss_giou_aux: 3.214665 loss_class_dn: 0.377700 loss_bbox_dn: 0.131367 loss_giou_dn: 0.482974 loss_class_aux_dn: 2.050910 loss_bbox_aux_dn: 0.785380 loss_giou_aux_dn: 2.659264 loss: 15.569634 eta: 2 days, 1:32:49 batch_cost: 0.5074 data_cost: 0.0013 ips: 7.8839 images/s [03/30 20:59:27] ppdet.engine INFO: Epoch: [27] [5300/7329] learning_rate: 0.000100 loss_class: 0.601294 loss_bbox: 0.148179 loss_giou: 0.375490 loss_class_aux: 3.708607 loss_bbox_aux: 1.007192 loss_giou_aux: 2.399783 loss_class_dn: 0.324397 loss_bbox_dn: 0.168078 loss_giou_dn: 0.357103 loss_class_aux_dn: 1.747925 loss_bbox_aux_dn: 0.982716 loss_giou_aux_dn: 2.032519 loss: 14.704754 eta: 2 days, 1:32:00 batch_cost: 0.5879 data_cost: 0.0013 ips: 6.8037 images/s [03/30 21:00:36] ppdet.engine INFO: Epoch: [27] [5400/7329] learning_rate: 0.000100 loss_class: 0.554593 loss_bbox: 0.140567 loss_giou: 0.328926 loss_class_aux: 3.323764 loss_bbox_aux: 0.920520 loss_giou_aux: 2.279474 loss_class_dn: 0.295694 loss_bbox_dn: 0.159850 loss_giou_dn: 0.324214 loss_class_aux_dn: 1.617861 loss_bbox_aux_dn: 0.965909 loss_giou_aux_dn: 1.798238 loss: 13.456947 eta: 2 days, 1:31:14 batch_cost: 0.6061 data_cost: 0.0018 ips: 6.5997 images/s [03/30 21:01:34] ppdet.engine INFO: Epoch: [27] [5500/7329] learning_rate: 0.000100 loss_class: 0.550675 loss_bbox: 0.135170 loss_giou: 0.331070 loss_class_aux: 3.482198 loss_bbox_aux: 0.896474 loss_giou_aux: 2.097034 loss_class_dn: 0.294685 loss_bbox_dn: 0.154015 loss_giou_dn: 0.331668 loss_class_aux_dn: 1.642372 loss_bbox_aux_dn: 0.919680 loss_giou_aux_dn: 1.885215 loss: 13.158136 eta: 2 days, 1:30:15 batch_cost: 0.5274 data_cost: 0.0012 ips: 7.5849 images/s [03/30 21:02:35] ppdet.engine INFO: Epoch: [27] [5600/7329] learning_rate: 0.000100 loss_class: 0.558106 loss_bbox: 0.142315 loss_giou: 0.336983 loss_class_aux: 3.534947 loss_bbox_aux: 0.950971 loss_giou_aux: 2.121506 loss_class_dn: 0.305471 loss_bbox_dn: 0.149563 loss_giou_dn: 0.332515 loss_class_aux_dn: 1.639861 loss_bbox_aux_dn: 0.923275 loss_giou_aux_dn: 1.887931 loss: 13.771758 eta: 2 days, 1:29:21 batch_cost: 0.5559 data_cost: 0.0012 ips: 7.1954 images/s [03/30 21:03:31] ppdet.engine INFO: Epoch: [27] [5700/7329] learning_rate: 0.000100 loss_class: 0.567114 loss_bbox: 0.143643 loss_giou: 0.384984 loss_class_aux: 3.661788 loss_bbox_aux: 0.931566 loss_giou_aux: 2.508452 loss_class_dn: 0.309646 loss_bbox_dn: 0.162647 loss_giou_dn: 0.383075 loss_class_aux_dn: 1.663994 loss_bbox_aux_dn: 0.912771 loss_giou_aux_dn: 2.125439 loss: 14.840137 eta: 2 days, 1:28:20 batch_cost: 0.5092 data_cost: 0.0014 ips: 7.8562 images/s [03/30 21:04:29] ppdet.engine INFO: Epoch: [27] [5800/7329] learning_rate: 0.000100 loss_class: 0.640287 loss_bbox: 0.160048 loss_giou: 0.415035 loss_class_aux: 4.137753 loss_bbox_aux: 1.061408 loss_giou_aux: 2.672231 loss_class_dn: 0.363351 loss_bbox_dn: 0.167904 loss_giou_dn: 0.402605 loss_class_aux_dn: 1.964605 loss_bbox_aux_dn: 0.994351 loss_giou_aux_dn: 2.310436 loss: 15.813534 eta: 2 days, 1:27:20 batch_cost: 0.5153 data_cost: 0.0013 ips: 7.7623 images/s [03/30 21:05:25] ppdet.engine INFO: Epoch: [27] [5900/7329] learning_rate: 0.000100 loss_class: 0.679303 loss_bbox: 0.168827 loss_giou: 0.483499 loss_class_aux: 4.284472 loss_bbox_aux: 1.114706 loss_giou_aux: 3.031360 loss_class_dn: 0.387562 loss_bbox_dn: 0.186353 loss_giou_dn: 0.466044 loss_class_aux_dn: 2.061434 loss_bbox_aux_dn: 1.059556 loss_giou_aux_dn: 2.539849 loss: 16.778339 eta: 2 days, 1:26:18 batch_cost: 0.5059 data_cost: 0.0013 ips: 7.9064 images/s [03/30 21:06:30] ppdet.engine INFO: Epoch: [27] [6000/7329] learning_rate: 0.000100 loss_class: 0.575573 loss_bbox: 0.136197 loss_giou: 0.378872 loss_class_aux: 3.713349 loss_bbox_aux: 0.875847 loss_giou_aux: 2.388897 loss_class_dn: 0.325138 loss_bbox_dn: 0.152776 loss_giou_dn: 0.363981 loss_class_aux_dn: 1.717891 loss_bbox_aux_dn: 0.911675 loss_giou_aux_dn: 1.989797 loss: 13.328182 eta: 2 days, 1:25:30 batch_cost: 0.5930 data_cost: 0.0014 ips: 6.7452 images/s [03/30 21:07:29] ppdet.engine INFO: Epoch: [27] [6100/7329] learning_rate: 0.000100 loss_class: 0.606244 loss_bbox: 0.140245 loss_giou: 0.362540 loss_class_aux: 3.673385 loss_bbox_aux: 0.906117 loss_giou_aux: 2.233780 loss_class_dn: 0.331781 loss_bbox_dn: 0.176781 loss_giou_dn: 0.340086 loss_class_aux_dn: 1.768030 loss_bbox_aux_dn: 1.017818 loss_giou_aux_dn: 1.927471 loss: 14.690058 eta: 2 days, 1:24:33 batch_cost: 0.5387 data_cost: 0.0013 ips: 7.4259 images/s [03/30 21:08:31] ppdet.engine INFO: Epoch: [27] [6200/7329] learning_rate: 0.000100 loss_class: 0.606167 loss_bbox: 0.128533 loss_giou: 0.459804 loss_class_aux: 3.821613 loss_bbox_aux: 0.881485 loss_giou_aux: 2.943525 loss_class_dn: 0.351391 loss_bbox_dn: 0.138464 loss_giou_dn: 0.429129 loss_class_aux_dn: 1.865998 loss_bbox_aux_dn: 0.782248 loss_giou_aux_dn: 2.328774 loss: 15.240678 eta: 2 days, 1:23:41 batch_cost: 0.5667 data_cost: 0.0012 ips: 7.0584 images/s [03/30 21:09:32] ppdet.engine INFO: Epoch: [27] [6300/7329] learning_rate: 0.000100 loss_class: 0.657201 loss_bbox: 0.158287 loss_giou: 0.421949 loss_class_aux: 4.120177 loss_bbox_aux: 1.008188 loss_giou_aux: 2.713154 loss_class_dn: 0.376250 loss_bbox_dn: 0.170576 loss_giou_dn: 0.432666 loss_class_aux_dn: 2.012337 loss_bbox_aux_dn: 0.989227 loss_giou_aux_dn: 2.424878 loss: 16.121758 eta: 2 days, 1:22:46 batch_cost: 0.5477 data_cost: 0.0012 ips: 7.3032 images/s [03/30 21:10:28] ppdet.engine INFO: Epoch: [27] [6400/7329] learning_rate: 0.000100 loss_class: 0.552869 loss_bbox: 0.152049 loss_giou: 0.404400 loss_class_aux: 3.546484 loss_bbox_aux: 1.003126 loss_giou_aux: 2.601305 loss_class_dn: 0.316786 loss_bbox_dn: 0.160317 loss_giou_dn: 0.379329 loss_class_aux_dn: 1.710927 loss_bbox_aux_dn: 0.945802 loss_giou_aux_dn: 2.158800 loss: 14.372725 eta: 2 days, 1:21:44 batch_cost: 0.5066 data_cost: 0.0012 ips: 7.8965 images/s [03/30 21:11:25] ppdet.engine INFO: Epoch: [27] [6500/7329] learning_rate: 0.000100 loss_class: 0.609971 loss_bbox: 0.141521 loss_giou: 0.400358 loss_class_aux: 3.854391 loss_bbox_aux: 0.865457 loss_giou_aux: 2.661002 loss_class_dn: 0.332876 loss_bbox_dn: 0.148074 loss_giou_dn: 0.424753 loss_class_aux_dn: 1.788255 loss_bbox_aux_dn: 0.873127 loss_giou_aux_dn: 2.359140 loss: 14.409030 eta: 2 days, 1:20:44 batch_cost: 0.5214 data_cost: 0.0013 ips: 7.6714 images/s [03/30 21:12:27] ppdet.engine INFO: Epoch: [27] [6600/7329] learning_rate: 0.000100 loss_class: 0.643064 loss_bbox: 0.146727 loss_giou: 0.434471 loss_class_aux: 4.020100 loss_bbox_aux: 0.985571 loss_giou_aux: 2.852436 loss_class_dn: 0.368660 loss_bbox_dn: 0.154577 loss_giou_dn: 0.436885 loss_class_aux_dn: 1.993950 loss_bbox_aux_dn: 0.912918 loss_giou_aux_dn: 2.367362 loss: 16.395889 eta: 2 days, 1:19:51 batch_cost: 0.5599 data_cost: 0.0012 ips: 7.1447 images/s [03/30 21:13:26] ppdet.engine INFO: Epoch: [27] [6700/7329] learning_rate: 0.000100 loss_class: 0.623844 loss_bbox: 0.152125 loss_giou: 0.442444 loss_class_aux: 3.812305 loss_bbox_aux: 1.058909 loss_giou_aux: 2.729978 loss_class_dn: 0.351264 loss_bbox_dn: 0.170324 loss_giou_dn: 0.409728 loss_class_aux_dn: 1.945142 loss_bbox_aux_dn: 1.018120 loss_giou_aux_dn: 2.205522 loss: 15.159438 eta: 2 days, 1:18:54 batch_cost: 0.5337 data_cost: 0.0012 ips: 7.4946 images/s [03/30 21:14:32] ppdet.engine INFO: Epoch: [27] [6800/7329] learning_rate: 0.000100 loss_class: 0.585872 loss_bbox: 0.134075 loss_giou: 0.401963 loss_class_aux: 3.737355 loss_bbox_aux: 0.906038 loss_giou_aux: 2.563630 loss_class_dn: 0.337923 loss_bbox_dn: 0.151808 loss_giou_dn: 0.403093 loss_class_aux_dn: 1.772694 loss_bbox_aux_dn: 0.913728 loss_giou_aux_dn: 2.225705 loss: 14.104317 eta: 2 days, 1:18:09 batch_cost: 0.6135 data_cost: 0.0013 ips: 6.5201 images/s [03/30 21:15:30] ppdet.engine INFO: Epoch: [27] [6900/7329] learning_rate: 0.000100 loss_class: 0.562851 loss_bbox: 0.146289 loss_giou: 0.337686 loss_class_aux: 3.681293 loss_bbox_aux: 0.988299 loss_giou_aux: 2.067482 loss_class_dn: 0.317137 loss_bbox_dn: 0.177562 loss_giou_dn: 0.340900 loss_class_aux_dn: 1.703331 loss_bbox_aux_dn: 1.034257 loss_giou_aux_dn: 1.911074 loss: 14.379533 eta: 2 days, 1:17:10 batch_cost: 0.5226 data_cost: 0.0013 ips: 7.6538 images/s [03/30 21:16:29] ppdet.engine INFO: Epoch: [27] [7000/7329] learning_rate: 0.000100 loss_class: 0.567535 loss_bbox: 0.147184 loss_giou: 0.373883 loss_class_aux: 3.534020 loss_bbox_aux: 0.963572 loss_giou_aux: 2.360452 loss_class_dn: 0.322855 loss_bbox_dn: 0.154940 loss_giou_dn: 0.373399 loss_class_aux_dn: 1.775993 loss_bbox_aux_dn: 0.946078 loss_giou_aux_dn: 2.110256 loss: 14.112057 eta: 2 days, 1:16:12 batch_cost: 0.5302 data_cost: 0.0013 ips: 7.5440 images/s [03/30 21:17:28] ppdet.engine INFO: Epoch: [27] [7100/7329] learning_rate: 0.000100 loss_class: 0.583209 loss_bbox: 0.150059 loss_giou: 0.407018 loss_class_aux: 3.787963 loss_bbox_aux: 0.958050 loss_giou_aux: 2.625386 loss_class_dn: 0.335964 loss_bbox_dn: 0.157328 loss_giou_dn: 0.383943 loss_class_aux_dn: 1.777902 loss_bbox_aux_dn: 0.929608 loss_giou_aux_dn: 2.071639 loss: 14.860945 eta: 2 days, 1:15:16 batch_cost: 0.5423 data_cost: 0.0014 ips: 7.3756 images/s [03/30 21:18:30] ppdet.engine INFO: Epoch: [27] [7200/7329] learning_rate: 0.000100 loss_class: 0.588053 loss_bbox: 0.142063 loss_giou: 0.323695 loss_class_aux: 3.860434 loss_bbox_aux: 0.923249 loss_giou_aux: 2.139533 loss_class_dn: 0.313453 loss_bbox_dn: 0.140912 loss_giou_dn: 0.370684 loss_class_aux_dn: 1.684069 loss_bbox_aux_dn: 0.835185 loss_giou_aux_dn: 2.009153 loss: 13.824614 eta: 2 days, 1:14:21 batch_cost: 0.5519 data_cost: 0.0013 ips: 7.2473 images/s [03/30 21:19:28] ppdet.engine INFO: Epoch: [27] [7300/7329] learning_rate: 0.000100 loss_class: 0.681853 loss_bbox: 0.158585 loss_giou: 0.468125 loss_class_aux: 4.422261 loss_bbox_aux: 1.047156 loss_giou_aux: 3.014921 loss_class_dn: 0.384783 loss_bbox_dn: 0.164016 loss_giou_dn: 0.444356 loss_class_aux_dn: 2.070413 loss_bbox_aux_dn: 0.975528 loss_giou_aux_dn: 2.440340 loss: 16.577240 eta: 2 days, 1:13:23 batch_cost: 0.5308 data_cost: 0.0012 ips: 7.5354 images/s [03/30 21:19:53] ppdet.engine INFO: Eval iter: 0 [03/30 21:20:21] ppdet.engine INFO: Eval iter: 100 [03/30 21:20:48] ppdet.engine INFO: Eval iter: 200 [03/30 21:21:16] ppdet.engine INFO: Eval iter: 300 [03/30 21:21:45] ppdet.engine INFO: Eval iter: 400 [03/30 21:22:13] ppdet.engine INFO: Eval iter: 500 [03/30 21:22:42] ppdet.engine INFO: Eval iter: 600 [03/30 21:23:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/30 21:23:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.26s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.15s). Accumulating evaluation results... DONE (t=28.53s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.516 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.698 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.556 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.331 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.560 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 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.643 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 ] = 0.533 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 ] = 0.878 [03/30 21:25:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.229212436118488 [03/30 21:25:55] ppdet.engine INFO: Best test bbox ap is 0.516. [03/30 21:25:59] ppdet.engine INFO: Epoch: [28] [ 0/7329] learning_rate: 0.000100 loss_class: 0.655376 loss_bbox: 0.154405 loss_giou: 0.432805 loss_class_aux: 4.197680 loss_bbox_aux: 1.002527 loss_giou_aux: 2.670685 loss_class_dn: 0.373859 loss_bbox_dn: 0.164016 loss_giou_dn: 0.423559 loss_class_aux_dn: 2.015679 loss_bbox_aux_dn: 0.975528 loss_giou_aux_dn: 2.365506 loss: 15.570337 eta: 2 days, 1:13:09 batch_cost: 0.5375 data_cost: 0.0014 ips: 7.4413 images/s [03/30 21:27:04] ppdet.engine INFO: Epoch: [28] [ 100/7329] learning_rate: 0.000100 loss_class: 0.563529 loss_bbox: 0.149807 loss_giou: 0.441064 loss_class_aux: 3.609800 loss_bbox_aux: 0.960962 loss_giou_aux: 2.787891 loss_class_dn: 0.323059 loss_bbox_dn: 0.154435 loss_giou_dn: 0.414637 loss_class_aux_dn: 1.752658 loss_bbox_aux_dn: 0.938665 loss_giou_aux_dn: 2.279153 loss: 15.288189 eta: 2 days, 1:12:21 batch_cost: 0.5922 data_cost: 0.0012 ips: 6.7543 images/s [03/30 21:28:07] ppdet.engine INFO: Epoch: [28] [ 200/7329] learning_rate: 0.000100 loss_class: 0.615036 loss_bbox: 0.139838 loss_giou: 0.402911 loss_class_aux: 3.915389 loss_bbox_aux: 0.881901 loss_giou_aux: 2.634026 loss_class_dn: 0.348834 loss_bbox_dn: 0.145892 loss_giou_dn: 0.389066 loss_class_aux_dn: 1.898142 loss_bbox_aux_dn: 0.910199 loss_giou_aux_dn: 2.150894 loss: 15.411784 eta: 2 days, 1:11:29 batch_cost: 0.5692 data_cost: 0.0014 ips: 7.0276 images/s [03/30 21:29:09] ppdet.engine INFO: Epoch: [28] [ 300/7329] learning_rate: 0.000100 loss_class: 0.565078 loss_bbox: 0.147468 loss_giou: 0.407395 loss_class_aux: 3.557398 loss_bbox_aux: 0.927931 loss_giou_aux: 2.641005 loss_class_dn: 0.319643 loss_bbox_dn: 0.161331 loss_giou_dn: 0.402812 loss_class_aux_dn: 1.723142 loss_bbox_aux_dn: 0.936296 loss_giou_aux_dn: 2.271347 loss: 14.303511 eta: 2 days, 1:10:35 batch_cost: 0.5571 data_cost: 0.0016 ips: 7.1802 images/s [03/30 21:30:11] ppdet.engine INFO: Epoch: [28] [ 400/7329] learning_rate: 0.000100 loss_class: 0.605189 loss_bbox: 0.155396 loss_giou: 0.401114 loss_class_aux: 3.785509 loss_bbox_aux: 0.960248 loss_giou_aux: 2.597007 loss_class_dn: 0.329103 loss_bbox_dn: 0.166556 loss_giou_dn: 0.369631 loss_class_aux_dn: 1.771827 loss_bbox_aux_dn: 0.989398 loss_giou_aux_dn: 2.123667 loss: 14.159491 eta: 2 days, 1:09:42 batch_cost: 0.5595 data_cost: 0.0016 ips: 7.1493 images/s [03/30 21:31:19] ppdet.engine INFO: Epoch: [28] [ 500/7329] learning_rate: 0.000100 loss_class: 0.608567 loss_bbox: 0.144247 loss_giou: 0.382187 loss_class_aux: 3.848025 loss_bbox_aux: 1.000660 loss_giou_aux: 2.388131 loss_class_dn: 0.336037 loss_bbox_dn: 0.180694 loss_giou_dn: 0.360497 loss_class_aux_dn: 1.837776 loss_bbox_aux_dn: 1.073026 loss_giou_aux_dn: 2.051165 loss: 14.105742 eta: 2 days, 1:08:59 batch_cost: 0.6288 data_cost: 0.0012 ips: 6.3611 images/s [03/30 21:32:23] ppdet.engine INFO: Epoch: [28] [ 600/7329] learning_rate: 0.000100 loss_class: 0.670907 loss_bbox: 0.162121 loss_giou: 0.441496 loss_class_aux: 4.434798 loss_bbox_aux: 1.064140 loss_giou_aux: 2.731476 loss_class_dn: 0.375669 loss_bbox_dn: 0.178706 loss_giou_dn: 0.441403 loss_class_aux_dn: 1.991984 loss_bbox_aux_dn: 1.036405 loss_giou_aux_dn: 2.459459 loss: 16.847824 eta: 2 days, 1:08:07 batch_cost: 0.5702 data_cost: 0.0019 ips: 7.0146 images/s [03/30 21:33:29] ppdet.engine INFO: Epoch: [28] [ 700/7329] learning_rate: 0.000100 loss_class: 0.555018 loss_bbox: 0.135568 loss_giou: 0.404297 loss_class_aux: 3.588436 loss_bbox_aux: 0.909444 loss_giou_aux: 2.522189 loss_class_dn: 0.338818 loss_bbox_dn: 0.129949 loss_giou_dn: 0.406018 loss_class_aux_dn: 1.818284 loss_bbox_aux_dn: 0.777130 loss_giou_aux_dn: 2.235536 loss: 14.818430 eta: 2 days, 1:07:19 batch_cost: 0.5893 data_cost: 0.0020 ips: 6.7875 images/s [03/30 21:34:33] ppdet.engine INFO: Epoch: [28] [ 800/7329] learning_rate: 0.000100 loss_class: 0.568255 loss_bbox: 0.133251 loss_giou: 0.323986 loss_class_aux: 3.550722 loss_bbox_aux: 0.856946 loss_giou_aux: 2.181326 loss_class_dn: 0.310208 loss_bbox_dn: 0.157933 loss_giou_dn: 0.335745 loss_class_aux_dn: 1.719939 loss_bbox_aux_dn: 0.955943 loss_giou_aux_dn: 1.940389 loss: 13.488516 eta: 2 days, 1:06:28 batch_cost: 0.5763 data_cost: 0.0013 ips: 6.9404 images/s [03/30 21:35:32] ppdet.engine INFO: Epoch: [28] [ 900/7329] learning_rate: 0.000100 loss_class: 0.572010 loss_bbox: 0.136390 loss_giou: 0.462807 loss_class_aux: 3.826341 loss_bbox_aux: 0.915554 loss_giou_aux: 2.928024 loss_class_dn: 0.352672 loss_bbox_dn: 0.153840 loss_giou_dn: 0.441939 loss_class_aux_dn: 1.858982 loss_bbox_aux_dn: 0.982402 loss_giou_aux_dn: 2.491871 loss: 16.012205 eta: 2 days, 1:05:31 batch_cost: 0.5352 data_cost: 0.0014 ips: 7.4742 images/s [03/30 21:36:33] ppdet.engine INFO: Epoch: [28] [1000/7329] learning_rate: 0.000100 loss_class: 0.575105 loss_bbox: 0.150021 loss_giou: 0.398146 loss_class_aux: 3.740062 loss_bbox_aux: 0.963418 loss_giou_aux: 2.545541 loss_class_dn: 0.336054 loss_bbox_dn: 0.156178 loss_giou_dn: 0.395461 loss_class_aux_dn: 1.791523 loss_bbox_aux_dn: 0.948933 loss_giou_aux_dn: 2.168990 loss: 14.056593 eta: 2 days, 1:04:35 batch_cost: 0.5438 data_cost: 0.0015 ips: 7.3551 images/s [03/30 21:37:30] ppdet.engine INFO: Epoch: [28] [1100/7329] learning_rate: 0.000100 loss_class: 0.582354 loss_bbox: 0.143823 loss_giou: 0.408163 loss_class_aux: 3.687386 loss_bbox_aux: 0.945056 loss_giou_aux: 2.548364 loss_class_dn: 0.333283 loss_bbox_dn: 0.151242 loss_giou_dn: 0.393558 loss_class_aux_dn: 1.837681 loss_bbox_aux_dn: 0.967198 loss_giou_aux_dn: 2.129049 loss: 13.824238 eta: 2 days, 1:03:34 batch_cost: 0.5142 data_cost: 0.0012 ips: 7.7790 images/s [03/30 21:38:26] ppdet.engine INFO: Epoch: [28] [1200/7329] learning_rate: 0.000100 loss_class: 0.617865 loss_bbox: 0.162190 loss_giou: 0.388958 loss_class_aux: 4.068480 loss_bbox_aux: 1.015194 loss_giou_aux: 2.558584 loss_class_dn: 0.361475 loss_bbox_dn: 0.158183 loss_giou_dn: 0.395621 loss_class_aux_dn: 1.954572 loss_bbox_aux_dn: 0.973607 loss_giou_aux_dn: 2.216424 loss: 15.556656 eta: 2 days, 1:02:33 batch_cost: 0.5100 data_cost: 0.0012 ips: 7.8430 images/s [03/30 21:39:22] ppdet.engine INFO: Epoch: [28] [1300/7329] learning_rate: 0.000100 loss_class: 0.591640 loss_bbox: 0.142755 loss_giou: 0.426576 loss_class_aux: 3.791142 loss_bbox_aux: 0.957440 loss_giou_aux: 2.691996 loss_class_dn: 0.367804 loss_bbox_dn: 0.150196 loss_giou_dn: 0.411296 loss_class_aux_dn: 1.954881 loss_bbox_aux_dn: 0.854879 loss_giou_aux_dn: 2.282153 loss: 15.495676 eta: 2 days, 1:01:31 batch_cost: 0.5051 data_cost: 0.0013 ips: 7.9193 images/s [03/30 21:40:22] ppdet.engine INFO: Epoch: [28] [1400/7329] learning_rate: 0.000100 loss_class: 0.496462 loss_bbox: 0.156793 loss_giou: 0.372449 loss_class_aux: 3.265992 loss_bbox_aux: 0.988401 loss_giou_aux: 2.391610 loss_class_dn: 0.304366 loss_bbox_dn: 0.175989 loss_giou_dn: 0.350697 loss_class_aux_dn: 1.665173 loss_bbox_aux_dn: 1.051319 loss_giou_aux_dn: 1.954459 loss: 12.826032 eta: 2 days, 1:00:34 batch_cost: 0.5366 data_cost: 0.0013 ips: 7.4539 images/s [03/30 21:41:17] ppdet.engine INFO: Epoch: [28] [1500/7329] learning_rate: 0.000100 loss_class: 0.540971 loss_bbox: 0.126963 loss_giou: 0.376209 loss_class_aux: 3.508669 loss_bbox_aux: 0.854012 loss_giou_aux: 2.590475 loss_class_dn: 0.325811 loss_bbox_dn: 0.142077 loss_giou_dn: 0.409135 loss_class_aux_dn: 1.774532 loss_bbox_aux_dn: 0.900653 loss_giou_aux_dn: 2.269646 loss: 14.152767 eta: 2 days, 0:59:31 batch_cost: 0.4977 data_cost: 0.0011 ips: 8.0370 images/s [03/30 21:42:20] ppdet.engine INFO: Epoch: [28] [1600/7329] learning_rate: 0.000100 loss_class: 0.611452 loss_bbox: 0.135044 loss_giou: 0.484406 loss_class_aux: 3.857827 loss_bbox_aux: 0.926410 loss_giou_aux: 3.056285 loss_class_dn: 0.381281 loss_bbox_dn: 0.161572 loss_giou_dn: 0.453285 loss_class_aux_dn: 2.012048 loss_bbox_aux_dn: 0.949467 loss_giou_aux_dn: 2.441362 loss: 15.729286 eta: 2 days, 0:58:39 batch_cost: 0.5683 data_cost: 0.0014 ips: 7.0379 images/s [03/30 21:43:16] ppdet.engine INFO: Epoch: [28] [1700/7329] learning_rate: 0.000100 loss_class: 0.564997 loss_bbox: 0.136190 loss_giou: 0.433330 loss_class_aux: 3.698103 loss_bbox_aux: 0.954367 loss_giou_aux: 2.690473 loss_class_dn: 0.352276 loss_bbox_dn: 0.163239 loss_giou_dn: 0.431463 loss_class_aux_dn: 1.871462 loss_bbox_aux_dn: 0.982924 loss_giou_aux_dn: 2.449067 loss: 15.099028 eta: 2 days, 0:57:37 batch_cost: 0.5043 data_cost: 0.0013 ips: 7.9325 images/s [03/30 21:44:14] ppdet.engine INFO: Epoch: [28] [1800/7329] learning_rate: 0.000100 loss_class: 0.646602 loss_bbox: 0.157619 loss_giou: 0.409050 loss_class_aux: 4.154634 loss_bbox_aux: 0.958425 loss_giou_aux: 2.596333 loss_class_dn: 0.338698 loss_bbox_dn: 0.161652 loss_giou_dn: 0.415409 loss_class_aux_dn: 1.830711 loss_bbox_aux_dn: 0.961711 loss_giou_aux_dn: 2.270552 loss: 15.081226 eta: 2 days, 0:56:37 batch_cost: 0.5167 data_cost: 0.0013 ips: 7.7418 images/s [03/30 21:45:14] ppdet.engine INFO: Epoch: [28] [1900/7329] learning_rate: 0.000100 loss_class: 0.604774 loss_bbox: 0.138040 loss_giou: 0.393066 loss_class_aux: 3.888822 loss_bbox_aux: 0.932429 loss_giou_aux: 2.467115 loss_class_dn: 0.353157 loss_bbox_dn: 0.160449 loss_giou_dn: 0.371361 loss_class_aux_dn: 1.920305 loss_bbox_aux_dn: 0.962499 loss_giou_aux_dn: 2.068117 loss: 15.138236 eta: 2 days, 0:55:40 batch_cost: 0.5351 data_cost: 0.0013 ips: 7.4748 images/s [03/30 21:46:10] ppdet.engine INFO: Epoch: [28] [2000/7329] learning_rate: 0.000100 loss_class: 0.548863 loss_bbox: 0.139158 loss_giou: 0.345492 loss_class_aux: 3.509517 loss_bbox_aux: 0.875053 loss_giou_aux: 2.330211 loss_class_dn: 0.286916 loss_bbox_dn: 0.155647 loss_giou_dn: 0.377863 loss_class_aux_dn: 1.553740 loss_bbox_aux_dn: 0.929113 loss_giou_aux_dn: 2.100868 loss: 13.770822 eta: 2 days, 0:54:39 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8996 images/s [03/30 21:47:07] ppdet.engine INFO: Epoch: [28] [2100/7329] learning_rate: 0.000100 loss_class: 0.557512 loss_bbox: 0.117972 loss_giou: 0.313468 loss_class_aux: 3.692317 loss_bbox_aux: 0.790037 loss_giou_aux: 1.973158 loss_class_dn: 0.311010 loss_bbox_dn: 0.137744 loss_giou_dn: 0.317776 loss_class_aux_dn: 1.697190 loss_bbox_aux_dn: 0.842657 loss_giou_aux_dn: 1.799374 loss: 13.810004 eta: 2 days, 0:53:38 batch_cost: 0.5167 data_cost: 0.0013 ips: 7.7419 images/s [03/30 21:48:08] ppdet.engine INFO: Epoch: [28] [2200/7329] learning_rate: 0.000100 loss_class: 0.554931 loss_bbox: 0.136532 loss_giou: 0.399808 loss_class_aux: 3.606587 loss_bbox_aux: 0.885505 loss_giou_aux: 2.496624 loss_class_dn: 0.322967 loss_bbox_dn: 0.158282 loss_giou_dn: 0.376166 loss_class_aux_dn: 1.726037 loss_bbox_aux_dn: 0.904103 loss_giou_aux_dn: 2.060703 loss: 14.731574 eta: 2 days, 0:52:44 batch_cost: 0.5511 data_cost: 0.0013 ips: 7.2583 images/s [03/30 21:49:11] ppdet.engine INFO: Epoch: [28] [2300/7329] learning_rate: 0.000100 loss_class: 0.611152 loss_bbox: 0.161052 loss_giou: 0.380368 loss_class_aux: 4.048189 loss_bbox_aux: 1.030344 loss_giou_aux: 2.403786 loss_class_dn: 0.328951 loss_bbox_dn: 0.168368 loss_giou_dn: 0.372317 loss_class_aux_dn: 1.757587 loss_bbox_aux_dn: 1.013442 loss_giou_aux_dn: 2.084111 loss: 14.718277 eta: 2 days, 0:51:52 batch_cost: 0.5667 data_cost: 0.0024 ips: 7.0588 images/s [03/30 21:50:08] ppdet.engine INFO: Epoch: [28] [2400/7329] learning_rate: 0.000100 loss_class: 0.671717 loss_bbox: 0.157262 loss_giou: 0.437615 loss_class_aux: 4.173765 loss_bbox_aux: 1.048682 loss_giou_aux: 2.721833 loss_class_dn: 0.378957 loss_bbox_dn: 0.188205 loss_giou_dn: 0.469784 loss_class_aux_dn: 1.996456 loss_bbox_aux_dn: 1.062717 loss_giou_aux_dn: 2.508306 loss: 16.581089 eta: 2 days, 0:50:52 batch_cost: 0.5189 data_cost: 0.0012 ips: 7.7081 images/s [03/30 21:51:10] ppdet.engine INFO: Epoch: [28] [2500/7329] learning_rate: 0.000100 loss_class: 0.603684 loss_bbox: 0.142851 loss_giou: 0.412959 loss_class_aux: 3.831718 loss_bbox_aux: 0.919917 loss_giou_aux: 2.681859 loss_class_dn: 0.354277 loss_bbox_dn: 0.151265 loss_giou_dn: 0.422350 loss_class_aux_dn: 1.922372 loss_bbox_aux_dn: 0.881744 loss_giou_aux_dn: 2.378083 loss: 15.817094 eta: 2 days, 0:49:59 batch_cost: 0.5597 data_cost: 0.0013 ips: 7.1469 images/s [03/30 21:52:09] ppdet.engine INFO: Epoch: [28] [2600/7329] learning_rate: 0.000100 loss_class: 0.558671 loss_bbox: 0.146919 loss_giou: 0.364200 loss_class_aux: 3.558626 loss_bbox_aux: 0.954740 loss_giou_aux: 2.393879 loss_class_dn: 0.314628 loss_bbox_dn: 0.152909 loss_giou_dn: 0.363250 loss_class_aux_dn: 1.729317 loss_bbox_aux_dn: 0.907193 loss_giou_aux_dn: 2.010198 loss: 14.543722 eta: 2 days, 0:49:01 batch_cost: 0.5313 data_cost: 0.0013 ips: 7.5285 images/s [03/30 21:53:06] ppdet.engine INFO: Epoch: [28] [2700/7329] learning_rate: 0.000100 loss_class: 0.573384 loss_bbox: 0.151908 loss_giou: 0.402747 loss_class_aux: 3.781730 loss_bbox_aux: 0.953508 loss_giou_aux: 2.565700 loss_class_dn: 0.331891 loss_bbox_dn: 0.148872 loss_giou_dn: 0.394281 loss_class_aux_dn: 1.815776 loss_bbox_aux_dn: 0.906177 loss_giou_aux_dn: 2.164900 loss: 14.814146 eta: 2 days, 0:48:01 batch_cost: 0.5198 data_cost: 0.0012 ips: 7.6955 images/s [03/30 21:54:08] ppdet.engine INFO: Epoch: [28] [2800/7329] learning_rate: 0.000100 loss_class: 0.566124 loss_bbox: 0.156606 loss_giou: 0.379617 loss_class_aux: 3.709671 loss_bbox_aux: 1.052991 loss_giou_aux: 2.389102 loss_class_dn: 0.336565 loss_bbox_dn: 0.155110 loss_giou_dn: 0.369241 loss_class_aux_dn: 1.787684 loss_bbox_aux_dn: 0.919979 loss_giou_aux_dn: 2.046198 loss: 13.901514 eta: 2 days, 0:47:08 batch_cost: 0.5605 data_cost: 0.0012 ips: 7.1361 images/s [03/30 21:55:11] ppdet.engine INFO: Epoch: [28] [2900/7329] learning_rate: 0.000100 loss_class: 0.581412 loss_bbox: 0.145440 loss_giou: 0.358543 loss_class_aux: 3.714703 loss_bbox_aux: 0.959472 loss_giou_aux: 2.263851 loss_class_dn: 0.320546 loss_bbox_dn: 0.173318 loss_giou_dn: 0.366199 loss_class_aux_dn: 1.721998 loss_bbox_aux_dn: 1.003861 loss_giou_aux_dn: 2.039177 loss: 13.535058 eta: 2 days, 0:46:17 batch_cost: 0.5754 data_cost: 0.0012 ips: 6.9517 images/s [03/30 21:56:12] ppdet.engine INFO: Epoch: [28] [3000/7329] learning_rate: 0.000100 loss_class: 0.700761 loss_bbox: 0.159106 loss_giou: 0.463897 loss_class_aux: 4.362719 loss_bbox_aux: 1.022733 loss_giou_aux: 3.003980 loss_class_dn: 0.401563 loss_bbox_dn: 0.162418 loss_giou_dn: 0.455864 loss_class_aux_dn: 2.106829 loss_bbox_aux_dn: 0.936280 loss_giou_aux_dn: 2.552285 loss: 17.277523 eta: 2 days, 0:45:23 batch_cost: 0.5560 data_cost: 0.0013 ips: 7.1948 images/s [03/30 21:57:14] ppdet.engine INFO: Epoch: [28] [3100/7329] learning_rate: 0.000100 loss_class: 0.568881 loss_bbox: 0.125965 loss_giou: 0.353319 loss_class_aux: 3.730795 loss_bbox_aux: 0.858242 loss_giou_aux: 2.175059 loss_class_dn: 0.316097 loss_bbox_dn: 0.164219 loss_giou_dn: 0.361883 loss_class_aux_dn: 1.684762 loss_bbox_aux_dn: 0.946599 loss_giou_aux_dn: 1.991949 loss: 14.200327 eta: 2 days, 0:44:30 batch_cost: 0.5630 data_cost: 0.0013 ips: 7.1048 images/s [03/30 21:58:12] ppdet.engine INFO: Epoch: [28] [3200/7329] learning_rate: 0.000100 loss_class: 0.633000 loss_bbox: 0.169433 loss_giou: 0.406793 loss_class_aux: 3.940363 loss_bbox_aux: 1.105949 loss_giou_aux: 2.648634 loss_class_dn: 0.377173 loss_bbox_dn: 0.167026 loss_giou_dn: 0.424343 loss_class_aux_dn: 2.028289 loss_bbox_aux_dn: 0.973760 loss_giou_aux_dn: 2.424625 loss: 16.340729 eta: 2 days, 0:43:31 batch_cost: 0.5208 data_cost: 0.0014 ips: 7.6811 images/s [03/30 21:59:10] ppdet.engine INFO: Epoch: [28] [3300/7329] learning_rate: 0.000100 loss_class: 0.601578 loss_bbox: 0.153560 loss_giou: 0.380094 loss_class_aux: 3.934661 loss_bbox_aux: 1.008884 loss_giou_aux: 2.380208 loss_class_dn: 0.343418 loss_bbox_dn: 0.182223 loss_giou_dn: 0.377372 loss_class_aux_dn: 1.860633 loss_bbox_aux_dn: 1.048050 loss_giou_aux_dn: 2.170050 loss: 14.856011 eta: 2 days, 0:42:33 batch_cost: 0.5300 data_cost: 0.0013 ips: 7.5468 images/s [03/30 22:00:10] ppdet.engine INFO: Epoch: [28] [3400/7329] learning_rate: 0.000100 loss_class: 0.593449 loss_bbox: 0.132705 loss_giou: 0.430203 loss_class_aux: 3.628722 loss_bbox_aux: 0.889501 loss_giou_aux: 2.737818 loss_class_dn: 0.348651 loss_bbox_dn: 0.161627 loss_giou_dn: 0.401836 loss_class_aux_dn: 1.879056 loss_bbox_aux_dn: 0.918545 loss_giou_aux_dn: 2.263212 loss: 14.792995 eta: 2 days, 0:41:36 batch_cost: 0.5348 data_cost: 0.0017 ips: 7.4796 images/s [03/30 22:01:10] ppdet.engine INFO: Epoch: [28] [3500/7329] learning_rate: 0.000100 loss_class: 0.622832 loss_bbox: 0.163119 loss_giou: 0.403457 loss_class_aux: 3.933448 loss_bbox_aux: 1.010781 loss_giou_aux: 2.524060 loss_class_dn: 0.335991 loss_bbox_dn: 0.167287 loss_giou_dn: 0.380848 loss_class_aux_dn: 1.809711 loss_bbox_aux_dn: 0.968439 loss_giou_aux_dn: 2.112130 loss: 14.701225 eta: 2 days, 0:40:41 batch_cost: 0.5470 data_cost: 0.0013 ips: 7.3127 images/s [03/30 22:02:16] ppdet.engine INFO: Epoch: [28] [3600/7329] learning_rate: 0.000100 loss_class: 0.593329 loss_bbox: 0.141608 loss_giou: 0.361196 loss_class_aux: 3.754651 loss_bbox_aux: 0.919960 loss_giou_aux: 2.350007 loss_class_dn: 0.318972 loss_bbox_dn: 0.159699 loss_giou_dn: 0.345296 loss_class_aux_dn: 1.777504 loss_bbox_aux_dn: 0.938364 loss_giou_aux_dn: 1.898016 loss: 13.762493 eta: 2 days, 0:39:53 batch_cost: 0.5980 data_cost: 0.0013 ips: 6.6885 images/s [03/30 22:03:19] ppdet.engine INFO: Epoch: [28] [3700/7329] learning_rate: 0.000100 loss_class: 0.621580 loss_bbox: 0.136314 loss_giou: 0.425180 loss_class_aux: 4.128929 loss_bbox_aux: 0.919708 loss_giou_aux: 2.660968 loss_class_dn: 0.346066 loss_bbox_dn: 0.151037 loss_giou_dn: 0.449423 loss_class_aux_dn: 1.871849 loss_bbox_aux_dn: 0.902402 loss_giou_aux_dn: 2.466025 loss: 15.805365 eta: 2 days, 0:39:02 batch_cost: 0.5774 data_cost: 0.0013 ips: 6.9278 images/s [03/30 22:04:29] ppdet.engine INFO: Epoch: [28] [3800/7329] learning_rate: 0.000100 loss_class: 0.565158 loss_bbox: 0.140887 loss_giou: 0.371171 loss_class_aux: 3.693380 loss_bbox_aux: 0.963672 loss_giou_aux: 2.293900 loss_class_dn: 0.299281 loss_bbox_dn: 0.167380 loss_giou_dn: 0.343083 loss_class_aux_dn: 1.702260 loss_bbox_aux_dn: 1.008439 loss_giou_aux_dn: 1.930783 loss: 13.705895 eta: 2 days, 0:38:21 batch_cost: 0.6365 data_cost: 0.0013 ips: 6.2844 images/s [03/30 22:05:29] ppdet.engine INFO: Epoch: [28] [3900/7329] learning_rate: 0.000100 loss_class: 0.582719 loss_bbox: 0.136425 loss_giou: 0.389298 loss_class_aux: 3.725683 loss_bbox_aux: 0.905806 loss_giou_aux: 2.450936 loss_class_dn: 0.307923 loss_bbox_dn: 0.147887 loss_giou_dn: 0.375930 loss_class_aux_dn: 1.690229 loss_bbox_aux_dn: 0.868634 loss_giou_aux_dn: 2.063047 loss: 13.910315 eta: 2 days, 0:37:26 batch_cost: 0.5507 data_cost: 0.0012 ips: 7.2639 images/s [03/30 22:06:32] ppdet.engine INFO: Epoch: [28] [4000/7329] learning_rate: 0.000100 loss_class: 0.545062 loss_bbox: 0.119514 loss_giou: 0.368891 loss_class_aux: 3.470502 loss_bbox_aux: 0.835367 loss_giou_aux: 2.369916 loss_class_dn: 0.315309 loss_bbox_dn: 0.141988 loss_giou_dn: 0.353534 loss_class_aux_dn: 1.658938 loss_bbox_aux_dn: 0.815553 loss_giou_aux_dn: 1.930560 loss: 13.617517 eta: 2 days, 0:36:33 batch_cost: 0.5632 data_cost: 0.0014 ips: 7.1021 images/s [03/30 22:07:29] ppdet.engine INFO: Epoch: [28] [4100/7329] learning_rate: 0.000100 loss_class: 0.590799 loss_bbox: 0.140624 loss_giou: 0.342616 loss_class_aux: 3.716585 loss_bbox_aux: 0.957593 loss_giou_aux: 2.158270 loss_class_dn: 0.324214 loss_bbox_dn: 0.162279 loss_giou_dn: 0.332326 loss_class_aux_dn: 1.753802 loss_bbox_aux_dn: 1.021446 loss_giou_aux_dn: 1.907462 loss: 13.836110 eta: 2 days, 0:35:33 batch_cost: 0.5184 data_cost: 0.0013 ips: 7.7160 images/s [03/30 22:08:26] ppdet.engine INFO: Epoch: [28] [4200/7329] learning_rate: 0.000100 loss_class: 0.532908 loss_bbox: 0.134264 loss_giou: 0.353557 loss_class_aux: 3.454092 loss_bbox_aux: 0.902019 loss_giou_aux: 2.258507 loss_class_dn: 0.296493 loss_bbox_dn: 0.166075 loss_giou_dn: 0.360749 loss_class_aux_dn: 1.611914 loss_bbox_aux_dn: 0.990896 loss_giou_aux_dn: 1.994686 loss: 13.949444 eta: 2 days, 0:34:34 batch_cost: 0.5184 data_cost: 0.0012 ips: 7.7165 images/s [03/30 22:09:23] ppdet.engine INFO: Epoch: [28] [4300/7329] learning_rate: 0.000100 loss_class: 0.639448 loss_bbox: 0.170487 loss_giou: 0.571992 loss_class_aux: 4.111279 loss_bbox_aux: 1.107822 loss_giou_aux: 3.583545 loss_class_dn: 0.412306 loss_bbox_dn: 0.182299 loss_giou_dn: 0.515971 loss_class_aux_dn: 2.136543 loss_bbox_aux_dn: 1.062407 loss_giou_aux_dn: 2.823058 loss: 18.217165 eta: 2 days, 0:33:33 batch_cost: 0.5094 data_cost: 0.0011 ips: 7.8524 images/s [03/30 22:10:20] ppdet.engine INFO: Epoch: [28] [4400/7329] learning_rate: 0.000100 loss_class: 0.564152 loss_bbox: 0.148364 loss_giou: 0.338613 loss_class_aux: 3.621696 loss_bbox_aux: 0.970345 loss_giou_aux: 2.107319 loss_class_dn: 0.328431 loss_bbox_dn: 0.151918 loss_giou_dn: 0.366511 loss_class_aux_dn: 1.762992 loss_bbox_aux_dn: 0.922489 loss_giou_aux_dn: 2.121870 loss: 14.336980 eta: 2 days, 0:32:34 batch_cost: 0.5208 data_cost: 0.0012 ips: 7.6804 images/s [03/30 22:11:25] ppdet.engine INFO: Epoch: [28] [4500/7329] learning_rate: 0.000100 loss_class: 0.592420 loss_bbox: 0.129136 loss_giou: 0.424477 loss_class_aux: 3.711316 loss_bbox_aux: 0.861998 loss_giou_aux: 2.658035 loss_class_dn: 0.327107 loss_bbox_dn: 0.146854 loss_giou_dn: 0.380628 loss_class_aux_dn: 1.744108 loss_bbox_aux_dn: 0.863327 loss_giou_aux_dn: 2.124933 loss: 14.371023 eta: 2 days, 0:31:45 batch_cost: 0.5930 data_cost: 0.0011 ips: 6.7451 images/s [03/30 22:12:24] ppdet.engine INFO: Epoch: [28] [4600/7329] learning_rate: 0.000100 loss_class: 0.574579 loss_bbox: 0.142139 loss_giou: 0.369634 loss_class_aux: 3.693141 loss_bbox_aux: 0.946594 loss_giou_aux: 2.432092 loss_class_dn: 0.334582 loss_bbox_dn: 0.143817 loss_giou_dn: 0.391754 loss_class_aux_dn: 1.749422 loss_bbox_aux_dn: 0.901578 loss_giou_aux_dn: 2.195545 loss: 15.337056 eta: 2 days, 0:30:48 batch_cost: 0.5372 data_cost: 0.0012 ips: 7.4460 images/s [03/30 22:13:31] ppdet.engine INFO: Epoch: [28] [4700/7329] learning_rate: 0.000100 loss_class: 0.596967 loss_bbox: 0.135844 loss_giou: 0.461666 loss_class_aux: 3.677063 loss_bbox_aux: 0.943497 loss_giou_aux: 2.900365 loss_class_dn: 0.348992 loss_bbox_dn: 0.154611 loss_giou_dn: 0.438527 loss_class_aux_dn: 1.855933 loss_bbox_aux_dn: 0.907042 loss_giou_aux_dn: 2.405312 loss: 14.733479 eta: 2 days, 0:30:04 batch_cost: 0.6218 data_cost: 0.0012 ips: 6.4331 images/s [03/30 22:14:31] ppdet.engine INFO: Epoch: [28] [4800/7329] learning_rate: 0.000100 loss_class: 0.585257 loss_bbox: 0.148664 loss_giou: 0.440819 loss_class_aux: 3.655070 loss_bbox_aux: 0.935816 loss_giou_aux: 2.741761 loss_class_dn: 0.341267 loss_bbox_dn: 0.158477 loss_giou_dn: 0.411049 loss_class_aux_dn: 1.866081 loss_bbox_aux_dn: 0.884261 loss_giou_aux_dn: 2.258114 loss: 15.090132 eta: 2 days, 0:29:08 batch_cost: 0.5400 data_cost: 0.0020 ips: 7.4071 images/s [03/30 22:15:30] ppdet.engine INFO: Epoch: [28] [4900/7329] learning_rate: 0.000100 loss_class: 0.514913 loss_bbox: 0.122966 loss_giou: 0.372945 loss_class_aux: 3.321826 loss_bbox_aux: 0.832154 loss_giou_aux: 2.389017 loss_class_dn: 0.293628 loss_bbox_dn: 0.145587 loss_giou_dn: 0.350345 loss_class_aux_dn: 1.580097 loss_bbox_aux_dn: 0.886891 loss_giou_aux_dn: 1.892820 loss: 13.284462 eta: 2 days, 0:28:10 batch_cost: 0.5291 data_cost: 0.0013 ips: 7.5599 images/s [03/30 22:16:28] ppdet.engine INFO: Epoch: [28] [5000/7329] learning_rate: 0.000100 loss_class: 0.518927 loss_bbox: 0.122978 loss_giou: 0.317205 loss_class_aux: 3.216835 loss_bbox_aux: 0.865562 loss_giou_aux: 2.011350 loss_class_dn: 0.290711 loss_bbox_dn: 0.147201 loss_giou_dn: 0.327154 loss_class_aux_dn: 1.541088 loss_bbox_aux_dn: 0.875560 loss_giou_aux_dn: 1.764089 loss: 12.226402 eta: 2 days, 0:27:11 batch_cost: 0.5232 data_cost: 0.0013 ips: 7.6450 images/s [03/30 22:17:35] ppdet.engine INFO: Epoch: [28] [5100/7329] learning_rate: 0.000100 loss_class: 0.639985 loss_bbox: 0.156454 loss_giou: 0.457875 loss_class_aux: 4.106465 loss_bbox_aux: 1.011164 loss_giou_aux: 2.905515 loss_class_dn: 0.343987 loss_bbox_dn: 0.182536 loss_giou_dn: 0.426584 loss_class_aux_dn: 1.941594 loss_bbox_aux_dn: 1.021894 loss_giou_aux_dn: 2.383351 loss: 15.864624 eta: 2 days, 0:26:23 batch_cost: 0.5965 data_cost: 0.0014 ips: 6.7060 images/s [03/30 22:18:50] ppdet.engine INFO: Epoch: [28] [5200/7329] learning_rate: 0.000100 loss_class: 0.593546 loss_bbox: 0.158939 loss_giou: 0.391076 loss_class_aux: 3.752524 loss_bbox_aux: 1.012832 loss_giou_aux: 2.478809 loss_class_dn: 0.348515 loss_bbox_dn: 0.154501 loss_giou_dn: 0.422216 loss_class_aux_dn: 1.851140 loss_bbox_aux_dn: 0.893667 loss_giou_aux_dn: 2.362025 loss: 14.967461 eta: 2 days, 0:25:51 batch_cost: 0.6995 data_cost: 0.0013 ips: 5.7183 images/s [03/30 22:19:52] ppdet.engine INFO: Epoch: [28] [5300/7329] learning_rate: 0.000100 loss_class: 0.587090 loss_bbox: 0.150806 loss_giou: 0.390766 loss_class_aux: 3.870112 loss_bbox_aux: 0.961038 loss_giou_aux: 2.488997 loss_class_dn: 0.340762 loss_bbox_dn: 0.157732 loss_giou_dn: 0.375588 loss_class_aux_dn: 1.816231 loss_bbox_aux_dn: 0.919446 loss_giou_aux_dn: 2.062694 loss: 15.183249 eta: 2 days, 0:24:58 batch_cost: 0.5606 data_cost: 0.0012 ips: 7.1352 images/s [03/30 22:20:54] ppdet.engine INFO: Epoch: [28] [5400/7329] learning_rate: 0.000100 loss_class: 0.603794 loss_bbox: 0.158244 loss_giou: 0.403123 loss_class_aux: 3.896909 loss_bbox_aux: 1.002415 loss_giou_aux: 2.664646 loss_class_dn: 0.356021 loss_bbox_dn: 0.148109 loss_giou_dn: 0.403320 loss_class_aux_dn: 1.937533 loss_bbox_aux_dn: 0.874969 loss_giou_aux_dn: 2.218562 loss: 15.516019 eta: 2 days, 0:24:04 batch_cost: 0.5594 data_cost: 0.0013 ips: 7.1499 images/s [03/30 22:22:11] ppdet.engine INFO: Epoch: [28] [5500/7329] learning_rate: 0.000100 loss_class: 0.587265 loss_bbox: 0.143222 loss_giou: 0.392410 loss_class_aux: 3.714102 loss_bbox_aux: 0.970217 loss_giou_aux: 2.464041 loss_class_dn: 0.322390 loss_bbox_dn: 0.155885 loss_giou_dn: 0.367559 loss_class_aux_dn: 1.690456 loss_bbox_aux_dn: 0.923168 loss_giou_aux_dn: 2.026704 loss: 14.143850 eta: 2 days, 0:23:33 batch_cost: 0.7045 data_cost: 0.0013 ips: 5.6781 images/s [03/30 22:23:08] ppdet.engine INFO: Epoch: [28] [5600/7329] learning_rate: 0.000100 loss_class: 0.647472 loss_bbox: 0.166920 loss_giou: 0.458147 loss_class_aux: 4.102188 loss_bbox_aux: 1.116914 loss_giou_aux: 2.976254 loss_class_dn: 0.354854 loss_bbox_dn: 0.170465 loss_giou_dn: 0.446237 loss_class_aux_dn: 1.901563 loss_bbox_aux_dn: 1.021608 loss_giou_aux_dn: 2.489843 loss: 16.483932 eta: 2 days, 0:22:34 batch_cost: 0.5225 data_cost: 0.0012 ips: 7.6559 images/s [03/30 22:24:05] ppdet.engine INFO: Epoch: [28] [5700/7329] learning_rate: 0.000100 loss_class: 0.576999 loss_bbox: 0.149916 loss_giou: 0.377297 loss_class_aux: 3.901585 loss_bbox_aux: 0.918751 loss_giou_aux: 2.334425 loss_class_dn: 0.323096 loss_bbox_dn: 0.170200 loss_giou_dn: 0.358468 loss_class_aux_dn: 1.715101 loss_bbox_aux_dn: 1.001469 loss_giou_aux_dn: 2.026770 loss: 13.691465 eta: 2 days, 0:21:33 batch_cost: 0.5147 data_cost: 0.0012 ips: 7.7714 images/s [03/30 22:25:05] ppdet.engine INFO: Epoch: [28] [5800/7329] learning_rate: 0.000100 loss_class: 0.581104 loss_bbox: 0.131020 loss_giou: 0.365030 loss_class_aux: 3.839588 loss_bbox_aux: 0.921836 loss_giou_aux: 2.366577 loss_class_dn: 0.314206 loss_bbox_dn: 0.176993 loss_giou_dn: 0.352058 loss_class_aux_dn: 1.687591 loss_bbox_aux_dn: 1.034684 loss_giou_aux_dn: 1.978634 loss: 14.132790 eta: 2 days, 0:20:37 batch_cost: 0.5433 data_cost: 0.0011 ips: 7.3630 images/s [03/30 22:26:07] ppdet.engine INFO: Epoch: [28] [5900/7329] learning_rate: 0.000100 loss_class: 0.612359 loss_bbox: 0.153536 loss_giou: 0.420618 loss_class_aux: 3.938687 loss_bbox_aux: 0.990516 loss_giou_aux: 2.706123 loss_class_dn: 0.351139 loss_bbox_dn: 0.172647 loss_giou_dn: 0.407994 loss_class_aux_dn: 1.858644 loss_bbox_aux_dn: 0.971313 loss_giou_aux_dn: 2.331523 loss: 15.082859 eta: 2 days, 0:19:44 batch_cost: 0.5578 data_cost: 0.0017 ips: 7.1709 images/s [03/30 22:27:05] ppdet.engine INFO: Epoch: [28] [6000/7329] learning_rate: 0.000100 loss_class: 0.549802 loss_bbox: 0.136738 loss_giou: 0.380486 loss_class_aux: 3.472567 loss_bbox_aux: 0.915873 loss_giou_aux: 2.513117 loss_class_dn: 0.314030 loss_bbox_dn: 0.146818 loss_giou_dn: 0.382628 loss_class_aux_dn: 1.696031 loss_bbox_aux_dn: 0.891639 loss_giou_aux_dn: 2.142949 loss: 14.182404 eta: 2 days, 0:18:45 batch_cost: 0.5258 data_cost: 0.0012 ips: 7.6071 images/s [03/30 22:28:04] ppdet.engine INFO: Epoch: [28] [6100/7329] learning_rate: 0.000100 loss_class: 0.694659 loss_bbox: 0.151049 loss_giou: 0.500924 loss_class_aux: 4.408616 loss_bbox_aux: 0.946257 loss_giou_aux: 3.157715 loss_class_dn: 0.374888 loss_bbox_dn: 0.152946 loss_giou_dn: 0.457931 loss_class_aux_dn: 2.010340 loss_bbox_aux_dn: 0.925017 loss_giou_aux_dn: 2.546551 loss: 16.505928 eta: 2 days, 0:17:47 batch_cost: 0.5296 data_cost: 0.0013 ips: 7.5534 images/s [03/30 22:29:02] ppdet.engine INFO: Epoch: [28] [6200/7329] learning_rate: 0.000100 loss_class: 0.632514 loss_bbox: 0.146038 loss_giou: 0.427842 loss_class_aux: 4.071162 loss_bbox_aux: 0.943428 loss_giou_aux: 2.693820 loss_class_dn: 0.370194 loss_bbox_dn: 0.151160 loss_giou_dn: 0.401691 loss_class_aux_dn: 1.952686 loss_bbox_aux_dn: 0.890952 loss_giou_aux_dn: 2.228036 loss: 15.728855 eta: 2 days, 0:16:49 batch_cost: 0.5296 data_cost: 0.0013 ips: 7.5528 images/s [03/30 22:29:59] ppdet.engine INFO: Epoch: [28] [6300/7329] learning_rate: 0.000100 loss_class: 0.558593 loss_bbox: 0.133021 loss_giou: 0.369557 loss_class_aux: 3.592142 loss_bbox_aux: 0.910000 loss_giou_aux: 2.439949 loss_class_dn: 0.306383 loss_bbox_dn: 0.149984 loss_giou_dn: 0.354777 loss_class_aux_dn: 1.669678 loss_bbox_aux_dn: 0.868130 loss_giou_aux_dn: 1.974109 loss: 13.249698 eta: 2 days, 0:15:48 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8690 images/s [03/30 22:30:59] ppdet.engine INFO: Epoch: [28] [6400/7329] learning_rate: 0.000100 loss_class: 0.558035 loss_bbox: 0.130920 loss_giou: 0.354175 loss_class_aux: 3.643892 loss_bbox_aux: 0.921528 loss_giou_aux: 2.229012 loss_class_dn: 0.305981 loss_bbox_dn: 0.165253 loss_giou_dn: 0.337969 loss_class_aux_dn: 1.669038 loss_bbox_aux_dn: 0.926490 loss_giou_aux_dn: 1.875995 loss: 12.916967 eta: 2 days, 0:14:53 batch_cost: 0.5495 data_cost: 0.0014 ips: 7.2800 images/s [03/30 22:31:59] ppdet.engine INFO: Epoch: [28] [6500/7329] learning_rate: 0.000100 loss_class: 0.596337 loss_bbox: 0.148348 loss_giou: 0.380384 loss_class_aux: 3.716030 loss_bbox_aux: 1.006098 loss_giou_aux: 2.421550 loss_class_dn: 0.320819 loss_bbox_dn: 0.158743 loss_giou_dn: 0.386285 loss_class_aux_dn: 1.715176 loss_bbox_aux_dn: 0.905912 loss_giou_aux_dn: 2.118942 loss: 14.350918 eta: 2 days, 0:13:56 batch_cost: 0.5357 data_cost: 0.0013 ips: 7.4668 images/s [03/30 22:32:55] ppdet.engine INFO: Epoch: [28] [6600/7329] learning_rate: 0.000100 loss_class: 0.634688 loss_bbox: 0.145026 loss_giou: 0.438877 loss_class_aux: 4.051573 loss_bbox_aux: 0.958931 loss_giou_aux: 2.713987 loss_class_dn: 0.360223 loss_bbox_dn: 0.166869 loss_giou_dn: 0.423016 loss_class_aux_dn: 1.900587 loss_bbox_aux_dn: 1.001686 loss_giou_aux_dn: 2.326663 loss: 15.671595 eta: 2 days, 0:12:55 batch_cost: 0.5100 data_cost: 0.0013 ips: 7.8437 images/s [03/30 22:34:05] ppdet.engine INFO: Epoch: [28] [6700/7329] learning_rate: 0.000100 loss_class: 0.652365 loss_bbox: 0.159145 loss_giou: 0.445964 loss_class_aux: 4.156775 loss_bbox_aux: 1.008474 loss_giou_aux: 2.791881 loss_class_dn: 0.369042 loss_bbox_dn: 0.163174 loss_giou_dn: 0.427406 loss_class_aux_dn: 1.986440 loss_bbox_aux_dn: 0.994718 loss_giou_aux_dn: 2.437614 loss: 16.033966 eta: 2 days, 0:12:11 batch_cost: 0.6234 data_cost: 0.0015 ips: 6.4160 images/s [03/30 22:35:04] ppdet.engine INFO: Epoch: [28] [6800/7329] learning_rate: 0.000100 loss_class: 0.600641 loss_bbox: 0.149428 loss_giou: 0.399218 loss_class_aux: 3.818585 loss_bbox_aux: 0.916423 loss_giou_aux: 2.529634 loss_class_dn: 0.352831 loss_bbox_dn: 0.142984 loss_giou_dn: 0.403470 loss_class_aux_dn: 1.948056 loss_bbox_aux_dn: 0.835215 loss_giou_aux_dn: 2.290156 loss: 15.686357 eta: 2 days, 0:11:15 batch_cost: 0.5422 data_cost: 0.0013 ips: 7.3779 images/s [03/30 22:36:06] ppdet.engine INFO: Epoch: [28] [6900/7329] learning_rate: 0.000100 loss_class: 0.569630 loss_bbox: 0.152626 loss_giou: 0.453348 loss_class_aux: 3.897854 loss_bbox_aux: 1.027420 loss_giou_aux: 2.819343 loss_class_dn: 0.355108 loss_bbox_dn: 0.152093 loss_giou_dn: 0.420862 loss_class_aux_dn: 1.883729 loss_bbox_aux_dn: 0.890931 loss_giou_aux_dn: 2.286454 loss: 14.706757 eta: 2 days, 0:10:22 batch_cost: 0.5605 data_cost: 0.0013 ips: 7.1362 images/s [03/30 22:37:07] ppdet.engine INFO: Epoch: [28] [7000/7329] learning_rate: 0.000100 loss_class: 0.685323 loss_bbox: 0.157847 loss_giou: 0.467644 loss_class_aux: 4.437126 loss_bbox_aux: 0.984991 loss_giou_aux: 3.032662 loss_class_dn: 0.400358 loss_bbox_dn: 0.170387 loss_giou_dn: 0.480371 loss_class_aux_dn: 2.138646 loss_bbox_aux_dn: 0.974281 loss_giou_aux_dn: 2.635697 loss: 17.575726 eta: 2 days, 0:09:28 batch_cost: 0.5588 data_cost: 0.0013 ips: 7.1580 images/s [03/30 22:38:09] ppdet.engine INFO: Epoch: [28] [7100/7329] learning_rate: 0.000100 loss_class: 0.500478 loss_bbox: 0.134286 loss_giou: 0.331183 loss_class_aux: 3.219469 loss_bbox_aux: 0.895735 loss_giou_aux: 2.102794 loss_class_dn: 0.286607 loss_bbox_dn: 0.142526 loss_giou_dn: 0.330089 loss_class_aux_dn: 1.559969 loss_bbox_aux_dn: 0.849044 loss_giou_aux_dn: 1.865683 loss: 14.010890 eta: 2 days, 0:08:35 batch_cost: 0.5571 data_cost: 0.0013 ips: 7.1797 images/s [03/30 22:39:05] ppdet.engine INFO: Epoch: [28] [7200/7329] learning_rate: 0.000100 loss_class: 0.636517 loss_bbox: 0.145539 loss_giou: 0.399833 loss_class_aux: 4.067028 loss_bbox_aux: 0.955506 loss_giou_aux: 2.542693 loss_class_dn: 0.355321 loss_bbox_dn: 0.168354 loss_giou_dn: 0.371648 loss_class_aux_dn: 1.883852 loss_bbox_aux_dn: 1.018034 loss_giou_aux_dn: 2.122991 loss: 15.309401 eta: 2 days, 0:07:33 batch_cost: 0.5039 data_cost: 0.0011 ips: 7.9381 images/s [03/30 22:40:01] ppdet.engine INFO: Epoch: [28] [7300/7329] learning_rate: 0.000100 loss_class: 0.525098 loss_bbox: 0.134974 loss_giou: 0.358525 loss_class_aux: 3.221768 loss_bbox_aux: 0.908008 loss_giou_aux: 2.325828 loss_class_dn: 0.297577 loss_bbox_dn: 0.150109 loss_giou_dn: 0.354729 loss_class_aux_dn: 1.597298 loss_bbox_aux_dn: 0.886524 loss_giou_aux_dn: 1.938814 loss: 12.727737 eta: 2 days, 0:06:31 batch_cost: 0.5026 data_cost: 0.0012 ips: 7.9589 images/s [03/30 22:40:22] ppdet.engine INFO: Eval iter: 0 [03/30 22:40:50] ppdet.engine INFO: Eval iter: 100 [03/30 22:41:19] ppdet.engine INFO: Eval iter: 200 [03/30 22:41:48] ppdet.engine INFO: Eval iter: 300 [03/30 22:42:17] ppdet.engine INFO: Eval iter: 400 [03/30 22:42:45] ppdet.engine INFO: Eval iter: 500 [03/30 22:43:15] ppdet.engine INFO: Eval iter: 600 [03/30 22:43:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.61s) creating index... index created! [03/30 22:43:45] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.12s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=122.37s). Accumulating evaluation results... DONE (t=29.38s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.561 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 ] = 0.384 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 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.541 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 ] = 0.882 [03/30 22:46:39] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.71042619425963 [03/30 22:46:39] ppdet.engine INFO: Best test bbox ap is 0.517. [03/30 22:46:43] ppdet.engine INFO: Epoch: [29] [ 0/7329] learning_rate: 0.000100 loss_class: 0.538890 loss_bbox: 0.144816 loss_giou: 0.364862 loss_class_aux: 3.532633 loss_bbox_aux: 1.000439 loss_giou_aux: 2.289379 loss_class_dn: 0.319159 loss_bbox_dn: 0.168595 loss_giou_dn: 0.346580 loss_class_aux_dn: 1.715118 loss_bbox_aux_dn: 0.968753 loss_giou_aux_dn: 1.992048 loss: 13.623121 eta: 2 days, 0:06:13 batch_cost: 0.5022 data_cost: 0.0013 ips: 7.9653 images/s [03/30 22:47:45] ppdet.engine INFO: Epoch: [29] [ 100/7329] learning_rate: 0.000100 loss_class: 0.581593 loss_bbox: 0.130739 loss_giou: 0.359306 loss_class_aux: 3.697903 loss_bbox_aux: 0.853750 loss_giou_aux: 2.259500 loss_class_dn: 0.331244 loss_bbox_dn: 0.131833 loss_giou_dn: 0.352972 loss_class_aux_dn: 1.783962 loss_bbox_aux_dn: 0.782682 loss_giou_aux_dn: 2.006458 loss: 14.182848 eta: 2 days, 0:05:21 batch_cost: 0.5682 data_cost: 0.0014 ips: 7.0392 images/s [03/30 22:48:43] ppdet.engine INFO: Epoch: [29] [ 200/7329] learning_rate: 0.000100 loss_class: 0.579750 loss_bbox: 0.160802 loss_giou: 0.419777 loss_class_aux: 3.749072 loss_bbox_aux: 1.028880 loss_giou_aux: 2.685489 loss_class_dn: 0.333675 loss_bbox_dn: 0.163259 loss_giou_dn: 0.396360 loss_class_aux_dn: 1.754827 loss_bbox_aux_dn: 0.916917 loss_giou_aux_dn: 2.196578 loss: 15.152716 eta: 2 days, 0:04:22 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6273 images/s [03/30 22:49:47] ppdet.engine INFO: Epoch: [29] [ 300/7329] learning_rate: 0.000100 loss_class: 0.556911 loss_bbox: 0.140236 loss_giou: 0.349427 loss_class_aux: 3.580781 loss_bbox_aux: 0.931930 loss_giou_aux: 2.238608 loss_class_dn: 0.311398 loss_bbox_dn: 0.158586 loss_giou_dn: 0.385724 loss_class_aux_dn: 1.660217 loss_bbox_aux_dn: 0.936983 loss_giou_aux_dn: 2.102705 loss: 14.137525 eta: 2 days, 0:03:32 batch_cost: 0.5839 data_cost: 0.0012 ips: 6.8506 images/s [03/30 22:50:51] ppdet.engine INFO: Epoch: [29] [ 400/7329] learning_rate: 0.000100 loss_class: 0.576222 loss_bbox: 0.143603 loss_giou: 0.429609 loss_class_aux: 3.809517 loss_bbox_aux: 0.930804 loss_giou_aux: 2.781716 loss_class_dn: 0.333350 loss_bbox_dn: 0.153960 loss_giou_dn: 0.438382 loss_class_aux_dn: 1.810828 loss_bbox_aux_dn: 0.917674 loss_giou_aux_dn: 2.322382 loss: 14.829173 eta: 2 days, 0:02:43 batch_cost: 0.5900 data_cost: 0.0012 ips: 6.7791 images/s [03/30 22:51:50] ppdet.engine INFO: Epoch: [29] [ 500/7329] learning_rate: 0.000100 loss_class: 0.544964 loss_bbox: 0.127288 loss_giou: 0.381403 loss_class_aux: 3.437353 loss_bbox_aux: 0.862229 loss_giou_aux: 2.352434 loss_class_dn: 0.310099 loss_bbox_dn: 0.152943 loss_giou_dn: 0.377104 loss_class_aux_dn: 1.626497 loss_bbox_aux_dn: 0.886530 loss_giou_aux_dn: 2.079215 loss: 14.205412 eta: 2 days, 0:01:46 batch_cost: 0.5335 data_cost: 0.0013 ips: 7.4974 images/s [03/30 22:52:51] ppdet.engine INFO: Epoch: [29] [ 600/7329] learning_rate: 0.000100 loss_class: 0.577841 loss_bbox: 0.165342 loss_giou: 0.352582 loss_class_aux: 3.582027 loss_bbox_aux: 1.061919 loss_giou_aux: 2.375884 loss_class_dn: 0.329525 loss_bbox_dn: 0.176520 loss_giou_dn: 0.364083 loss_class_aux_dn: 1.799650 loss_bbox_aux_dn: 1.018176 loss_giou_aux_dn: 2.059799 loss: 14.434198 eta: 2 days, 0:00:52 batch_cost: 0.5526 data_cost: 0.0013 ips: 7.2383 images/s [03/30 22:53:51] ppdet.engine INFO: Epoch: [29] [ 700/7329] learning_rate: 0.000100 loss_class: 0.651545 loss_bbox: 0.148172 loss_giou: 0.476186 loss_class_aux: 4.131904 loss_bbox_aux: 0.994729 loss_giou_aux: 2.905953 loss_class_dn: 0.386711 loss_bbox_dn: 0.173729 loss_giou_dn: 0.454516 loss_class_aux_dn: 2.069216 loss_bbox_aux_dn: 1.000810 loss_giou_aux_dn: 2.510657 loss: 16.206900 eta: 1 day, 23:59:55 batch_cost: 0.5393 data_cost: 0.0014 ips: 7.4170 images/s [03/30 22:54:50] ppdet.engine INFO: Epoch: [29] [ 800/7329] learning_rate: 0.000100 loss_class: 0.621940 loss_bbox: 0.155412 loss_giou: 0.457655 loss_class_aux: 4.190536 loss_bbox_aux: 0.977770 loss_giou_aux: 2.861692 loss_class_dn: 0.381537 loss_bbox_dn: 0.160459 loss_giou_dn: 0.437401 loss_class_aux_dn: 2.046006 loss_bbox_aux_dn: 0.933156 loss_giou_aux_dn: 2.422325 loss: 16.817574 eta: 1 day, 23:58:58 batch_cost: 0.5366 data_cost: 0.0012 ips: 7.4541 images/s [03/30 22:55:49] ppdet.engine INFO: Epoch: [29] [ 900/7329] learning_rate: 0.000100 loss_class: 0.523759 loss_bbox: 0.138487 loss_giou: 0.354763 loss_class_aux: 3.516373 loss_bbox_aux: 0.914547 loss_giou_aux: 2.282053 loss_class_dn: 0.293881 loss_bbox_dn: 0.151026 loss_giou_dn: 0.345443 loss_class_aux_dn: 1.590161 loss_bbox_aux_dn: 0.868207 loss_giou_aux_dn: 1.919566 loss: 12.998322 eta: 1 day, 23:58:01 batch_cost: 0.5341 data_cost: 0.0012 ips: 7.4897 images/s [03/30 22:56:55] ppdet.engine INFO: Epoch: [29] [1000/7329] learning_rate: 0.000100 loss_class: 0.615142 loss_bbox: 0.144600 loss_giou: 0.367527 loss_class_aux: 3.880371 loss_bbox_aux: 0.954910 loss_giou_aux: 2.399228 loss_class_dn: 0.346710 loss_bbox_dn: 0.161671 loss_giou_dn: 0.358926 loss_class_aux_dn: 1.870880 loss_bbox_aux_dn: 0.988917 loss_giou_aux_dn: 2.010042 loss: 15.976962 eta: 1 day, 23:57:13 batch_cost: 0.5995 data_cost: 0.0013 ips: 6.6723 images/s [03/30 22:58:02] ppdet.engine INFO: Epoch: [29] [1100/7329] learning_rate: 0.000100 loss_class: 0.593592 loss_bbox: 0.136430 loss_giou: 0.403533 loss_class_aux: 3.844155 loss_bbox_aux: 0.902702 loss_giou_aux: 2.463666 loss_class_dn: 0.317710 loss_bbox_dn: 0.151765 loss_giou_dn: 0.392575 loss_class_aux_dn: 1.722849 loss_bbox_aux_dn: 0.921441 loss_giou_aux_dn: 2.141860 loss: 14.605452 eta: 1 day, 23:56:28 batch_cost: 0.6123 data_cost: 0.0015 ips: 6.5325 images/s [03/30 22:59:07] ppdet.engine INFO: Epoch: [29] [1200/7329] learning_rate: 0.000100 loss_class: 0.600625 loss_bbox: 0.137125 loss_giou: 0.333346 loss_class_aux: 3.880378 loss_bbox_aux: 0.950436 loss_giou_aux: 2.233024 loss_class_dn: 0.335128 loss_bbox_dn: 0.153859 loss_giou_dn: 0.329719 loss_class_aux_dn: 1.786155 loss_bbox_aux_dn: 0.942259 loss_giou_aux_dn: 1.877745 loss: 14.436310 eta: 1 day, 23:55:39 batch_cost: 0.5906 data_cost: 0.0015 ips: 6.7733 images/s [03/30 23:00:09] ppdet.engine INFO: Epoch: [29] [1300/7329] learning_rate: 0.000100 loss_class: 0.560669 loss_bbox: 0.132870 loss_giou: 0.360521 loss_class_aux: 3.651912 loss_bbox_aux: 0.913169 loss_giou_aux: 2.266233 loss_class_dn: 0.328363 loss_bbox_dn: 0.144097 loss_giou_dn: 0.344303 loss_class_aux_dn: 1.765673 loss_bbox_aux_dn: 0.823283 loss_giou_aux_dn: 1.864305 loss: 13.219623 eta: 1 day, 23:54:46 batch_cost: 0.5642 data_cost: 0.0013 ips: 7.0902 images/s [03/30 23:01:10] ppdet.engine INFO: Epoch: [29] [1400/7329] learning_rate: 0.000100 loss_class: 0.594331 loss_bbox: 0.151355 loss_giou: 0.459857 loss_class_aux: 3.836513 loss_bbox_aux: 1.011660 loss_giou_aux: 2.858799 loss_class_dn: 0.344770 loss_bbox_dn: 0.161098 loss_giou_dn: 0.443859 loss_class_aux_dn: 1.865365 loss_bbox_aux_dn: 0.957304 loss_giou_aux_dn: 2.393695 loss: 15.285771 eta: 1 day, 23:53:52 batch_cost: 0.5539 data_cost: 0.0014 ips: 7.2219 images/s [03/30 23:02:09] ppdet.engine INFO: Epoch: [29] [1500/7329] learning_rate: 0.000100 loss_class: 0.546564 loss_bbox: 0.151244 loss_giou: 0.402203 loss_class_aux: 3.623379 loss_bbox_aux: 0.992485 loss_giou_aux: 2.521070 loss_class_dn: 0.340377 loss_bbox_dn: 0.160314 loss_giou_dn: 0.367857 loss_class_aux_dn: 1.806083 loss_bbox_aux_dn: 0.949469 loss_giou_aux_dn: 2.103667 loss: 14.415280 eta: 1 day, 23:52:54 batch_cost: 0.5288 data_cost: 0.0012 ips: 7.5644 images/s [03/30 23:03:15] ppdet.engine INFO: Epoch: [29] [1600/7329] learning_rate: 0.000100 loss_class: 0.557148 loss_bbox: 0.143730 loss_giou: 0.376614 loss_class_aux: 3.632981 loss_bbox_aux: 0.936942 loss_giou_aux: 2.442625 loss_class_dn: 0.329722 loss_bbox_dn: 0.149877 loss_giou_dn: 0.381595 loss_class_aux_dn: 1.767178 loss_bbox_aux_dn: 0.898199 loss_giou_aux_dn: 2.133821 loss: 14.145809 eta: 1 day, 23:52:07 batch_cost: 0.6049 data_cost: 0.0013 ips: 6.6123 images/s [03/30 23:04:16] ppdet.engine INFO: Epoch: [29] [1700/7329] learning_rate: 0.000100 loss_class: 0.550631 loss_bbox: 0.138982 loss_giou: 0.405102 loss_class_aux: 3.331387 loss_bbox_aux: 0.912776 loss_giou_aux: 2.668949 loss_class_dn: 0.331062 loss_bbox_dn: 0.155476 loss_giou_dn: 0.378477 loss_class_aux_dn: 1.771354 loss_bbox_aux_dn: 0.911223 loss_giou_aux_dn: 2.104815 loss: 13.975180 eta: 1 day, 23:51:12 batch_cost: 0.5535 data_cost: 0.0013 ips: 7.2269 images/s [03/30 23:05:14] ppdet.engine INFO: Epoch: [29] [1800/7329] learning_rate: 0.000100 loss_class: 0.646677 loss_bbox: 0.170132 loss_giou: 0.403848 loss_class_aux: 4.241236 loss_bbox_aux: 1.073541 loss_giou_aux: 2.583524 loss_class_dn: 0.374309 loss_bbox_dn: 0.190408 loss_giou_dn: 0.424356 loss_class_aux_dn: 2.019998 loss_bbox_aux_dn: 1.090540 loss_giou_aux_dn: 2.398206 loss: 16.103630 eta: 1 day, 23:50:14 batch_cost: 0.5234 data_cost: 0.0013 ips: 7.6428 images/s [03/30 23:06:14] ppdet.engine INFO: Epoch: [29] [1900/7329] learning_rate: 0.000100 loss_class: 0.534823 loss_bbox: 0.147842 loss_giou: 0.346910 loss_class_aux: 3.408101 loss_bbox_aux: 0.948286 loss_giou_aux: 2.161767 loss_class_dn: 0.313185 loss_bbox_dn: 0.158169 loss_giou_dn: 0.334914 loss_class_aux_dn: 1.698117 loss_bbox_aux_dn: 0.979047 loss_giou_aux_dn: 1.857019 loss: 12.950560 eta: 1 day, 23:49:18 batch_cost: 0.5473 data_cost: 0.0012 ips: 7.3082 images/s [03/30 23:07:19] ppdet.engine INFO: Epoch: [29] [2000/7329] learning_rate: 0.000100 loss_class: 0.608366 loss_bbox: 0.137095 loss_giou: 0.379343 loss_class_aux: 3.926479 loss_bbox_aux: 0.897845 loss_giou_aux: 2.522366 loss_class_dn: 0.353726 loss_bbox_dn: 0.152413 loss_giou_dn: 0.408648 loss_class_aux_dn: 1.882048 loss_bbox_aux_dn: 0.948287 loss_giou_aux_dn: 2.252717 loss: 15.445717 eta: 1 day, 23:48:28 batch_cost: 0.5844 data_cost: 0.0013 ips: 6.8447 images/s [03/30 23:08:17] ppdet.engine INFO: Epoch: [29] [2100/7329] learning_rate: 0.000100 loss_class: 0.580931 loss_bbox: 0.137031 loss_giou: 0.419000 loss_class_aux: 3.681890 loss_bbox_aux: 0.880835 loss_giou_aux: 2.622417 loss_class_dn: 0.337305 loss_bbox_dn: 0.144695 loss_giou_dn: 0.399385 loss_class_aux_dn: 1.811143 loss_bbox_aux_dn: 0.831035 loss_giou_aux_dn: 2.165591 loss: 14.843121 eta: 1 day, 23:47:31 batch_cost: 0.5298 data_cost: 0.0012 ips: 7.5494 images/s [03/30 23:09:16] ppdet.engine INFO: Epoch: [29] [2200/7329] learning_rate: 0.000100 loss_class: 0.566387 loss_bbox: 0.138557 loss_giou: 0.342597 loss_class_aux: 3.605060 loss_bbox_aux: 0.921852 loss_giou_aux: 2.147628 loss_class_dn: 0.327775 loss_bbox_dn: 0.151793 loss_giou_dn: 0.349448 loss_class_aux_dn: 1.717906 loss_bbox_aux_dn: 0.929038 loss_giou_aux_dn: 1.988705 loss: 13.963226 eta: 1 day, 23:46:33 batch_cost: 0.5324 data_cost: 0.0012 ips: 7.5129 images/s [03/30 23:10:15] ppdet.engine INFO: Epoch: [29] [2300/7329] learning_rate: 0.000100 loss_class: 0.566105 loss_bbox: 0.146395 loss_giou: 0.425049 loss_class_aux: 3.647081 loss_bbox_aux: 0.956190 loss_giou_aux: 2.725054 loss_class_dn: 0.338523 loss_bbox_dn: 0.154304 loss_giou_dn: 0.428031 loss_class_aux_dn: 1.773677 loss_bbox_aux_dn: 0.924309 loss_giou_aux_dn: 2.386831 loss: 15.195233 eta: 1 day, 23:45:36 batch_cost: 0.5374 data_cost: 0.0012 ips: 7.4437 images/s [03/30 23:11:16] ppdet.engine INFO: Epoch: [29] [2400/7329] learning_rate: 0.000100 loss_class: 0.590360 loss_bbox: 0.142652 loss_giou: 0.390646 loss_class_aux: 3.815256 loss_bbox_aux: 0.937134 loss_giou_aux: 2.478905 loss_class_dn: 0.336359 loss_bbox_dn: 0.157618 loss_giou_dn: 0.377118 loss_class_aux_dn: 1.820940 loss_bbox_aux_dn: 0.940480 loss_giou_aux_dn: 2.057742 loss: 14.422786 eta: 1 day, 23:44:42 batch_cost: 0.5511 data_cost: 0.0012 ips: 7.2576 images/s [03/30 23:12:19] ppdet.engine INFO: Epoch: [29] [2500/7329] learning_rate: 0.000100 loss_class: 0.587416 loss_bbox: 0.137964 loss_giou: 0.378575 loss_class_aux: 3.887262 loss_bbox_aux: 0.884470 loss_giou_aux: 2.445662 loss_class_dn: 0.330052 loss_bbox_dn: 0.141879 loss_giou_dn: 0.352029 loss_class_aux_dn: 1.750223 loss_bbox_aux_dn: 0.864836 loss_giou_aux_dn: 1.956111 loss: 13.873821 eta: 1 day, 23:43:50 batch_cost: 0.5707 data_cost: 0.0012 ips: 7.0087 images/s [03/30 23:13:21] ppdet.engine INFO: Epoch: [29] [2600/7329] learning_rate: 0.000100 loss_class: 0.551377 loss_bbox: 0.120186 loss_giou: 0.357552 loss_class_aux: 3.552952 loss_bbox_aux: 0.837850 loss_giou_aux: 2.237384 loss_class_dn: 0.310603 loss_bbox_dn: 0.133311 loss_giou_dn: 0.342015 loss_class_aux_dn: 1.701261 loss_bbox_aux_dn: 0.824788 loss_giou_aux_dn: 1.903381 loss: 12.973183 eta: 1 day, 23:42:55 batch_cost: 0.5536 data_cost: 0.0013 ips: 7.2252 images/s [03/30 23:14:22] ppdet.engine INFO: Epoch: [29] [2700/7329] learning_rate: 0.000100 loss_class: 0.586387 loss_bbox: 0.142940 loss_giou: 0.386069 loss_class_aux: 3.710344 loss_bbox_aux: 0.897358 loss_giou_aux: 2.398800 loss_class_dn: 0.331501 loss_bbox_dn: 0.159515 loss_giou_dn: 0.382580 loss_class_aux_dn: 1.806948 loss_bbox_aux_dn: 0.926271 loss_giou_aux_dn: 2.108475 loss: 14.565235 eta: 1 day, 23:42:02 batch_cost: 0.5574 data_cost: 0.0013 ips: 7.1762 images/s [03/30 23:15:21] ppdet.engine INFO: Epoch: [29] [2800/7329] learning_rate: 0.000100 loss_class: 0.576074 loss_bbox: 0.145612 loss_giou: 0.421116 loss_class_aux: 3.681535 loss_bbox_aux: 0.919861 loss_giou_aux: 2.664381 loss_class_dn: 0.334429 loss_bbox_dn: 0.157408 loss_giou_dn: 0.378923 loss_class_aux_dn: 1.745108 loss_bbox_aux_dn: 0.886408 loss_giou_aux_dn: 2.113254 loss: 14.459305 eta: 1 day, 23:41:04 batch_cost: 0.5314 data_cost: 0.0012 ips: 7.5269 images/s [03/30 23:16:20] ppdet.engine INFO: Epoch: [29] [2900/7329] learning_rate: 0.000100 loss_class: 0.613329 loss_bbox: 0.149568 loss_giou: 0.360649 loss_class_aux: 4.041471 loss_bbox_aux: 0.973274 loss_giou_aux: 2.342602 loss_class_dn: 0.345304 loss_bbox_dn: 0.183731 loss_giou_dn: 0.394500 loss_class_aux_dn: 1.839031 loss_bbox_aux_dn: 1.106846 loss_giou_aux_dn: 2.177821 loss: 15.798897 eta: 1 day, 23:40:05 batch_cost: 0.5238 data_cost: 0.0016 ips: 7.6359 images/s [03/30 23:17:18] ppdet.engine INFO: Epoch: [29] [3000/7329] learning_rate: 0.000100 loss_class: 0.577753 loss_bbox: 0.133513 loss_giou: 0.374611 loss_class_aux: 3.707630 loss_bbox_aux: 0.885314 loss_giou_aux: 2.381562 loss_class_dn: 0.336100 loss_bbox_dn: 0.152124 loss_giou_dn: 0.349269 loss_class_aux_dn: 1.774897 loss_bbox_aux_dn: 0.928873 loss_giou_aux_dn: 1.964806 loss: 14.264418 eta: 1 day, 23:39:07 batch_cost: 0.5279 data_cost: 0.0014 ips: 7.5770 images/s [03/30 23:18:16] ppdet.engine INFO: Epoch: [29] [3100/7329] learning_rate: 0.000100 loss_class: 0.623660 loss_bbox: 0.156721 loss_giou: 0.398571 loss_class_aux: 4.041893 loss_bbox_aux: 1.038208 loss_giou_aux: 2.668157 loss_class_dn: 0.355564 loss_bbox_dn: 0.161223 loss_giou_dn: 0.407152 loss_class_aux_dn: 1.906818 loss_bbox_aux_dn: 0.993340 loss_giou_aux_dn: 2.226466 loss: 15.323977 eta: 1 day, 23:38:08 batch_cost: 0.5199 data_cost: 0.0013 ips: 7.6944 images/s [03/30 23:19:15] ppdet.engine INFO: Epoch: [29] [3200/7329] learning_rate: 0.000100 loss_class: 0.633310 loss_bbox: 0.155560 loss_giou: 0.353332 loss_class_aux: 3.985581 loss_bbox_aux: 0.988600 loss_giou_aux: 2.349083 loss_class_dn: 0.358704 loss_bbox_dn: 0.167954 loss_giou_dn: 0.362409 loss_class_aux_dn: 1.901933 loss_bbox_aux_dn: 1.009791 loss_giou_aux_dn: 2.097426 loss: 14.724707 eta: 1 day, 23:37:09 batch_cost: 0.5229 data_cost: 0.0015 ips: 7.6494 images/s [03/30 23:20:12] ppdet.engine INFO: Epoch: [29] [3300/7329] learning_rate: 0.000100 loss_class: 0.586178 loss_bbox: 0.148544 loss_giou: 0.401722 loss_class_aux: 3.771666 loss_bbox_aux: 0.981495 loss_giou_aux: 2.579383 loss_class_dn: 0.332692 loss_bbox_dn: 0.146080 loss_giou_dn: 0.397006 loss_class_aux_dn: 1.758211 loss_bbox_aux_dn: 0.871768 loss_giou_aux_dn: 2.185633 loss: 14.591843 eta: 1 day, 23:36:09 batch_cost: 0.5172 data_cost: 0.0012 ips: 7.7339 images/s [03/30 23:21:13] ppdet.engine INFO: Epoch: [29] [3400/7329] learning_rate: 0.000100 loss_class: 0.649730 loss_bbox: 0.158621 loss_giou: 0.451606 loss_class_aux: 4.159747 loss_bbox_aux: 0.986987 loss_giou_aux: 2.798017 loss_class_dn: 0.355567 loss_bbox_dn: 0.177964 loss_giou_dn: 0.415785 loss_class_aux_dn: 1.913790 loss_bbox_aux_dn: 1.019859 loss_giou_aux_dn: 2.303797 loss: 15.098493 eta: 1 day, 23:35:16 batch_cost: 0.5566 data_cost: 0.0012 ips: 7.1863 images/s [03/30 23:22:16] ppdet.engine INFO: Epoch: [29] [3500/7329] learning_rate: 0.000100 loss_class: 0.539641 loss_bbox: 0.162523 loss_giou: 0.354103 loss_class_aux: 3.527001 loss_bbox_aux: 1.073182 loss_giou_aux: 2.317700 loss_class_dn: 0.304792 loss_bbox_dn: 0.184488 loss_giou_dn: 0.367784 loss_class_aux_dn: 1.637418 loss_bbox_aux_dn: 1.106292 loss_giou_aux_dn: 2.089892 loss: 12.909608 eta: 1 day, 23:34:24 batch_cost: 0.5746 data_cost: 0.0014 ips: 6.9616 images/s [03/30 23:23:20] ppdet.engine INFO: Epoch: [29] [3600/7329] learning_rate: 0.000100 loss_class: 0.585587 loss_bbox: 0.142855 loss_giou: 0.402419 loss_class_aux: 3.798749 loss_bbox_aux: 0.955518 loss_giou_aux: 2.643497 loss_class_dn: 0.351352 loss_bbox_dn: 0.171913 loss_giou_dn: 0.400506 loss_class_aux_dn: 1.880395 loss_bbox_aux_dn: 1.042555 loss_giou_aux_dn: 2.223647 loss: 15.720989 eta: 1 day, 23:33:35 batch_cost: 0.5913 data_cost: 0.0012 ips: 6.7653 images/s [03/30 23:24:22] ppdet.engine INFO: Epoch: [29] [3700/7329] learning_rate: 0.000100 loss_class: 0.623408 loss_bbox: 0.133783 loss_giou: 0.374172 loss_class_aux: 3.904482 loss_bbox_aux: 0.896062 loss_giou_aux: 2.445384 loss_class_dn: 0.315760 loss_bbox_dn: 0.165716 loss_giou_dn: 0.368561 loss_class_aux_dn: 1.714913 loss_bbox_aux_dn: 0.989133 loss_giou_aux_dn: 2.059148 loss: 14.401416 eta: 1 day, 23:32:41 batch_cost: 0.5556 data_cost: 0.0013 ips: 7.2000 images/s [03/30 23:25:21] ppdet.engine INFO: Epoch: [29] [3800/7329] learning_rate: 0.000100 loss_class: 0.569019 loss_bbox: 0.150851 loss_giou: 0.364924 loss_class_aux: 3.602893 loss_bbox_aux: 0.993379 loss_giou_aux: 2.367702 loss_class_dn: 0.312493 loss_bbox_dn: 0.175381 loss_giou_dn: 0.354364 loss_class_aux_dn: 1.747785 loss_bbox_aux_dn: 1.003220 loss_giou_aux_dn: 1.941585 loss: 14.109446 eta: 1 day, 23:31:45 batch_cost: 0.5409 data_cost: 0.0012 ips: 7.3945 images/s [03/30 23:26:22] ppdet.engine INFO: Epoch: [29] [3900/7329] learning_rate: 0.000100 loss_class: 0.622902 loss_bbox: 0.142117 loss_giou: 0.384901 loss_class_aux: 3.997779 loss_bbox_aux: 0.920579 loss_giou_aux: 2.429818 loss_class_dn: 0.333804 loss_bbox_dn: 0.165828 loss_giou_dn: 0.358013 loss_class_aux_dn: 1.797128 loss_bbox_aux_dn: 0.991472 loss_giou_aux_dn: 2.015681 loss: 15.017909 eta: 1 day, 23:30:49 batch_cost: 0.5433 data_cost: 0.0016 ips: 7.3624 images/s [03/30 23:27:21] ppdet.engine INFO: Epoch: [29] [4000/7329] learning_rate: 0.000100 loss_class: 0.605149 loss_bbox: 0.134682 loss_giou: 0.384464 loss_class_aux: 3.932978 loss_bbox_aux: 0.906036 loss_giou_aux: 2.537029 loss_class_dn: 0.339837 loss_bbox_dn: 0.157978 loss_giou_dn: 0.391971 loss_class_aux_dn: 1.885229 loss_bbox_aux_dn: 0.885126 loss_giou_aux_dn: 2.253940 loss: 15.928360 eta: 1 day, 23:29:52 batch_cost: 0.5330 data_cost: 0.0013 ips: 7.5040 images/s [03/30 23:28:20] ppdet.engine INFO: Epoch: [29] [4100/7329] learning_rate: 0.000100 loss_class: 0.565405 loss_bbox: 0.118745 loss_giou: 0.392581 loss_class_aux: 3.444987 loss_bbox_aux: 0.798834 loss_giou_aux: 2.462044 loss_class_dn: 0.320086 loss_bbox_dn: 0.122618 loss_giou_dn: 0.383074 loss_class_aux_dn: 1.722857 loss_bbox_aux_dn: 0.742831 loss_giou_aux_dn: 2.092339 loss: 13.815623 eta: 1 day, 23:28:54 batch_cost: 0.5305 data_cost: 0.0015 ips: 7.5403 images/s [03/30 23:29:19] ppdet.engine INFO: Epoch: [29] [4200/7329] learning_rate: 0.000100 loss_class: 0.596277 loss_bbox: 0.135501 loss_giou: 0.402318 loss_class_aux: 3.835932 loss_bbox_aux: 0.903269 loss_giou_aux: 2.517444 loss_class_dn: 0.335779 loss_bbox_dn: 0.162478 loss_giou_dn: 0.374670 loss_class_aux_dn: 1.803102 loss_bbox_aux_dn: 0.944093 loss_giou_aux_dn: 2.106578 loss: 14.674407 eta: 1 day, 23:27:55 batch_cost: 0.5227 data_cost: 0.0013 ips: 7.6526 images/s [03/30 23:30:21] ppdet.engine INFO: Epoch: [29] [4300/7329] learning_rate: 0.000100 loss_class: 0.599677 loss_bbox: 0.147481 loss_giou: 0.422465 loss_class_aux: 3.768260 loss_bbox_aux: 0.965551 loss_giou_aux: 2.833205 loss_class_dn: 0.361363 loss_bbox_dn: 0.150923 loss_giou_dn: 0.419778 loss_class_aux_dn: 1.951819 loss_bbox_aux_dn: 0.894510 loss_giou_aux_dn: 2.296950 loss: 15.406288 eta: 1 day, 23:27:01 batch_cost: 0.5521 data_cost: 0.0015 ips: 7.2454 images/s [03/30 23:31:20] ppdet.engine INFO: Epoch: [29] [4400/7329] learning_rate: 0.000100 loss_class: 0.541209 loss_bbox: 0.134042 loss_giou: 0.342430 loss_class_aux: 3.373774 loss_bbox_aux: 0.870205 loss_giou_aux: 2.207357 loss_class_dn: 0.302473 loss_bbox_dn: 0.153368 loss_giou_dn: 0.352625 loss_class_aux_dn: 1.613925 loss_bbox_aux_dn: 0.902855 loss_giou_aux_dn: 1.969587 loss: 13.362288 eta: 1 day, 23:26:03 batch_cost: 0.5320 data_cost: 0.0015 ips: 7.5188 images/s [03/30 23:32:15] ppdet.engine INFO: Epoch: [29] [4500/7329] learning_rate: 0.000100 loss_class: 0.558042 loss_bbox: 0.143282 loss_giou: 0.375574 loss_class_aux: 3.445663 loss_bbox_aux: 0.967117 loss_giou_aux: 2.332931 loss_class_dn: 0.325606 loss_bbox_dn: 0.161407 loss_giou_dn: 0.356055 loss_class_aux_dn: 1.762403 loss_bbox_aux_dn: 0.979523 loss_giou_aux_dn: 1.999121 loss: 14.113417 eta: 1 day, 23:25:01 batch_cost: 0.4956 data_cost: 0.0011 ips: 8.0716 images/s [03/30 23:33:12] ppdet.engine INFO: Epoch: [29] [4600/7329] learning_rate: 0.000100 loss_class: 0.632464 loss_bbox: 0.156487 loss_giou: 0.376999 loss_class_aux: 3.925610 loss_bbox_aux: 1.067804 loss_giou_aux: 2.488192 loss_class_dn: 0.347327 loss_bbox_dn: 0.164771 loss_giou_dn: 0.374144 loss_class_aux_dn: 1.889262 loss_bbox_aux_dn: 0.986126 loss_giou_aux_dn: 2.077136 loss: 15.530276 eta: 1 day, 23:24:02 batch_cost: 0.5218 data_cost: 0.0011 ips: 7.6663 images/s [03/30 23:34:08] ppdet.engine INFO: Epoch: [29] [4700/7329] learning_rate: 0.000100 loss_class: 0.595496 loss_bbox: 0.141946 loss_giou: 0.410534 loss_class_aux: 3.684064 loss_bbox_aux: 0.962256 loss_giou_aux: 2.578013 loss_class_dn: 0.329570 loss_bbox_dn: 0.155748 loss_giou_dn: 0.399111 loss_class_aux_dn: 1.804067 loss_bbox_aux_dn: 0.929111 loss_giou_aux_dn: 2.161596 loss: 15.002186 eta: 1 day, 23:22:59 batch_cost: 0.4986 data_cost: 0.0012 ips: 8.0222 images/s [03/30 23:35:10] ppdet.engine INFO: Epoch: [29] [4800/7329] learning_rate: 0.000100 loss_class: 0.588507 loss_bbox: 0.136033 loss_giou: 0.381292 loss_class_aux: 3.820236 loss_bbox_aux: 0.899769 loss_giou_aux: 2.383772 loss_class_dn: 0.330894 loss_bbox_dn: 0.157546 loss_giou_dn: 0.379296 loss_class_aux_dn: 1.795980 loss_bbox_aux_dn: 0.898809 loss_giou_aux_dn: 2.095494 loss: 14.738766 eta: 1 day, 23:22:08 batch_cost: 0.5707 data_cost: 0.0011 ips: 7.0088 images/s [03/30 23:36:12] ppdet.engine INFO: Epoch: [29] [4900/7329] learning_rate: 0.000100 loss_class: 0.593234 loss_bbox: 0.133285 loss_giou: 0.385125 loss_class_aux: 3.839514 loss_bbox_aux: 0.924774 loss_giou_aux: 2.538780 loss_class_dn: 0.338567 loss_bbox_dn: 0.147182 loss_giou_dn: 0.384535 loss_class_aux_dn: 1.850862 loss_bbox_aux_dn: 0.851259 loss_giou_aux_dn: 2.153245 loss: 14.996805 eta: 1 day, 23:21:13 batch_cost: 0.5544 data_cost: 0.0013 ips: 7.2149 images/s [03/30 23:37:13] ppdet.engine INFO: Epoch: [29] [5000/7329] learning_rate: 0.000100 loss_class: 0.604158 loss_bbox: 0.147977 loss_giou: 0.438996 loss_class_aux: 3.872302 loss_bbox_aux: 0.968403 loss_giou_aux: 2.826449 loss_class_dn: 0.356433 loss_bbox_dn: 0.150194 loss_giou_dn: 0.412851 loss_class_aux_dn: 1.907525 loss_bbox_aux_dn: 0.880508 loss_giou_aux_dn: 2.321612 loss: 15.434021 eta: 1 day, 23:20:20 batch_cost: 0.5599 data_cost: 0.0013 ips: 7.1442 images/s [03/30 23:38:17] ppdet.engine INFO: Epoch: [29] [5100/7329] learning_rate: 0.000100 loss_class: 0.622719 loss_bbox: 0.145410 loss_giou: 0.410736 loss_class_aux: 4.027047 loss_bbox_aux: 0.942029 loss_giou_aux: 2.642250 loss_class_dn: 0.347682 loss_bbox_dn: 0.156694 loss_giou_dn: 0.402504 loss_class_aux_dn: 1.913808 loss_bbox_aux_dn: 0.906705 loss_giou_aux_dn: 2.176975 loss: 15.265150 eta: 1 day, 23:19:29 batch_cost: 0.5798 data_cost: 0.0013 ips: 6.8984 images/s [03/30 23:39:20] ppdet.engine INFO: Epoch: [29] [5200/7329] learning_rate: 0.000100 loss_class: 0.544233 loss_bbox: 0.129086 loss_giou: 0.342905 loss_class_aux: 3.479814 loss_bbox_aux: 0.853063 loss_giou_aux: 2.175782 loss_class_dn: 0.305697 loss_bbox_dn: 0.153188 loss_giou_dn: 0.333897 loss_class_aux_dn: 1.633404 loss_bbox_aux_dn: 0.910803 loss_giou_aux_dn: 1.907308 loss: 13.377281 eta: 1 day, 23:18:37 batch_cost: 0.5715 data_cost: 0.0013 ips: 6.9990 images/s [03/30 23:40:16] ppdet.engine INFO: Epoch: [29] [5300/7329] learning_rate: 0.000100 loss_class: 0.572842 loss_bbox: 0.138680 loss_giou: 0.393816 loss_class_aux: 3.482442 loss_bbox_aux: 0.935122 loss_giou_aux: 2.500028 loss_class_dn: 0.323645 loss_bbox_dn: 0.169037 loss_giou_dn: 0.401222 loss_class_aux_dn: 1.774435 loss_bbox_aux_dn: 0.999267 loss_giou_aux_dn: 2.230172 loss: 14.683071 eta: 1 day, 23:17:36 batch_cost: 0.5073 data_cost: 0.0012 ips: 7.8850 images/s [03/30 23:41:17] ppdet.engine INFO: Epoch: [29] [5400/7329] learning_rate: 0.000100 loss_class: 0.559519 loss_bbox: 0.136427 loss_giou: 0.369807 loss_class_aux: 3.413089 loss_bbox_aux: 0.907663 loss_giou_aux: 2.508177 loss_class_dn: 0.325106 loss_bbox_dn: 0.152320 loss_giou_dn: 0.388395 loss_class_aux_dn: 1.740800 loss_bbox_aux_dn: 0.928612 loss_giou_aux_dn: 2.094154 loss: 13.700588 eta: 1 day, 23:16:41 batch_cost: 0.5445 data_cost: 0.0014 ips: 7.3460 images/s [03/30 23:42:18] ppdet.engine INFO: Epoch: [29] [5500/7329] learning_rate: 0.000100 loss_class: 0.623643 loss_bbox: 0.149215 loss_giou: 0.424495 loss_class_aux: 4.026766 loss_bbox_aux: 0.953986 loss_giou_aux: 2.676055 loss_class_dn: 0.345021 loss_bbox_dn: 0.189769 loss_giou_dn: 0.399016 loss_class_aux_dn: 1.854762 loss_bbox_aux_dn: 1.055326 loss_giou_aux_dn: 2.185934 loss: 15.360342 eta: 1 day, 23:15:46 batch_cost: 0.5483 data_cost: 0.0015 ips: 7.2950 images/s [03/30 23:43:19] ppdet.engine INFO: Epoch: [29] [5600/7329] learning_rate: 0.000100 loss_class: 0.653439 loss_bbox: 0.165992 loss_giou: 0.416627 loss_class_aux: 4.139613 loss_bbox_aux: 1.087847 loss_giou_aux: 2.809868 loss_class_dn: 0.364893 loss_bbox_dn: 0.161699 loss_giou_dn: 0.428264 loss_class_aux_dn: 2.019414 loss_bbox_aux_dn: 1.017807 loss_giou_aux_dn: 2.321905 loss: 15.371078 eta: 1 day, 23:14:52 batch_cost: 0.5583 data_cost: 0.0013 ips: 7.1644 images/s [03/30 23:44:19] ppdet.engine INFO: Epoch: [29] [5700/7329] learning_rate: 0.000100 loss_class: 0.643233 loss_bbox: 0.154095 loss_giou: 0.448096 loss_class_aux: 4.029491 loss_bbox_aux: 0.983429 loss_giou_aux: 2.830631 loss_class_dn: 0.363277 loss_bbox_dn: 0.162684 loss_giou_dn: 0.415857 loss_class_aux_dn: 1.938290 loss_bbox_aux_dn: 0.972507 loss_giou_aux_dn: 2.365697 loss: 15.877726 eta: 1 day, 23:13:57 batch_cost: 0.5461 data_cost: 0.0012 ips: 7.3244 images/s [03/30 23:45:21] ppdet.engine INFO: Epoch: [29] [5800/7329] learning_rate: 0.000100 loss_class: 0.577162 loss_bbox: 0.132791 loss_giou: 0.373309 loss_class_aux: 3.691458 loss_bbox_aux: 0.889919 loss_giou_aux: 2.402279 loss_class_dn: 0.328922 loss_bbox_dn: 0.148798 loss_giou_dn: 0.367523 loss_class_aux_dn: 1.763413 loss_bbox_aux_dn: 0.871211 loss_giou_aux_dn: 2.001004 loss: 14.329837 eta: 1 day, 23:13:04 batch_cost: 0.5641 data_cost: 0.0013 ips: 7.0903 images/s [03/30 23:46:20] ppdet.engine INFO: Epoch: [29] [5900/7329] learning_rate: 0.000100 loss_class: 0.633407 loss_bbox: 0.141877 loss_giou: 0.399815 loss_class_aux: 3.994050 loss_bbox_aux: 0.885803 loss_giou_aux: 2.482485 loss_class_dn: 0.342701 loss_bbox_dn: 0.153512 loss_giou_dn: 0.390409 loss_class_aux_dn: 1.758686 loss_bbox_aux_dn: 0.925958 loss_giou_aux_dn: 2.098334 loss: 14.375915 eta: 1 day, 23:12:06 batch_cost: 0.5272 data_cost: 0.0013 ips: 7.5868 images/s [03/30 23:47:21] ppdet.engine INFO: Epoch: [29] [6000/7329] learning_rate: 0.000100 loss_class: 0.549387 loss_bbox: 0.135836 loss_giou: 0.354410 loss_class_aux: 3.500292 loss_bbox_aux: 0.905520 loss_giou_aux: 2.320895 loss_class_dn: 0.310832 loss_bbox_dn: 0.138319 loss_giou_dn: 0.378080 loss_class_aux_dn: 1.627083 loss_bbox_aux_dn: 0.881787 loss_giou_aux_dn: 2.100249 loss: 14.287971 eta: 1 day, 23:11:10 batch_cost: 0.5434 data_cost: 0.0019 ips: 7.3604 images/s [03/30 23:48:16] ppdet.engine INFO: Epoch: [29] [6100/7329] learning_rate: 0.000100 loss_class: 0.589474 loss_bbox: 0.135282 loss_giou: 0.401401 loss_class_aux: 3.824222 loss_bbox_aux: 0.889208 loss_giou_aux: 2.548389 loss_class_dn: 0.355371 loss_bbox_dn: 0.148235 loss_giou_dn: 0.383278 loss_class_aux_dn: 1.905516 loss_bbox_aux_dn: 0.869875 loss_giou_aux_dn: 2.173182 loss: 14.743255 eta: 1 day, 23:10:07 batch_cost: 0.4972 data_cost: 0.0012 ips: 8.0451 images/s [03/30 23:49:15] ppdet.engine INFO: Epoch: [29] [6200/7329] learning_rate: 0.000100 loss_class: 0.557309 loss_bbox: 0.164218 loss_giou: 0.376340 loss_class_aux: 3.623283 loss_bbox_aux: 1.045173 loss_giou_aux: 2.392573 loss_class_dn: 0.312410 loss_bbox_dn: 0.178056 loss_giou_dn: 0.368180 loss_class_aux_dn: 1.705227 loss_bbox_aux_dn: 1.008462 loss_giou_aux_dn: 2.055069 loss: 14.502974 eta: 1 day, 23:09:11 batch_cost: 0.5408 data_cost: 0.0012 ips: 7.3969 images/s [03/30 23:50:17] ppdet.engine INFO: Epoch: [29] [6300/7329] learning_rate: 0.000100 loss_class: 0.570923 loss_bbox: 0.119447 loss_giou: 0.348678 loss_class_aux: 3.460864 loss_bbox_aux: 0.791613 loss_giou_aux: 2.171062 loss_class_dn: 0.304585 loss_bbox_dn: 0.142443 loss_giou_dn: 0.349595 loss_class_aux_dn: 1.662197 loss_bbox_aux_dn: 0.881366 loss_giou_aux_dn: 1.945419 loss: 13.412052 eta: 1 day, 23:08:18 batch_cost: 0.5639 data_cost: 0.0012 ips: 7.0936 images/s [03/30 23:51:22] ppdet.engine INFO: Epoch: [29] [6400/7329] learning_rate: 0.000100 loss_class: 0.579378 loss_bbox: 0.142435 loss_giou: 0.370984 loss_class_aux: 3.571943 loss_bbox_aux: 0.955955 loss_giou_aux: 2.347618 loss_class_dn: 0.317069 loss_bbox_dn: 0.153609 loss_giou_dn: 0.350422 loss_class_aux_dn: 1.760968 loss_bbox_aux_dn: 0.893278 loss_giou_aux_dn: 1.902956 loss: 13.572800 eta: 1 day, 23:07:29 batch_cost: 0.5897 data_cost: 0.0012 ips: 6.7831 images/s [03/30 23:52:21] ppdet.engine INFO: Epoch: [29] [6500/7329] learning_rate: 0.000100 loss_class: 0.618996 loss_bbox: 0.142050 loss_giou: 0.344156 loss_class_aux: 3.885886 loss_bbox_aux: 0.915283 loss_giou_aux: 2.143811 loss_class_dn: 0.319088 loss_bbox_dn: 0.153252 loss_giou_dn: 0.348831 loss_class_aux_dn: 1.729462 loss_bbox_aux_dn: 0.895452 loss_giou_aux_dn: 1.949889 loss: 13.953317 eta: 1 day, 23:06:32 batch_cost: 0.5368 data_cost: 0.0018 ips: 7.4512 images/s [03/30 23:53:21] ppdet.engine INFO: Epoch: [29] [6600/7329] learning_rate: 0.000100 loss_class: 0.656089 loss_bbox: 0.147484 loss_giou: 0.346725 loss_class_aux: 4.123249 loss_bbox_aux: 0.948351 loss_giou_aux: 2.188697 loss_class_dn: 0.326604 loss_bbox_dn: 0.173953 loss_giou_dn: 0.341419 loss_class_aux_dn: 1.769982 loss_bbox_aux_dn: 1.039247 loss_giou_aux_dn: 2.019665 loss: 14.210181 eta: 1 day, 23:05:36 batch_cost: 0.5408 data_cost: 0.0012 ips: 7.3958 images/s [03/30 23:54:18] ppdet.engine INFO: Epoch: [29] [6700/7329] learning_rate: 0.000100 loss_class: 0.650124 loss_bbox: 0.151778 loss_giou: 0.483466 loss_class_aux: 4.170743 loss_bbox_aux: 1.026536 loss_giou_aux: 3.053526 loss_class_dn: 0.392466 loss_bbox_dn: 0.158950 loss_giou_dn: 0.458690 loss_class_aux_dn: 2.145686 loss_bbox_aux_dn: 0.927723 loss_giou_aux_dn: 2.558959 loss: 16.966763 eta: 1 day, 23:04:37 batch_cost: 0.5197 data_cost: 0.0012 ips: 7.6960 images/s [03/30 23:55:24] ppdet.engine INFO: Epoch: [29] [6800/7329] learning_rate: 0.000100 loss_class: 0.573601 loss_bbox: 0.156893 loss_giou: 0.347278 loss_class_aux: 3.621214 loss_bbox_aux: 0.980722 loss_giou_aux: 2.180277 loss_class_dn: 0.315701 loss_bbox_dn: 0.172990 loss_giou_dn: 0.365357 loss_class_aux_dn: 1.679318 loss_bbox_aux_dn: 1.044053 loss_giou_aux_dn: 2.044569 loss: 13.991343 eta: 1 day, 23:03:49 batch_cost: 0.6008 data_cost: 0.0014 ips: 6.6575 images/s [03/30 23:56:24] ppdet.engine INFO: Epoch: [29] [6900/7329] learning_rate: 0.000100 loss_class: 0.581770 loss_bbox: 0.149332 loss_giou: 0.348868 loss_class_aux: 3.665352 loss_bbox_aux: 0.980019 loss_giou_aux: 2.258424 loss_class_dn: 0.322638 loss_bbox_dn: 0.166411 loss_giou_dn: 0.357425 loss_class_aux_dn: 1.730751 loss_bbox_aux_dn: 0.937848 loss_giou_aux_dn: 2.010108 loss: 14.528521 eta: 1 day, 23:02:53 batch_cost: 0.5400 data_cost: 0.0012 ips: 7.4076 images/s [03/30 23:57:28] ppdet.engine INFO: Epoch: [29] [7000/7329] learning_rate: 0.000100 loss_class: 0.617845 loss_bbox: 0.139370 loss_giou: 0.395820 loss_class_aux: 3.980139 loss_bbox_aux: 0.943339 loss_giou_aux: 2.489554 loss_class_dn: 0.369722 loss_bbox_dn: 0.159971 loss_giou_dn: 0.390597 loss_class_aux_dn: 1.982275 loss_bbox_aux_dn: 0.933385 loss_giou_aux_dn: 2.238998 loss: 14.924323 eta: 1 day, 23:02:03 batch_cost: 0.5841 data_cost: 0.0013 ips: 6.8481 images/s [03/30 23:58:32] ppdet.engine INFO: Epoch: [29] [7100/7329] learning_rate: 0.000100 loss_class: 0.528789 loss_bbox: 0.129577 loss_giou: 0.373392 loss_class_aux: 3.582487 loss_bbox_aux: 0.884520 loss_giou_aux: 2.385437 loss_class_dn: 0.313999 loss_bbox_dn: 0.150781 loss_giou_dn: 0.368460 loss_class_aux_dn: 1.736351 loss_bbox_aux_dn: 0.898394 loss_giou_aux_dn: 2.064074 loss: 13.276427 eta: 1 day, 23:01:12 batch_cost: 0.5770 data_cost: 0.0013 ips: 6.9324 images/s [03/30 23:59:31] ppdet.engine INFO: Epoch: [29] [7200/7329] learning_rate: 0.000100 loss_class: 0.633588 loss_bbox: 0.154459 loss_giou: 0.381226 loss_class_aux: 3.965786 loss_bbox_aux: 1.011925 loss_giou_aux: 2.368213 loss_class_dn: 0.333181 loss_bbox_dn: 0.171795 loss_giou_dn: 0.377581 loss_class_aux_dn: 1.780055 loss_bbox_aux_dn: 1.051576 loss_giou_aux_dn: 2.135367 loss: 14.758780 eta: 1 day, 23:00:16 batch_cost: 0.5401 data_cost: 0.0012 ips: 7.4056 images/s [03/31 00:00:28] ppdet.engine INFO: Epoch: [29] [7300/7329] learning_rate: 0.000100 loss_class: 0.631167 loss_bbox: 0.161329 loss_giou: 0.401707 loss_class_aux: 4.077422 loss_bbox_aux: 1.020688 loss_giou_aux: 2.502754 loss_class_dn: 0.364264 loss_bbox_dn: 0.168891 loss_giou_dn: 0.385374 loss_class_aux_dn: 1.956766 loss_bbox_aux_dn: 1.070343 loss_giou_aux_dn: 2.156428 loss: 15.313322 eta: 1 day, 22:59:15 batch_cost: 0.5107 data_cost: 0.0012 ips: 7.8328 images/s [03/31 00:00:51] ppdet.engine INFO: Eval iter: 0 [03/31 00:01:20] ppdet.engine INFO: Eval iter: 100 [03/31 00:01:48] ppdet.engine INFO: Eval iter: 200 [03/31 00:02:16] ppdet.engine INFO: Eval iter: 300 [03/31 00:02:46] ppdet.engine INFO: Eval iter: 400 [03/31 00:03:16] ppdet.engine INFO: Eval iter: 500 [03/31 00:03:44] ppdet.engine INFO: Eval iter: 600 [03/31 00:04:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/31 00:04:19] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.66s). Accumulating evaluation results... DONE (t=27.41s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.334 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 ] = 0.695 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 ] = 0.646 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.713 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 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 [03/31 00:07:02] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.4540408875849 [03/31 00:07:02] ppdet.engine INFO: Best test bbox ap is 0.518. [03/31 00:07:05] ppdet.engine INFO: Epoch: [30] [ 0/7329] learning_rate: 0.000100 loss_class: 0.625988 loss_bbox: 0.144287 loss_giou: 0.380143 loss_class_aux: 3.991049 loss_bbox_aux: 0.957473 loss_giou_aux: 2.465904 loss_class_dn: 0.352651 loss_bbox_dn: 0.160606 loss_giou_dn: 0.371012 loss_class_aux_dn: 1.935295 loss_bbox_aux_dn: 0.905411 loss_giou_aux_dn: 2.129873 loss: 14.785922 eta: 1 day, 22:59:00 batch_cost: 0.5212 data_cost: 0.0013 ips: 7.6744 images/s [03/31 00:08:03] ppdet.engine INFO: Epoch: [30] [ 100/7329] learning_rate: 0.000100 loss_class: 0.571089 loss_bbox: 0.120278 loss_giou: 0.343584 loss_class_aux: 3.525730 loss_bbox_aux: 0.834370 loss_giou_aux: 2.157705 loss_class_dn: 0.307401 loss_bbox_dn: 0.152021 loss_giou_dn: 0.345619 loss_class_aux_dn: 1.625887 loss_bbox_aux_dn: 0.901458 loss_giou_aux_dn: 1.886666 loss: 12.832685 eta: 1 day, 22:58:01 batch_cost: 0.5186 data_cost: 0.0014 ips: 7.7136 images/s [03/31 00:09:02] ppdet.engine INFO: Epoch: [30] [ 200/7329] learning_rate: 0.000100 loss_class: 0.602173 loss_bbox: 0.125417 loss_giou: 0.422084 loss_class_aux: 3.791020 loss_bbox_aux: 0.848207 loss_giou_aux: 2.750883 loss_class_dn: 0.347045 loss_bbox_dn: 0.163344 loss_giou_dn: 0.441708 loss_class_aux_dn: 1.843096 loss_bbox_aux_dn: 0.966307 loss_giou_aux_dn: 2.407649 loss: 15.690069 eta: 1 day, 22:57:03 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5455 images/s [03/31 00:10:02] ppdet.engine INFO: Epoch: [30] [ 300/7329] learning_rate: 0.000100 loss_class: 0.604293 loss_bbox: 0.150767 loss_giou: 0.371276 loss_class_aux: 3.794601 loss_bbox_aux: 0.987046 loss_giou_aux: 2.317258 loss_class_dn: 0.327590 loss_bbox_dn: 0.159333 loss_giou_dn: 0.390843 loss_class_aux_dn: 1.731578 loss_bbox_aux_dn: 0.920507 loss_giou_aux_dn: 2.145426 loss: 14.274672 eta: 1 day, 22:56:08 batch_cost: 0.5451 data_cost: 0.0013 ips: 7.3376 images/s [03/31 00:11:10] ppdet.engine INFO: Epoch: [30] [ 400/7329] learning_rate: 0.000100 loss_class: 0.586663 loss_bbox: 0.136150 loss_giou: 0.423576 loss_class_aux: 3.823269 loss_bbox_aux: 0.909752 loss_giou_aux: 2.660286 loss_class_dn: 0.342018 loss_bbox_dn: 0.150706 loss_giou_dn: 0.375120 loss_class_aux_dn: 1.891838 loss_bbox_aux_dn: 0.891781 loss_giou_aux_dn: 2.100550 loss: 14.668870 eta: 1 day, 22:55:21 batch_cost: 0.6077 data_cost: 0.0014 ips: 6.5827 images/s [03/31 00:12:16] ppdet.engine INFO: Epoch: [30] [ 500/7329] learning_rate: 0.000100 loss_class: 0.596918 loss_bbox: 0.132074 loss_giou: 0.382048 loss_class_aux: 3.974236 loss_bbox_aux: 0.916636 loss_giou_aux: 2.359275 loss_class_dn: 0.334843 loss_bbox_dn: 0.162385 loss_giou_dn: 0.394787 loss_class_aux_dn: 1.826704 loss_bbox_aux_dn: 0.928959 loss_giou_aux_dn: 2.198989 loss: 14.980913 eta: 1 day, 22:54:34 batch_cost: 0.6077 data_cost: 0.0012 ips: 6.5825 images/s [03/31 00:13:17] ppdet.engine INFO: Epoch: [30] [ 600/7329] learning_rate: 0.000100 loss_class: 0.609479 loss_bbox: 0.149710 loss_giou: 0.365955 loss_class_aux: 4.060956 loss_bbox_aux: 0.976318 loss_giou_aux: 2.325428 loss_class_dn: 0.342236 loss_bbox_dn: 0.183141 loss_giou_dn: 0.373583 loss_class_aux_dn: 1.856991 loss_bbox_aux_dn: 1.066419 loss_giou_aux_dn: 2.087906 loss: 14.792561 eta: 1 day, 22:53:40 batch_cost: 0.5553 data_cost: 0.0013 ips: 7.2030 images/s [03/31 00:14:17] ppdet.engine INFO: Epoch: [30] [ 700/7329] learning_rate: 0.000100 loss_class: 0.584829 loss_bbox: 0.135295 loss_giou: 0.353793 loss_class_aux: 3.737381 loss_bbox_aux: 0.901857 loss_giou_aux: 2.212580 loss_class_dn: 0.295851 loss_bbox_dn: 0.130874 loss_giou_dn: 0.359848 loss_class_aux_dn: 1.573413 loss_bbox_aux_dn: 0.776410 loss_giou_aux_dn: 2.004664 loss: 13.730219 eta: 1 day, 22:52:44 batch_cost: 0.5379 data_cost: 0.0012 ips: 7.4361 images/s [03/31 00:15:16] ppdet.engine INFO: Epoch: [30] [ 800/7329] learning_rate: 0.000100 loss_class: 0.541742 loss_bbox: 0.128450 loss_giou: 0.309733 loss_class_aux: 3.294308 loss_bbox_aux: 0.853827 loss_giou_aux: 2.038525 loss_class_dn: 0.297140 loss_bbox_dn: 0.154670 loss_giou_dn: 0.293512 loss_class_aux_dn: 1.659237 loss_bbox_aux_dn: 0.862897 loss_giou_aux_dn: 1.696840 loss: 13.424476 eta: 1 day, 22:51:47 batch_cost: 0.5399 data_cost: 0.0012 ips: 7.4085 images/s [03/31 00:16:14] ppdet.engine INFO: Epoch: [30] [ 900/7329] learning_rate: 0.000100 loss_class: 0.597959 loss_bbox: 0.149502 loss_giou: 0.429291 loss_class_aux: 3.781621 loss_bbox_aux: 0.899324 loss_giou_aux: 2.774725 loss_class_dn: 0.345004 loss_bbox_dn: 0.144645 loss_giou_dn: 0.445300 loss_class_aux_dn: 1.888829 loss_bbox_aux_dn: 0.849218 loss_giou_aux_dn: 2.456102 loss: 15.748364 eta: 1 day, 22:50:48 batch_cost: 0.5206 data_cost: 0.0013 ips: 7.6829 images/s [03/31 00:17:11] ppdet.engine INFO: Epoch: [30] [1000/7329] learning_rate: 0.000100 loss_class: 0.594364 loss_bbox: 0.146090 loss_giou: 0.395068 loss_class_aux: 3.775736 loss_bbox_aux: 0.955163 loss_giou_aux: 2.438877 loss_class_dn: 0.348777 loss_bbox_dn: 0.154757 loss_giou_dn: 0.425782 loss_class_aux_dn: 1.848762 loss_bbox_aux_dn: 0.935057 loss_giou_aux_dn: 2.357810 loss: 15.056649 eta: 1 day, 22:49:49 batch_cost: 0.5171 data_cost: 0.0012 ips: 7.7351 images/s [03/31 00:18:12] ppdet.engine INFO: Epoch: [30] [1100/7329] learning_rate: 0.000100 loss_class: 0.497485 loss_bbox: 0.128560 loss_giou: 0.304220 loss_class_aux: 3.441630 loss_bbox_aux: 0.829920 loss_giou_aux: 1.881850 loss_class_dn: 0.286981 loss_bbox_dn: 0.148738 loss_giou_dn: 0.309234 loss_class_aux_dn: 1.574446 loss_bbox_aux_dn: 0.888634 loss_giou_aux_dn: 1.808483 loss: 12.606953 eta: 1 day, 22:48:55 batch_cost: 0.5559 data_cost: 0.0012 ips: 7.1958 images/s [03/31 00:19:17] ppdet.engine INFO: Epoch: [30] [1200/7329] learning_rate: 0.000100 loss_class: 0.556476 loss_bbox: 0.136460 loss_giou: 0.361083 loss_class_aux: 3.619843 loss_bbox_aux: 0.897563 loss_giou_aux: 2.351009 loss_class_dn: 0.297120 loss_bbox_dn: 0.150675 loss_giou_dn: 0.349457 loss_class_aux_dn: 1.617815 loss_bbox_aux_dn: 0.895753 loss_giou_aux_dn: 1.927301 loss: 13.544153 eta: 1 day, 22:48:06 batch_cost: 0.5910 data_cost: 0.0012 ips: 6.7680 images/s [03/31 00:20:18] ppdet.engine INFO: Epoch: [30] [1300/7329] learning_rate: 0.000100 loss_class: 0.524105 loss_bbox: 0.139102 loss_giou: 0.317245 loss_class_aux: 3.362057 loss_bbox_aux: 0.891849 loss_giou_aux: 1.992465 loss_class_dn: 0.274120 loss_bbox_dn: 0.139210 loss_giou_dn: 0.317537 loss_class_aux_dn: 1.529002 loss_bbox_aux_dn: 0.817420 loss_giou_aux_dn: 1.772329 loss: 12.803638 eta: 1 day, 22:47:12 batch_cost: 0.5579 data_cost: 0.0023 ips: 7.1692 images/s [03/31 00:21:24] ppdet.engine INFO: Epoch: [30] [1400/7329] learning_rate: 0.000100 loss_class: 0.577738 loss_bbox: 0.149995 loss_giou: 0.395425 loss_class_aux: 3.598482 loss_bbox_aux: 0.942230 loss_giou_aux: 2.546919 loss_class_dn: 0.344155 loss_bbox_dn: 0.156983 loss_giou_dn: 0.390332 loss_class_aux_dn: 1.846524 loss_bbox_aux_dn: 0.975443 loss_giou_aux_dn: 2.204895 loss: 15.477440 eta: 1 day, 22:46:25 batch_cost: 0.6093 data_cost: 0.0012 ips: 6.5653 images/s [03/31 00:22:27] ppdet.engine INFO: Epoch: [30] [1500/7329] learning_rate: 0.000100 loss_class: 0.652994 loss_bbox: 0.144624 loss_giou: 0.419121 loss_class_aux: 4.054579 loss_bbox_aux: 0.965163 loss_giou_aux: 2.701442 loss_class_dn: 0.338417 loss_bbox_dn: 0.183867 loss_giou_dn: 0.409414 loss_class_aux_dn: 1.873911 loss_bbox_aux_dn: 1.027461 loss_giou_aux_dn: 2.234423 loss: 15.177598 eta: 1 day, 22:45:33 batch_cost: 0.5676 data_cost: 0.0013 ips: 7.0476 images/s [03/31 00:23:24] ppdet.engine INFO: Epoch: [30] [1600/7329] learning_rate: 0.000100 loss_class: 0.557368 loss_bbox: 0.119811 loss_giou: 0.318304 loss_class_aux: 3.580838 loss_bbox_aux: 0.802590 loss_giou_aux: 2.037249 loss_class_dn: 0.291096 loss_bbox_dn: 0.132526 loss_giou_dn: 0.355674 loss_class_aux_dn: 1.536295 loss_bbox_aux_dn: 0.805746 loss_giou_aux_dn: 2.029567 loss: 12.684614 eta: 1 day, 22:44:34 batch_cost: 0.5231 data_cost: 0.0012 ips: 7.6463 images/s [03/31 00:24:29] ppdet.engine INFO: Epoch: [30] [1700/7329] learning_rate: 0.000100 loss_class: 0.644252 loss_bbox: 0.129035 loss_giou: 0.380654 loss_class_aux: 4.166754 loss_bbox_aux: 0.858160 loss_giou_aux: 2.472385 loss_class_dn: 0.362062 loss_bbox_dn: 0.145951 loss_giou_dn: 0.411711 loss_class_aux_dn: 1.924081 loss_bbox_aux_dn: 0.892143 loss_giou_aux_dn: 2.261816 loss: 15.086279 eta: 1 day, 22:43:44 batch_cost: 0.5860 data_cost: 0.0013 ips: 6.8255 images/s [03/31 00:25:28] ppdet.engine INFO: Epoch: [30] [1800/7329] learning_rate: 0.000100 loss_class: 0.651478 loss_bbox: 0.145291 loss_giou: 0.433996 loss_class_aux: 4.139186 loss_bbox_aux: 0.950614 loss_giou_aux: 2.765091 loss_class_dn: 0.356388 loss_bbox_dn: 0.158262 loss_giou_dn: 0.432723 loss_class_aux_dn: 1.909264 loss_bbox_aux_dn: 0.943201 loss_giou_aux_dn: 2.318722 loss: 15.691774 eta: 1 day, 22:42:47 batch_cost: 0.5353 data_cost: 0.0012 ips: 7.4724 images/s [03/31 00:26:25] ppdet.engine INFO: Epoch: [30] [1900/7329] learning_rate: 0.000100 loss_class: 0.572883 loss_bbox: 0.147925 loss_giou: 0.424897 loss_class_aux: 3.681921 loss_bbox_aux: 1.051190 loss_giou_aux: 2.680017 loss_class_dn: 0.326470 loss_bbox_dn: 0.166255 loss_giou_dn: 0.399931 loss_class_aux_dn: 1.747961 loss_bbox_aux_dn: 1.032805 loss_giou_aux_dn: 2.214983 loss: 14.402199 eta: 1 day, 22:41:47 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7927 images/s [03/31 00:27:22] ppdet.engine INFO: Epoch: [30] [2000/7329] learning_rate: 0.000100 loss_class: 0.609887 loss_bbox: 0.139767 loss_giou: 0.391367 loss_class_aux: 3.907244 loss_bbox_aux: 0.930736 loss_giou_aux: 2.557693 loss_class_dn: 0.336641 loss_bbox_dn: 0.156325 loss_giou_dn: 0.399309 loss_class_aux_dn: 1.817317 loss_bbox_aux_dn: 0.924242 loss_giou_aux_dn: 2.189338 loss: 14.401142 eta: 1 day, 22:40:47 batch_cost: 0.5135 data_cost: 0.0013 ips: 7.7904 images/s [03/31 00:28:18] ppdet.engine INFO: Epoch: [30] [2100/7329] learning_rate: 0.000100 loss_class: 0.584713 loss_bbox: 0.142787 loss_giou: 0.376695 loss_class_aux: 3.870116 loss_bbox_aux: 0.992960 loss_giou_aux: 2.446191 loss_class_dn: 0.323586 loss_bbox_dn: 0.160239 loss_giou_dn: 0.374728 loss_class_aux_dn: 1.726670 loss_bbox_aux_dn: 1.025146 loss_giou_aux_dn: 2.124481 loss: 14.053223 eta: 1 day, 22:39:47 batch_cost: 0.5111 data_cost: 0.0014 ips: 7.8269 images/s [03/31 00:29:15] ppdet.engine INFO: Epoch: [30] [2200/7329] learning_rate: 0.000100 loss_class: 0.575971 loss_bbox: 0.129769 loss_giou: 0.410540 loss_class_aux: 3.673427 loss_bbox_aux: 0.895563 loss_giou_aux: 2.574393 loss_class_dn: 0.316093 loss_bbox_dn: 0.145332 loss_giou_dn: 0.391449 loss_class_aux_dn: 1.749467 loss_bbox_aux_dn: 0.824414 loss_giou_aux_dn: 2.141988 loss: 14.582666 eta: 1 day, 22:38:47 batch_cost: 0.5141 data_cost: 0.0012 ips: 7.7808 images/s [03/31 00:30:12] ppdet.engine INFO: Epoch: [30] [2300/7329] learning_rate: 0.000100 loss_class: 0.607054 loss_bbox: 0.142963 loss_giou: 0.381031 loss_class_aux: 3.872216 loss_bbox_aux: 0.952127 loss_giou_aux: 2.461929 loss_class_dn: 0.332012 loss_bbox_dn: 0.163267 loss_giou_dn: 0.376175 loss_class_aux_dn: 1.793876 loss_bbox_aux_dn: 0.979573 loss_giou_aux_dn: 2.090873 loss: 15.038860 eta: 1 day, 22:37:48 batch_cost: 0.5158 data_cost: 0.0013 ips: 7.7553 images/s [03/31 00:31:10] ppdet.engine INFO: Epoch: [30] [2400/7329] learning_rate: 0.000100 loss_class: 0.610601 loss_bbox: 0.132936 loss_giou: 0.421385 loss_class_aux: 3.879192 loss_bbox_aux: 0.905807 loss_giou_aux: 2.827310 loss_class_dn: 0.360940 loss_bbox_dn: 0.143797 loss_giou_dn: 0.417823 loss_class_aux_dn: 1.913785 loss_bbox_aux_dn: 0.835032 loss_giou_aux_dn: 2.278275 loss: 15.495628 eta: 1 day, 22:36:50 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5877 images/s [03/31 00:32:09] ppdet.engine INFO: Epoch: [30] [2500/7329] learning_rate: 0.000100 loss_class: 0.629052 loss_bbox: 0.127053 loss_giou: 0.448940 loss_class_aux: 4.101760 loss_bbox_aux: 0.924454 loss_giou_aux: 2.879091 loss_class_dn: 0.372476 loss_bbox_dn: 0.152192 loss_giou_dn: 0.458284 loss_class_aux_dn: 1.965870 loss_bbox_aux_dn: 0.902277 loss_giou_aux_dn: 2.495583 loss: 15.678526 eta: 1 day, 22:35:52 batch_cost: 0.5286 data_cost: 0.0012 ips: 7.5669 images/s [03/31 00:33:07] ppdet.engine INFO: Epoch: [30] [2600/7329] learning_rate: 0.000100 loss_class: 0.586108 loss_bbox: 0.140044 loss_giou: 0.434388 loss_class_aux: 3.672373 loss_bbox_aux: 0.926527 loss_giou_aux: 2.736578 loss_class_dn: 0.342534 loss_bbox_dn: 0.149663 loss_giou_dn: 0.383940 loss_class_aux_dn: 1.829125 loss_bbox_aux_dn: 0.873868 loss_giou_aux_dn: 2.130685 loss: 14.661577 eta: 1 day, 22:34:53 batch_cost: 0.5220 data_cost: 0.0014 ips: 7.6635 images/s [03/31 00:34:13] ppdet.engine INFO: Epoch: [30] [2700/7329] learning_rate: 0.000100 loss_class: 0.609930 loss_bbox: 0.141883 loss_giou: 0.387004 loss_class_aux: 3.936884 loss_bbox_aux: 0.943361 loss_giou_aux: 2.496431 loss_class_dn: 0.342159 loss_bbox_dn: 0.151551 loss_giou_dn: 0.391942 loss_class_aux_dn: 1.845592 loss_bbox_aux_dn: 0.940997 loss_giou_aux_dn: 2.158140 loss: 14.993922 eta: 1 day, 22:34:04 batch_cost: 0.5881 data_cost: 0.0015 ips: 6.8010 images/s [03/31 00:35:13] ppdet.engine INFO: Epoch: [30] [2800/7329] learning_rate: 0.000100 loss_class: 0.598999 loss_bbox: 0.141942 loss_giou: 0.420528 loss_class_aux: 3.940999 loss_bbox_aux: 0.934111 loss_giou_aux: 2.674039 loss_class_dn: 0.359892 loss_bbox_dn: 0.165225 loss_giou_dn: 0.412837 loss_class_aux_dn: 1.986847 loss_bbox_aux_dn: 0.977619 loss_giou_aux_dn: 2.285481 loss: 15.348421 eta: 1 day, 22:33:07 batch_cost: 0.5378 data_cost: 0.0014 ips: 7.4382 images/s [03/31 00:36:10] ppdet.engine INFO: Epoch: [30] [2900/7329] learning_rate: 0.000100 loss_class: 0.604628 loss_bbox: 0.127338 loss_giou: 0.423774 loss_class_aux: 4.060143 loss_bbox_aux: 0.867845 loss_giou_aux: 2.648306 loss_class_dn: 0.356283 loss_bbox_dn: 0.145908 loss_giou_dn: 0.387310 loss_class_aux_dn: 1.884734 loss_bbox_aux_dn: 0.855218 loss_giou_aux_dn: 2.201614 loss: 14.788139 eta: 1 day, 22:32:07 batch_cost: 0.5088 data_cost: 0.0012 ips: 7.8609 images/s [03/31 00:37:08] ppdet.engine INFO: Epoch: [30] [3000/7329] learning_rate: 0.000100 loss_class: 0.602128 loss_bbox: 0.141792 loss_giou: 0.402070 loss_class_aux: 3.749823 loss_bbox_aux: 0.928479 loss_giou_aux: 2.629932 loss_class_dn: 0.333088 loss_bbox_dn: 0.157437 loss_giou_dn: 0.375021 loss_class_aux_dn: 1.848547 loss_bbox_aux_dn: 0.906639 loss_giou_aux_dn: 2.112542 loss: 14.585724 eta: 1 day, 22:31:08 batch_cost: 0.5203 data_cost: 0.0015 ips: 7.6873 images/s [03/31 00:38:04] ppdet.engine INFO: Epoch: [30] [3100/7329] learning_rate: 0.000100 loss_class: 0.639901 loss_bbox: 0.160171 loss_giou: 0.477471 loss_class_aux: 4.059112 loss_bbox_aux: 1.034507 loss_giou_aux: 3.065816 loss_class_dn: 0.387594 loss_bbox_dn: 0.161530 loss_giou_dn: 0.456442 loss_class_aux_dn: 2.038700 loss_bbox_aux_dn: 0.943966 loss_giou_aux_dn: 2.519612 loss: 17.090731 eta: 1 day, 22:30:08 batch_cost: 0.5143 data_cost: 0.0013 ips: 7.7770 images/s [03/31 00:39:01] ppdet.engine INFO: Epoch: [30] [3200/7329] learning_rate: 0.000100 loss_class: 0.568080 loss_bbox: 0.120671 loss_giou: 0.335181 loss_class_aux: 3.484452 loss_bbox_aux: 0.838175 loss_giou_aux: 2.157167 loss_class_dn: 0.294939 loss_bbox_dn: 0.134823 loss_giou_dn: 0.329175 loss_class_aux_dn: 1.588617 loss_bbox_aux_dn: 0.835007 loss_giou_aux_dn: 1.879300 loss: 13.371511 eta: 1 day, 22:29:08 batch_cost: 0.5122 data_cost: 0.0014 ips: 7.8095 images/s [03/31 00:40:01] ppdet.engine INFO: Epoch: [30] [3300/7329] learning_rate: 0.000100 loss_class: 0.574114 loss_bbox: 0.145647 loss_giou: 0.450849 loss_class_aux: 3.674927 loss_bbox_aux: 0.939741 loss_giou_aux: 2.861630 loss_class_dn: 0.329271 loss_bbox_dn: 0.162845 loss_giou_dn: 0.410257 loss_class_aux_dn: 1.760636 loss_bbox_aux_dn: 0.924000 loss_giou_aux_dn: 2.284320 loss: 14.687561 eta: 1 day, 22:28:12 batch_cost: 0.5441 data_cost: 0.0012 ips: 7.3516 images/s [03/31 00:41:02] ppdet.engine INFO: Epoch: [30] [3400/7329] learning_rate: 0.000100 loss_class: 0.580005 loss_bbox: 0.134539 loss_giou: 0.371625 loss_class_aux: 3.684745 loss_bbox_aux: 0.896189 loss_giou_aux: 2.354151 loss_class_dn: 0.333861 loss_bbox_dn: 0.141921 loss_giou_dn: 0.368822 loss_class_aux_dn: 1.772709 loss_bbox_aux_dn: 0.871318 loss_giou_aux_dn: 2.064436 loss: 13.641522 eta: 1 day, 22:27:19 batch_cost: 0.5603 data_cost: 0.0013 ips: 7.1391 images/s [03/31 00:42:02] ppdet.engine INFO: Epoch: [30] [3500/7329] learning_rate: 0.000100 loss_class: 0.527242 loss_bbox: 0.126878 loss_giou: 0.358439 loss_class_aux: 3.383477 loss_bbox_aux: 0.870133 loss_giou_aux: 2.186895 loss_class_dn: 0.297357 loss_bbox_dn: 0.147082 loss_giou_dn: 0.352198 loss_class_aux_dn: 1.522950 loss_bbox_aux_dn: 0.869364 loss_giou_aux_dn: 1.951951 loss: 12.767769 eta: 1 day, 22:26:24 batch_cost: 0.5473 data_cost: 0.0012 ips: 7.3086 images/s [03/31 00:42:59] ppdet.engine INFO: Epoch: [30] [3600/7329] learning_rate: 0.000100 loss_class: 0.578048 loss_bbox: 0.143954 loss_giou: 0.308883 loss_class_aux: 3.751247 loss_bbox_aux: 0.985110 loss_giou_aux: 1.972278 loss_class_dn: 0.313130 loss_bbox_dn: 0.173872 loss_giou_dn: 0.345105 loss_class_aux_dn: 1.726589 loss_bbox_aux_dn: 1.025236 loss_giou_aux_dn: 1.948910 loss: 13.361596 eta: 1 day, 22:25:23 batch_cost: 0.5094 data_cost: 0.0012 ips: 7.8521 images/s [03/31 00:43:57] ppdet.engine INFO: Epoch: [30] [3700/7329] learning_rate: 0.000100 loss_class: 0.614770 loss_bbox: 0.147701 loss_giou: 0.438732 loss_class_aux: 4.062846 loss_bbox_aux: 0.952334 loss_giou_aux: 2.805141 loss_class_dn: 0.362700 loss_bbox_dn: 0.158895 loss_giou_dn: 0.398527 loss_class_aux_dn: 1.928335 loss_bbox_aux_dn: 0.938151 loss_giou_aux_dn: 2.225515 loss: 15.270098 eta: 1 day, 22:24:26 batch_cost: 0.5303 data_cost: 0.0012 ips: 7.5433 images/s [03/31 00:45:03] ppdet.engine INFO: Epoch: [30] [3800/7329] learning_rate: 0.000100 loss_class: 0.564758 loss_bbox: 0.140679 loss_giou: 0.385543 loss_class_aux: 3.585341 loss_bbox_aux: 0.898630 loss_giou_aux: 2.429734 loss_class_dn: 0.330499 loss_bbox_dn: 0.147899 loss_giou_dn: 0.395396 loss_class_aux_dn: 1.793415 loss_bbox_aux_dn: 0.861034 loss_giou_aux_dn: 2.119009 loss: 15.067184 eta: 1 day, 22:23:38 batch_cost: 0.6060 data_cost: 0.0012 ips: 6.6009 images/s [03/31 00:46:01] ppdet.engine INFO: Epoch: [30] [3900/7329] learning_rate: 0.000100 loss_class: 0.610345 loss_bbox: 0.147361 loss_giou: 0.430787 loss_class_aux: 3.827453 loss_bbox_aux: 1.020875 loss_giou_aux: 2.730617 loss_class_dn: 0.347571 loss_bbox_dn: 0.162665 loss_giou_dn: 0.423361 loss_class_aux_dn: 1.894587 loss_bbox_aux_dn: 0.955253 loss_giou_aux_dn: 2.315618 loss: 15.658129 eta: 1 day, 22:22:40 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5872 images/s [03/31 00:47:00] ppdet.engine INFO: Epoch: [30] [4000/7329] learning_rate: 0.000100 loss_class: 0.611988 loss_bbox: 0.151799 loss_giou: 0.487664 loss_class_aux: 4.054076 loss_bbox_aux: 0.986953 loss_giou_aux: 3.071728 loss_class_dn: 0.373575 loss_bbox_dn: 0.166620 loss_giou_dn: 0.439871 loss_class_aux_dn: 2.018709 loss_bbox_aux_dn: 0.965387 loss_giou_aux_dn: 2.413589 loss: 16.133022 eta: 1 day, 22:21:43 batch_cost: 0.5334 data_cost: 0.0012 ips: 7.4993 images/s [03/31 00:48:03] ppdet.engine INFO: Epoch: [30] [4100/7329] learning_rate: 0.000100 loss_class: 0.595127 loss_bbox: 0.126179 loss_giou: 0.359085 loss_class_aux: 3.694238 loss_bbox_aux: 0.885630 loss_giou_aux: 2.239150 loss_class_dn: 0.335027 loss_bbox_dn: 0.153548 loss_giou_dn: 0.372830 loss_class_aux_dn: 1.828457 loss_bbox_aux_dn: 0.913606 loss_giou_aux_dn: 2.049906 loss: 14.785231 eta: 1 day, 22:20:50 batch_cost: 0.5610 data_cost: 0.0014 ips: 7.1297 images/s [03/31 00:49:02] ppdet.engine INFO: Epoch: [30] [4200/7329] learning_rate: 0.000100 loss_class: 0.650328 loss_bbox: 0.149992 loss_giou: 0.401957 loss_class_aux: 4.071190 loss_bbox_aux: 1.030488 loss_giou_aux: 2.669344 loss_class_dn: 0.367374 loss_bbox_dn: 0.171078 loss_giou_dn: 0.412246 loss_class_aux_dn: 1.974652 loss_bbox_aux_dn: 0.985339 loss_giou_aux_dn: 2.217204 loss: 16.025354 eta: 1 day, 22:19:52 batch_cost: 0.5295 data_cost: 0.0014 ips: 7.5542 images/s [03/31 00:50:03] ppdet.engine INFO: Epoch: [30] [4300/7329] learning_rate: 0.000100 loss_class: 0.611386 loss_bbox: 0.159542 loss_giou: 0.360087 loss_class_aux: 3.967506 loss_bbox_aux: 1.015368 loss_giou_aux: 2.218697 loss_class_dn: 0.342985 loss_bbox_dn: 0.197984 loss_giou_dn: 0.329494 loss_class_aux_dn: 1.829058 loss_bbox_aux_dn: 1.141087 loss_giou_aux_dn: 1.889693 loss: 14.330273 eta: 1 day, 22:18:59 batch_cost: 0.5581 data_cost: 0.0014 ips: 7.1675 images/s [03/31 00:51:08] ppdet.engine INFO: Epoch: [30] [4400/7329] learning_rate: 0.000100 loss_class: 0.536797 loss_bbox: 0.146156 loss_giou: 0.353684 loss_class_aux: 3.663755 loss_bbox_aux: 0.933344 loss_giou_aux: 2.204364 loss_class_dn: 0.305245 loss_bbox_dn: 0.154360 loss_giou_dn: 0.348238 loss_class_aux_dn: 1.699651 loss_bbox_aux_dn: 0.905722 loss_giou_aux_dn: 1.909809 loss: 13.639977 eta: 1 day, 22:18:08 batch_cost: 0.5815 data_cost: 0.0015 ips: 6.8786 images/s [03/31 00:52:15] ppdet.engine INFO: Epoch: [30] [4500/7329] learning_rate: 0.000100 loss_class: 0.632383 loss_bbox: 0.136164 loss_giou: 0.431386 loss_class_aux: 4.040527 loss_bbox_aux: 0.852461 loss_giou_aux: 2.783887 loss_class_dn: 0.356367 loss_bbox_dn: 0.151352 loss_giou_dn: 0.421557 loss_class_aux_dn: 1.872392 loss_bbox_aux_dn: 0.920995 loss_giou_aux_dn: 2.347134 loss: 15.471781 eta: 1 day, 22:17:20 batch_cost: 0.6030 data_cost: 0.0016 ips: 6.6330 images/s [03/31 00:53:15] ppdet.engine INFO: Epoch: [30] [4600/7329] learning_rate: 0.000100 loss_class: 0.595841 loss_bbox: 0.136697 loss_giou: 0.341416 loss_class_aux: 3.642232 loss_bbox_aux: 0.972576 loss_giou_aux: 2.152884 loss_class_dn: 0.299276 loss_bbox_dn: 0.156214 loss_giou_dn: 0.350140 loss_class_aux_dn: 1.581014 loss_bbox_aux_dn: 0.942093 loss_giou_aux_dn: 1.979644 loss: 13.577051 eta: 1 day, 22:16:25 batch_cost: 0.5458 data_cost: 0.0012 ips: 7.3291 images/s [03/31 00:54:13] ppdet.engine INFO: Epoch: [30] [4700/7329] learning_rate: 0.000100 loss_class: 0.566711 loss_bbox: 0.142820 loss_giou: 0.385518 loss_class_aux: 3.680686 loss_bbox_aux: 0.946859 loss_giou_aux: 2.513684 loss_class_dn: 0.310232 loss_bbox_dn: 0.175390 loss_giou_dn: 0.374418 loss_class_aux_dn: 1.682141 loss_bbox_aux_dn: 1.040978 loss_giou_aux_dn: 2.080943 loss: 14.611989 eta: 1 day, 22:15:26 batch_cost: 0.5206 data_cost: 0.0013 ips: 7.6828 images/s [03/31 00:55:11] ppdet.engine INFO: Epoch: [30] [4800/7329] learning_rate: 0.000100 loss_class: 0.620691 loss_bbox: 0.143973 loss_giou: 0.420603 loss_class_aux: 3.963576 loss_bbox_aux: 0.963341 loss_giou_aux: 2.600440 loss_class_dn: 0.374919 loss_bbox_dn: 0.157032 loss_giou_dn: 0.415330 loss_class_aux_dn: 2.042933 loss_bbox_aux_dn: 0.924561 loss_giou_aux_dn: 2.296965 loss: 15.792886 eta: 1 day, 22:14:28 batch_cost: 0.5293 data_cost: 0.0011 ips: 7.5565 images/s [03/31 00:56:12] ppdet.engine INFO: Epoch: [30] [4900/7329] learning_rate: 0.000100 loss_class: 0.624162 loss_bbox: 0.139050 loss_giou: 0.465896 loss_class_aux: 3.997254 loss_bbox_aux: 0.940301 loss_giou_aux: 2.913869 loss_class_dn: 0.345215 loss_bbox_dn: 0.171562 loss_giou_dn: 0.437245 loss_class_aux_dn: 1.848381 loss_bbox_aux_dn: 0.984255 loss_giou_aux_dn: 2.418251 loss: 16.111359 eta: 1 day, 22:13:34 batch_cost: 0.5550 data_cost: 0.0012 ips: 7.2068 images/s [03/31 00:57:10] ppdet.engine INFO: Epoch: [30] [5000/7329] learning_rate: 0.000100 loss_class: 0.611823 loss_bbox: 0.126927 loss_giou: 0.468496 loss_class_aux: 3.819015 loss_bbox_aux: 0.844447 loss_giou_aux: 2.966803 loss_class_dn: 0.361306 loss_bbox_dn: 0.124825 loss_giou_dn: 0.440007 loss_class_aux_dn: 1.927602 loss_bbox_aux_dn: 0.761212 loss_giou_aux_dn: 2.379642 loss: 15.549817 eta: 1 day, 22:12:36 batch_cost: 0.5234 data_cost: 0.0013 ips: 7.6428 images/s [03/31 00:58:09] ppdet.engine INFO: Epoch: [30] [5100/7329] learning_rate: 0.000100 loss_class: 0.620702 loss_bbox: 0.150383 loss_giou: 0.373510 loss_class_aux: 3.943258 loss_bbox_aux: 1.009980 loss_giou_aux: 2.385768 loss_class_dn: 0.321516 loss_bbox_dn: 0.168741 loss_giou_dn: 0.365849 loss_class_aux_dn: 1.754799 loss_bbox_aux_dn: 0.991817 loss_giou_aux_dn: 2.030232 loss: 14.205726 eta: 1 day, 22:11:38 batch_cost: 0.5241 data_cost: 0.0015 ips: 7.6316 images/s [03/31 00:59:18] ppdet.engine INFO: Epoch: [30] [5200/7329] learning_rate: 0.000100 loss_class: 0.695255 loss_bbox: 0.148380 loss_giou: 0.481686 loss_class_aux: 4.520865 loss_bbox_aux: 1.010805 loss_giou_aux: 3.099605 loss_class_dn: 0.401579 loss_bbox_dn: 0.162412 loss_giou_dn: 0.466035 loss_class_aux_dn: 2.118303 loss_bbox_aux_dn: 0.958641 loss_giou_aux_dn: 2.568429 loss: 16.960327 eta: 1 day, 22:10:52 batch_cost: 0.6199 data_cost: 0.0014 ips: 6.4528 images/s [03/31 01:00:21] ppdet.engine INFO: Epoch: [30] [5300/7329] learning_rate: 0.000100 loss_class: 0.567998 loss_bbox: 0.130463 loss_giou: 0.434695 loss_class_aux: 3.663789 loss_bbox_aux: 0.871894 loss_giou_aux: 2.635777 loss_class_dn: 0.344846 loss_bbox_dn: 0.144903 loss_giou_dn: 0.392759 loss_class_aux_dn: 1.807351 loss_bbox_aux_dn: 0.866384 loss_giou_aux_dn: 2.169802 loss: 15.073262 eta: 1 day, 22:10:01 batch_cost: 0.5786 data_cost: 0.0012 ips: 6.9136 images/s [03/31 01:01:30] ppdet.engine INFO: Epoch: [30] [5400/7329] learning_rate: 0.000100 loss_class: 0.585201 loss_bbox: 0.139961 loss_giou: 0.342207 loss_class_aux: 3.809065 loss_bbox_aux: 0.948092 loss_giou_aux: 2.111158 loss_class_dn: 0.296630 loss_bbox_dn: 0.151147 loss_giou_dn: 0.331219 loss_class_aux_dn: 1.623101 loss_bbox_aux_dn: 0.912090 loss_giou_aux_dn: 1.862652 loss: 13.856196 eta: 1 day, 22:09:16 batch_cost: 0.6235 data_cost: 0.0015 ips: 6.4152 images/s [03/31 01:02:31] ppdet.engine INFO: Epoch: [30] [5500/7329] learning_rate: 0.000100 loss_class: 0.619110 loss_bbox: 0.147707 loss_giou: 0.367782 loss_class_aux: 3.872332 loss_bbox_aux: 0.973588 loss_giou_aux: 2.371414 loss_class_dn: 0.341809 loss_bbox_dn: 0.165002 loss_giou_dn: 0.360566 loss_class_aux_dn: 1.821703 loss_bbox_aux_dn: 0.964052 loss_giou_aux_dn: 2.055375 loss: 14.684439 eta: 1 day, 22:08:21 batch_cost: 0.5520 data_cost: 0.0013 ips: 7.2460 images/s [03/31 01:03:26] ppdet.engine INFO: Epoch: [30] [5600/7329] learning_rate: 0.000100 loss_class: 0.610501 loss_bbox: 0.138226 loss_giou: 0.430811 loss_class_aux: 3.788935 loss_bbox_aux: 0.878946 loss_giou_aux: 2.722972 loss_class_dn: 0.338085 loss_bbox_dn: 0.149499 loss_giou_dn: 0.408779 loss_class_aux_dn: 1.819028 loss_bbox_aux_dn: 0.866215 loss_giou_aux_dn: 2.237227 loss: 15.053217 eta: 1 day, 22:07:20 batch_cost: 0.5004 data_cost: 0.0012 ips: 7.9930 images/s [03/31 01:04:27] ppdet.engine INFO: Epoch: [30] [5700/7329] learning_rate: 0.000100 loss_class: 0.624631 loss_bbox: 0.157328 loss_giou: 0.385912 loss_class_aux: 4.021471 loss_bbox_aux: 1.040309 loss_giou_aux: 2.460306 loss_class_dn: 0.337779 loss_bbox_dn: 0.178637 loss_giou_dn: 0.398042 loss_class_aux_dn: 1.860383 loss_bbox_aux_dn: 1.023225 loss_giou_aux_dn: 2.179708 loss: 15.325860 eta: 1 day, 22:06:25 batch_cost: 0.5465 data_cost: 0.0013 ips: 7.3193 images/s [03/31 01:05:30] ppdet.engine INFO: Epoch: [30] [5800/7329] learning_rate: 0.000100 loss_class: 0.512255 loss_bbox: 0.125120 loss_giou: 0.346437 loss_class_aux: 3.515621 loss_bbox_aux: 0.847404 loss_giou_aux: 2.132105 loss_class_dn: 0.304184 loss_bbox_dn: 0.142174 loss_giou_dn: 0.313205 loss_class_aux_dn: 1.628567 loss_bbox_aux_dn: 0.845034 loss_giou_aux_dn: 1.761468 loss: 13.577318 eta: 1 day, 22:05:32 batch_cost: 0.5690 data_cost: 0.0013 ips: 7.0294 images/s [03/31 01:06:32] ppdet.engine INFO: Epoch: [30] [5900/7329] learning_rate: 0.000100 loss_class: 0.567487 loss_bbox: 0.133663 loss_giou: 0.387961 loss_class_aux: 3.565900 loss_bbox_aux: 0.938385 loss_giou_aux: 2.504308 loss_class_dn: 0.301979 loss_bbox_dn: 0.147472 loss_giou_dn: 0.366366 loss_class_aux_dn: 1.670176 loss_bbox_aux_dn: 0.881204 loss_giou_aux_dn: 2.001846 loss: 13.532328 eta: 1 day, 22:04:39 batch_cost: 0.5622 data_cost: 0.0013 ips: 7.1151 images/s [03/31 01:07:29] ppdet.engine INFO: Epoch: [30] [6000/7329] learning_rate: 0.000100 loss_class: 0.620012 loss_bbox: 0.152021 loss_giou: 0.436873 loss_class_aux: 3.682251 loss_bbox_aux: 1.012981 loss_giou_aux: 2.696677 loss_class_dn: 0.341940 loss_bbox_dn: 0.173347 loss_giou_dn: 0.429347 loss_class_aux_dn: 1.817993 loss_bbox_aux_dn: 1.001837 loss_giou_aux_dn: 2.322990 loss: 16.063610 eta: 1 day, 22:03:40 batch_cost: 0.5147 data_cost: 0.0012 ips: 7.7714 images/s [03/31 01:08:27] ppdet.engine INFO: Epoch: [30] [6100/7329] learning_rate: 0.000100 loss_class: 0.589277 loss_bbox: 0.139018 loss_giou: 0.388081 loss_class_aux: 3.744942 loss_bbox_aux: 0.909474 loss_giou_aux: 2.457024 loss_class_dn: 0.330303 loss_bbox_dn: 0.156153 loss_giou_dn: 0.405722 loss_class_aux_dn: 1.797399 loss_bbox_aux_dn: 0.908204 loss_giou_aux_dn: 2.179687 loss: 14.232496 eta: 1 day, 22:02:42 batch_cost: 0.5310 data_cost: 0.0012 ips: 7.5326 images/s [03/31 01:09:25] ppdet.engine INFO: Epoch: [30] [6200/7329] learning_rate: 0.000100 loss_class: 0.544465 loss_bbox: 0.130777 loss_giou: 0.337180 loss_class_aux: 3.476222 loss_bbox_aux: 0.891865 loss_giou_aux: 2.156193 loss_class_dn: 0.297639 loss_bbox_dn: 0.164307 loss_giou_dn: 0.336622 loss_class_aux_dn: 1.607850 loss_bbox_aux_dn: 0.973075 loss_giou_aux_dn: 1.834351 loss: 12.884344 eta: 1 day, 22:01:45 batch_cost: 0.5294 data_cost: 0.0012 ips: 7.5564 images/s [03/31 01:10:23] ppdet.engine INFO: Epoch: [30] [6300/7329] learning_rate: 0.000100 loss_class: 0.563806 loss_bbox: 0.150843 loss_giou: 0.398797 loss_class_aux: 3.586421 loss_bbox_aux: 1.000873 loss_giou_aux: 2.463310 loss_class_dn: 0.351992 loss_bbox_dn: 0.173520 loss_giou_dn: 0.382211 loss_class_aux_dn: 1.900233 loss_bbox_aux_dn: 0.968368 loss_giou_aux_dn: 2.098489 loss: 15.268322 eta: 1 day, 22:00:46 batch_cost: 0.5200 data_cost: 0.0012 ips: 7.6918 images/s [03/31 01:11:23] ppdet.engine INFO: Epoch: [30] [6400/7329] learning_rate: 0.000100 loss_class: 0.603659 loss_bbox: 0.151832 loss_giou: 0.411349 loss_class_aux: 3.770493 loss_bbox_aux: 0.958580 loss_giou_aux: 2.644897 loss_class_dn: 0.339537 loss_bbox_dn: 0.167416 loss_giou_dn: 0.396910 loss_class_aux_dn: 1.839824 loss_bbox_aux_dn: 0.972004 loss_giou_aux_dn: 2.127830 loss: 14.550913 eta: 1 day, 21:59:51 batch_cost: 0.5497 data_cost: 0.0012 ips: 7.2771 images/s [03/31 01:12:20] ppdet.engine INFO: Epoch: [30] [6500/7329] learning_rate: 0.000100 loss_class: 0.578341 loss_bbox: 0.143288 loss_giou: 0.436892 loss_class_aux: 3.774532 loss_bbox_aux: 0.954486 loss_giou_aux: 2.781916 loss_class_dn: 0.363733 loss_bbox_dn: 0.158598 loss_giou_dn: 0.434643 loss_class_aux_dn: 1.939500 loss_bbox_aux_dn: 0.913415 loss_giou_aux_dn: 2.331839 loss: 15.142333 eta: 1 day, 21:58:50 batch_cost: 0.5068 data_cost: 0.0013 ips: 7.8932 images/s [03/31 01:13:24] ppdet.engine INFO: Epoch: [30] [6600/7329] learning_rate: 0.000100 loss_class: 0.629942 loss_bbox: 0.140509 loss_giou: 0.435897 loss_class_aux: 3.983509 loss_bbox_aux: 0.916564 loss_giou_aux: 2.732576 loss_class_dn: 0.343976 loss_bbox_dn: 0.143881 loss_giou_dn: 0.426575 loss_class_aux_dn: 1.835968 loss_bbox_aux_dn: 0.821888 loss_giou_aux_dn: 2.334036 loss: 15.029943 eta: 1 day, 21:57:59 batch_cost: 0.5775 data_cost: 0.0015 ips: 6.9262 images/s [03/31 01:14:30] ppdet.engine INFO: Epoch: [30] [6700/7329] learning_rate: 0.000100 loss_class: 0.596305 loss_bbox: 0.140462 loss_giou: 0.363562 loss_class_aux: 3.933990 loss_bbox_aux: 0.944192 loss_giou_aux: 2.246677 loss_class_dn: 0.323085 loss_bbox_dn: 0.164444 loss_giou_dn: 0.349369 loss_class_aux_dn: 1.743136 loss_bbox_aux_dn: 0.991360 loss_giou_aux_dn: 1.937573 loss: 14.516123 eta: 1 day, 21:57:12 batch_cost: 0.6078 data_cost: 0.0012 ips: 6.5815 images/s [03/31 01:15:29] ppdet.engine INFO: Epoch: [30] [6800/7329] learning_rate: 0.000100 loss_class: 0.577587 loss_bbox: 0.131751 loss_giou: 0.410357 loss_class_aux: 3.608105 loss_bbox_aux: 0.880260 loss_giou_aux: 2.636569 loss_class_dn: 0.320447 loss_bbox_dn: 0.150205 loss_giou_dn: 0.380632 loss_class_aux_dn: 1.731651 loss_bbox_aux_dn: 0.914998 loss_giou_aux_dn: 2.192112 loss: 14.854954 eta: 1 day, 21:56:15 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4742 images/s [03/31 01:16:31] ppdet.engine INFO: Epoch: [30] [6900/7329] learning_rate: 0.000100 loss_class: 0.618572 loss_bbox: 0.135876 loss_giou: 0.368616 loss_class_aux: 4.038661 loss_bbox_aux: 0.900054 loss_giou_aux: 2.362193 loss_class_dn: 0.329592 loss_bbox_dn: 0.142415 loss_giou_dn: 0.356327 loss_class_aux_dn: 1.774856 loss_bbox_aux_dn: 0.855260 loss_giou_aux_dn: 2.051349 loss: 14.434158 eta: 1 day, 21:55:22 batch_cost: 0.5646 data_cost: 0.0013 ips: 7.0848 images/s [03/31 01:17:37] ppdet.engine INFO: Epoch: [30] [7000/7329] learning_rate: 0.000100 loss_class: 0.672277 loss_bbox: 0.185676 loss_giou: 0.459740 loss_class_aux: 4.214489 loss_bbox_aux: 1.172263 loss_giou_aux: 2.877485 loss_class_dn: 0.381728 loss_bbox_dn: 0.200343 loss_giou_dn: 0.419576 loss_class_aux_dn: 2.041870 loss_bbox_aux_dn: 1.156373 loss_giou_aux_dn: 2.336360 loss: 16.510044 eta: 1 day, 21:54:32 batch_cost: 0.5858 data_cost: 0.0020 ips: 6.8285 images/s [03/31 01:18:40] ppdet.engine INFO: Epoch: [30] [7100/7329] learning_rate: 0.000100 loss_class: 0.609253 loss_bbox: 0.144475 loss_giou: 0.336584 loss_class_aux: 3.941110 loss_bbox_aux: 0.951293 loss_giou_aux: 2.187579 loss_class_dn: 0.339868 loss_bbox_dn: 0.178863 loss_giou_dn: 0.368200 loss_class_aux_dn: 1.817718 loss_bbox_aux_dn: 1.075987 loss_giou_aux_dn: 2.035606 loss: 14.558632 eta: 1 day, 21:53:40 batch_cost: 0.5702 data_cost: 0.0014 ips: 7.0156 images/s [03/31 01:19:39] ppdet.engine INFO: Epoch: [30] [7200/7329] learning_rate: 0.000100 loss_class: 0.571157 loss_bbox: 0.138089 loss_giou: 0.348801 loss_class_aux: 3.725536 loss_bbox_aux: 0.911402 loss_giou_aux: 2.201604 loss_class_dn: 0.311337 loss_bbox_dn: 0.158934 loss_giou_dn: 0.360059 loss_class_aux_dn: 1.681123 loss_bbox_aux_dn: 0.916488 loss_giou_aux_dn: 1.968865 loss: 14.201949 eta: 1 day, 21:52:43 batch_cost: 0.5328 data_cost: 0.0016 ips: 7.5079 images/s [03/31 01:20:37] ppdet.engine INFO: Epoch: [30] [7300/7329] learning_rate: 0.000100 loss_class: 0.568657 loss_bbox: 0.141476 loss_giou: 0.399492 loss_class_aux: 3.569386 loss_bbox_aux: 0.961380 loss_giou_aux: 2.497292 loss_class_dn: 0.318194 loss_bbox_dn: 0.145717 loss_giou_dn: 0.396680 loss_class_aux_dn: 1.703104 loss_bbox_aux_dn: 0.897331 loss_giou_aux_dn: 2.198656 loss: 14.720718 eta: 1 day, 21:51:45 batch_cost: 0.5260 data_cost: 0.0013 ips: 7.6050 images/s [03/31 01:20:59] ppdet.engine INFO: Eval iter: 0 [03/31 01:21:28] ppdet.engine INFO: Eval iter: 100 [03/31 01:21:55] ppdet.engine INFO: Eval iter: 200 [03/31 01:22:23] ppdet.engine INFO: Eval iter: 300 [03/31 01:22:52] ppdet.engine INFO: Eval iter: 400 [03/31 01:23:21] ppdet.engine INFO: Eval iter: 500 [03/31 01:23:49] ppdet.engine INFO: Eval iter: 600 [03/31 01:24:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [03/31 01:24:21] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.47s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=120.52s). Accumulating evaluation results... DONE (t=28.41s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.332 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 ] = 0.694 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 ] = 0.646 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.713 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 [03/31 01:27:12] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.850263300107546 [03/31 01:27:12] ppdet.engine INFO: Best test bbox ap is 0.518. [03/31 01:27:15] ppdet.engine INFO: Epoch: [31] [ 0/7329] learning_rate: 0.000100 loss_class: 0.569162 loss_bbox: 0.132524 loss_giou: 0.394073 loss_class_aux: 3.505731 loss_bbox_aux: 0.912549 loss_giou_aux: 2.471653 loss_class_dn: 0.321578 loss_bbox_dn: 0.134717 loss_giou_dn: 0.387356 loss_class_aux_dn: 1.726259 loss_bbox_aux_dn: 0.776440 loss_giou_aux_dn: 2.099383 loss: 13.480562 eta: 1 day, 21:51:27 batch_cost: 0.5274 data_cost: 0.0014 ips: 7.5841 images/s [03/31 01:28:24] ppdet.engine INFO: Epoch: [31] [ 100/7329] learning_rate: 0.000100 loss_class: 0.573960 loss_bbox: 0.143231 loss_giou: 0.381773 loss_class_aux: 3.637398 loss_bbox_aux: 0.953395 loss_giou_aux: 2.367647 loss_class_dn: 0.310910 loss_bbox_dn: 0.156999 loss_giou_dn: 0.353449 loss_class_aux_dn: 1.689949 loss_bbox_aux_dn: 0.943320 loss_giou_aux_dn: 2.021374 loss: 13.968412 eta: 1 day, 21:50:43 batch_cost: 0.6295 data_cost: 0.0012 ips: 6.3542 images/s [03/31 01:29:35] ppdet.engine INFO: Epoch: [31] [ 200/7329] learning_rate: 0.000100 loss_class: 0.593268 loss_bbox: 0.142946 loss_giou: 0.388909 loss_class_aux: 3.690660 loss_bbox_aux: 1.004272 loss_giou_aux: 2.527361 loss_class_dn: 0.328313 loss_bbox_dn: 0.156276 loss_giou_dn: 0.388306 loss_class_aux_dn: 1.776849 loss_bbox_aux_dn: 0.927293 loss_giou_aux_dn: 2.125140 loss: 14.219034 eta: 1 day, 21:50:02 batch_cost: 0.6602 data_cost: 0.0013 ips: 6.0586 images/s [03/31 01:30:33] ppdet.engine INFO: Epoch: [31] [ 300/7329] learning_rate: 0.000100 loss_class: 0.549877 loss_bbox: 0.147638 loss_giou: 0.353519 loss_class_aux: 3.539358 loss_bbox_aux: 1.014321 loss_giou_aux: 2.284638 loss_class_dn: 0.314710 loss_bbox_dn: 0.164762 loss_giou_dn: 0.341122 loss_class_aux_dn: 1.693760 loss_bbox_aux_dn: 1.008104 loss_giou_aux_dn: 1.895303 loss: 14.078354 eta: 1 day, 21:49:04 batch_cost: 0.5273 data_cost: 0.0013 ips: 7.5863 images/s [03/31 01:31:32] ppdet.engine INFO: Epoch: [31] [ 400/7329] learning_rate: 0.000100 loss_class: 0.581914 loss_bbox: 0.134904 loss_giou: 0.445685 loss_class_aux: 3.820281 loss_bbox_aux: 0.848464 loss_giou_aux: 2.737256 loss_class_dn: 0.353348 loss_bbox_dn: 0.128997 loss_giou_dn: 0.435888 loss_class_aux_dn: 1.865073 loss_bbox_aux_dn: 0.799416 loss_giou_aux_dn: 2.349032 loss: 15.341337 eta: 1 day, 21:48:07 batch_cost: 0.5321 data_cost: 0.0013 ips: 7.5169 images/s [03/31 01:32:31] ppdet.engine INFO: Epoch: [31] [ 500/7329] learning_rate: 0.000100 loss_class: 0.562971 loss_bbox: 0.133482 loss_giou: 0.421045 loss_class_aux: 3.649166 loss_bbox_aux: 0.870199 loss_giou_aux: 2.707730 loss_class_dn: 0.323414 loss_bbox_dn: 0.144713 loss_giou_dn: 0.409913 loss_class_aux_dn: 1.740945 loss_bbox_aux_dn: 0.859235 loss_giou_aux_dn: 2.269924 loss: 14.681929 eta: 1 day, 21:47:10 batch_cost: 0.5325 data_cost: 0.0012 ips: 7.5111 images/s [03/31 01:33:29] ppdet.engine INFO: Epoch: [31] [ 600/7329] learning_rate: 0.000100 loss_class: 0.647701 loss_bbox: 0.168751 loss_giou: 0.428138 loss_class_aux: 4.080727 loss_bbox_aux: 1.104405 loss_giou_aux: 2.776990 loss_class_dn: 0.377834 loss_bbox_dn: 0.188850 loss_giou_dn: 0.396577 loss_class_aux_dn: 2.004202 loss_bbox_aux_dn: 1.068817 loss_giou_aux_dn: 2.221306 loss: 15.794628 eta: 1 day, 21:46:11 batch_cost: 0.5216 data_cost: 0.0013 ips: 7.6692 images/s [03/31 01:34:26] ppdet.engine INFO: Epoch: [31] [ 700/7329] learning_rate: 0.000100 loss_class: 0.627173 loss_bbox: 0.145736 loss_giou: 0.423789 loss_class_aux: 4.007041 loss_bbox_aux: 0.928768 loss_giou_aux: 2.604709 loss_class_dn: 0.345210 loss_bbox_dn: 0.157615 loss_giou_dn: 0.429998 loss_class_aux_dn: 1.868317 loss_bbox_aux_dn: 0.922237 loss_giou_aux_dn: 2.393744 loss: 15.329969 eta: 1 day, 21:45:12 batch_cost: 0.5165 data_cost: 0.0012 ips: 7.7450 images/s [03/31 01:35:32] ppdet.engine INFO: Epoch: [31] [ 800/7329] learning_rate: 0.000100 loss_class: 0.587866 loss_bbox: 0.153554 loss_giou: 0.386873 loss_class_aux: 3.673696 loss_bbox_aux: 0.951233 loss_giou_aux: 2.464854 loss_class_dn: 0.322272 loss_bbox_dn: 0.154614 loss_giou_dn: 0.388820 loss_class_aux_dn: 1.789185 loss_bbox_aux_dn: 0.905193 loss_giou_aux_dn: 2.121099 loss: 14.682301 eta: 1 day, 21:44:23 batch_cost: 0.5949 data_cost: 0.0016 ips: 6.7235 images/s [03/31 01:36:32] ppdet.engine INFO: Epoch: [31] [ 900/7329] learning_rate: 0.000100 loss_class: 0.565928 loss_bbox: 0.127678 loss_giou: 0.352835 loss_class_aux: 3.581635 loss_bbox_aux: 0.855673 loss_giou_aux: 2.141856 loss_class_dn: 0.324184 loss_bbox_dn: 0.138570 loss_giou_dn: 0.344532 loss_class_aux_dn: 1.758536 loss_bbox_aux_dn: 0.817066 loss_giou_aux_dn: 1.909660 loss: 13.805616 eta: 1 day, 21:43:27 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3976 images/s [03/31 01:37:34] ppdet.engine INFO: Epoch: [31] [1000/7329] learning_rate: 0.000100 loss_class: 0.616088 loss_bbox: 0.146253 loss_giou: 0.425560 loss_class_aux: 3.960296 loss_bbox_aux: 1.009779 loss_giou_aux: 2.597496 loss_class_dn: 0.349441 loss_bbox_dn: 0.154771 loss_giou_dn: 0.379391 loss_class_aux_dn: 1.861668 loss_bbox_aux_dn: 0.913732 loss_giou_aux_dn: 2.154709 loss: 14.593592 eta: 1 day, 21:42:34 batch_cost: 0.5605 data_cost: 0.0013 ips: 7.1368 images/s [03/31 01:38:46] ppdet.engine INFO: Epoch: [31] [1100/7329] learning_rate: 0.000100 loss_class: 0.615525 loss_bbox: 0.156764 loss_giou: 0.479315 loss_class_aux: 4.120938 loss_bbox_aux: 1.005168 loss_giou_aux: 2.966099 loss_class_dn: 0.389637 loss_bbox_dn: 0.170561 loss_giou_dn: 0.459144 loss_class_aux_dn: 2.049009 loss_bbox_aux_dn: 0.973835 loss_giou_aux_dn: 2.536558 loss: 16.238026 eta: 1 day, 21:41:52 batch_cost: 0.6485 data_cost: 0.0013 ips: 6.1680 images/s [03/31 01:39:49] ppdet.engine INFO: Epoch: [31] [1200/7329] learning_rate: 0.000100 loss_class: 0.560536 loss_bbox: 0.148685 loss_giou: 0.360450 loss_class_aux: 3.617561 loss_bbox_aux: 0.967947 loss_giou_aux: 2.324243 loss_class_dn: 0.317736 loss_bbox_dn: 0.168381 loss_giou_dn: 0.352615 loss_class_aux_dn: 1.713767 loss_bbox_aux_dn: 1.009625 loss_giou_aux_dn: 2.005660 loss: 13.557859 eta: 1 day, 21:41:00 batch_cost: 0.5754 data_cost: 0.0012 ips: 6.9513 images/s [03/31 01:40:48] ppdet.engine INFO: Epoch: [31] [1300/7329] learning_rate: 0.000100 loss_class: 0.560896 loss_bbox: 0.158727 loss_giou: 0.403825 loss_class_aux: 3.725510 loss_bbox_aux: 1.025713 loss_giou_aux: 2.465584 loss_class_dn: 0.324263 loss_bbox_dn: 0.170307 loss_giou_dn: 0.383350 loss_class_aux_dn: 1.764526 loss_bbox_aux_dn: 1.020070 loss_giou_aux_dn: 2.101693 loss: 14.465759 eta: 1 day, 21:40:03 batch_cost: 0.5332 data_cost: 0.0014 ips: 7.5019 images/s [03/31 01:41:49] ppdet.engine INFO: Epoch: [31] [1400/7329] learning_rate: 0.000100 loss_class: 0.624596 loss_bbox: 0.145696 loss_giou: 0.411572 loss_class_aux: 3.995503 loss_bbox_aux: 0.945840 loss_giou_aux: 2.606707 loss_class_dn: 0.329352 loss_bbox_dn: 0.165546 loss_giou_dn: 0.367677 loss_class_aux_dn: 1.762164 loss_bbox_aux_dn: 0.967676 loss_giou_aux_dn: 2.015318 loss: 14.333820 eta: 1 day, 21:39:07 batch_cost: 0.5412 data_cost: 0.0014 ips: 7.3913 images/s [03/31 01:42:48] ppdet.engine INFO: Epoch: [31] [1500/7329] learning_rate: 0.000100 loss_class: 0.611787 loss_bbox: 0.144613 loss_giou: 0.366274 loss_class_aux: 3.858997 loss_bbox_aux: 0.963856 loss_giou_aux: 2.368726 loss_class_dn: 0.315218 loss_bbox_dn: 0.164400 loss_giou_dn: 0.348963 loss_class_aux_dn: 1.757981 loss_bbox_aux_dn: 0.996616 loss_giou_aux_dn: 1.972702 loss: 14.004688 eta: 1 day, 21:38:10 batch_cost: 0.5310 data_cost: 0.0025 ips: 7.5326 images/s [03/31 01:43:45] ppdet.engine INFO: Epoch: [31] [1600/7329] learning_rate: 0.000100 loss_class: 0.488536 loss_bbox: 0.126521 loss_giou: 0.306171 loss_class_aux: 3.086191 loss_bbox_aux: 0.837904 loss_giou_aux: 1.951559 loss_class_dn: 0.278251 loss_bbox_dn: 0.149550 loss_giou_dn: 0.299707 loss_class_aux_dn: 1.500639 loss_bbox_aux_dn: 0.876412 loss_giou_aux_dn: 1.697159 loss: 12.052012 eta: 1 day, 21:37:09 batch_cost: 0.5075 data_cost: 0.0013 ips: 7.8814 images/s [03/31 01:44:46] ppdet.engine INFO: Epoch: [31] [1700/7329] learning_rate: 0.000100 loss_class: 0.517725 loss_bbox: 0.134862 loss_giou: 0.253694 loss_class_aux: 3.344176 loss_bbox_aux: 0.856417 loss_giou_aux: 1.644326 loss_class_dn: 0.268432 loss_bbox_dn: 0.175792 loss_giou_dn: 0.267489 loss_class_aux_dn: 1.462267 loss_bbox_aux_dn: 1.053019 loss_giou_aux_dn: 1.549372 loss: 11.975348 eta: 1 day, 21:36:16 batch_cost: 0.5647 data_cost: 0.0013 ips: 7.0835 images/s [03/31 01:45:43] ppdet.engine INFO: Epoch: [31] [1800/7329] learning_rate: 0.000100 loss_class: 0.676023 loss_bbox: 0.151749 loss_giou: 0.447861 loss_class_aux: 4.300606 loss_bbox_aux: 1.013887 loss_giou_aux: 2.844800 loss_class_dn: 0.384214 loss_bbox_dn: 0.163339 loss_giou_dn: 0.463237 loss_class_aux_dn: 2.073024 loss_bbox_aux_dn: 0.979746 loss_giou_aux_dn: 2.544783 loss: 16.478771 eta: 1 day, 21:35:16 batch_cost: 0.5073 data_cost: 0.0013 ips: 7.8842 images/s [03/31 01:46:39] ppdet.engine INFO: Epoch: [31] [1900/7329] learning_rate: 0.000100 loss_class: 0.637704 loss_bbox: 0.171787 loss_giou: 0.449409 loss_class_aux: 4.127940 loss_bbox_aux: 1.102383 loss_giou_aux: 2.899075 loss_class_dn: 0.378203 loss_bbox_dn: 0.162914 loss_giou_dn: 0.430345 loss_class_aux_dn: 2.036921 loss_bbox_aux_dn: 0.951794 loss_giou_aux_dn: 2.408515 loss: 16.629778 eta: 1 day, 21:34:15 batch_cost: 0.5088 data_cost: 0.0012 ips: 7.8621 images/s [03/31 01:47:36] ppdet.engine INFO: Epoch: [31] [2000/7329] learning_rate: 0.000100 loss_class: 0.549272 loss_bbox: 0.144925 loss_giou: 0.401736 loss_class_aux: 3.581587 loss_bbox_aux: 0.910028 loss_giou_aux: 2.614682 loss_class_dn: 0.332843 loss_bbox_dn: 0.156485 loss_giou_dn: 0.419858 loss_class_aux_dn: 1.803511 loss_bbox_aux_dn: 0.928874 loss_giou_aux_dn: 2.291620 loss: 14.663022 eta: 1 day, 21:33:16 batch_cost: 0.5177 data_cost: 0.0013 ips: 7.7268 images/s [03/31 01:48:38] ppdet.engine INFO: Epoch: [31] [2100/7329] learning_rate: 0.000100 loss_class: 0.602870 loss_bbox: 0.146379 loss_giou: 0.421964 loss_class_aux: 3.758237 loss_bbox_aux: 1.019175 loss_giou_aux: 2.629767 loss_class_dn: 0.306124 loss_bbox_dn: 0.159129 loss_giou_dn: 0.392663 loss_class_aux_dn: 1.661676 loss_bbox_aux_dn: 0.941946 loss_giou_aux_dn: 2.123928 loss: 13.923107 eta: 1 day, 21:32:24 batch_cost: 0.5652 data_cost: 0.0015 ips: 7.0772 images/s [03/31 01:49:36] ppdet.engine INFO: Epoch: [31] [2200/7329] learning_rate: 0.000100 loss_class: 0.631138 loss_bbox: 0.153020 loss_giou: 0.427814 loss_class_aux: 3.952654 loss_bbox_aux: 1.040303 loss_giou_aux: 2.701667 loss_class_dn: 0.333734 loss_bbox_dn: 0.174902 loss_giou_dn: 0.412292 loss_class_aux_dn: 1.832648 loss_bbox_aux_dn: 1.044901 loss_giou_aux_dn: 2.246115 loss: 15.321313 eta: 1 day, 21:31:25 batch_cost: 0.5190 data_cost: 0.0012 ips: 7.7073 images/s [03/31 01:50:32] ppdet.engine INFO: Epoch: [31] [2300/7329] learning_rate: 0.000100 loss_class: 0.561864 loss_bbox: 0.137931 loss_giou: 0.350918 loss_class_aux: 3.632989 loss_bbox_aux: 0.916784 loss_giou_aux: 2.217623 loss_class_dn: 0.303803 loss_bbox_dn: 0.163124 loss_giou_dn: 0.351349 loss_class_aux_dn: 1.622584 loss_bbox_aux_dn: 1.003124 loss_giou_aux_dn: 1.972570 loss: 13.238285 eta: 1 day, 21:30:24 batch_cost: 0.5077 data_cost: 0.0015 ips: 7.8787 images/s [03/31 01:51:34] ppdet.engine INFO: Epoch: [31] [2400/7329] learning_rate: 0.000100 loss_class: 0.601950 loss_bbox: 0.141281 loss_giou: 0.415819 loss_class_aux: 3.965199 loss_bbox_aux: 0.965226 loss_giou_aux: 2.633538 loss_class_dn: 0.351603 loss_bbox_dn: 0.162009 loss_giou_dn: 0.407211 loss_class_aux_dn: 1.928317 loss_bbox_aux_dn: 0.929216 loss_giou_aux_dn: 2.341937 loss: 15.397636 eta: 1 day, 21:29:32 batch_cost: 0.5664 data_cost: 0.0013 ips: 7.0626 images/s [03/31 01:52:31] ppdet.engine INFO: Epoch: [31] [2500/7329] learning_rate: 0.000100 loss_class: 0.595642 loss_bbox: 0.143363 loss_giou: 0.394170 loss_class_aux: 3.882965 loss_bbox_aux: 0.919652 loss_giou_aux: 2.463819 loss_class_dn: 0.338333 loss_bbox_dn: 0.154670 loss_giou_dn: 0.396213 loss_class_aux_dn: 1.834302 loss_bbox_aux_dn: 0.957603 loss_giou_aux_dn: 2.199207 loss: 14.511147 eta: 1 day, 21:28:32 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7933 images/s [03/31 01:53:32] ppdet.engine INFO: Epoch: [31] [2600/7329] learning_rate: 0.000100 loss_class: 0.575560 loss_bbox: 0.145419 loss_giou: 0.342022 loss_class_aux: 3.536391 loss_bbox_aux: 0.940750 loss_giou_aux: 2.197161 loss_class_dn: 0.307907 loss_bbox_dn: 0.160369 loss_giou_dn: 0.347854 loss_class_aux_dn: 1.706046 loss_bbox_aux_dn: 0.961985 loss_giou_aux_dn: 1.911255 loss: 14.228956 eta: 1 day, 21:27:37 batch_cost: 0.5503 data_cost: 0.0012 ips: 7.2689 images/s [03/31 01:54:32] ppdet.engine INFO: Epoch: [31] [2700/7329] learning_rate: 0.000100 loss_class: 0.586974 loss_bbox: 0.137506 loss_giou: 0.396739 loss_class_aux: 3.762253 loss_bbox_aux: 0.870976 loss_giou_aux: 2.425688 loss_class_dn: 0.312188 loss_bbox_dn: 0.156856 loss_giou_dn: 0.381271 loss_class_aux_dn: 1.707441 loss_bbox_aux_dn: 0.938749 loss_giou_aux_dn: 2.099602 loss: 13.836977 eta: 1 day, 21:26:42 batch_cost: 0.5478 data_cost: 0.0013 ips: 7.3015 images/s [03/31 01:55:32] ppdet.engine INFO: Epoch: [31] [2800/7329] learning_rate: 0.000100 loss_class: 0.626801 loss_bbox: 0.137651 loss_giou: 0.424918 loss_class_aux: 3.681839 loss_bbox_aux: 0.958562 loss_giou_aux: 2.712829 loss_class_dn: 0.354181 loss_bbox_dn: 0.170761 loss_giou_dn: 0.407550 loss_class_aux_dn: 1.899986 loss_bbox_aux_dn: 1.012832 loss_giou_aux_dn: 2.265472 loss: 15.544863 eta: 1 day, 21:25:47 batch_cost: 0.5464 data_cost: 0.0012 ips: 7.3213 images/s [03/31 01:56:31] ppdet.engine INFO: Epoch: [31] [2900/7329] learning_rate: 0.000100 loss_class: 0.556549 loss_bbox: 0.133940 loss_giou: 0.428181 loss_class_aux: 3.624545 loss_bbox_aux: 0.907791 loss_giou_aux: 2.672813 loss_class_dn: 0.319964 loss_bbox_dn: 0.164773 loss_giou_dn: 0.377130 loss_class_aux_dn: 1.757322 loss_bbox_aux_dn: 0.924685 loss_giou_aux_dn: 2.147493 loss: 14.166971 eta: 1 day, 21:24:50 batch_cost: 0.5332 data_cost: 0.0012 ips: 7.5015 images/s [03/31 01:57:31] ppdet.engine INFO: Epoch: [31] [3000/7329] learning_rate: 0.000100 loss_class: 0.608322 loss_bbox: 0.154556 loss_giou: 0.459716 loss_class_aux: 3.857107 loss_bbox_aux: 1.043805 loss_giou_aux: 2.985282 loss_class_dn: 0.378801 loss_bbox_dn: 0.166367 loss_giou_dn: 0.447343 loss_class_aux_dn: 2.029147 loss_bbox_aux_dn: 0.999396 loss_giou_aux_dn: 2.542288 loss: 16.136360 eta: 1 day, 21:23:53 batch_cost: 0.5395 data_cost: 0.0013 ips: 7.4146 images/s [03/31 01:58:28] ppdet.engine INFO: Epoch: [31] [3100/7329] learning_rate: 0.000100 loss_class: 0.608270 loss_bbox: 0.148019 loss_giou: 0.436138 loss_class_aux: 3.889621 loss_bbox_aux: 0.974802 loss_giou_aux: 2.759675 loss_class_dn: 0.349135 loss_bbox_dn: 0.179022 loss_giou_dn: 0.408979 loss_class_aux_dn: 1.878172 loss_bbox_aux_dn: 1.046572 loss_giou_aux_dn: 2.297428 loss: 15.246372 eta: 1 day, 21:22:55 batch_cost: 0.5201 data_cost: 0.0013 ips: 7.6911 images/s [03/31 01:59:32] ppdet.engine INFO: Epoch: [31] [3200/7329] learning_rate: 0.000100 loss_class: 0.576803 loss_bbox: 0.140210 loss_giou: 0.382060 loss_class_aux: 3.753556 loss_bbox_aux: 0.900567 loss_giou_aux: 2.418097 loss_class_dn: 0.311457 loss_bbox_dn: 0.157997 loss_giou_dn: 0.368946 loss_class_aux_dn: 1.696583 loss_bbox_aux_dn: 0.979394 loss_giou_aux_dn: 2.046244 loss: 13.738440 eta: 1 day, 21:22:03 batch_cost: 0.5724 data_cost: 0.0015 ips: 6.9880 images/s [03/31 02:00:31] ppdet.engine INFO: Epoch: [31] [3300/7329] learning_rate: 0.000100 loss_class: 0.566894 loss_bbox: 0.139654 loss_giou: 0.365140 loss_class_aux: 3.584204 loss_bbox_aux: 0.955805 loss_giou_aux: 2.248075 loss_class_dn: 0.320190 loss_bbox_dn: 0.157588 loss_giou_dn: 0.347020 loss_class_aux_dn: 1.729252 loss_bbox_aux_dn: 0.928740 loss_giou_aux_dn: 1.986781 loss: 14.314512 eta: 1 day, 21:21:06 batch_cost: 0.5328 data_cost: 0.0012 ips: 7.5075 images/s [03/31 02:01:34] ppdet.engine INFO: Epoch: [31] [3400/7329] learning_rate: 0.000100 loss_class: 0.538485 loss_bbox: 0.135300 loss_giou: 0.372346 loss_class_aux: 3.530167 loss_bbox_aux: 0.907318 loss_giou_aux: 2.379017 loss_class_dn: 0.301597 loss_bbox_dn: 0.147571 loss_giou_dn: 0.373081 loss_class_aux_dn: 1.629606 loss_bbox_aux_dn: 0.933832 loss_giou_aux_dn: 2.088321 loss: 13.414597 eta: 1 day, 21:20:13 batch_cost: 0.5638 data_cost: 0.0022 ips: 7.0949 images/s [03/31 02:02:37] ppdet.engine INFO: Epoch: [31] [3500/7329] learning_rate: 0.000100 loss_class: 0.614663 loss_bbox: 0.148410 loss_giou: 0.439660 loss_class_aux: 3.724819 loss_bbox_aux: 0.968534 loss_giou_aux: 2.736149 loss_class_dn: 0.330126 loss_bbox_dn: 0.154221 loss_giou_dn: 0.420718 loss_class_aux_dn: 1.779794 loss_bbox_aux_dn: 0.938199 loss_giou_aux_dn: 2.280514 loss: 15.104422 eta: 1 day, 21:19:20 batch_cost: 0.5693 data_cost: 0.0014 ips: 7.0259 images/s [03/31 02:03:42] ppdet.engine INFO: Epoch: [31] [3600/7329] learning_rate: 0.000100 loss_class: 0.571758 loss_bbox: 0.140334 loss_giou: 0.414027 loss_class_aux: 3.731798 loss_bbox_aux: 0.934985 loss_giou_aux: 2.737100 loss_class_dn: 0.336234 loss_bbox_dn: 0.146721 loss_giou_dn: 0.402956 loss_class_aux_dn: 1.790360 loss_bbox_aux_dn: 0.874278 loss_giou_aux_dn: 2.225317 loss: 14.614622 eta: 1 day, 21:18:31 batch_cost: 0.5966 data_cost: 0.0012 ips: 6.7042 images/s [03/31 02:04:46] ppdet.engine INFO: Epoch: [31] [3700/7329] learning_rate: 0.000100 loss_class: 0.604002 loss_bbox: 0.133550 loss_giou: 0.334521 loss_class_aux: 3.794329 loss_bbox_aux: 0.941368 loss_giou_aux: 2.342428 loss_class_dn: 0.327395 loss_bbox_dn: 0.153906 loss_giou_dn: 0.354727 loss_class_aux_dn: 1.784608 loss_bbox_aux_dn: 0.878589 loss_giou_aux_dn: 2.049376 loss: 14.814254 eta: 1 day, 21:17:40 batch_cost: 0.5781 data_cost: 0.0013 ips: 6.9196 images/s [03/31 02:05:49] ppdet.engine INFO: Epoch: [31] [3800/7329] learning_rate: 0.000100 loss_class: 0.612849 loss_bbox: 0.159080 loss_giou: 0.401036 loss_class_aux: 3.888840 loss_bbox_aux: 1.017899 loss_giou_aux: 2.576146 loss_class_dn: 0.361475 loss_bbox_dn: 0.177779 loss_giou_dn: 0.414646 loss_class_aux_dn: 1.950478 loss_bbox_aux_dn: 1.004342 loss_giou_aux_dn: 2.288868 loss: 15.859699 eta: 1 day, 21:16:49 batch_cost: 0.5761 data_cost: 0.0013 ips: 6.9428 images/s [03/31 02:06:55] ppdet.engine INFO: Epoch: [31] [3900/7329] learning_rate: 0.000100 loss_class: 0.569748 loss_bbox: 0.134545 loss_giou: 0.376139 loss_class_aux: 3.638694 loss_bbox_aux: 0.890385 loss_giou_aux: 2.408787 loss_class_dn: 0.335175 loss_bbox_dn: 0.136972 loss_giou_dn: 0.384956 loss_class_aux_dn: 1.810189 loss_bbox_aux_dn: 0.825427 loss_giou_aux_dn: 2.177266 loss: 14.540699 eta: 1 day, 21:15:58 batch_cost: 0.5856 data_cost: 0.0017 ips: 6.8308 images/s [03/31 02:07:55] ppdet.engine INFO: Epoch: [31] [4000/7329] learning_rate: 0.000100 loss_class: 0.563443 loss_bbox: 0.130402 loss_giou: 0.302181 loss_class_aux: 3.649412 loss_bbox_aux: 0.886785 loss_giou_aux: 2.020030 loss_class_dn: 0.299250 loss_bbox_dn: 0.175013 loss_giou_dn: 0.304536 loss_class_aux_dn: 1.620335 loss_bbox_aux_dn: 1.008518 loss_giou_aux_dn: 1.783580 loss: 13.185489 eta: 1 day, 21:15:03 batch_cost: 0.5460 data_cost: 0.0016 ips: 7.3262 images/s [03/31 02:09:00] ppdet.engine INFO: Epoch: [31] [4100/7329] learning_rate: 0.000100 loss_class: 0.630432 loss_bbox: 0.131980 loss_giou: 0.372585 loss_class_aux: 3.930005 loss_bbox_aux: 0.890257 loss_giou_aux: 2.491009 loss_class_dn: 0.348427 loss_bbox_dn: 0.148656 loss_giou_dn: 0.381778 loss_class_aux_dn: 1.854339 loss_bbox_aux_dn: 0.925412 loss_giou_aux_dn: 2.161974 loss: 14.560864 eta: 1 day, 21:14:13 batch_cost: 0.5919 data_cost: 0.0018 ips: 6.7575 images/s [03/31 02:10:01] ppdet.engine INFO: Epoch: [31] [4200/7329] learning_rate: 0.000100 loss_class: 0.576145 loss_bbox: 0.153567 loss_giou: 0.426836 loss_class_aux: 3.688523 loss_bbox_aux: 0.999539 loss_giou_aux: 2.648469 loss_class_dn: 0.314639 loss_bbox_dn: 0.159503 loss_giou_dn: 0.415213 loss_class_aux_dn: 1.740772 loss_bbox_aux_dn: 0.931824 loss_giou_aux_dn: 2.250452 loss: 14.199004 eta: 1 day, 21:13:19 batch_cost: 0.5534 data_cost: 0.0013 ips: 7.2277 images/s [03/31 02:10:59] ppdet.engine INFO: Epoch: [31] [4300/7329] learning_rate: 0.000100 loss_class: 0.634463 loss_bbox: 0.158682 loss_giou: 0.477621 loss_class_aux: 4.023790 loss_bbox_aux: 1.053759 loss_giou_aux: 3.050663 loss_class_dn: 0.368289 loss_bbox_dn: 0.177161 loss_giou_dn: 0.444625 loss_class_aux_dn: 1.925355 loss_bbox_aux_dn: 1.052078 loss_giou_aux_dn: 2.441350 loss: 16.211681 eta: 1 day, 21:12:20 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6666 images/s [03/31 02:11:56] ppdet.engine INFO: Epoch: [31] [4400/7329] learning_rate: 0.000100 loss_class: 0.572267 loss_bbox: 0.141801 loss_giou: 0.422445 loss_class_aux: 3.554174 loss_bbox_aux: 0.884132 loss_giou_aux: 2.740456 loss_class_dn: 0.332502 loss_bbox_dn: 0.156886 loss_giou_dn: 0.397567 loss_class_aux_dn: 1.802583 loss_bbox_aux_dn: 0.907473 loss_giou_aux_dn: 2.217736 loss: 14.397738 eta: 1 day, 21:11:21 batch_cost: 0.5178 data_cost: 0.0012 ips: 7.7248 images/s [03/31 02:12:53] ppdet.engine INFO: Epoch: [31] [4500/7329] learning_rate: 0.000100 loss_class: 0.607585 loss_bbox: 0.147209 loss_giou: 0.362763 loss_class_aux: 3.941080 loss_bbox_aux: 0.975189 loss_giou_aux: 2.341124 loss_class_dn: 0.331277 loss_bbox_dn: 0.180344 loss_giou_dn: 0.390069 loss_class_aux_dn: 1.762881 loss_bbox_aux_dn: 1.000876 loss_giou_aux_dn: 2.155783 loss: 14.915430 eta: 1 day, 21:10:21 batch_cost: 0.5087 data_cost: 0.0012 ips: 7.8633 images/s [03/31 02:13:53] ppdet.engine INFO: Epoch: [31] [4600/7329] learning_rate: 0.000100 loss_class: 0.571854 loss_bbox: 0.133531 loss_giou: 0.367181 loss_class_aux: 3.649906 loss_bbox_aux: 0.884346 loss_giou_aux: 2.423208 loss_class_dn: 0.328274 loss_bbox_dn: 0.140131 loss_giou_dn: 0.368299 loss_class_aux_dn: 1.767129 loss_bbox_aux_dn: 0.877476 loss_giou_aux_dn: 2.032557 loss: 13.886026 eta: 1 day, 21:09:27 batch_cost: 0.5527 data_cost: 0.0012 ips: 7.2368 images/s [03/31 02:14:53] ppdet.engine INFO: Epoch: [31] [4700/7329] learning_rate: 0.000100 loss_class: 0.582231 loss_bbox: 0.156726 loss_giou: 0.438677 loss_class_aux: 3.986176 loss_bbox_aux: 0.998111 loss_giou_aux: 2.567911 loss_class_dn: 0.349445 loss_bbox_dn: 0.178936 loss_giou_dn: 0.393720 loss_class_aux_dn: 1.842080 loss_bbox_aux_dn: 1.040893 loss_giou_aux_dn: 2.156453 loss: 14.722683 eta: 1 day, 21:08:31 batch_cost: 0.5411 data_cost: 0.0012 ips: 7.3924 images/s [03/31 02:15:56] ppdet.engine INFO: Epoch: [31] [4800/7329] learning_rate: 0.000100 loss_class: 0.516430 loss_bbox: 0.135961 loss_giou: 0.375659 loss_class_aux: 3.398415 loss_bbox_aux: 0.855513 loss_giou_aux: 2.380085 loss_class_dn: 0.291075 loss_bbox_dn: 0.136450 loss_giou_dn: 0.351059 loss_class_aux_dn: 1.573380 loss_bbox_aux_dn: 0.824741 loss_giou_aux_dn: 1.898549 loss: 13.084438 eta: 1 day, 21:07:40 batch_cost: 0.5794 data_cost: 0.0013 ips: 6.9039 images/s [03/31 02:16:57] ppdet.engine INFO: Epoch: [31] [4900/7329] learning_rate: 0.000100 loss_class: 0.571824 loss_bbox: 0.133875 loss_giou: 0.374219 loss_class_aux: 3.811172 loss_bbox_aux: 0.909962 loss_giou_aux: 2.384467 loss_class_dn: 0.324755 loss_bbox_dn: 0.157267 loss_giou_dn: 0.365370 loss_class_aux_dn: 1.701730 loss_bbox_aux_dn: 0.886533 loss_giou_aux_dn: 2.036720 loss: 14.488804 eta: 1 day, 21:06:45 batch_cost: 0.5505 data_cost: 0.0011 ips: 7.2664 images/s [03/31 02:17:57] ppdet.engine INFO: Epoch: [31] [5000/7329] learning_rate: 0.000100 loss_class: 0.603886 loss_bbox: 0.150302 loss_giou: 0.362635 loss_class_aux: 3.840547 loss_bbox_aux: 0.985149 loss_giou_aux: 2.414576 loss_class_dn: 0.336247 loss_bbox_dn: 0.177122 loss_giou_dn: 0.362522 loss_class_aux_dn: 1.814270 loss_bbox_aux_dn: 1.026764 loss_giou_aux_dn: 2.011741 loss: 14.215845 eta: 1 day, 21:05:49 batch_cost: 0.5452 data_cost: 0.0013 ips: 7.3366 images/s [03/31 02:18:59] ppdet.engine INFO: Epoch: [31] [5100/7329] learning_rate: 0.000100 loss_class: 0.574767 loss_bbox: 0.131345 loss_giou: 0.392216 loss_class_aux: 3.650516 loss_bbox_aux: 0.903008 loss_giou_aux: 2.342913 loss_class_dn: 0.317212 loss_bbox_dn: 0.151146 loss_giou_dn: 0.361951 loss_class_aux_dn: 1.730926 loss_bbox_aux_dn: 0.919308 loss_giou_aux_dn: 2.012308 loss: 14.347166 eta: 1 day, 21:04:56 batch_cost: 0.5585 data_cost: 0.0014 ips: 7.1617 images/s [03/31 02:20:03] ppdet.engine INFO: Epoch: [31] [5200/7329] learning_rate: 0.000100 loss_class: 0.531832 loss_bbox: 0.135834 loss_giou: 0.374105 loss_class_aux: 3.564641 loss_bbox_aux: 0.890728 loss_giou_aux: 2.319892 loss_class_dn: 0.310774 loss_bbox_dn: 0.151095 loss_giou_dn: 0.356049 loss_class_aux_dn: 1.712581 loss_bbox_aux_dn: 0.885669 loss_giou_aux_dn: 2.066012 loss: 13.412014 eta: 1 day, 21:04:03 batch_cost: 0.5657 data_cost: 0.0014 ips: 7.0708 images/s [03/31 02:21:00] ppdet.engine INFO: Epoch: [31] [5300/7329] learning_rate: 0.000100 loss_class: 0.583346 loss_bbox: 0.142681 loss_giou: 0.330451 loss_class_aux: 3.814762 loss_bbox_aux: 0.924806 loss_giou_aux: 2.219596 loss_class_dn: 0.343948 loss_bbox_dn: 0.152413 loss_giou_dn: 0.367778 loss_class_aux_dn: 1.852722 loss_bbox_aux_dn: 0.900154 loss_giou_aux_dn: 2.105068 loss: 14.571426 eta: 1 day, 21:03:03 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7860 images/s [03/31 02:21:58] ppdet.engine INFO: Epoch: [31] [5400/7329] learning_rate: 0.000100 loss_class: 0.674811 loss_bbox: 0.155605 loss_giou: 0.466290 loss_class_aux: 4.252713 loss_bbox_aux: 1.068705 loss_giou_aux: 3.034295 loss_class_dn: 0.365898 loss_bbox_dn: 0.182484 loss_giou_dn: 0.452627 loss_class_aux_dn: 1.965776 loss_bbox_aux_dn: 1.070688 loss_giou_aux_dn: 2.492710 loss: 16.085499 eta: 1 day, 21:02:05 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6375 images/s [03/31 02:22:55] ppdet.engine INFO: Epoch: [31] [5500/7329] learning_rate: 0.000100 loss_class: 0.586879 loss_bbox: 0.142909 loss_giou: 0.424427 loss_class_aux: 3.771527 loss_bbox_aux: 0.956275 loss_giou_aux: 2.709472 loss_class_dn: 0.330511 loss_bbox_dn: 0.146666 loss_giou_dn: 0.395941 loss_class_aux_dn: 1.759550 loss_bbox_aux_dn: 0.882325 loss_giou_aux_dn: 2.196527 loss: 15.640886 eta: 1 day, 21:01:06 batch_cost: 0.5206 data_cost: 0.0014 ips: 7.6830 images/s [03/31 02:23:58] ppdet.engine INFO: Epoch: [31] [5600/7329] learning_rate: 0.000100 loss_class: 0.609743 loss_bbox: 0.142115 loss_giou: 0.373552 loss_class_aux: 4.015525 loss_bbox_aux: 0.894064 loss_giou_aux: 2.349426 loss_class_dn: 0.343243 loss_bbox_dn: 0.146472 loss_giou_dn: 0.369334 loss_class_aux_dn: 1.841877 loss_bbox_aux_dn: 0.889614 loss_giou_aux_dn: 2.080586 loss: 15.015818 eta: 1 day, 21:00:14 batch_cost: 0.5714 data_cost: 0.0012 ips: 7.0004 images/s [03/31 02:25:05] ppdet.engine INFO: Epoch: [31] [5700/7329] learning_rate: 0.000100 loss_class: 0.603551 loss_bbox: 0.134779 loss_giou: 0.397847 loss_class_aux: 3.841639 loss_bbox_aux: 0.896537 loss_giou_aux: 2.532259 loss_class_dn: 0.352934 loss_bbox_dn: 0.150259 loss_giou_dn: 0.413167 loss_class_aux_dn: 1.879217 loss_bbox_aux_dn: 0.873337 loss_giou_aux_dn: 2.273297 loss: 15.112534 eta: 1 day, 20:59:26 batch_cost: 0.6018 data_cost: 0.0017 ips: 6.6469 images/s [03/31 02:26:05] ppdet.engine INFO: Epoch: [31] [5800/7329] learning_rate: 0.000100 loss_class: 0.548079 loss_bbox: 0.134864 loss_giou: 0.354324 loss_class_aux: 3.625591 loss_bbox_aux: 0.887269 loss_giou_aux: 2.273458 loss_class_dn: 0.292127 loss_bbox_dn: 0.160390 loss_giou_dn: 0.352681 loss_class_aux_dn: 1.634435 loss_bbox_aux_dn: 0.980008 loss_giou_aux_dn: 1.974198 loss: 13.651947 eta: 1 day, 20:58:31 batch_cost: 0.5461 data_cost: 0.0012 ips: 7.3247 images/s [03/31 02:27:09] ppdet.engine INFO: Epoch: [31] [5900/7329] learning_rate: 0.000100 loss_class: 0.581078 loss_bbox: 0.149288 loss_giou: 0.394505 loss_class_aux: 3.723670 loss_bbox_aux: 0.976034 loss_giou_aux: 2.617387 loss_class_dn: 0.334317 loss_bbox_dn: 0.161757 loss_giou_dn: 0.384655 loss_class_aux_dn: 1.819993 loss_bbox_aux_dn: 0.976403 loss_giou_aux_dn: 2.098012 loss: 15.342301 eta: 1 day, 20:57:40 batch_cost: 0.5822 data_cost: 0.0014 ips: 6.8706 images/s [03/31 02:28:10] ppdet.engine INFO: Epoch: [31] [6000/7329] learning_rate: 0.000100 loss_class: 0.604546 loss_bbox: 0.136906 loss_giou: 0.354341 loss_class_aux: 3.824992 loss_bbox_aux: 0.901947 loss_giou_aux: 2.324041 loss_class_dn: 0.333033 loss_bbox_dn: 0.148205 loss_giou_dn: 0.382572 loss_class_aux_dn: 1.798974 loss_bbox_aux_dn: 0.869460 loss_giou_aux_dn: 2.121807 loss: 14.527699 eta: 1 day, 20:56:45 batch_cost: 0.5481 data_cost: 0.0015 ips: 7.2977 images/s [03/31 02:29:06] ppdet.engine INFO: Epoch: [31] [6100/7329] learning_rate: 0.000100 loss_class: 0.567726 loss_bbox: 0.136379 loss_giou: 0.380571 loss_class_aux: 3.553215 loss_bbox_aux: 0.930449 loss_giou_aux: 2.393888 loss_class_dn: 0.310393 loss_bbox_dn: 0.144954 loss_giou_dn: 0.355904 loss_class_aux_dn: 1.668042 loss_bbox_aux_dn: 0.896758 loss_giou_aux_dn: 1.986855 loss: 13.403759 eta: 1 day, 20:55:44 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8995 images/s [03/31 02:30:08] ppdet.engine INFO: Epoch: [31] [6200/7329] learning_rate: 0.000100 loss_class: 0.609268 loss_bbox: 0.141603 loss_giou: 0.350404 loss_class_aux: 3.703590 loss_bbox_aux: 0.953373 loss_giou_aux: 2.291763 loss_class_dn: 0.323270 loss_bbox_dn: 0.169619 loss_giou_dn: 0.366355 loss_class_aux_dn: 1.746497 loss_bbox_aux_dn: 0.966000 loss_giou_aux_dn: 2.000163 loss: 14.419544 eta: 1 day, 20:54:50 batch_cost: 0.5564 data_cost: 0.0014 ips: 7.1893 images/s [03/31 02:31:13] ppdet.engine INFO: Epoch: [31] [6300/7329] learning_rate: 0.000100 loss_class: 0.559132 loss_bbox: 0.141490 loss_giou: 0.380617 loss_class_aux: 3.695962 loss_bbox_aux: 0.916461 loss_giou_aux: 2.416333 loss_class_dn: 0.303486 loss_bbox_dn: 0.156127 loss_giou_dn: 0.345151 loss_class_aux_dn: 1.637799 loss_bbox_aux_dn: 0.905364 loss_giou_aux_dn: 1.949674 loss: 13.836452 eta: 1 day, 20:54:00 batch_cost: 0.5856 data_cost: 0.0016 ips: 6.8302 images/s [03/31 02:32:11] ppdet.engine INFO: Epoch: [31] [6400/7329] learning_rate: 0.000100 loss_class: 0.603149 loss_bbox: 0.149509 loss_giou: 0.396086 loss_class_aux: 3.754218 loss_bbox_aux: 1.008162 loss_giou_aux: 2.593247 loss_class_dn: 0.336587 loss_bbox_dn: 0.167689 loss_giou_dn: 0.387769 loss_class_aux_dn: 1.793376 loss_bbox_aux_dn: 0.961856 loss_giou_aux_dn: 2.176004 loss: 15.224586 eta: 1 day, 20:53:02 batch_cost: 0.5267 data_cost: 0.0012 ips: 7.5952 images/s [03/31 02:33:07] ppdet.engine INFO: Epoch: [31] [6500/7329] learning_rate: 0.000100 loss_class: 0.554028 loss_bbox: 0.143480 loss_giou: 0.322103 loss_class_aux: 3.622697 loss_bbox_aux: 0.951776 loss_giou_aux: 2.099408 loss_class_dn: 0.293111 loss_bbox_dn: 0.168005 loss_giou_dn: 0.335338 loss_class_aux_dn: 1.614543 loss_bbox_aux_dn: 1.003254 loss_giou_aux_dn: 1.838472 loss: 13.719821 eta: 1 day, 20:52:02 batch_cost: 0.5078 data_cost: 0.0012 ips: 7.8771 images/s [03/31 02:34:14] ppdet.engine INFO: Epoch: [31] [6600/7329] learning_rate: 0.000100 loss_class: 0.585570 loss_bbox: 0.138742 loss_giou: 0.392647 loss_class_aux: 3.791158 loss_bbox_aux: 0.879422 loss_giou_aux: 2.441457 loss_class_dn: 0.335925 loss_bbox_dn: 0.142600 loss_giou_dn: 0.398226 loss_class_aux_dn: 1.804534 loss_bbox_aux_dn: 0.808196 loss_giou_aux_dn: 2.153120 loss: 14.819696 eta: 1 day, 20:51:15 batch_cost: 0.6115 data_cost: 0.0012 ips: 6.5415 images/s [03/31 02:35:12] ppdet.engine INFO: Epoch: [31] [6700/7329] learning_rate: 0.000100 loss_class: 0.630556 loss_bbox: 0.162123 loss_giou: 0.412005 loss_class_aux: 4.217385 loss_bbox_aux: 1.086652 loss_giou_aux: 2.695896 loss_class_dn: 0.361801 loss_bbox_dn: 0.180714 loss_giou_dn: 0.415417 loss_class_aux_dn: 1.897068 loss_bbox_aux_dn: 1.069447 loss_giou_aux_dn: 2.296773 loss: 16.124016 eta: 1 day, 20:50:17 batch_cost: 0.5285 data_cost: 0.0013 ips: 7.5681 images/s [03/31 02:36:12] ppdet.engine INFO: Epoch: [31] [6800/7329] learning_rate: 0.000100 loss_class: 0.618428 loss_bbox: 0.143877 loss_giou: 0.393124 loss_class_aux: 3.798939 loss_bbox_aux: 0.977555 loss_giou_aux: 2.535775 loss_class_dn: 0.331720 loss_bbox_dn: 0.153542 loss_giou_dn: 0.397438 loss_class_aux_dn: 1.769645 loss_bbox_aux_dn: 0.914405 loss_giou_aux_dn: 2.212143 loss: 15.100435 eta: 1 day, 20:49:21 batch_cost: 0.5374 data_cost: 0.0012 ips: 7.4433 images/s [03/31 02:37:13] ppdet.engine INFO: Epoch: [31] [6900/7329] learning_rate: 0.000100 loss_class: 0.615972 loss_bbox: 0.150716 loss_giou: 0.484695 loss_class_aux: 3.898188 loss_bbox_aux: 0.965519 loss_giou_aux: 2.970093 loss_class_dn: 0.359626 loss_bbox_dn: 0.158696 loss_giou_dn: 0.442117 loss_class_aux_dn: 1.947160 loss_bbox_aux_dn: 0.923922 loss_giou_aux_dn: 2.421552 loss: 15.992182 eta: 1 day, 20:48:25 batch_cost: 0.5444 data_cost: 0.0014 ips: 7.3474 images/s [03/31 02:38:13] ppdet.engine INFO: Epoch: [31] [7000/7329] learning_rate: 0.000100 loss_class: 0.620909 loss_bbox: 0.151688 loss_giou: 0.376088 loss_class_aux: 3.954560 loss_bbox_aux: 1.043170 loss_giou_aux: 2.460288 loss_class_dn: 0.334919 loss_bbox_dn: 0.170826 loss_giou_dn: 0.355716 loss_class_aux_dn: 1.783871 loss_bbox_aux_dn: 0.980822 loss_giou_aux_dn: 1.959960 loss: 14.280847 eta: 1 day, 20:47:30 batch_cost: 0.5470 data_cost: 0.0013 ips: 7.3128 images/s [03/31 02:39:15] ppdet.engine INFO: Epoch: [31] [7100/7329] learning_rate: 0.000100 loss_class: 0.605771 loss_bbox: 0.157948 loss_giou: 0.378717 loss_class_aux: 3.840966 loss_bbox_aux: 0.974207 loss_giou_aux: 2.393838 loss_class_dn: 0.352251 loss_bbox_dn: 0.152240 loss_giou_dn: 0.402413 loss_class_aux_dn: 1.916477 loss_bbox_aux_dn: 0.899956 loss_giou_aux_dn: 2.245234 loss: 15.473022 eta: 1 day, 20:46:36 batch_cost: 0.5546 data_cost: 0.0013 ips: 7.2128 images/s [03/31 02:40:24] ppdet.engine INFO: Epoch: [31] [7200/7329] learning_rate: 0.000100 loss_class: 0.640434 loss_bbox: 0.147279 loss_giou: 0.383728 loss_class_aux: 4.167522 loss_bbox_aux: 0.951441 loss_giou_aux: 2.389276 loss_class_dn: 0.349163 loss_bbox_dn: 0.161041 loss_giou_dn: 0.405050 loss_class_aux_dn: 1.889456 loss_bbox_aux_dn: 0.956913 loss_giou_aux_dn: 2.226992 loss: 15.772219 eta: 1 day, 20:45:51 batch_cost: 0.6359 data_cost: 0.0013 ips: 6.2905 images/s [03/31 02:41:23] ppdet.engine INFO: Epoch: [31] [7300/7329] learning_rate: 0.000100 loss_class: 0.674106 loss_bbox: 0.149488 loss_giou: 0.433655 loss_class_aux: 4.172022 loss_bbox_aux: 0.985360 loss_giou_aux: 2.799507 loss_class_dn: 0.362724 loss_bbox_dn: 0.171601 loss_giou_dn: 0.427561 loss_class_aux_dn: 1.957765 loss_bbox_aux_dn: 1.031047 loss_giou_aux_dn: 2.400641 loss: 16.462582 eta: 1 day, 20:44:55 batch_cost: 0.5345 data_cost: 0.0012 ips: 7.4840 images/s [03/31 02:41:45] ppdet.engine INFO: Eval iter: 0 [03/31 02:42:14] ppdet.engine INFO: Eval iter: 100 [03/31 02:42:42] ppdet.engine INFO: Eval iter: 200 [03/31 02:43:10] ppdet.engine INFO: Eval iter: 300 [03/31 02:43:40] ppdet.engine INFO: Eval iter: 400 [03/31 02:44:08] ppdet.engine INFO: Eval iter: 500 [03/31 02:44:36] ppdet.engine INFO: Eval iter: 600 [03/31 02:45:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.87s) creating index... index created! [03/31 02:45:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.84s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.68s). Accumulating evaluation results... DONE (t=29.60s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.702 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.335 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 ] = 0.696 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 ] = 0.647 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 ] = 0.530 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 ] = 0.886 [03/31 02:47:56] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.032779645771736 [03/31 02:47:56] ppdet.engine INFO: Best test bbox ap is 0.519. [03/31 02:48:00] ppdet.engine INFO: Epoch: [32] [ 0/7329] learning_rate: 0.000100 loss_class: 0.625503 loss_bbox: 0.145920 loss_giou: 0.377438 loss_class_aux: 3.979750 loss_bbox_aux: 0.981044 loss_giou_aux: 2.427456 loss_class_dn: 0.330583 loss_bbox_dn: 0.168506 loss_giou_dn: 0.400384 loss_class_aux_dn: 1.770943 loss_bbox_aux_dn: 1.016208 loss_giou_aux_dn: 2.177550 loss: 14.735324 eta: 1 day, 20:44:38 batch_cost: 0.5232 data_cost: 0.0013 ips: 7.6455 images/s [03/31 02:48:57] ppdet.engine INFO: Epoch: [32] [ 100/7329] learning_rate: 0.000100 loss_class: 0.612781 loss_bbox: 0.146621 loss_giou: 0.405301 loss_class_aux: 3.889077 loss_bbox_aux: 1.004936 loss_giou_aux: 2.489979 loss_class_dn: 0.333195 loss_bbox_dn: 0.165846 loss_giou_dn: 0.374397 loss_class_aux_dn: 1.784516 loss_bbox_aux_dn: 0.966623 loss_giou_aux_dn: 2.131638 loss: 15.078032 eta: 1 day, 20:43:39 batch_cost: 0.5151 data_cost: 0.0012 ips: 7.7657 images/s [03/31 02:50:03] ppdet.engine INFO: Epoch: [32] [ 200/7329] learning_rate: 0.000100 loss_class: 0.587790 loss_bbox: 0.136752 loss_giou: 0.442773 loss_class_aux: 3.724144 loss_bbox_aux: 0.906700 loss_giou_aux: 2.713683 loss_class_dn: 0.349702 loss_bbox_dn: 0.164811 loss_giou_dn: 0.410386 loss_class_aux_dn: 1.868492 loss_bbox_aux_dn: 0.972492 loss_giou_aux_dn: 2.315867 loss: 15.171835 eta: 1 day, 20:42:51 batch_cost: 0.6031 data_cost: 0.0013 ips: 6.6325 images/s [03/31 02:51:05] ppdet.engine INFO: Epoch: [32] [ 300/7329] learning_rate: 0.000100 loss_class: 0.625673 loss_bbox: 0.145221 loss_giou: 0.398399 loss_class_aux: 4.002611 loss_bbox_aux: 0.984910 loss_giou_aux: 2.465075 loss_class_dn: 0.347666 loss_bbox_dn: 0.153996 loss_giou_dn: 0.386335 loss_class_aux_dn: 1.830817 loss_bbox_aux_dn: 0.907905 loss_giou_aux_dn: 2.135267 loss: 15.155897 eta: 1 day, 20:41:56 batch_cost: 0.5529 data_cost: 0.0014 ips: 7.2351 images/s [03/31 02:52:12] ppdet.engine INFO: Epoch: [32] [ 400/7329] learning_rate: 0.000100 loss_class: 0.541592 loss_bbox: 0.132497 loss_giou: 0.344300 loss_class_aux: 3.424252 loss_bbox_aux: 0.900902 loss_giou_aux: 2.147020 loss_class_dn: 0.290648 loss_bbox_dn: 0.149075 loss_giou_dn: 0.327491 loss_class_aux_dn: 1.570166 loss_bbox_aux_dn: 0.884273 loss_giou_aux_dn: 1.785785 loss: 12.515732 eta: 1 day, 20:41:09 batch_cost: 0.6082 data_cost: 0.0015 ips: 6.5771 images/s [03/31 02:53:14] ppdet.engine INFO: Epoch: [32] [ 500/7329] learning_rate: 0.000100 loss_class: 0.583281 loss_bbox: 0.137275 loss_giou: 0.388122 loss_class_aux: 3.769324 loss_bbox_aux: 0.946336 loss_giou_aux: 2.548853 loss_class_dn: 0.332659 loss_bbox_dn: 0.149879 loss_giou_dn: 0.365165 loss_class_aux_dn: 1.800452 loss_bbox_aux_dn: 0.871309 loss_giou_aux_dn: 2.027833 loss: 14.483931 eta: 1 day, 20:40:15 batch_cost: 0.5623 data_cost: 0.0014 ips: 7.1138 images/s [03/31 02:54:13] ppdet.engine INFO: Epoch: [32] [ 600/7329] learning_rate: 0.000100 loss_class: 0.572386 loss_bbox: 0.146363 loss_giou: 0.438956 loss_class_aux: 3.673847 loss_bbox_aux: 0.937338 loss_giou_aux: 2.734421 loss_class_dn: 0.323552 loss_bbox_dn: 0.138603 loss_giou_dn: 0.423373 loss_class_aux_dn: 1.712526 loss_bbox_aux_dn: 0.855115 loss_giou_aux_dn: 2.367868 loss: 14.407125 eta: 1 day, 20:39:18 batch_cost: 0.5289 data_cost: 0.0017 ips: 7.5626 images/s [03/31 02:55:13] ppdet.engine INFO: Epoch: [32] [ 700/7329] learning_rate: 0.000100 loss_class: 0.615328 loss_bbox: 0.138405 loss_giou: 0.399513 loss_class_aux: 3.866798 loss_bbox_aux: 0.910665 loss_giou_aux: 2.539868 loss_class_dn: 0.356949 loss_bbox_dn: 0.154634 loss_giou_dn: 0.406621 loss_class_aux_dn: 1.886906 loss_bbox_aux_dn: 0.920627 loss_giou_aux_dn: 2.285090 loss: 15.917686 eta: 1 day, 20:38:21 batch_cost: 0.5372 data_cost: 0.0015 ips: 7.4458 images/s [03/31 02:56:18] ppdet.engine INFO: Epoch: [32] [ 800/7329] learning_rate: 0.000100 loss_class: 0.583089 loss_bbox: 0.143676 loss_giou: 0.383361 loss_class_aux: 3.723213 loss_bbox_aux: 0.981965 loss_giou_aux: 2.376529 loss_class_dn: 0.299682 loss_bbox_dn: 0.157949 loss_giou_dn: 0.360104 loss_class_aux_dn: 1.626964 loss_bbox_aux_dn: 0.936627 loss_giou_aux_dn: 1.986622 loss: 13.202202 eta: 1 day, 20:37:31 batch_cost: 0.5859 data_cost: 0.0015 ips: 6.8274 images/s [03/31 02:57:23] ppdet.engine INFO: Epoch: [32] [ 900/7329] learning_rate: 0.000100 loss_class: 0.588522 loss_bbox: 0.132950 loss_giou: 0.410316 loss_class_aux: 3.796885 loss_bbox_aux: 0.885037 loss_giou_aux: 2.625450 loss_class_dn: 0.332163 loss_bbox_dn: 0.144903 loss_giou_dn: 0.386765 loss_class_aux_dn: 1.769085 loss_bbox_aux_dn: 0.875466 loss_giou_aux_dn: 2.102378 loss: 14.966299 eta: 1 day, 20:36:41 batch_cost: 0.5880 data_cost: 0.0019 ips: 6.8033 images/s [03/31 02:58:23] ppdet.engine INFO: Epoch: [32] [1000/7329] learning_rate: 0.000100 loss_class: 0.623033 loss_bbox: 0.146658 loss_giou: 0.452232 loss_class_aux: 3.932289 loss_bbox_aux: 0.964383 loss_giou_aux: 2.858628 loss_class_dn: 0.351107 loss_bbox_dn: 0.155469 loss_giou_dn: 0.419577 loss_class_aux_dn: 1.885362 loss_bbox_aux_dn: 0.903545 loss_giou_aux_dn: 2.353187 loss: 15.752121 eta: 1 day, 20:35:45 batch_cost: 0.5425 data_cost: 0.0012 ips: 7.3729 images/s [03/31 02:59:24] ppdet.engine INFO: Epoch: [32] [1100/7329] learning_rate: 0.000100 loss_class: 0.531198 loss_bbox: 0.131857 loss_giou: 0.360610 loss_class_aux: 3.437214 loss_bbox_aux: 0.858410 loss_giou_aux: 2.285796 loss_class_dn: 0.307642 loss_bbox_dn: 0.139909 loss_giou_dn: 0.342082 loss_class_aux_dn: 1.664770 loss_bbox_aux_dn: 0.827509 loss_giou_aux_dn: 1.874733 loss: 13.748535 eta: 1 day, 20:34:51 batch_cost: 0.5559 data_cost: 0.0012 ips: 7.1953 images/s [03/31 03:00:22] ppdet.engine INFO: Epoch: [32] [1200/7329] learning_rate: 0.000100 loss_class: 0.616060 loss_bbox: 0.136689 loss_giou: 0.433437 loss_class_aux: 3.802770 loss_bbox_aux: 0.892478 loss_giou_aux: 2.800927 loss_class_dn: 0.345907 loss_bbox_dn: 0.158536 loss_giou_dn: 0.396110 loss_class_aux_dn: 1.855410 loss_bbox_aux_dn: 0.931284 loss_giou_aux_dn: 2.208300 loss: 15.063126 eta: 1 day, 20:33:53 batch_cost: 0.5227 data_cost: 0.0013 ips: 7.6524 images/s [03/31 03:01:21] ppdet.engine INFO: Epoch: [32] [1300/7329] learning_rate: 0.000100 loss_class: 0.624280 loss_bbox: 0.138803 loss_giou: 0.379284 loss_class_aux: 3.968029 loss_bbox_aux: 0.936711 loss_giou_aux: 2.382322 loss_class_dn: 0.351638 loss_bbox_dn: 0.152248 loss_giou_dn: 0.372417 loss_class_aux_dn: 1.837116 loss_bbox_aux_dn: 0.873494 loss_giou_aux_dn: 2.087989 loss: 14.735606 eta: 1 day, 20:32:56 batch_cost: 0.5401 data_cost: 0.0012 ips: 7.4058 images/s [03/31 03:02:25] ppdet.engine INFO: Epoch: [32] [1400/7329] learning_rate: 0.000100 loss_class: 0.546545 loss_bbox: 0.145053 loss_giou: 0.438222 loss_class_aux: 3.440895 loss_bbox_aux: 0.990588 loss_giou_aux: 2.751596 loss_class_dn: 0.324787 loss_bbox_dn: 0.154095 loss_giou_dn: 0.418489 loss_class_aux_dn: 1.760980 loss_bbox_aux_dn: 0.892592 loss_giou_aux_dn: 2.303066 loss: 14.953466 eta: 1 day, 20:32:05 batch_cost: 0.5780 data_cost: 0.0016 ips: 6.9209 images/s [03/31 03:03:25] ppdet.engine INFO: Epoch: [32] [1500/7329] learning_rate: 0.000100 loss_class: 0.617077 loss_bbox: 0.143557 loss_giou: 0.460956 loss_class_aux: 3.816048 loss_bbox_aux: 1.013401 loss_giou_aux: 2.901425 loss_class_dn: 0.359409 loss_bbox_dn: 0.165615 loss_giou_dn: 0.429118 loss_class_aux_dn: 1.924745 loss_bbox_aux_dn: 0.928438 loss_giou_aux_dn: 2.374724 loss: 15.704258 eta: 1 day, 20:31:09 batch_cost: 0.5434 data_cost: 0.0015 ips: 7.3611 images/s [03/31 03:04:23] ppdet.engine INFO: Epoch: [32] [1600/7329] learning_rate: 0.000100 loss_class: 0.590566 loss_bbox: 0.127058 loss_giou: 0.379160 loss_class_aux: 3.774920 loss_bbox_aux: 0.866768 loss_giou_aux: 2.405369 loss_class_dn: 0.329118 loss_bbox_dn: 0.129570 loss_giou_dn: 0.379885 loss_class_aux_dn: 1.772779 loss_bbox_aux_dn: 0.776384 loss_giou_aux_dn: 2.210581 loss: 14.157114 eta: 1 day, 20:30:11 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7011 images/s [03/31 03:05:24] ppdet.engine INFO: Epoch: [32] [1700/7329] learning_rate: 0.000100 loss_class: 0.696384 loss_bbox: 0.162838 loss_giou: 0.442521 loss_class_aux: 4.590039 loss_bbox_aux: 1.073292 loss_giou_aux: 2.816555 loss_class_dn: 0.392858 loss_bbox_dn: 0.180342 loss_giou_dn: 0.457166 loss_class_aux_dn: 2.070424 loss_bbox_aux_dn: 1.077237 loss_giou_aux_dn: 2.461162 loss: 16.972900 eta: 1 day, 20:29:16 batch_cost: 0.5556 data_cost: 0.0012 ips: 7.1998 images/s [03/31 03:06:28] ppdet.engine INFO: Epoch: [32] [1800/7329] learning_rate: 0.000100 loss_class: 0.625610 loss_bbox: 0.139186 loss_giou: 0.382615 loss_class_aux: 4.119850 loss_bbox_aux: 0.953806 loss_giou_aux: 2.474223 loss_class_dn: 0.336525 loss_bbox_dn: 0.163831 loss_giou_dn: 0.366734 loss_class_aux_dn: 1.829502 loss_bbox_aux_dn: 0.948683 loss_giou_aux_dn: 2.122828 loss: 14.468992 eta: 1 day, 20:28:26 batch_cost: 0.5837 data_cost: 0.0012 ips: 6.8531 images/s [03/31 03:07:28] ppdet.engine INFO: Epoch: [32] [1900/7329] learning_rate: 0.000100 loss_class: 0.616493 loss_bbox: 0.135911 loss_giou: 0.418166 loss_class_aux: 3.708957 loss_bbox_aux: 0.889311 loss_giou_aux: 2.622503 loss_class_dn: 0.340865 loss_bbox_dn: 0.148797 loss_giou_dn: 0.405867 loss_class_aux_dn: 1.842959 loss_bbox_aux_dn: 0.889003 loss_giou_aux_dn: 2.226466 loss: 14.867432 eta: 1 day, 20:27:29 batch_cost: 0.5380 data_cost: 0.0014 ips: 7.4345 images/s [03/31 03:08:29] ppdet.engine INFO: Epoch: [32] [2000/7329] learning_rate: 0.000100 loss_class: 0.572279 loss_bbox: 0.154022 loss_giou: 0.419505 loss_class_aux: 3.787282 loss_bbox_aux: 0.988779 loss_giou_aux: 2.652445 loss_class_dn: 0.336192 loss_bbox_dn: 0.171672 loss_giou_dn: 0.406014 loss_class_aux_dn: 1.798587 loss_bbox_aux_dn: 1.021236 loss_giou_aux_dn: 2.294400 loss: 14.917544 eta: 1 day, 20:26:35 batch_cost: 0.5551 data_cost: 0.0013 ips: 7.2061 images/s [03/31 03:09:29] ppdet.engine INFO: Epoch: [32] [2100/7329] learning_rate: 0.000100 loss_class: 0.560082 loss_bbox: 0.138728 loss_giou: 0.395077 loss_class_aux: 3.544818 loss_bbox_aux: 0.917193 loss_giou_aux: 2.525106 loss_class_dn: 0.316774 loss_bbox_dn: 0.169522 loss_giou_dn: 0.374440 loss_class_aux_dn: 1.689185 loss_bbox_aux_dn: 0.950361 loss_giou_aux_dn: 2.078002 loss: 13.186630 eta: 1 day, 20:25:39 batch_cost: 0.5409 data_cost: 0.0012 ips: 7.3957 images/s [03/31 03:10:28] ppdet.engine INFO: Epoch: [32] [2200/7329] learning_rate: 0.000100 loss_class: 0.559146 loss_bbox: 0.138339 loss_giou: 0.363384 loss_class_aux: 3.638383 loss_bbox_aux: 0.911568 loss_giou_aux: 2.273735 loss_class_dn: 0.330744 loss_bbox_dn: 0.168973 loss_giou_dn: 0.381836 loss_class_aux_dn: 1.733897 loss_bbox_aux_dn: 1.014113 loss_giou_aux_dn: 2.098887 loss: 13.841685 eta: 1 day, 20:24:41 batch_cost: 0.5280 data_cost: 0.0015 ips: 7.5751 images/s [03/31 03:11:26] ppdet.engine INFO: Epoch: [32] [2300/7329] learning_rate: 0.000100 loss_class: 0.542986 loss_bbox: 0.115820 loss_giou: 0.347145 loss_class_aux: 3.303706 loss_bbox_aux: 0.839810 loss_giou_aux: 2.287027 loss_class_dn: 0.281692 loss_bbox_dn: 0.129628 loss_giou_dn: 0.352507 loss_class_aux_dn: 1.532607 loss_bbox_aux_dn: 0.795281 loss_giou_aux_dn: 1.945596 loss: 13.260754 eta: 1 day, 20:23:44 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5458 images/s [03/31 03:12:28] ppdet.engine INFO: Epoch: [32] [2400/7329] learning_rate: 0.000100 loss_class: 0.556759 loss_bbox: 0.132160 loss_giou: 0.358809 loss_class_aux: 3.495034 loss_bbox_aux: 0.876973 loss_giou_aux: 2.205830 loss_class_dn: 0.318201 loss_bbox_dn: 0.167484 loss_giou_dn: 0.356228 loss_class_aux_dn: 1.706468 loss_bbox_aux_dn: 0.958977 loss_giou_aux_dn: 1.980801 loss: 13.574120 eta: 1 day, 20:22:50 batch_cost: 0.5584 data_cost: 0.0012 ips: 7.1629 images/s [03/31 03:13:30] ppdet.engine INFO: Epoch: [32] [2500/7329] learning_rate: 0.000100 loss_class: 0.622822 loss_bbox: 0.140057 loss_giou: 0.428338 loss_class_aux: 3.966854 loss_bbox_aux: 0.907417 loss_giou_aux: 2.667992 loss_class_dn: 0.332507 loss_bbox_dn: 0.141282 loss_giou_dn: 0.379264 loss_class_aux_dn: 1.827579 loss_bbox_aux_dn: 0.821372 loss_giou_aux_dn: 2.112108 loss: 14.213514 eta: 1 day, 20:21:58 batch_cost: 0.5706 data_cost: 0.0014 ips: 7.0103 images/s [03/31 03:14:33] ppdet.engine INFO: Epoch: [32] [2600/7329] learning_rate: 0.000100 loss_class: 0.642792 loss_bbox: 0.144422 loss_giou: 0.390656 loss_class_aux: 4.107354 loss_bbox_aux: 0.972832 loss_giou_aux: 2.499751 loss_class_dn: 0.361853 loss_bbox_dn: 0.159326 loss_giou_dn: 0.398755 loss_class_aux_dn: 1.954243 loss_bbox_aux_dn: 0.971051 loss_giou_aux_dn: 2.229980 loss: 15.201462 eta: 1 day, 20:21:04 batch_cost: 0.5602 data_cost: 0.0014 ips: 7.1401 images/s [03/31 03:15:40] ppdet.engine INFO: Epoch: [32] [2700/7329] learning_rate: 0.000100 loss_class: 0.653338 loss_bbox: 0.160110 loss_giou: 0.361233 loss_class_aux: 4.289680 loss_bbox_aux: 1.028964 loss_giou_aux: 2.365366 loss_class_dn: 0.342748 loss_bbox_dn: 0.166934 loss_giou_dn: 0.352573 loss_class_aux_dn: 1.890067 loss_bbox_aux_dn: 0.990382 loss_giou_aux_dn: 1.968708 loss: 14.942616 eta: 1 day, 20:20:16 batch_cost: 0.6003 data_cost: 0.0016 ips: 6.6631 images/s [03/31 03:16:43] ppdet.engine INFO: Epoch: [32] [2800/7329] learning_rate: 0.000100 loss_class: 0.631151 loss_bbox: 0.162257 loss_giou: 0.434191 loss_class_aux: 3.949344 loss_bbox_aux: 1.030630 loss_giou_aux: 2.709633 loss_class_dn: 0.384013 loss_bbox_dn: 0.167428 loss_giou_dn: 0.416645 loss_class_aux_dn: 2.006313 loss_bbox_aux_dn: 0.942641 loss_giou_aux_dn: 2.358010 loss: 16.461023 eta: 1 day, 20:19:22 batch_cost: 0.5640 data_cost: 0.0016 ips: 7.0924 images/s [03/31 03:17:48] ppdet.engine INFO: Epoch: [32] [2900/7329] learning_rate: 0.000100 loss_class: 0.598260 loss_bbox: 0.146578 loss_giou: 0.389800 loss_class_aux: 3.804993 loss_bbox_aux: 0.968511 loss_giou_aux: 2.471867 loss_class_dn: 0.323786 loss_bbox_dn: 0.147216 loss_giou_dn: 0.386150 loss_class_aux_dn: 1.753682 loss_bbox_aux_dn: 0.869590 loss_giou_aux_dn: 2.097539 loss: 14.694336 eta: 1 day, 20:18:33 batch_cost: 0.5970 data_cost: 0.0013 ips: 6.7007 images/s [03/31 03:18:49] ppdet.engine INFO: Epoch: [32] [3000/7329] learning_rate: 0.000100 loss_class: 0.583623 loss_bbox: 0.146849 loss_giou: 0.403858 loss_class_aux: 3.710860 loss_bbox_aux: 0.984675 loss_giou_aux: 2.607545 loss_class_dn: 0.354261 loss_bbox_dn: 0.171688 loss_giou_dn: 0.421880 loss_class_aux_dn: 1.894220 loss_bbox_aux_dn: 1.042087 loss_giou_aux_dn: 2.372015 loss: 15.011910 eta: 1 day, 20:17:38 batch_cost: 0.5510 data_cost: 0.0012 ips: 7.2591 images/s [03/31 03:19:51] ppdet.engine INFO: Epoch: [32] [3100/7329] learning_rate: 0.000100 loss_class: 0.610749 loss_bbox: 0.135284 loss_giou: 0.383055 loss_class_aux: 3.939290 loss_bbox_aux: 0.923442 loss_giou_aux: 2.443941 loss_class_dn: 0.361428 loss_bbox_dn: 0.146991 loss_giou_dn: 0.376394 loss_class_aux_dn: 1.925823 loss_bbox_aux_dn: 0.916984 loss_giou_aux_dn: 2.083740 loss: 14.720641 eta: 1 day, 20:16:46 batch_cost: 0.5679 data_cost: 0.0013 ips: 7.0433 images/s [03/31 03:20:49] ppdet.engine INFO: Epoch: [32] [3200/7329] learning_rate: 0.000100 loss_class: 0.620375 loss_bbox: 0.143768 loss_giou: 0.448853 loss_class_aux: 3.909153 loss_bbox_aux: 0.977696 loss_giou_aux: 2.912348 loss_class_dn: 0.379101 loss_bbox_dn: 0.151926 loss_giou_dn: 0.424599 loss_class_aux_dn: 2.006617 loss_bbox_aux_dn: 0.939018 loss_giou_aux_dn: 2.372867 loss: 15.295660 eta: 1 day, 20:15:48 batch_cost: 0.5268 data_cost: 0.0013 ips: 7.5931 images/s [03/31 03:21:46] ppdet.engine INFO: Epoch: [32] [3300/7329] learning_rate: 0.000100 loss_class: 0.672633 loss_bbox: 0.143736 loss_giou: 0.391888 loss_class_aux: 4.280347 loss_bbox_aux: 1.002336 loss_giou_aux: 2.515104 loss_class_dn: 0.355446 loss_bbox_dn: 0.195439 loss_giou_dn: 0.360454 loss_class_aux_dn: 1.946375 loss_bbox_aux_dn: 1.161472 loss_giou_aux_dn: 2.081843 loss: 16.473179 eta: 1 day, 20:14:48 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8815 images/s [03/31 03:22:55] ppdet.engine INFO: Epoch: [32] [3400/7329] learning_rate: 0.000100 loss_class: 0.557782 loss_bbox: 0.145777 loss_giou: 0.346957 loss_class_aux: 3.664323 loss_bbox_aux: 0.949384 loss_giou_aux: 2.219271 loss_class_dn: 0.307594 loss_bbox_dn: 0.165593 loss_giou_dn: 0.350355 loss_class_aux_dn: 1.648928 loss_bbox_aux_dn: 0.947587 loss_giou_aux_dn: 1.921525 loss: 13.672950 eta: 1 day, 20:14:04 batch_cost: 0.6387 data_cost: 0.0014 ips: 6.2628 images/s [03/31 03:24:03] ppdet.engine INFO: Epoch: [32] [3500/7329] learning_rate: 0.000100 loss_class: 0.570187 loss_bbox: 0.147050 loss_giou: 0.342038 loss_class_aux: 3.765787 loss_bbox_aux: 0.994163 loss_giou_aux: 2.263993 loss_class_dn: 0.303859 loss_bbox_dn: 0.164738 loss_giou_dn: 0.350356 loss_class_aux_dn: 1.633756 loss_bbox_aux_dn: 1.055979 loss_giou_aux_dn: 1.966879 loss: 13.382203 eta: 1 day, 20:13:17 batch_cost: 0.6190 data_cost: 0.0013 ips: 6.4618 images/s [03/31 03:25:06] ppdet.engine INFO: Epoch: [32] [3600/7329] learning_rate: 0.000100 loss_class: 0.551457 loss_bbox: 0.129823 loss_giou: 0.383335 loss_class_aux: 3.460025 loss_bbox_aux: 0.877482 loss_giou_aux: 2.576402 loss_class_dn: 0.318141 loss_bbox_dn: 0.149048 loss_giou_dn: 0.400214 loss_class_aux_dn: 1.722333 loss_bbox_aux_dn: 0.887573 loss_giou_aux_dn: 2.223581 loss: 13.994192 eta: 1 day, 20:12:26 batch_cost: 0.5826 data_cost: 0.0019 ips: 6.8655 images/s [03/31 03:26:10] ppdet.engine INFO: Epoch: [32] [3700/7329] learning_rate: 0.000100 loss_class: 0.606030 loss_bbox: 0.144754 loss_giou: 0.356460 loss_class_aux: 3.698461 loss_bbox_aux: 0.950707 loss_giou_aux: 2.337300 loss_class_dn: 0.310626 loss_bbox_dn: 0.148272 loss_giou_dn: 0.356890 loss_class_aux_dn: 1.708319 loss_bbox_aux_dn: 0.898066 loss_giou_aux_dn: 1.991868 loss: 13.904467 eta: 1 day, 20:11:35 batch_cost: 0.5771 data_cost: 0.0012 ips: 6.9310 images/s [03/31 03:27:07] ppdet.engine INFO: Epoch: [32] [3800/7329] learning_rate: 0.000100 loss_class: 0.571278 loss_bbox: 0.152809 loss_giou: 0.381286 loss_class_aux: 3.675020 loss_bbox_aux: 0.990053 loss_giou_aux: 2.437014 loss_class_dn: 0.333448 loss_bbox_dn: 0.149598 loss_giou_dn: 0.390699 loss_class_aux_dn: 1.772672 loss_bbox_aux_dn: 0.854280 loss_giou_aux_dn: 2.187974 loss: 14.843031 eta: 1 day, 20:10:36 batch_cost: 0.5193 data_cost: 0.0015 ips: 7.7031 images/s [03/31 03:28:05] ppdet.engine INFO: Epoch: [32] [3900/7329] learning_rate: 0.000100 loss_class: 0.647013 loss_bbox: 0.144121 loss_giou: 0.440829 loss_class_aux: 4.126374 loss_bbox_aux: 0.939908 loss_giou_aux: 2.692523 loss_class_dn: 0.355303 loss_bbox_dn: 0.154185 loss_giou_dn: 0.407276 loss_class_aux_dn: 1.900938 loss_bbox_aux_dn: 0.904958 loss_giou_aux_dn: 2.240234 loss: 15.675566 eta: 1 day, 20:09:38 batch_cost: 0.5216 data_cost: 0.0014 ips: 7.6681 images/s [03/31 03:29:01] ppdet.engine INFO: Epoch: [32] [4000/7329] learning_rate: 0.000100 loss_class: 0.601808 loss_bbox: 0.124208 loss_giou: 0.401202 loss_class_aux: 3.746497 loss_bbox_aux: 0.838598 loss_giou_aux: 2.467494 loss_class_dn: 0.345774 loss_bbox_dn: 0.148585 loss_giou_dn: 0.400352 loss_class_aux_dn: 1.867075 loss_bbox_aux_dn: 0.867074 loss_giou_aux_dn: 2.204159 loss: 14.327576 eta: 1 day, 20:08:38 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8690 images/s [03/31 03:29:59] ppdet.engine INFO: Epoch: [32] [4100/7329] learning_rate: 0.000100 loss_class: 0.545843 loss_bbox: 0.129587 loss_giou: 0.453270 loss_class_aux: 3.467019 loss_bbox_aux: 0.887678 loss_giou_aux: 2.829017 loss_class_dn: 0.342656 loss_bbox_dn: 0.136192 loss_giou_dn: 0.414924 loss_class_aux_dn: 1.813803 loss_bbox_aux_dn: 0.874317 loss_giou_aux_dn: 2.245652 loss: 14.740448 eta: 1 day, 20:07:39 batch_cost: 0.5219 data_cost: 0.0012 ips: 7.6642 images/s [03/31 03:30:58] ppdet.engine INFO: Epoch: [32] [4200/7329] learning_rate: 0.000100 loss_class: 0.569101 loss_bbox: 0.146237 loss_giou: 0.358416 loss_class_aux: 3.754706 loss_bbox_aux: 0.987210 loss_giou_aux: 2.380365 loss_class_dn: 0.319333 loss_bbox_dn: 0.157081 loss_giou_dn: 0.402163 loss_class_aux_dn: 1.744522 loss_bbox_aux_dn: 0.972432 loss_giou_aux_dn: 2.157217 loss: 14.167756 eta: 1 day, 20:06:43 batch_cost: 0.5355 data_cost: 0.0012 ips: 7.4699 images/s [03/31 03:32:01] ppdet.engine INFO: Epoch: [32] [4300/7329] learning_rate: 0.000100 loss_class: 0.541112 loss_bbox: 0.133016 loss_giou: 0.299081 loss_class_aux: 3.540321 loss_bbox_aux: 0.886536 loss_giou_aux: 1.964505 loss_class_dn: 0.305464 loss_bbox_dn: 0.148026 loss_giou_dn: 0.301522 loss_class_aux_dn: 1.603630 loss_bbox_aux_dn: 0.841676 loss_giou_aux_dn: 1.699299 loss: 13.155369 eta: 1 day, 20:05:51 batch_cost: 0.5773 data_cost: 0.0012 ips: 6.9284 images/s [03/31 03:32:58] ppdet.engine INFO: Epoch: [32] [4400/7329] learning_rate: 0.000100 loss_class: 0.563562 loss_bbox: 0.125988 loss_giou: 0.309478 loss_class_aux: 3.683840 loss_bbox_aux: 0.828729 loss_giou_aux: 2.073090 loss_class_dn: 0.289421 loss_bbox_dn: 0.139547 loss_giou_dn: 0.316464 loss_class_aux_dn: 1.576275 loss_bbox_aux_dn: 0.918185 loss_giou_aux_dn: 1.840926 loss: 12.909152 eta: 1 day, 20:04:52 batch_cost: 0.5137 data_cost: 0.0012 ips: 7.7865 images/s [03/31 03:33:53] ppdet.engine INFO: Epoch: [32] [4500/7329] learning_rate: 0.000100 loss_class: 0.569863 loss_bbox: 0.147076 loss_giou: 0.374654 loss_class_aux: 3.552018 loss_bbox_aux: 0.980179 loss_giou_aux: 2.411793 loss_class_dn: 0.321013 loss_bbox_dn: 0.166654 loss_giou_dn: 0.370844 loss_class_aux_dn: 1.711455 loss_bbox_aux_dn: 0.970883 loss_giou_aux_dn: 2.039776 loss: 14.241817 eta: 1 day, 20:03:51 batch_cost: 0.4987 data_cost: 0.0013 ips: 8.0207 images/s [03/31 03:34:53] ppdet.engine INFO: Epoch: [32] [4600/7329] learning_rate: 0.000100 loss_class: 0.563089 loss_bbox: 0.142051 loss_giou: 0.393246 loss_class_aux: 3.763102 loss_bbox_aux: 0.911538 loss_giou_aux: 2.473987 loss_class_dn: 0.325546 loss_bbox_dn: 0.150353 loss_giou_dn: 0.369018 loss_class_aux_dn: 1.768664 loss_bbox_aux_dn: 0.937590 loss_giou_aux_dn: 2.079995 loss: 13.640945 eta: 1 day, 20:02:56 batch_cost: 0.5470 data_cost: 0.0012 ips: 7.3121 images/s [03/31 03:35:50] ppdet.engine INFO: Epoch: [32] [4700/7329] learning_rate: 0.000100 loss_class: 0.650716 loss_bbox: 0.140696 loss_giou: 0.374677 loss_class_aux: 4.113697 loss_bbox_aux: 1.001209 loss_giou_aux: 2.460766 loss_class_dn: 0.347729 loss_bbox_dn: 0.160532 loss_giou_dn: 0.405193 loss_class_aux_dn: 1.886675 loss_bbox_aux_dn: 0.978848 loss_giou_aux_dn: 2.238707 loss: 14.734453 eta: 1 day, 20:01:57 batch_cost: 0.5177 data_cost: 0.0012 ips: 7.7261 images/s [03/31 03:36:57] ppdet.engine INFO: Epoch: [32] [4800/7329] learning_rate: 0.000100 loss_class: 0.586268 loss_bbox: 0.144997 loss_giou: 0.427594 loss_class_aux: 3.820146 loss_bbox_aux: 0.949919 loss_giou_aux: 2.641432 loss_class_dn: 0.341408 loss_bbox_dn: 0.138120 loss_giou_dn: 0.415440 loss_class_aux_dn: 1.804960 loss_bbox_aux_dn: 0.822178 loss_giou_aux_dn: 2.270199 loss: 14.743301 eta: 1 day, 20:01:09 batch_cost: 0.6136 data_cost: 0.0013 ips: 6.5186 images/s [03/31 03:37:59] ppdet.engine INFO: Epoch: [32] [4900/7329] learning_rate: 0.000100 loss_class: 0.543242 loss_bbox: 0.137943 loss_giou: 0.361422 loss_class_aux: 3.461568 loss_bbox_aux: 0.869416 loss_giou_aux: 2.367838 loss_class_dn: 0.311226 loss_bbox_dn: 0.138592 loss_giou_dn: 0.341305 loss_class_aux_dn: 1.656892 loss_bbox_aux_dn: 0.803579 loss_giou_aux_dn: 1.898125 loss: 13.654650 eta: 1 day, 20:00:15 batch_cost: 0.5518 data_cost: 0.0014 ips: 7.2487 images/s [03/31 03:38:57] ppdet.engine INFO: Epoch: [32] [5000/7329] learning_rate: 0.000100 loss_class: 0.605545 loss_bbox: 0.129598 loss_giou: 0.412390 loss_class_aux: 3.798573 loss_bbox_aux: 0.888626 loss_giou_aux: 2.572696 loss_class_dn: 0.331070 loss_bbox_dn: 0.132959 loss_giou_dn: 0.382614 loss_class_aux_dn: 1.765936 loss_bbox_aux_dn: 0.803697 loss_giou_aux_dn: 2.083313 loss: 14.636360 eta: 1 day, 19:59:18 batch_cost: 0.5322 data_cost: 0.0012 ips: 7.5160 images/s [03/31 03:39:55] ppdet.engine INFO: Epoch: [32] [5100/7329] learning_rate: 0.000100 loss_class: 0.610236 loss_bbox: 0.137617 loss_giou: 0.374100 loss_class_aux: 3.952801 loss_bbox_aux: 0.964257 loss_giou_aux: 2.479562 loss_class_dn: 0.341041 loss_bbox_dn: 0.152717 loss_giou_dn: 0.371668 loss_class_aux_dn: 1.799596 loss_bbox_aux_dn: 0.920636 loss_giou_aux_dn: 2.125134 loss: 15.256706 eta: 1 day, 19:58:19 batch_cost: 0.5208 data_cost: 0.0012 ips: 7.6810 images/s [03/31 03:40:52] ppdet.engine INFO: Epoch: [32] [5200/7329] learning_rate: 0.000100 loss_class: 0.552973 loss_bbox: 0.143606 loss_giou: 0.333300 loss_class_aux: 3.579113 loss_bbox_aux: 0.965470 loss_giou_aux: 2.174753 loss_class_dn: 0.312503 loss_bbox_dn: 0.162961 loss_giou_dn: 0.340326 loss_class_aux_dn: 1.708400 loss_bbox_aux_dn: 0.981996 loss_giou_aux_dn: 1.962575 loss: 13.922981 eta: 1 day, 19:57:21 batch_cost: 0.5203 data_cost: 0.0012 ips: 7.6876 images/s [03/31 03:41:56] ppdet.engine INFO: Epoch: [32] [5300/7329] learning_rate: 0.000100 loss_class: 0.558578 loss_bbox: 0.141706 loss_giou: 0.400797 loss_class_aux: 3.606595 loss_bbox_aux: 0.940234 loss_giou_aux: 2.587904 loss_class_dn: 0.320203 loss_bbox_dn: 0.147335 loss_giou_dn: 0.386354 loss_class_aux_dn: 1.769001 loss_bbox_aux_dn: 0.868834 loss_giou_aux_dn: 2.134669 loss: 14.637627 eta: 1 day, 19:56:29 batch_cost: 0.5762 data_cost: 0.0014 ips: 6.9421 images/s [03/31 03:42:58] ppdet.engine INFO: Epoch: [32] [5400/7329] learning_rate: 0.000100 loss_class: 0.550405 loss_bbox: 0.128331 loss_giou: 0.371742 loss_class_aux: 3.437356 loss_bbox_aux: 0.862488 loss_giou_aux: 2.420738 loss_class_dn: 0.309351 loss_bbox_dn: 0.143050 loss_giou_dn: 0.355754 loss_class_aux_dn: 1.664686 loss_bbox_aux_dn: 0.813331 loss_giou_aux_dn: 1.960112 loss: 13.853075 eta: 1 day, 19:55:35 batch_cost: 0.5545 data_cost: 0.0014 ips: 7.2135 images/s [03/31 03:43:59] ppdet.engine INFO: Epoch: [32] [5500/7329] learning_rate: 0.000100 loss_class: 0.513443 loss_bbox: 0.134586 loss_giou: 0.406334 loss_class_aux: 3.407665 loss_bbox_aux: 0.893677 loss_giou_aux: 2.583905 loss_class_dn: 0.333933 loss_bbox_dn: 0.144142 loss_giou_dn: 0.386842 loss_class_aux_dn: 1.757991 loss_bbox_aux_dn: 0.854964 loss_giou_aux_dn: 2.172046 loss: 13.988729 eta: 1 day, 19:54:40 batch_cost: 0.5535 data_cost: 0.0014 ips: 7.2264 images/s [03/31 03:44:56] ppdet.engine INFO: Epoch: [32] [5600/7329] learning_rate: 0.000100 loss_class: 0.664301 loss_bbox: 0.151656 loss_giou: 0.419672 loss_class_aux: 4.246229 loss_bbox_aux: 0.935088 loss_giou_aux: 2.654477 loss_class_dn: 0.359194 loss_bbox_dn: 0.165802 loss_giou_dn: 0.408220 loss_class_aux_dn: 1.908356 loss_bbox_aux_dn: 1.000374 loss_giou_aux_dn: 2.331216 loss: 16.330002 eta: 1 day, 19:53:42 batch_cost: 0.5198 data_cost: 0.0013 ips: 7.6959 images/s [03/31 03:45:52] ppdet.engine INFO: Epoch: [32] [5700/7329] learning_rate: 0.000100 loss_class: 0.530763 loss_bbox: 0.129723 loss_giou: 0.318104 loss_class_aux: 3.482762 loss_bbox_aux: 0.833289 loss_giou_aux: 2.118212 loss_class_dn: 0.326051 loss_bbox_dn: 0.139778 loss_giou_dn: 0.342709 loss_class_aux_dn: 1.734892 loss_bbox_aux_dn: 0.805208 loss_giou_aux_dn: 1.929793 loss: 13.694675 eta: 1 day, 19:52:41 batch_cost: 0.5041 data_cost: 0.0013 ips: 7.9346 images/s [03/31 03:46:48] ppdet.engine INFO: Epoch: [32] [5800/7329] learning_rate: 0.000100 loss_class: 0.589826 loss_bbox: 0.137572 loss_giou: 0.360159 loss_class_aux: 3.833736 loss_bbox_aux: 0.889909 loss_giou_aux: 2.274428 loss_class_dn: 0.321800 loss_bbox_dn: 0.155327 loss_giou_dn: 0.366962 loss_class_aux_dn: 1.723824 loss_bbox_aux_dn: 0.912729 loss_giou_aux_dn: 2.016597 loss: 14.299895 eta: 1 day, 19:51:41 batch_cost: 0.5042 data_cost: 0.0012 ips: 7.9333 images/s [03/31 03:47:50] ppdet.engine INFO: Epoch: [32] [5900/7329] learning_rate: 0.000100 loss_class: 0.618203 loss_bbox: 0.141470 loss_giou: 0.401900 loss_class_aux: 3.765162 loss_bbox_aux: 0.946572 loss_giou_aux: 2.660055 loss_class_dn: 0.341575 loss_bbox_dn: 0.156244 loss_giou_dn: 0.383061 loss_class_aux_dn: 1.797755 loss_bbox_aux_dn: 0.937246 loss_giou_aux_dn: 2.225769 loss: 14.626154 eta: 1 day, 19:50:48 batch_cost: 0.5615 data_cost: 0.0014 ips: 7.1233 images/s [03/31 03:48:50] ppdet.engine INFO: Epoch: [32] [6000/7329] learning_rate: 0.000100 loss_class: 0.560406 loss_bbox: 0.132079 loss_giou: 0.355712 loss_class_aux: 3.669960 loss_bbox_aux: 0.864930 loss_giou_aux: 2.267931 loss_class_dn: 0.322861 loss_bbox_dn: 0.152351 loss_giou_dn: 0.354424 loss_class_aux_dn: 1.706939 loss_bbox_aux_dn: 0.919368 loss_giou_aux_dn: 2.018174 loss: 14.212996 eta: 1 day, 19:49:52 batch_cost: 0.5477 data_cost: 0.0012 ips: 7.3032 images/s [03/31 03:49:49] ppdet.engine INFO: Epoch: [32] [6100/7329] learning_rate: 0.000100 loss_class: 0.645954 loss_bbox: 0.147813 loss_giou: 0.404253 loss_class_aux: 4.001406 loss_bbox_aux: 0.973717 loss_giou_aux: 2.613311 loss_class_dn: 0.347777 loss_bbox_dn: 0.157615 loss_giou_dn: 0.426905 loss_class_aux_dn: 1.873622 loss_bbox_aux_dn: 0.960634 loss_giou_aux_dn: 2.303530 loss: 15.483727 eta: 1 day, 19:48:56 batch_cost: 0.5383 data_cost: 0.0012 ips: 7.4305 images/s [03/31 03:50:54] ppdet.engine INFO: Epoch: [32] [6200/7329] learning_rate: 0.000100 loss_class: 0.632892 loss_bbox: 0.140314 loss_giou: 0.449563 loss_class_aux: 3.875539 loss_bbox_aux: 0.900868 loss_giou_aux: 2.846900 loss_class_dn: 0.374768 loss_bbox_dn: 0.153184 loss_giou_dn: 0.447460 loss_class_aux_dn: 1.976967 loss_bbox_aux_dn: 0.894177 loss_giou_aux_dn: 2.411881 loss: 15.852983 eta: 1 day, 19:48:05 batch_cost: 0.5810 data_cost: 0.0016 ips: 6.8847 images/s [03/31 03:51:58] ppdet.engine INFO: Epoch: [32] [6300/7329] learning_rate: 0.000100 loss_class: 0.572191 loss_bbox: 0.140828 loss_giou: 0.411515 loss_class_aux: 3.682261 loss_bbox_aux: 0.942164 loss_giou_aux: 2.559652 loss_class_dn: 0.336373 loss_bbox_dn: 0.160190 loss_giou_dn: 0.398181 loss_class_aux_dn: 1.818718 loss_bbox_aux_dn: 0.964183 loss_giou_aux_dn: 2.149729 loss: 14.828901 eta: 1 day, 19:47:14 batch_cost: 0.5831 data_cost: 0.0013 ips: 6.8602 images/s [03/31 03:53:00] ppdet.engine INFO: Epoch: [32] [6400/7329] learning_rate: 0.000100 loss_class: 0.540649 loss_bbox: 0.128116 loss_giou: 0.338825 loss_class_aux: 3.524503 loss_bbox_aux: 0.852108 loss_giou_aux: 2.170333 loss_class_dn: 0.299562 loss_bbox_dn: 0.155078 loss_giou_dn: 0.327551 loss_class_aux_dn: 1.611490 loss_bbox_aux_dn: 0.905239 loss_giou_aux_dn: 1.849846 loss: 13.105298 eta: 1 day, 19:46:22 batch_cost: 0.5718 data_cost: 0.0012 ips: 6.9953 images/s [03/31 03:54:00] ppdet.engine INFO: Epoch: [32] [6500/7329] learning_rate: 0.000100 loss_class: 0.545453 loss_bbox: 0.118881 loss_giou: 0.368076 loss_class_aux: 3.569785 loss_bbox_aux: 0.846069 loss_giou_aux: 2.363535 loss_class_dn: 0.324757 loss_bbox_dn: 0.141067 loss_giou_dn: 0.360966 loss_class_aux_dn: 1.751794 loss_bbox_aux_dn: 0.867815 loss_giou_aux_dn: 2.024466 loss: 14.291723 eta: 1 day, 19:45:26 batch_cost: 0.5469 data_cost: 0.0014 ips: 7.3144 images/s [03/31 03:55:01] ppdet.engine INFO: Epoch: [32] [6600/7329] learning_rate: 0.000100 loss_class: 0.546943 loss_bbox: 0.142419 loss_giou: 0.338420 loss_class_aux: 3.495424 loss_bbox_aux: 0.961731 loss_giou_aux: 2.189456 loss_class_dn: 0.316723 loss_bbox_dn: 0.154058 loss_giou_dn: 0.340426 loss_class_aux_dn: 1.700858 loss_bbox_aux_dn: 0.915676 loss_giou_aux_dn: 1.867015 loss: 13.056168 eta: 1 day, 19:44:32 batch_cost: 0.5572 data_cost: 0.0012 ips: 7.1794 images/s [03/31 03:56:06] ppdet.engine INFO: Epoch: [32] [6700/7329] learning_rate: 0.000100 loss_class: 0.637917 loss_bbox: 0.155259 loss_giou: 0.418800 loss_class_aux: 3.972968 loss_bbox_aux: 1.029912 loss_giou_aux: 2.676378 loss_class_dn: 0.352488 loss_bbox_dn: 0.166567 loss_giou_dn: 0.419235 loss_class_aux_dn: 1.939630 loss_bbox_aux_dn: 0.971928 loss_giou_aux_dn: 2.313152 loss: 15.480213 eta: 1 day, 19:43:41 batch_cost: 0.5832 data_cost: 0.0012 ips: 6.8586 images/s [03/31 03:57:09] ppdet.engine INFO: Epoch: [32] [6800/7329] learning_rate: 0.000100 loss_class: 0.628201 loss_bbox: 0.150972 loss_giou: 0.443310 loss_class_aux: 4.024427 loss_bbox_aux: 1.022236 loss_giou_aux: 2.823672 loss_class_dn: 0.373488 loss_bbox_dn: 0.152363 loss_giou_dn: 0.425713 loss_class_aux_dn: 2.010002 loss_bbox_aux_dn: 0.881292 loss_giou_aux_dn: 2.358723 loss: 15.666733 eta: 1 day, 19:42:49 batch_cost: 0.5684 data_cost: 0.0013 ips: 7.0371 images/s [03/31 03:58:11] ppdet.engine INFO: Epoch: [32] [6900/7329] learning_rate: 0.000100 loss_class: 0.573917 loss_bbox: 0.151082 loss_giou: 0.366375 loss_class_aux: 3.560173 loss_bbox_aux: 0.939841 loss_giou_aux: 2.360368 loss_class_dn: 0.316792 loss_bbox_dn: 0.170232 loss_giou_dn: 0.347354 loss_class_aux_dn: 1.728148 loss_bbox_aux_dn: 0.975651 loss_giou_aux_dn: 1.942568 loss: 13.674849 eta: 1 day, 19:41:55 batch_cost: 0.5564 data_cost: 0.0013 ips: 7.1885 images/s [03/31 03:59:14] ppdet.engine INFO: Epoch: [32] [7000/7329] learning_rate: 0.000100 loss_class: 0.658874 loss_bbox: 0.134142 loss_giou: 0.397673 loss_class_aux: 4.153555 loss_bbox_aux: 0.940849 loss_giou_aux: 2.526362 loss_class_dn: 0.348239 loss_bbox_dn: 0.161191 loss_giou_dn: 0.390476 loss_class_aux_dn: 1.869108 loss_bbox_aux_dn: 0.941478 loss_giou_aux_dn: 2.153194 loss: 14.690967 eta: 1 day, 19:41:02 batch_cost: 0.5700 data_cost: 0.0013 ips: 7.0173 images/s [03/31 04:00:11] ppdet.engine INFO: Epoch: [32] [7100/7329] learning_rate: 0.000100 loss_class: 0.643689 loss_bbox: 0.146985 loss_giou: 0.409257 loss_class_aux: 3.971092 loss_bbox_aux: 0.954131 loss_giou_aux: 2.556361 loss_class_dn: 0.343129 loss_bbox_dn: 0.174367 loss_giou_dn: 0.396137 loss_class_aux_dn: 1.866282 loss_bbox_aux_dn: 1.000864 loss_giou_aux_dn: 2.182004 loss: 15.190161 eta: 1 day, 19:40:03 batch_cost: 0.5138 data_cost: 0.0013 ips: 7.7844 images/s [03/31 04:01:16] ppdet.engine INFO: Epoch: [32] [7200/7329] learning_rate: 0.000100 loss_class: 0.488873 loss_bbox: 0.120169 loss_giou: 0.307059 loss_class_aux: 3.206288 loss_bbox_aux: 0.819108 loss_giou_aux: 1.920764 loss_class_dn: 0.282744 loss_bbox_dn: 0.151855 loss_giou_dn: 0.314137 loss_class_aux_dn: 1.505651 loss_bbox_aux_dn: 0.924154 loss_giou_aux_dn: 1.715294 loss: 12.101408 eta: 1 day, 19:39:11 batch_cost: 0.5796 data_cost: 0.0018 ips: 6.9017 images/s [03/31 04:02:13] ppdet.engine INFO: Epoch: [32] [7300/7329] learning_rate: 0.000100 loss_class: 0.657789 loss_bbox: 0.150214 loss_giou: 0.429059 loss_class_aux: 4.104941 loss_bbox_aux: 0.973686 loss_giou_aux: 2.728048 loss_class_dn: 0.359736 loss_bbox_dn: 0.157060 loss_giou_dn: 0.428531 loss_class_aux_dn: 1.929082 loss_bbox_aux_dn: 0.959023 loss_giou_aux_dn: 2.313356 loss: 16.274099 eta: 1 day, 19:38:13 batch_cost: 0.5221 data_cost: 0.0012 ips: 7.6613 images/s [03/31 04:02:35] ppdet.engine INFO: Eval iter: 0 [03/31 04:03:04] ppdet.engine INFO: Eval iter: 100 [03/31 04:03:33] ppdet.engine INFO: Eval iter: 200 [03/31 04:04:02] ppdet.engine INFO: Eval iter: 300 [03/31 04:04:31] ppdet.engine INFO: Eval iter: 400 [03/31 04:05:00] ppdet.engine INFO: Eval iter: 500 [03/31 04:05:29] ppdet.engine INFO: Eval iter: 600 [03/31 04:05:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [03/31 04:06:00] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.73s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.18s). Accumulating evaluation results... DONE (t=28.88s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.703 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.562 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 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.696 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.384 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 ] = 0.714 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 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 [03/31 04:08:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.428234602350603 [03/31 04:08:47] ppdet.engine INFO: Best test bbox ap is 0.520. [03/31 04:08:51] ppdet.engine INFO: Epoch: [33] [ 0/7329] learning_rate: 0.000100 loss_class: 0.612210 loss_bbox: 0.137325 loss_giou: 0.429059 loss_class_aux: 3.932368 loss_bbox_aux: 0.936546 loss_giou_aux: 2.699093 loss_class_dn: 0.353910 loss_bbox_dn: 0.146479 loss_giou_dn: 0.411501 loss_class_aux_dn: 1.859461 loss_bbox_aux_dn: 0.860093 loss_giou_aux_dn: 2.282273 loss: 15.539563 eta: 1 day, 19:37:56 batch_cost: 0.5073 data_cost: 0.0013 ips: 7.8850 images/s [03/31 04:09:50] ppdet.engine INFO: Epoch: [33] [ 100/7329] learning_rate: 0.000100 loss_class: 0.556412 loss_bbox: 0.123777 loss_giou: 0.384619 loss_class_aux: 3.540684 loss_bbox_aux: 0.828631 loss_giou_aux: 2.353396 loss_class_dn: 0.328943 loss_bbox_dn: 0.138731 loss_giou_dn: 0.344540 loss_class_aux_dn: 1.753451 loss_bbox_aux_dn: 0.844798 loss_giou_aux_dn: 1.935722 loss: 13.476572 eta: 1 day, 19:36:59 batch_cost: 0.5353 data_cost: 0.0014 ips: 7.4726 images/s [03/31 04:10:56] ppdet.engine INFO: Epoch: [33] [ 200/7329] learning_rate: 0.000100 loss_class: 0.560822 loss_bbox: 0.152665 loss_giou: 0.404030 loss_class_aux: 3.599905 loss_bbox_aux: 0.958464 loss_giou_aux: 2.500504 loss_class_dn: 0.318278 loss_bbox_dn: 0.160820 loss_giou_dn: 0.369827 loss_class_aux_dn: 1.699389 loss_bbox_aux_dn: 0.984721 loss_giou_aux_dn: 2.080349 loss: 14.282549 eta: 1 day, 19:36:11 batch_cost: 0.6046 data_cost: 0.0013 ips: 6.6154 images/s [03/31 04:11:58] ppdet.engine INFO: Epoch: [33] [ 300/7329] learning_rate: 0.000100 loss_class: 0.538896 loss_bbox: 0.123073 loss_giou: 0.326804 loss_class_aux: 3.515950 loss_bbox_aux: 0.763698 loss_giou_aux: 2.102103 loss_class_dn: 0.291072 loss_bbox_dn: 0.129324 loss_giou_dn: 0.310933 loss_class_aux_dn: 1.613467 loss_bbox_aux_dn: 0.781826 loss_giou_aux_dn: 1.708150 loss: 12.690924 eta: 1 day, 19:35:18 batch_cost: 0.5696 data_cost: 0.0015 ips: 7.0228 images/s [03/31 04:12:54] ppdet.engine INFO: Epoch: [33] [ 400/7329] learning_rate: 0.000100 loss_class: 0.520274 loss_bbox: 0.123674 loss_giou: 0.330204 loss_class_aux: 3.214232 loss_bbox_aux: 0.807880 loss_giou_aux: 2.097459 loss_class_dn: 0.291076 loss_bbox_dn: 0.130430 loss_giou_dn: 0.317751 loss_class_aux_dn: 1.573037 loss_bbox_aux_dn: 0.794681 loss_giou_aux_dn: 1.787797 loss: 13.639957 eta: 1 day, 19:34:18 batch_cost: 0.5030 data_cost: 0.0013 ips: 7.9519 images/s [03/31 04:13:53] ppdet.engine INFO: Epoch: [33] [ 500/7329] learning_rate: 0.000100 loss_class: 0.603449 loss_bbox: 0.160101 loss_giou: 0.376567 loss_class_aux: 3.822432 loss_bbox_aux: 1.070608 loss_giou_aux: 2.466866 loss_class_dn: 0.363308 loss_bbox_dn: 0.165981 loss_giou_dn: 0.383359 loss_class_aux_dn: 1.957828 loss_bbox_aux_dn: 1.019747 loss_giou_aux_dn: 2.167943 loss: 15.192074 eta: 1 day, 19:33:21 batch_cost: 0.5336 data_cost: 0.0019 ips: 7.4968 images/s [03/31 04:14:50] ppdet.engine INFO: Epoch: [33] [ 600/7329] learning_rate: 0.000100 loss_class: 0.632697 loss_bbox: 0.158753 loss_giou: 0.364301 loss_class_aux: 4.099478 loss_bbox_aux: 1.050888 loss_giou_aux: 2.440053 loss_class_dn: 0.336922 loss_bbox_dn: 0.177239 loss_giou_dn: 0.398997 loss_class_aux_dn: 1.793135 loss_bbox_aux_dn: 0.997749 loss_giou_aux_dn: 2.215286 loss: 15.483913 eta: 1 day, 19:32:22 batch_cost: 0.5109 data_cost: 0.0012 ips: 7.8294 images/s [03/31 04:15:52] ppdet.engine INFO: Epoch: [33] [ 700/7329] learning_rate: 0.000100 loss_class: 0.581733 loss_bbox: 0.139974 loss_giou: 0.426798 loss_class_aux: 3.636449 loss_bbox_aux: 0.945841 loss_giou_aux: 2.638974 loss_class_dn: 0.329659 loss_bbox_dn: 0.129010 loss_giou_dn: 0.398505 loss_class_aux_dn: 1.782627 loss_bbox_aux_dn: 0.754244 loss_giou_aux_dn: 2.217902 loss: 14.486761 eta: 1 day, 19:31:29 batch_cost: 0.5650 data_cost: 0.0015 ips: 7.0794 images/s [03/31 04:16:58] ppdet.engine INFO: Epoch: [33] [ 800/7329] learning_rate: 0.000100 loss_class: 0.597579 loss_bbox: 0.144491 loss_giou: 0.384362 loss_class_aux: 3.783890 loss_bbox_aux: 0.962741 loss_giou_aux: 2.349994 loss_class_dn: 0.322233 loss_bbox_dn: 0.149926 loss_giou_dn: 0.351161 loss_class_aux_dn: 1.723862 loss_bbox_aux_dn: 0.880993 loss_giou_aux_dn: 1.923892 loss: 13.809284 eta: 1 day, 19:30:37 batch_cost: 0.5772 data_cost: 0.0021 ips: 6.9295 images/s [03/31 04:17:57] ppdet.engine INFO: Epoch: [33] [ 900/7329] learning_rate: 0.000100 loss_class: 0.639380 loss_bbox: 0.135129 loss_giou: 0.495772 loss_class_aux: 4.088938 loss_bbox_aux: 0.900925 loss_giou_aux: 3.127767 loss_class_dn: 0.381070 loss_bbox_dn: 0.163377 loss_giou_dn: 0.465459 loss_class_aux_dn: 2.014695 loss_bbox_aux_dn: 0.958968 loss_giou_aux_dn: 2.541877 loss: 16.621639 eta: 1 day, 19:29:40 batch_cost: 0.5347 data_cost: 0.0015 ips: 7.4804 images/s [03/31 04:18:54] ppdet.engine INFO: Epoch: [33] [1000/7329] learning_rate: 0.000100 loss_class: 0.577889 loss_bbox: 0.142038 loss_giou: 0.484678 loss_class_aux: 3.854733 loss_bbox_aux: 0.987278 loss_giou_aux: 3.011966 loss_class_dn: 0.348508 loss_bbox_dn: 0.153654 loss_giou_dn: 0.405655 loss_class_aux_dn: 1.884313 loss_bbox_aux_dn: 0.964097 loss_giou_aux_dn: 2.289245 loss: 15.575009 eta: 1 day, 19:28:42 batch_cost: 0.5197 data_cost: 0.0015 ips: 7.6966 images/s [03/31 04:19:53] ppdet.engine INFO: Epoch: [33] [1100/7329] learning_rate: 0.000100 loss_class: 0.653668 loss_bbox: 0.139040 loss_giou: 0.384488 loss_class_aux: 4.002149 loss_bbox_aux: 0.921827 loss_giou_aux: 2.507039 loss_class_dn: 0.349402 loss_bbox_dn: 0.165284 loss_giou_dn: 0.392785 loss_class_aux_dn: 1.878337 loss_bbox_aux_dn: 0.956806 loss_giou_aux_dn: 2.198422 loss: 14.982584 eta: 1 day, 19:27:44 batch_cost: 0.5299 data_cost: 0.0013 ips: 7.5485 images/s [03/31 04:20:52] ppdet.engine INFO: Epoch: [33] [1200/7329] learning_rate: 0.000100 loss_class: 0.596722 loss_bbox: 0.150783 loss_giou: 0.399840 loss_class_aux: 3.772317 loss_bbox_aux: 1.004882 loss_giou_aux: 2.548816 loss_class_dn: 0.336989 loss_bbox_dn: 0.158056 loss_giou_dn: 0.394937 loss_class_aux_dn: 1.830853 loss_bbox_aux_dn: 0.954168 loss_giou_aux_dn: 2.184695 loss: 15.820559 eta: 1 day, 19:26:47 batch_cost: 0.5283 data_cost: 0.0015 ips: 7.5714 images/s [03/31 04:21:52] ppdet.engine INFO: Epoch: [33] [1300/7329] learning_rate: 0.000100 loss_class: 0.588662 loss_bbox: 0.126999 loss_giou: 0.416154 loss_class_aux: 3.747067 loss_bbox_aux: 0.865557 loss_giou_aux: 2.641549 loss_class_dn: 0.313819 loss_bbox_dn: 0.146848 loss_giou_dn: 0.384105 loss_class_aux_dn: 1.717937 loss_bbox_aux_dn: 0.907260 loss_giou_aux_dn: 2.097284 loss: 14.080536 eta: 1 day, 19:25:52 batch_cost: 0.5457 data_cost: 0.0013 ips: 7.3300 images/s [03/31 04:22:59] ppdet.engine INFO: Epoch: [33] [1400/7329] learning_rate: 0.000100 loss_class: 0.575984 loss_bbox: 0.154322 loss_giou: 0.383364 loss_class_aux: 3.635609 loss_bbox_aux: 1.032614 loss_giou_aux: 2.461185 loss_class_dn: 0.334159 loss_bbox_dn: 0.143137 loss_giou_dn: 0.371781 loss_class_aux_dn: 1.781741 loss_bbox_aux_dn: 0.864731 loss_giou_aux_dn: 2.090823 loss: 14.349794 eta: 1 day, 19:25:03 batch_cost: 0.6076 data_cost: 0.0015 ips: 6.5829 images/s [03/31 04:24:00] ppdet.engine INFO: Epoch: [33] [1500/7329] learning_rate: 0.000100 loss_class: 0.594377 loss_bbox: 0.152869 loss_giou: 0.373934 loss_class_aux: 3.733249 loss_bbox_aux: 0.972635 loss_giou_aux: 2.376837 loss_class_dn: 0.351146 loss_bbox_dn: 0.157645 loss_giou_dn: 0.392738 loss_class_aux_dn: 1.884460 loss_bbox_aux_dn: 0.926803 loss_giou_aux_dn: 2.152324 loss: 15.266830 eta: 1 day, 19:24:09 batch_cost: 0.5504 data_cost: 0.0014 ips: 7.2669 images/s [03/31 04:25:01] ppdet.engine INFO: Epoch: [33] [1600/7329] learning_rate: 0.000100 loss_class: 0.548137 loss_bbox: 0.129039 loss_giou: 0.344425 loss_class_aux: 3.699348 loss_bbox_aux: 0.868220 loss_giou_aux: 2.227752 loss_class_dn: 0.314262 loss_bbox_dn: 0.138713 loss_giou_dn: 0.345234 loss_class_aux_dn: 1.679459 loss_bbox_aux_dn: 0.870921 loss_giou_aux_dn: 1.963490 loss: 13.587284 eta: 1 day, 19:23:15 batch_cost: 0.5570 data_cost: 0.0012 ips: 7.1810 images/s [03/31 04:26:01] ppdet.engine INFO: Epoch: [33] [1700/7329] learning_rate: 0.000100 loss_class: 0.618165 loss_bbox: 0.127279 loss_giou: 0.389350 loss_class_aux: 3.895934 loss_bbox_aux: 0.867105 loss_giou_aux: 2.529854 loss_class_dn: 0.348452 loss_bbox_dn: 0.146773 loss_giou_dn: 0.385702 loss_class_aux_dn: 1.883079 loss_bbox_aux_dn: 0.882377 loss_giou_aux_dn: 2.150831 loss: 14.854863 eta: 1 day, 19:22:19 batch_cost: 0.5479 data_cost: 0.0013 ips: 7.3012 images/s [03/31 04:26:57] ppdet.engine INFO: Epoch: [33] [1800/7329] learning_rate: 0.000100 loss_class: 0.560297 loss_bbox: 0.135960 loss_giou: 0.352606 loss_class_aux: 3.701144 loss_bbox_aux: 0.891226 loss_giou_aux: 2.235052 loss_class_dn: 0.316014 loss_bbox_dn: 0.161175 loss_giou_dn: 0.365104 loss_class_aux_dn: 1.690958 loss_bbox_aux_dn: 0.984898 loss_giou_aux_dn: 1.981435 loss: 13.433153 eta: 1 day, 19:21:19 batch_cost: 0.5014 data_cost: 0.0013 ips: 7.9775 images/s [03/31 04:27:56] ppdet.engine INFO: Epoch: [33] [1900/7329] learning_rate: 0.000100 loss_class: 0.575048 loss_bbox: 0.140042 loss_giou: 0.368545 loss_class_aux: 3.583638 loss_bbox_aux: 0.915833 loss_giou_aux: 2.317070 loss_class_dn: 0.299520 loss_bbox_dn: 0.152514 loss_giou_dn: 0.347401 loss_class_aux_dn: 1.680114 loss_bbox_aux_dn: 0.914098 loss_giou_aux_dn: 1.957013 loss: 13.748119 eta: 1 day, 19:20:22 batch_cost: 0.5332 data_cost: 0.0013 ips: 7.5013 images/s [03/31 04:28:56] ppdet.engine INFO: Epoch: [33] [2000/7329] learning_rate: 0.000100 loss_class: 0.531050 loss_bbox: 0.135249 loss_giou: 0.366833 loss_class_aux: 3.365546 loss_bbox_aux: 0.898196 loss_giou_aux: 2.319255 loss_class_dn: 0.314376 loss_bbox_dn: 0.161517 loss_giou_dn: 0.347346 loss_class_aux_dn: 1.695514 loss_bbox_aux_dn: 0.983871 loss_giou_aux_dn: 1.976216 loss: 13.129850 eta: 1 day, 19:19:27 batch_cost: 0.5527 data_cost: 0.0012 ips: 7.2367 images/s [03/31 04:30:00] ppdet.engine INFO: Epoch: [33] [2100/7329] learning_rate: 0.000100 loss_class: 0.565902 loss_bbox: 0.138457 loss_giou: 0.374016 loss_class_aux: 3.664196 loss_bbox_aux: 0.932673 loss_giou_aux: 2.365024 loss_class_dn: 0.311557 loss_bbox_dn: 0.148985 loss_giou_dn: 0.372192 loss_class_aux_dn: 1.677949 loss_bbox_aux_dn: 0.903837 loss_giou_aux_dn: 2.090757 loss: 13.342649 eta: 1 day, 19:18:37 batch_cost: 0.5863 data_cost: 0.0013 ips: 6.8228 images/s [03/31 04:30:57] ppdet.engine INFO: Epoch: [33] [2200/7329] learning_rate: 0.000100 loss_class: 0.584782 loss_bbox: 0.144782 loss_giou: 0.327378 loss_class_aux: 3.770396 loss_bbox_aux: 0.984282 loss_giou_aux: 2.075910 loss_class_dn: 0.309627 loss_bbox_dn: 0.159097 loss_giou_dn: 0.370196 loss_class_aux_dn: 1.659249 loss_bbox_aux_dn: 0.968742 loss_giou_aux_dn: 2.026972 loss: 14.240906 eta: 1 day, 19:17:38 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7933 images/s [03/31 04:32:02] ppdet.engine INFO: Epoch: [33] [2300/7329] learning_rate: 0.000100 loss_class: 0.688328 loss_bbox: 0.170567 loss_giou: 0.498779 loss_class_aux: 4.365320 loss_bbox_aux: 1.102848 loss_giou_aux: 3.047016 loss_class_dn: 0.386094 loss_bbox_dn: 0.174164 loss_giou_dn: 0.433751 loss_class_aux_dn: 2.060333 loss_bbox_aux_dn: 0.975538 loss_giou_aux_dn: 2.384769 loss: 16.698582 eta: 1 day, 19:16:48 batch_cost: 0.5951 data_cost: 0.0013 ips: 6.7210 images/s [03/31 04:33:05] ppdet.engine INFO: Epoch: [33] [2400/7329] learning_rate: 0.000100 loss_class: 0.622956 loss_bbox: 0.156011 loss_giou: 0.445729 loss_class_aux: 4.061001 loss_bbox_aux: 1.064998 loss_giou_aux: 2.831064 loss_class_dn: 0.351611 loss_bbox_dn: 0.175623 loss_giou_dn: 0.421781 loss_class_aux_dn: 1.909886 loss_bbox_aux_dn: 1.020336 loss_giou_aux_dn: 2.274787 loss: 15.694439 eta: 1 day, 19:15:56 batch_cost: 0.5734 data_cost: 0.0013 ips: 6.9756 images/s [03/31 04:34:04] ppdet.engine INFO: Epoch: [33] [2500/7329] learning_rate: 0.000100 loss_class: 0.654963 loss_bbox: 0.156607 loss_giou: 0.411681 loss_class_aux: 4.113837 loss_bbox_aux: 1.002071 loss_giou_aux: 2.575992 loss_class_dn: 0.344490 loss_bbox_dn: 0.159586 loss_giou_dn: 0.399985 loss_class_aux_dn: 1.817645 loss_bbox_aux_dn: 0.970004 loss_giou_aux_dn: 2.225065 loss: 15.064287 eta: 1 day, 19:14:59 batch_cost: 0.5325 data_cost: 0.0012 ips: 7.5113 images/s [03/31 04:35:04] ppdet.engine INFO: Epoch: [33] [2600/7329] learning_rate: 0.000100 loss_class: 0.628358 loss_bbox: 0.149914 loss_giou: 0.419878 loss_class_aux: 4.172170 loss_bbox_aux: 0.977658 loss_giou_aux: 2.703439 loss_class_dn: 0.385337 loss_bbox_dn: 0.156326 loss_giou_dn: 0.422199 loss_class_aux_dn: 2.101228 loss_bbox_aux_dn: 0.940384 loss_giou_aux_dn: 2.333818 loss: 16.320377 eta: 1 day, 19:14:03 batch_cost: 0.5388 data_cost: 0.0014 ips: 7.4244 images/s [03/31 04:36:04] ppdet.engine INFO: Epoch: [33] [2700/7329] learning_rate: 0.000100 loss_class: 0.572053 loss_bbox: 0.134475 loss_giou: 0.395649 loss_class_aux: 3.772048 loss_bbox_aux: 0.918517 loss_giou_aux: 2.584432 loss_class_dn: 0.338183 loss_bbox_dn: 0.153655 loss_giou_dn: 0.403369 loss_class_aux_dn: 1.833399 loss_bbox_aux_dn: 0.874619 loss_giou_aux_dn: 2.237998 loss: 14.765057 eta: 1 day, 19:13:07 batch_cost: 0.5435 data_cost: 0.0012 ips: 7.3592 images/s [03/31 04:37:00] ppdet.engine INFO: Epoch: [33] [2800/7329] learning_rate: 0.000100 loss_class: 0.554023 loss_bbox: 0.143888 loss_giou: 0.369943 loss_class_aux: 3.656126 loss_bbox_aux: 0.954773 loss_giou_aux: 2.287818 loss_class_dn: 0.334501 loss_bbox_dn: 0.150197 loss_giou_dn: 0.378113 loss_class_aux_dn: 1.827497 loss_bbox_aux_dn: 0.911598 loss_giou_aux_dn: 2.135600 loss: 15.066553 eta: 1 day, 19:12:07 batch_cost: 0.5085 data_cost: 0.0013 ips: 7.8661 images/s [03/31 04:38:04] ppdet.engine INFO: Epoch: [33] [2900/7329] learning_rate: 0.000100 loss_class: 0.560328 loss_bbox: 0.141303 loss_giou: 0.366688 loss_class_aux: 3.666822 loss_bbox_aux: 0.905861 loss_giou_aux: 2.356068 loss_class_dn: 0.309875 loss_bbox_dn: 0.154747 loss_giou_dn: 0.377309 loss_class_aux_dn: 1.683206 loss_bbox_aux_dn: 0.904896 loss_giou_aux_dn: 2.108068 loss: 13.959181 eta: 1 day, 19:11:16 batch_cost: 0.5847 data_cost: 0.0013 ips: 6.8411 images/s [03/31 04:39:04] ppdet.engine INFO: Epoch: [33] [3000/7329] learning_rate: 0.000100 loss_class: 0.604274 loss_bbox: 0.130633 loss_giou: 0.380053 loss_class_aux: 3.866838 loss_bbox_aux: 0.897303 loss_giou_aux: 2.444419 loss_class_dn: 0.339563 loss_bbox_dn: 0.144721 loss_giou_dn: 0.374425 loss_class_aux_dn: 1.820988 loss_bbox_aux_dn: 0.854275 loss_giou_aux_dn: 2.052501 loss: 14.001693 eta: 1 day, 19:10:21 batch_cost: 0.5433 data_cost: 0.0015 ips: 7.3622 images/s [03/31 04:40:08] ppdet.engine INFO: Epoch: [33] [3100/7329] learning_rate: 0.000100 loss_class: 0.585228 loss_bbox: 0.139648 loss_giou: 0.326941 loss_class_aux: 3.825576 loss_bbox_aux: 0.941249 loss_giou_aux: 2.085142 loss_class_dn: 0.302833 loss_bbox_dn: 0.171674 loss_giou_dn: 0.350660 loss_class_aux_dn: 1.650475 loss_bbox_aux_dn: 0.963533 loss_giou_aux_dn: 1.995452 loss: 13.433098 eta: 1 day, 19:09:28 batch_cost: 0.5673 data_cost: 0.0017 ips: 7.0514 images/s [03/31 04:41:12] ppdet.engine INFO: Epoch: [33] [3200/7329] learning_rate: 0.000100 loss_class: 0.620116 loss_bbox: 0.165572 loss_giou: 0.387287 loss_class_aux: 3.999910 loss_bbox_aux: 1.090334 loss_giou_aux: 2.399857 loss_class_dn: 0.337157 loss_bbox_dn: 0.164261 loss_giou_dn: 0.367339 loss_class_aux_dn: 1.839896 loss_bbox_aux_dn: 0.939884 loss_giou_aux_dn: 2.063190 loss: 14.604540 eta: 1 day, 19:08:37 batch_cost: 0.5827 data_cost: 0.0013 ips: 6.8650 images/s [03/31 04:42:12] ppdet.engine INFO: Epoch: [33] [3300/7329] learning_rate: 0.000100 loss_class: 0.583224 loss_bbox: 0.132695 loss_giou: 0.350081 loss_class_aux: 3.709604 loss_bbox_aux: 0.848379 loss_giou_aux: 2.305010 loss_class_dn: 0.306637 loss_bbox_dn: 0.140602 loss_giou_dn: 0.344981 loss_class_aux_dn: 1.646622 loss_bbox_aux_dn: 0.834347 loss_giou_aux_dn: 1.911695 loss: 12.672513 eta: 1 day, 19:07:41 batch_cost: 0.5424 data_cost: 0.0015 ips: 7.3742 images/s [03/31 04:43:10] ppdet.engine INFO: Epoch: [33] [3400/7329] learning_rate: 0.000100 loss_class: 0.551313 loss_bbox: 0.130447 loss_giou: 0.369593 loss_class_aux: 3.612450 loss_bbox_aux: 0.880454 loss_giou_aux: 2.271700 loss_class_dn: 0.310444 loss_bbox_dn: 0.145880 loss_giou_dn: 0.332184 loss_class_aux_dn: 1.709982 loss_bbox_aux_dn: 0.903827 loss_giou_aux_dn: 1.858766 loss: 13.167511 eta: 1 day, 19:06:43 batch_cost: 0.5225 data_cost: 0.0014 ips: 7.6561 images/s [03/31 04:44:15] ppdet.engine INFO: Epoch: [33] [3500/7329] learning_rate: 0.000100 loss_class: 0.561661 loss_bbox: 0.134354 loss_giou: 0.368977 loss_class_aux: 3.583333 loss_bbox_aux: 0.888218 loss_giou_aux: 2.378749 loss_class_dn: 0.334840 loss_bbox_dn: 0.152580 loss_giou_dn: 0.371999 loss_class_aux_dn: 1.832207 loss_bbox_aux_dn: 0.861124 loss_giou_aux_dn: 2.030894 loss: 13.915279 eta: 1 day, 19:05:54 batch_cost: 0.5997 data_cost: 0.0012 ips: 6.6701 images/s [03/31 04:45:18] ppdet.engine INFO: Epoch: [33] [3600/7329] learning_rate: 0.000100 loss_class: 0.666461 loss_bbox: 0.139229 loss_giou: 0.496546 loss_class_aux: 4.053219 loss_bbox_aux: 0.929994 loss_giou_aux: 3.070094 loss_class_dn: 0.378896 loss_bbox_dn: 0.161001 loss_giou_dn: 0.457743 loss_class_aux_dn: 1.988831 loss_bbox_aux_dn: 0.910441 loss_giou_aux_dn: 2.531259 loss: 16.202772 eta: 1 day, 19:05:00 batch_cost: 0.5615 data_cost: 0.0014 ips: 7.1238 images/s [03/31 04:46:23] ppdet.engine INFO: Epoch: [33] [3700/7329] learning_rate: 0.000100 loss_class: 0.622927 loss_bbox: 0.138757 loss_giou: 0.423829 loss_class_aux: 4.017265 loss_bbox_aux: 0.911825 loss_giou_aux: 2.723381 loss_class_dn: 0.356975 loss_bbox_dn: 0.175980 loss_giou_dn: 0.402540 loss_class_aux_dn: 1.921279 loss_bbox_aux_dn: 0.971571 loss_giou_aux_dn: 2.241170 loss: 15.315845 eta: 1 day, 19:04:10 batch_cost: 0.5896 data_cost: 0.0014 ips: 6.7846 images/s [03/31 04:47:26] ppdet.engine INFO: Epoch: [33] [3800/7329] learning_rate: 0.000100 loss_class: 0.552210 loss_bbox: 0.146505 loss_giou: 0.342729 loss_class_aux: 3.604434 loss_bbox_aux: 0.980520 loss_giou_aux: 2.187068 loss_class_dn: 0.290320 loss_bbox_dn: 0.169325 loss_giou_dn: 0.337107 loss_class_aux_dn: 1.581343 loss_bbox_aux_dn: 1.019773 loss_giou_aux_dn: 1.868737 loss: 13.436062 eta: 1 day, 19:03:17 batch_cost: 0.5705 data_cost: 0.0015 ips: 7.0110 images/s [03/31 04:48:29] ppdet.engine INFO: Epoch: [33] [3900/7329] learning_rate: 0.000100 loss_class: 0.612143 loss_bbox: 0.129579 loss_giou: 0.429596 loss_class_aux: 3.920422 loss_bbox_aux: 0.900691 loss_giou_aux: 2.695533 loss_class_dn: 0.359104 loss_bbox_dn: 0.151367 loss_giou_dn: 0.406620 loss_class_aux_dn: 1.898970 loss_bbox_aux_dn: 0.923672 loss_giou_aux_dn: 2.189378 loss: 15.525733 eta: 1 day, 19:02:25 batch_cost: 0.5706 data_cost: 0.0012 ips: 7.0099 images/s [03/31 04:49:32] ppdet.engine INFO: Epoch: [33] [4000/7329] learning_rate: 0.000100 loss_class: 0.664398 loss_bbox: 0.137267 loss_giou: 0.388681 loss_class_aux: 4.187267 loss_bbox_aux: 0.873583 loss_giou_aux: 2.442897 loss_class_dn: 0.341402 loss_bbox_dn: 0.153882 loss_giou_dn: 0.361106 loss_class_aux_dn: 1.830739 loss_bbox_aux_dn: 0.903508 loss_giou_aux_dn: 1.982172 loss: 14.225449 eta: 1 day, 19:01:32 batch_cost: 0.5671 data_cost: 0.0016 ips: 7.0528 images/s [03/31 04:50:31] ppdet.engine INFO: Epoch: [33] [4100/7329] learning_rate: 0.000100 loss_class: 0.573232 loss_bbox: 0.140403 loss_giou: 0.428683 loss_class_aux: 3.779051 loss_bbox_aux: 0.929032 loss_giou_aux: 2.764767 loss_class_dn: 0.349302 loss_bbox_dn: 0.155283 loss_giou_dn: 0.384194 loss_class_aux_dn: 1.896123 loss_bbox_aux_dn: 0.930206 loss_giou_aux_dn: 2.189721 loss: 14.258270 eta: 1 day, 19:00:35 batch_cost: 0.5368 data_cost: 0.0012 ips: 7.4516 images/s [03/31 04:51:30] ppdet.engine INFO: Epoch: [33] [4200/7329] learning_rate: 0.000100 loss_class: 0.576734 loss_bbox: 0.142456 loss_giou: 0.410616 loss_class_aux: 3.796476 loss_bbox_aux: 0.935633 loss_giou_aux: 2.532146 loss_class_dn: 0.338422 loss_bbox_dn: 0.161138 loss_giou_dn: 0.403060 loss_class_aux_dn: 1.765030 loss_bbox_aux_dn: 0.920111 loss_giou_aux_dn: 2.238507 loss: 14.369647 eta: 1 day, 18:59:38 batch_cost: 0.5308 data_cost: 0.0014 ips: 7.5363 images/s [03/31 04:52:26] ppdet.engine INFO: Epoch: [33] [4300/7329] learning_rate: 0.000100 loss_class: 0.593609 loss_bbox: 0.140207 loss_giou: 0.468538 loss_class_aux: 3.724128 loss_bbox_aux: 0.893415 loss_giou_aux: 2.862819 loss_class_dn: 0.344388 loss_bbox_dn: 0.140399 loss_giou_dn: 0.429664 loss_class_aux_dn: 1.852572 loss_bbox_aux_dn: 0.832271 loss_giou_aux_dn: 2.381871 loss: 15.062320 eta: 1 day, 18:58:38 batch_cost: 0.5067 data_cost: 0.0013 ips: 7.8944 images/s [03/31 04:53:24] ppdet.engine INFO: Epoch: [33] [4400/7329] learning_rate: 0.000100 loss_class: 0.609697 loss_bbox: 0.133633 loss_giou: 0.370263 loss_class_aux: 3.858009 loss_bbox_aux: 0.892631 loss_giou_aux: 2.405187 loss_class_dn: 0.316596 loss_bbox_dn: 0.169103 loss_giou_dn: 0.396151 loss_class_aux_dn: 1.708030 loss_bbox_aux_dn: 0.986209 loss_giou_aux_dn: 2.190286 loss: 14.515961 eta: 1 day, 18:57:40 batch_cost: 0.5251 data_cost: 0.0014 ips: 7.6171 images/s [03/31 04:54:24] ppdet.engine INFO: Epoch: [33] [4500/7329] learning_rate: 0.000100 loss_class: 0.585906 loss_bbox: 0.140037 loss_giou: 0.384509 loss_class_aux: 3.737588 loss_bbox_aux: 0.900957 loss_giou_aux: 2.419470 loss_class_dn: 0.335209 loss_bbox_dn: 0.159493 loss_giou_dn: 0.377855 loss_class_aux_dn: 1.844486 loss_bbox_aux_dn: 0.946027 loss_giou_aux_dn: 2.194035 loss: 15.130987 eta: 1 day, 18:56:44 batch_cost: 0.5370 data_cost: 0.0013 ips: 7.4483 images/s [03/31 04:55:22] ppdet.engine INFO: Epoch: [33] [4600/7329] learning_rate: 0.000100 loss_class: 0.573561 loss_bbox: 0.130847 loss_giou: 0.347783 loss_class_aux: 3.515875 loss_bbox_aux: 0.854420 loss_giou_aux: 2.215035 loss_class_dn: 0.313775 loss_bbox_dn: 0.152277 loss_giou_dn: 0.350008 loss_class_aux_dn: 1.687969 loss_bbox_aux_dn: 0.941945 loss_giou_aux_dn: 1.927662 loss: 13.718754 eta: 1 day, 18:55:47 batch_cost: 0.5269 data_cost: 0.0012 ips: 7.5909 images/s [03/31 04:56:19] ppdet.engine INFO: Epoch: [33] [4700/7329] learning_rate: 0.000100 loss_class: 0.642590 loss_bbox: 0.148771 loss_giou: 0.417615 loss_class_aux: 3.907251 loss_bbox_aux: 1.017708 loss_giou_aux: 2.624181 loss_class_dn: 0.360382 loss_bbox_dn: 0.155340 loss_giou_dn: 0.414946 loss_class_aux_dn: 1.988143 loss_bbox_aux_dn: 0.939013 loss_giou_aux_dn: 2.267907 loss: 16.049610 eta: 1 day, 18:54:47 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8308 images/s [03/31 04:57:16] ppdet.engine INFO: Epoch: [33] [4800/7329] learning_rate: 0.000100 loss_class: 0.544799 loss_bbox: 0.140414 loss_giou: 0.341975 loss_class_aux: 3.573018 loss_bbox_aux: 0.927878 loss_giou_aux: 2.177960 loss_class_dn: 0.306146 loss_bbox_dn: 0.152082 loss_giou_dn: 0.342759 loss_class_aux_dn: 1.654843 loss_bbox_aux_dn: 0.904923 loss_giou_aux_dn: 1.896572 loss: 14.034716 eta: 1 day, 18:53:49 batch_cost: 0.5188 data_cost: 0.0012 ips: 7.7103 images/s [03/31 04:58:11] ppdet.engine INFO: Epoch: [33] [4900/7329] learning_rate: 0.000100 loss_class: 0.633199 loss_bbox: 0.145132 loss_giou: 0.344872 loss_class_aux: 4.195613 loss_bbox_aux: 0.991791 loss_giou_aux: 2.237589 loss_class_dn: 0.343627 loss_bbox_dn: 0.170506 loss_giou_dn: 0.367738 loss_class_aux_dn: 1.878881 loss_bbox_aux_dn: 1.018238 loss_giou_aux_dn: 2.045653 loss: 15.204226 eta: 1 day, 18:52:48 batch_cost: 0.5017 data_cost: 0.0011 ips: 7.9725 images/s [03/31 04:59:13] ppdet.engine INFO: Epoch: [33] [5000/7329] learning_rate: 0.000100 loss_class: 0.548692 loss_bbox: 0.146006 loss_giou: 0.368121 loss_class_aux: 3.670027 loss_bbox_aux: 0.917263 loss_giou_aux: 2.316737 loss_class_dn: 0.318936 loss_bbox_dn: 0.143804 loss_giou_dn: 0.347902 loss_class_aux_dn: 1.732072 loss_bbox_aux_dn: 0.851524 loss_giou_aux_dn: 1.931846 loss: 14.415058 eta: 1 day, 18:51:55 batch_cost: 0.5648 data_cost: 0.0012 ips: 7.0824 images/s [03/31 05:00:09] ppdet.engine INFO: Epoch: [33] [5100/7329] learning_rate: 0.000100 loss_class: 0.653757 loss_bbox: 0.147467 loss_giou: 0.456735 loss_class_aux: 4.000360 loss_bbox_aux: 0.974994 loss_giou_aux: 2.920280 loss_class_dn: 0.360857 loss_bbox_dn: 0.148387 loss_giou_dn: 0.444220 loss_class_aux_dn: 1.874527 loss_bbox_aux_dn: 0.866455 loss_giou_aux_dn: 2.419143 loss: 16.015669 eta: 1 day, 18:50:56 batch_cost: 0.5087 data_cost: 0.0012 ips: 7.8636 images/s [03/31 05:01:09] ppdet.engine INFO: Epoch: [33] [5200/7329] learning_rate: 0.000100 loss_class: 0.597522 loss_bbox: 0.155495 loss_giou: 0.433500 loss_class_aux: 3.890095 loss_bbox_aux: 0.999931 loss_giou_aux: 2.873105 loss_class_dn: 0.360746 loss_bbox_dn: 0.168082 loss_giou_dn: 0.430253 loss_class_aux_dn: 1.924017 loss_bbox_aux_dn: 1.012783 loss_giou_aux_dn: 2.392055 loss: 15.938055 eta: 1 day, 18:50:00 batch_cost: 0.5412 data_cost: 0.0012 ips: 7.3915 images/s [03/31 05:02:06] ppdet.engine INFO: Epoch: [33] [5300/7329] learning_rate: 0.000100 loss_class: 0.583801 loss_bbox: 0.141350 loss_giou: 0.335768 loss_class_aux: 3.618095 loss_bbox_aux: 0.942940 loss_giou_aux: 2.081623 loss_class_dn: 0.302742 loss_bbox_dn: 0.156646 loss_giou_dn: 0.349205 loss_class_aux_dn: 1.610774 loss_bbox_aux_dn: 0.959995 loss_giou_aux_dn: 1.906141 loss: 13.687315 eta: 1 day, 18:49:01 batch_cost: 0.5141 data_cost: 0.0011 ips: 7.7808 images/s [03/31 05:03:07] ppdet.engine INFO: Epoch: [33] [5400/7329] learning_rate: 0.000100 loss_class: 0.579430 loss_bbox: 0.135320 loss_giou: 0.373126 loss_class_aux: 3.691283 loss_bbox_aux: 0.880232 loss_giou_aux: 2.390227 loss_class_dn: 0.327380 loss_bbox_dn: 0.138755 loss_giou_dn: 0.338724 loss_class_aux_dn: 1.801838 loss_bbox_aux_dn: 0.823817 loss_giou_aux_dn: 1.970859 loss: 14.458461 eta: 1 day, 18:48:07 batch_cost: 0.5580 data_cost: 0.0014 ips: 7.1683 images/s [03/31 05:04:14] ppdet.engine INFO: Epoch: [33] [5500/7329] learning_rate: 0.000100 loss_class: 0.579473 loss_bbox: 0.135502 loss_giou: 0.360536 loss_class_aux: 3.632146 loss_bbox_aux: 0.910132 loss_giou_aux: 2.299119 loss_class_dn: 0.326081 loss_bbox_dn: 0.147553 loss_giou_dn: 0.365409 loss_class_aux_dn: 1.744131 loss_bbox_aux_dn: 0.875509 loss_giou_aux_dn: 2.023902 loss: 13.744820 eta: 1 day, 18:47:19 batch_cost: 0.6124 data_cost: 0.0014 ips: 6.5312 images/s [03/31 05:05:13] ppdet.engine INFO: Epoch: [33] [5600/7329] learning_rate: 0.000100 loss_class: 0.616909 loss_bbox: 0.143807 loss_giou: 0.417851 loss_class_aux: 3.929092 loss_bbox_aux: 0.962454 loss_giou_aux: 2.704934 loss_class_dn: 0.347321 loss_bbox_dn: 0.145817 loss_giou_dn: 0.390841 loss_class_aux_dn: 1.876658 loss_bbox_aux_dn: 0.874164 loss_giou_aux_dn: 2.158123 loss: 14.881109 eta: 1 day, 18:46:22 batch_cost: 0.5313 data_cost: 0.0012 ips: 7.5293 images/s [03/31 05:06:13] ppdet.engine INFO: Epoch: [33] [5700/7329] learning_rate: 0.000100 loss_class: 0.555483 loss_bbox: 0.146724 loss_giou: 0.378104 loss_class_aux: 3.692711 loss_bbox_aux: 0.916720 loss_giou_aux: 2.415788 loss_class_dn: 0.307115 loss_bbox_dn: 0.150326 loss_giou_dn: 0.369488 loss_class_aux_dn: 1.641651 loss_bbox_aux_dn: 0.967810 loss_giou_aux_dn: 2.042486 loss: 13.691978 eta: 1 day, 18:45:27 batch_cost: 0.5479 data_cost: 0.0015 ips: 7.3003 images/s [03/31 05:07:17] ppdet.engine INFO: Epoch: [33] [5800/7329] learning_rate: 0.000100 loss_class: 0.594086 loss_bbox: 0.129222 loss_giou: 0.400581 loss_class_aux: 3.786303 loss_bbox_aux: 0.897629 loss_giou_aux: 2.536707 loss_class_dn: 0.332475 loss_bbox_dn: 0.155826 loss_giou_dn: 0.397193 loss_class_aux_dn: 1.762508 loss_bbox_aux_dn: 0.912136 loss_giou_aux_dn: 2.200444 loss: 14.566808 eta: 1 day, 18:44:34 batch_cost: 0.5696 data_cost: 0.0014 ips: 7.0226 images/s [03/31 05:08:19] ppdet.engine INFO: Epoch: [33] [5900/7329] learning_rate: 0.000100 loss_class: 0.617190 loss_bbox: 0.149889 loss_giou: 0.391309 loss_class_aux: 3.815297 loss_bbox_aux: 0.984370 loss_giou_aux: 2.473731 loss_class_dn: 0.341390 loss_bbox_dn: 0.165569 loss_giou_dn: 0.372323 loss_class_aux_dn: 1.813157 loss_bbox_aux_dn: 0.956670 loss_giou_aux_dn: 2.148734 loss: 14.960099 eta: 1 day, 18:43:40 batch_cost: 0.5543 data_cost: 0.0013 ips: 7.2158 images/s [03/31 05:09:18] ppdet.engine INFO: Epoch: [33] [6000/7329] learning_rate: 0.000100 loss_class: 0.726472 loss_bbox: 0.164712 loss_giou: 0.419429 loss_class_aux: 4.456483 loss_bbox_aux: 1.046357 loss_giou_aux: 2.654540 loss_class_dn: 0.369960 loss_bbox_dn: 0.202560 loss_giou_dn: 0.411949 loss_class_aux_dn: 2.002200 loss_bbox_aux_dn: 1.208872 loss_giou_aux_dn: 2.279591 loss: 17.295727 eta: 1 day, 18:42:43 batch_cost: 0.5314 data_cost: 0.0012 ips: 7.5276 images/s [03/31 05:10:17] ppdet.engine INFO: Epoch: [33] [6100/7329] learning_rate: 0.000100 loss_class: 0.547900 loss_bbox: 0.127262 loss_giou: 0.352027 loss_class_aux: 3.532870 loss_bbox_aux: 0.874596 loss_giou_aux: 2.298965 loss_class_dn: 0.298779 loss_bbox_dn: 0.132308 loss_giou_dn: 0.340804 loss_class_aux_dn: 1.606389 loss_bbox_aux_dn: 0.810167 loss_giou_aux_dn: 1.929842 loss: 12.896879 eta: 1 day, 18:41:47 batch_cost: 0.5398 data_cost: 0.0011 ips: 7.4105 images/s [03/31 05:11:13] ppdet.engine INFO: Epoch: [33] [6200/7329] learning_rate: 0.000100 loss_class: 0.659874 loss_bbox: 0.148911 loss_giou: 0.448963 loss_class_aux: 4.171731 loss_bbox_aux: 1.019245 loss_giou_aux: 2.888727 loss_class_dn: 0.360857 loss_bbox_dn: 0.185469 loss_giou_dn: 0.432964 loss_class_aux_dn: 1.928606 loss_bbox_aux_dn: 1.078589 loss_giou_aux_dn: 2.402655 loss: 15.777117 eta: 1 day, 18:40:47 batch_cost: 0.5057 data_cost: 0.0012 ips: 7.9102 images/s [03/31 05:12:12] ppdet.engine INFO: Epoch: [33] [6300/7329] learning_rate: 0.000100 loss_class: 0.564008 loss_bbox: 0.123861 loss_giou: 0.394623 loss_class_aux: 3.535605 loss_bbox_aux: 0.849421 loss_giou_aux: 2.444930 loss_class_dn: 0.320182 loss_bbox_dn: 0.128928 loss_giou_dn: 0.384371 loss_class_aux_dn: 1.691217 loss_bbox_aux_dn: 0.791909 loss_giou_aux_dn: 2.105696 loss: 13.616417 eta: 1 day, 18:39:50 batch_cost: 0.5364 data_cost: 0.0013 ips: 7.4564 images/s [03/31 05:13:12] ppdet.engine INFO: Epoch: [33] [6400/7329] learning_rate: 0.000100 loss_class: 0.618313 loss_bbox: 0.152875 loss_giou: 0.430605 loss_class_aux: 4.041536 loss_bbox_aux: 1.002147 loss_giou_aux: 2.669559 loss_class_dn: 0.365366 loss_bbox_dn: 0.163942 loss_giou_dn: 0.436914 loss_class_aux_dn: 1.969341 loss_bbox_aux_dn: 0.949741 loss_giou_aux_dn: 2.425625 loss: 15.500288 eta: 1 day, 18:38:54 batch_cost: 0.5393 data_cost: 0.0012 ips: 7.4174 images/s [03/31 05:14:14] ppdet.engine INFO: Epoch: [33] [6500/7329] learning_rate: 0.000100 loss_class: 0.578136 loss_bbox: 0.135863 loss_giou: 0.432712 loss_class_aux: 3.850784 loss_bbox_aux: 0.894902 loss_giou_aux: 2.718194 loss_class_dn: 0.344809 loss_bbox_dn: 0.150821 loss_giou_dn: 0.403417 loss_class_aux_dn: 1.850490 loss_bbox_aux_dn: 0.895057 loss_giou_aux_dn: 2.221779 loss: 14.546674 eta: 1 day, 18:38:01 batch_cost: 0.5606 data_cost: 0.0021 ips: 7.1356 images/s [03/31 05:15:10] ppdet.engine INFO: Epoch: [33] [6600/7329] learning_rate: 0.000100 loss_class: 0.615559 loss_bbox: 0.144160 loss_giou: 0.412623 loss_class_aux: 3.866621 loss_bbox_aux: 1.010021 loss_giou_aux: 2.551878 loss_class_dn: 0.339375 loss_bbox_dn: 0.157782 loss_giou_dn: 0.367183 loss_class_aux_dn: 1.826625 loss_bbox_aux_dn: 1.007013 loss_giou_aux_dn: 2.105244 loss: 14.655085 eta: 1 day, 18:37:01 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8987 images/s [03/31 05:16:07] ppdet.engine INFO: Epoch: [33] [6700/7329] learning_rate: 0.000100 loss_class: 0.683140 loss_bbox: 0.149572 loss_giou: 0.438728 loss_class_aux: 4.373827 loss_bbox_aux: 0.998234 loss_giou_aux: 2.777848 loss_class_dn: 0.380246 loss_bbox_dn: 0.172437 loss_giou_dn: 0.440949 loss_class_aux_dn: 2.100558 loss_bbox_aux_dn: 1.036662 loss_giou_aux_dn: 2.431475 loss: 16.581364 eta: 1 day, 18:36:02 batch_cost: 0.5165 data_cost: 0.0012 ips: 7.7445 images/s [03/31 05:17:06] ppdet.engine INFO: Epoch: [33] [6800/7329] learning_rate: 0.000100 loss_class: 0.623819 loss_bbox: 0.153181 loss_giou: 0.399162 loss_class_aux: 4.019399 loss_bbox_aux: 0.992711 loss_giou_aux: 2.633669 loss_class_dn: 0.365123 loss_bbox_dn: 0.145664 loss_giou_dn: 0.417059 loss_class_aux_dn: 1.978313 loss_bbox_aux_dn: 0.891269 loss_giou_aux_dn: 2.328463 loss: 15.837021 eta: 1 day, 18:35:06 batch_cost: 0.5352 data_cost: 0.0014 ips: 7.4739 images/s [03/31 05:18:07] ppdet.engine INFO: Epoch: [33] [6900/7329] learning_rate: 0.000100 loss_class: 0.494423 loss_bbox: 0.137275 loss_giou: 0.276952 loss_class_aux: 3.211419 loss_bbox_aux: 0.895730 loss_giou_aux: 1.811395 loss_class_dn: 0.264978 loss_bbox_dn: 0.152115 loss_giou_dn: 0.271651 loss_class_aux_dn: 1.469076 loss_bbox_aux_dn: 0.907485 loss_giou_aux_dn: 1.551932 loss: 11.859777 eta: 1 day, 18:34:10 batch_cost: 0.5464 data_cost: 0.0014 ips: 7.3203 images/s [03/31 05:19:11] ppdet.engine INFO: Epoch: [33] [7000/7329] learning_rate: 0.000100 loss_class: 0.551699 loss_bbox: 0.141482 loss_giou: 0.401882 loss_class_aux: 3.557166 loss_bbox_aux: 0.989911 loss_giou_aux: 2.542939 loss_class_dn: 0.323593 loss_bbox_dn: 0.160824 loss_giou_dn: 0.399903 loss_class_aux_dn: 1.731767 loss_bbox_aux_dn: 0.912405 loss_giou_aux_dn: 2.169471 loss: 13.798246 eta: 1 day, 18:33:19 batch_cost: 0.5843 data_cost: 0.0016 ips: 6.8462 images/s [03/31 05:20:13] ppdet.engine INFO: Epoch: [33] [7100/7329] learning_rate: 0.000100 loss_class: 0.551434 loss_bbox: 0.122624 loss_giou: 0.334468 loss_class_aux: 3.398110 loss_bbox_aux: 0.817900 loss_giou_aux: 2.160095 loss_class_dn: 0.279719 loss_bbox_dn: 0.119645 loss_giou_dn: 0.316180 loss_class_aux_dn: 1.546052 loss_bbox_aux_dn: 0.756343 loss_giou_aux_dn: 1.760959 loss: 12.652404 eta: 1 day, 18:32:25 batch_cost: 0.5572 data_cost: 0.0013 ips: 7.1793 images/s [03/31 05:21:08] ppdet.engine INFO: Epoch: [33] [7200/7329] learning_rate: 0.000100 loss_class: 0.531559 loss_bbox: 0.154339 loss_giou: 0.314993 loss_class_aux: 3.473217 loss_bbox_aux: 1.015470 loss_giou_aux: 2.002645 loss_class_dn: 0.292325 loss_bbox_dn: 0.206745 loss_giou_dn: 0.331092 loss_class_aux_dn: 1.597365 loss_bbox_aux_dn: 1.188790 loss_giou_aux_dn: 1.796252 loss: 13.236391 eta: 1 day, 18:31:25 batch_cost: 0.5029 data_cost: 0.0012 ips: 7.9541 images/s [03/31 05:22:05] ppdet.engine INFO: Epoch: [33] [7300/7329] learning_rate: 0.000100 loss_class: 0.648327 loss_bbox: 0.155108 loss_giou: 0.419135 loss_class_aux: 4.053588 loss_bbox_aux: 1.037759 loss_giou_aux: 2.646695 loss_class_dn: 0.351128 loss_bbox_dn: 0.179354 loss_giou_dn: 0.407083 loss_class_aux_dn: 1.870219 loss_bbox_aux_dn: 1.043418 loss_giou_aux_dn: 2.280786 loss: 15.647983 eta: 1 day, 18:30:26 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7759 images/s [03/31 05:22:27] ppdet.engine INFO: Eval iter: 0 [03/31 05:22:56] ppdet.engine INFO: Eval iter: 100 [03/31 05:23:24] ppdet.engine INFO: Eval iter: 200 [03/31 05:23:54] ppdet.engine INFO: Eval iter: 300 [03/31 05:24:24] ppdet.engine INFO: Eval iter: 400 [03/31 05:24:52] ppdet.engine INFO: Eval iter: 500 [03/31 05:25:19] ppdet.engine INFO: Eval iter: 600 [03/31 05:25:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.04s) creating index... index created! [03/31 05:25:53] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.06s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.23s). Accumulating evaluation results... DONE (t=32.07s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.703 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.562 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 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.696 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 ] = 0.649 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 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [03/31 05:28:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.611602990290237 [03/31 05:28:43] ppdet.engine INFO: Best test bbox ap is 0.520. [03/31 05:28:47] ppdet.engine INFO: Epoch: [34] [ 0/7329] learning_rate: 0.000100 loss_class: 0.653774 loss_bbox: 0.155108 loss_giou: 0.439234 loss_class_aux: 4.221103 loss_bbox_aux: 1.070133 loss_giou_aux: 2.791952 loss_class_dn: 0.357475 loss_bbox_dn: 0.177877 loss_giou_dn: 0.410718 loss_class_aux_dn: 1.967461 loss_bbox_aux_dn: 1.046367 loss_giou_aux_dn: 2.311061 loss: 15.731049 eta: 1 day, 18:30:10 batch_cost: 0.5211 data_cost: 0.0013 ips: 7.6758 images/s [03/31 05:29:48] ppdet.engine INFO: Epoch: [34] [ 100/7329] learning_rate: 0.000100 loss_class: 0.650116 loss_bbox: 0.150704 loss_giou: 0.439035 loss_class_aux: 4.120317 loss_bbox_aux: 1.013443 loss_giou_aux: 2.721022 loss_class_dn: 0.382504 loss_bbox_dn: 0.160333 loss_giou_dn: 0.431614 loss_class_aux_dn: 2.052034 loss_bbox_aux_dn: 0.946282 loss_giou_aux_dn: 2.306518 loss: 16.374588 eta: 1 day, 18:29:16 batch_cost: 0.5594 data_cost: 0.0012 ips: 7.1507 images/s [03/31 05:30:46] ppdet.engine INFO: Epoch: [34] [ 200/7329] learning_rate: 0.000100 loss_class: 0.522681 loss_bbox: 0.126314 loss_giou: 0.392261 loss_class_aux: 3.485682 loss_bbox_aux: 0.838210 loss_giou_aux: 2.536865 loss_class_dn: 0.325717 loss_bbox_dn: 0.139014 loss_giou_dn: 0.362714 loss_class_aux_dn: 1.708181 loss_bbox_aux_dn: 0.887138 loss_giou_aux_dn: 1.998041 loss: 13.672356 eta: 1 day, 18:28:19 batch_cost: 0.5280 data_cost: 0.0013 ips: 7.5761 images/s [03/31 05:31:46] ppdet.engine INFO: Epoch: [34] [ 300/7329] learning_rate: 0.000100 loss_class: 0.571437 loss_bbox: 0.146508 loss_giou: 0.411670 loss_class_aux: 3.650152 loss_bbox_aux: 0.950886 loss_giou_aux: 2.632691 loss_class_dn: 0.337598 loss_bbox_dn: 0.158206 loss_giou_dn: 0.378808 loss_class_aux_dn: 1.831536 loss_bbox_aux_dn: 0.968942 loss_giou_aux_dn: 2.099511 loss: 15.082915 eta: 1 day, 18:27:22 batch_cost: 0.5329 data_cost: 0.0013 ips: 7.5062 images/s [03/31 05:32:46] ppdet.engine INFO: Epoch: [34] [ 400/7329] learning_rate: 0.000100 loss_class: 0.626369 loss_bbox: 0.145879 loss_giou: 0.393130 loss_class_aux: 3.828583 loss_bbox_aux: 0.968410 loss_giou_aux: 2.388371 loss_class_dn: 0.310033 loss_bbox_dn: 0.160546 loss_giou_dn: 0.356647 loss_class_aux_dn: 1.711688 loss_bbox_aux_dn: 0.931293 loss_giou_aux_dn: 1.953374 loss: 13.728111 eta: 1 day, 18:26:27 batch_cost: 0.5487 data_cost: 0.0014 ips: 7.2900 images/s [03/31 05:33:44] ppdet.engine INFO: Epoch: [34] [ 500/7329] learning_rate: 0.000100 loss_class: 0.562162 loss_bbox: 0.138056 loss_giou: 0.385687 loss_class_aux: 3.466394 loss_bbox_aux: 0.897134 loss_giou_aux: 2.467024 loss_class_dn: 0.312730 loss_bbox_dn: 0.154780 loss_giou_dn: 0.360343 loss_class_aux_dn: 1.645034 loss_bbox_aux_dn: 0.881554 loss_giou_aux_dn: 1.970627 loss: 13.698132 eta: 1 day, 18:25:29 batch_cost: 0.5216 data_cost: 0.0013 ips: 7.6686 images/s [03/31 05:34:46] ppdet.engine INFO: Epoch: [34] [ 600/7329] learning_rate: 0.000100 loss_class: 0.541400 loss_bbox: 0.131479 loss_giou: 0.316869 loss_class_aux: 3.331709 loss_bbox_aux: 0.857260 loss_giou_aux: 1.978883 loss_class_dn: 0.284505 loss_bbox_dn: 0.143202 loss_giou_dn: 0.317293 loss_class_aux_dn: 1.523838 loss_bbox_aux_dn: 0.838944 loss_giou_aux_dn: 1.740208 loss: 12.123395 eta: 1 day, 18:24:35 batch_cost: 0.5609 data_cost: 0.0015 ips: 7.1311 images/s [03/31 05:35:52] ppdet.engine INFO: Epoch: [34] [ 700/7329] learning_rate: 0.000100 loss_class: 0.604499 loss_bbox: 0.153862 loss_giou: 0.405182 loss_class_aux: 3.840075 loss_bbox_aux: 1.007750 loss_giou_aux: 2.478580 loss_class_dn: 0.340855 loss_bbox_dn: 0.163877 loss_giou_dn: 0.403463 loss_class_aux_dn: 1.859072 loss_bbox_aux_dn: 0.945477 loss_giou_aux_dn: 2.327006 loss: 15.176887 eta: 1 day, 18:23:46 batch_cost: 0.5999 data_cost: 0.0013 ips: 6.6676 images/s [03/31 05:36:56] ppdet.engine INFO: Epoch: [34] [ 800/7329] learning_rate: 0.000100 loss_class: 0.569150 loss_bbox: 0.137966 loss_giou: 0.385859 loss_class_aux: 3.551521 loss_bbox_aux: 0.910771 loss_giou_aux: 2.500564 loss_class_dn: 0.319537 loss_bbox_dn: 0.143364 loss_giou_dn: 0.360341 loss_class_aux_dn: 1.735137 loss_bbox_aux_dn: 0.859145 loss_giou_aux_dn: 2.014726 loss: 14.509203 eta: 1 day, 18:22:54 batch_cost: 0.5780 data_cost: 0.0013 ips: 6.9199 images/s [03/31 05:37:55] ppdet.engine INFO: Epoch: [34] [ 900/7329] learning_rate: 0.000100 loss_class: 0.586048 loss_bbox: 0.142012 loss_giou: 0.391659 loss_class_aux: 3.891920 loss_bbox_aux: 0.911751 loss_giou_aux: 2.462457 loss_class_dn: 0.325798 loss_bbox_dn: 0.155840 loss_giou_dn: 0.395873 loss_class_aux_dn: 1.749653 loss_bbox_aux_dn: 0.933654 loss_giou_aux_dn: 2.136535 loss: 14.588188 eta: 1 day, 18:21:57 batch_cost: 0.5329 data_cost: 0.0014 ips: 7.5068 images/s [03/31 05:38:59] ppdet.engine INFO: Epoch: [34] [1000/7329] learning_rate: 0.000100 loss_class: 0.661106 loss_bbox: 0.147119 loss_giou: 0.457029 loss_class_aux: 4.162192 loss_bbox_aux: 0.971023 loss_giou_aux: 2.756900 loss_class_dn: 0.360660 loss_bbox_dn: 0.157128 loss_giou_dn: 0.445412 loss_class_aux_dn: 1.978449 loss_bbox_aux_dn: 0.943469 loss_giou_aux_dn: 2.510356 loss: 15.720903 eta: 1 day, 18:21:05 batch_cost: 0.5765 data_cost: 0.0014 ips: 6.9379 images/s [03/31 05:40:00] ppdet.engine INFO: Epoch: [34] [1100/7329] learning_rate: 0.000100 loss_class: 0.522210 loss_bbox: 0.130055 loss_giou: 0.342163 loss_class_aux: 3.277532 loss_bbox_aux: 0.883683 loss_giou_aux: 2.235775 loss_class_dn: 0.307725 loss_bbox_dn: 0.164602 loss_giou_dn: 0.350032 loss_class_aux_dn: 1.641796 loss_bbox_aux_dn: 0.946737 loss_giou_aux_dn: 1.936216 loss: 13.499170 eta: 1 day, 18:20:11 batch_cost: 0.5581 data_cost: 0.0012 ips: 7.1670 images/s [03/31 05:40:59] ppdet.engine INFO: Epoch: [34] [1200/7329] learning_rate: 0.000100 loss_class: 0.551329 loss_bbox: 0.143389 loss_giou: 0.334270 loss_class_aux: 3.363692 loss_bbox_aux: 0.909972 loss_giou_aux: 2.205017 loss_class_dn: 0.316054 loss_bbox_dn: 0.154552 loss_giou_dn: 0.348413 loss_class_aux_dn: 1.738883 loss_bbox_aux_dn: 0.915438 loss_giou_aux_dn: 1.945058 loss: 13.151830 eta: 1 day, 18:19:15 batch_cost: 0.5337 data_cost: 0.0016 ips: 7.4943 images/s [03/31 05:42:01] ppdet.engine INFO: Epoch: [34] [1300/7329] learning_rate: 0.000100 loss_class: 0.558197 loss_bbox: 0.144913 loss_giou: 0.359384 loss_class_aux: 3.530698 loss_bbox_aux: 0.921241 loss_giou_aux: 2.371902 loss_class_dn: 0.311899 loss_bbox_dn: 0.155380 loss_giou_dn: 0.363588 loss_class_aux_dn: 1.670855 loss_bbox_aux_dn: 0.900210 loss_giou_aux_dn: 2.021615 loss: 13.995924 eta: 1 day, 18:18:22 batch_cost: 0.5670 data_cost: 0.0012 ips: 7.0542 images/s [03/31 05:42:59] ppdet.engine INFO: Epoch: [34] [1400/7329] learning_rate: 0.000100 loss_class: 0.547378 loss_bbox: 0.138903 loss_giou: 0.357458 loss_class_aux: 3.441258 loss_bbox_aux: 0.961747 loss_giou_aux: 2.267134 loss_class_dn: 0.310546 loss_bbox_dn: 0.152287 loss_giou_dn: 0.366052 loss_class_aux_dn: 1.691552 loss_bbox_aux_dn: 0.865395 loss_giou_aux_dn: 2.041490 loss: 13.685365 eta: 1 day, 18:17:24 batch_cost: 0.5282 data_cost: 0.0014 ips: 7.5734 images/s [03/31 05:44:01] ppdet.engine INFO: Epoch: [34] [1500/7329] learning_rate: 0.000100 loss_class: 0.590701 loss_bbox: 0.133698 loss_giou: 0.327850 loss_class_aux: 3.633424 loss_bbox_aux: 0.891463 loss_giou_aux: 2.050339 loss_class_dn: 0.304306 loss_bbox_dn: 0.149444 loss_giou_dn: 0.332897 loss_class_aux_dn: 1.674292 loss_bbox_aux_dn: 0.898047 loss_giou_aux_dn: 1.879764 loss: 14.000246 eta: 1 day, 18:16:29 batch_cost: 0.5481 data_cost: 0.0017 ips: 7.2985 images/s [03/31 05:45:08] ppdet.engine INFO: Epoch: [34] [1600/7329] learning_rate: 0.000100 loss_class: 0.609133 loss_bbox: 0.150386 loss_giou: 0.455959 loss_class_aux: 3.996311 loss_bbox_aux: 0.951268 loss_giou_aux: 2.833506 loss_class_dn: 0.356039 loss_bbox_dn: 0.157154 loss_giou_dn: 0.426781 loss_class_aux_dn: 1.866613 loss_bbox_aux_dn: 0.932287 loss_giou_aux_dn: 2.335649 loss: 14.680008 eta: 1 day, 18:15:42 batch_cost: 0.6213 data_cost: 0.0013 ips: 6.4380 images/s [03/31 05:46:11] ppdet.engine INFO: Epoch: [34] [1700/7329] learning_rate: 0.000100 loss_class: 0.547375 loss_bbox: 0.150023 loss_giou: 0.405632 loss_class_aux: 3.500547 loss_bbox_aux: 1.005623 loss_giou_aux: 2.650190 loss_class_dn: 0.310395 loss_bbox_dn: 0.171263 loss_giou_dn: 0.361308 loss_class_aux_dn: 1.678060 loss_bbox_aux_dn: 0.971485 loss_giou_aux_dn: 1.954858 loss: 13.874159 eta: 1 day, 18:14:50 batch_cost: 0.5695 data_cost: 0.0014 ips: 7.0238 images/s [03/31 05:47:10] ppdet.engine INFO: Epoch: [34] [1800/7329] learning_rate: 0.000100 loss_class: 0.585227 loss_bbox: 0.143526 loss_giou: 0.405029 loss_class_aux: 3.748595 loss_bbox_aux: 0.913193 loss_giou_aux: 2.521071 loss_class_dn: 0.335963 loss_bbox_dn: 0.155659 loss_giou_dn: 0.418509 loss_class_aux_dn: 1.780434 loss_bbox_aux_dn: 0.897793 loss_giou_aux_dn: 2.271107 loss: 14.659430 eta: 1 day, 18:13:53 batch_cost: 0.5335 data_cost: 0.0012 ips: 7.4977 images/s [03/31 05:48:12] ppdet.engine INFO: Epoch: [34] [1900/7329] learning_rate: 0.000100 loss_class: 0.558381 loss_bbox: 0.138564 loss_giou: 0.347693 loss_class_aux: 3.439416 loss_bbox_aux: 0.914097 loss_giou_aux: 2.239790 loss_class_dn: 0.313800 loss_bbox_dn: 0.138627 loss_giou_dn: 0.368610 loss_class_aux_dn: 1.691259 loss_bbox_aux_dn: 0.831528 loss_giou_aux_dn: 2.015483 loss: 14.158056 eta: 1 day, 18:12:59 batch_cost: 0.5634 data_cost: 0.0013 ips: 7.1002 images/s [03/31 05:49:09] ppdet.engine INFO: Epoch: [34] [2000/7329] learning_rate: 0.000100 loss_class: 0.592999 loss_bbox: 0.129846 loss_giou: 0.378318 loss_class_aux: 3.853133 loss_bbox_aux: 0.897945 loss_giou_aux: 2.411421 loss_class_dn: 0.329476 loss_bbox_dn: 0.141531 loss_giou_dn: 0.358076 loss_class_aux_dn: 1.795965 loss_bbox_aux_dn: 0.838921 loss_giou_aux_dn: 1.997065 loss: 13.851173 eta: 1 day, 18:12:00 batch_cost: 0.5110 data_cost: 0.0014 ips: 7.8284 images/s [03/31 05:50:14] ppdet.engine INFO: Epoch: [34] [2100/7329] learning_rate: 0.000100 loss_class: 0.662755 loss_bbox: 0.146902 loss_giou: 0.434537 loss_class_aux: 4.078630 loss_bbox_aux: 0.984635 loss_giou_aux: 2.718732 loss_class_dn: 0.391948 loss_bbox_dn: 0.157428 loss_giou_dn: 0.418678 loss_class_aux_dn: 2.105590 loss_bbox_aux_dn: 0.951621 loss_giou_aux_dn: 2.343343 loss: 16.525936 eta: 1 day, 18:11:10 batch_cost: 0.5897 data_cost: 0.0013 ips: 6.7835 images/s [03/31 05:51:20] ppdet.engine INFO: Epoch: [34] [2200/7329] learning_rate: 0.000100 loss_class: 0.625423 loss_bbox: 0.155481 loss_giou: 0.409032 loss_class_aux: 4.036893 loss_bbox_aux: 1.013324 loss_giou_aux: 2.636163 loss_class_dn: 0.356164 loss_bbox_dn: 0.156866 loss_giou_dn: 0.407427 loss_class_aux_dn: 1.962395 loss_bbox_aux_dn: 0.938377 loss_giou_aux_dn: 2.199858 loss: 15.612020 eta: 1 day, 18:10:20 batch_cost: 0.6002 data_cost: 0.0017 ips: 6.6644 images/s [03/31 05:52:30] ppdet.engine INFO: Epoch: [34] [2300/7329] learning_rate: 0.000100 loss_class: 0.626462 loss_bbox: 0.150749 loss_giou: 0.417743 loss_class_aux: 3.969810 loss_bbox_aux: 0.949397 loss_giou_aux: 2.607712 loss_class_dn: 0.357300 loss_bbox_dn: 0.155643 loss_giou_dn: 0.393262 loss_class_aux_dn: 1.937502 loss_bbox_aux_dn: 0.935711 loss_giou_aux_dn: 2.159349 loss: 14.965361 eta: 1 day, 18:09:33 batch_cost: 0.6214 data_cost: 0.0016 ips: 6.4374 images/s [03/31 05:53:30] ppdet.engine INFO: Epoch: [34] [2400/7329] learning_rate: 0.000100 loss_class: 0.534947 loss_bbox: 0.140005 loss_giou: 0.395162 loss_class_aux: 3.527723 loss_bbox_aux: 0.945151 loss_giou_aux: 2.519948 loss_class_dn: 0.331086 loss_bbox_dn: 0.148792 loss_giou_dn: 0.390572 loss_class_aux_dn: 1.797961 loss_bbox_aux_dn: 0.912254 loss_giou_aux_dn: 2.162960 loss: 14.091181 eta: 1 day, 18:08:36 batch_cost: 0.5319 data_cost: 0.0015 ips: 7.5207 images/s [03/31 05:54:36] ppdet.engine INFO: Epoch: [34] [2500/7329] learning_rate: 0.000100 loss_class: 0.575436 loss_bbox: 0.137944 loss_giou: 0.396576 loss_class_aux: 3.809774 loss_bbox_aux: 0.905450 loss_giou_aux: 2.595573 loss_class_dn: 0.338960 loss_bbox_dn: 0.140415 loss_giou_dn: 0.374069 loss_class_aux_dn: 1.864792 loss_bbox_aux_dn: 0.834913 loss_giou_aux_dn: 2.060602 loss: 14.231359 eta: 1 day, 18:07:46 batch_cost: 0.5882 data_cost: 0.0017 ips: 6.8004 images/s [03/31 05:55:36] ppdet.engine INFO: Epoch: [34] [2600/7329] learning_rate: 0.000100 loss_class: 0.544501 loss_bbox: 0.116978 loss_giou: 0.318095 loss_class_aux: 3.595631 loss_bbox_aux: 0.820638 loss_giou_aux: 2.028067 loss_class_dn: 0.299068 loss_bbox_dn: 0.132842 loss_giou_dn: 0.318006 loss_class_aux_dn: 1.665950 loss_bbox_aux_dn: 0.828228 loss_giou_aux_dn: 1.749754 loss: 12.662880 eta: 1 day, 18:06:50 batch_cost: 0.5375 data_cost: 0.0014 ips: 7.4414 images/s [03/31 05:56:32] ppdet.engine INFO: Epoch: [34] [2700/7329] learning_rate: 0.000100 loss_class: 0.586009 loss_bbox: 0.139704 loss_giou: 0.360518 loss_class_aux: 3.865031 loss_bbox_aux: 0.955593 loss_giou_aux: 2.319773 loss_class_dn: 0.330568 loss_bbox_dn: 0.169205 loss_giou_dn: 0.359948 loss_class_aux_dn: 1.774931 loss_bbox_aux_dn: 0.980524 loss_giou_aux_dn: 2.037120 loss: 13.847237 eta: 1 day, 18:05:50 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8993 images/s [03/31 05:57:28] ppdet.engine INFO: Epoch: [34] [2800/7329] learning_rate: 0.000100 loss_class: 0.585493 loss_bbox: 0.136506 loss_giou: 0.319464 loss_class_aux: 3.767998 loss_bbox_aux: 0.876216 loss_giou_aux: 2.077870 loss_class_dn: 0.301503 loss_bbox_dn: 0.138810 loss_giou_dn: 0.316518 loss_class_aux_dn: 1.613855 loss_bbox_aux_dn: 0.820605 loss_giou_aux_dn: 1.863932 loss: 13.547531 eta: 1 day, 18:04:50 batch_cost: 0.5067 data_cost: 0.0014 ips: 7.8949 images/s [03/31 05:58:31] ppdet.engine INFO: Epoch: [34] [2900/7329] learning_rate: 0.000100 loss_class: 0.474655 loss_bbox: 0.137113 loss_giou: 0.338680 loss_class_aux: 3.123322 loss_bbox_aux: 0.859504 loss_giou_aux: 2.162864 loss_class_dn: 0.276833 loss_bbox_dn: 0.150627 loss_giou_dn: 0.312304 loss_class_aux_dn: 1.516919 loss_bbox_aux_dn: 0.885641 loss_giou_aux_dn: 1.669586 loss: 12.069242 eta: 1 day, 18:03:56 batch_cost: 0.5548 data_cost: 0.0017 ips: 7.2096 images/s [03/31 05:59:34] ppdet.engine INFO: Epoch: [34] [3000/7329] learning_rate: 0.000100 loss_class: 0.633209 loss_bbox: 0.144733 loss_giou: 0.405406 loss_class_aux: 3.946294 loss_bbox_aux: 0.936781 loss_giou_aux: 2.592531 loss_class_dn: 0.343292 loss_bbox_dn: 0.148144 loss_giou_dn: 0.386505 loss_class_aux_dn: 1.879127 loss_bbox_aux_dn: 0.920499 loss_giou_aux_dn: 2.127212 loss: 14.455812 eta: 1 day, 18:03:02 batch_cost: 0.5605 data_cost: 0.0014 ips: 7.1367 images/s [03/31 06:00:43] ppdet.engine INFO: Epoch: [34] [3100/7329] learning_rate: 0.000100 loss_class: 0.557740 loss_bbox: 0.129326 loss_giou: 0.396782 loss_class_aux: 3.543149 loss_bbox_aux: 0.847706 loss_giou_aux: 2.513793 loss_class_dn: 0.332020 loss_bbox_dn: 0.150760 loss_giou_dn: 0.397949 loss_class_aux_dn: 1.757533 loss_bbox_aux_dn: 0.894820 loss_giou_aux_dn: 2.216459 loss: 14.481617 eta: 1 day, 18:02:16 batch_cost: 0.6290 data_cost: 0.0018 ips: 6.3597 images/s [03/31 06:01:45] ppdet.engine INFO: Epoch: [34] [3200/7329] learning_rate: 0.000100 loss_class: 0.622629 loss_bbox: 0.147773 loss_giou: 0.419398 loss_class_aux: 4.023593 loss_bbox_aux: 0.978024 loss_giou_aux: 2.607876 loss_class_dn: 0.363225 loss_bbox_dn: 0.161095 loss_giou_dn: 0.399966 loss_class_aux_dn: 1.966631 loss_bbox_aux_dn: 0.958862 loss_giou_aux_dn: 2.213913 loss: 14.957815 eta: 1 day, 18:01:22 batch_cost: 0.5592 data_cost: 0.0014 ips: 7.1526 images/s [03/31 06:02:43] ppdet.engine INFO: Epoch: [34] [3300/7329] learning_rate: 0.000100 loss_class: 0.668718 loss_bbox: 0.159221 loss_giou: 0.452648 loss_class_aux: 4.450453 loss_bbox_aux: 1.029117 loss_giou_aux: 2.942591 loss_class_dn: 0.355788 loss_bbox_dn: 0.160331 loss_giou_dn: 0.442261 loss_class_aux_dn: 1.910802 loss_bbox_aux_dn: 0.905626 loss_giou_aux_dn: 2.397476 loss: 16.292833 eta: 1 day, 18:00:24 batch_cost: 0.5236 data_cost: 0.0013 ips: 7.6392 images/s [03/31 06:03:43] ppdet.engine INFO: Epoch: [34] [3400/7329] learning_rate: 0.000100 loss_class: 0.634210 loss_bbox: 0.152839 loss_giou: 0.459799 loss_class_aux: 4.194409 loss_bbox_aux: 1.018458 loss_giou_aux: 2.924343 loss_class_dn: 0.365792 loss_bbox_dn: 0.164551 loss_giou_dn: 0.456224 loss_class_aux_dn: 1.952419 loss_bbox_aux_dn: 0.976670 loss_giou_aux_dn: 2.464720 loss: 15.650185 eta: 1 day, 17:59:29 batch_cost: 0.5459 data_cost: 0.0012 ips: 7.3271 images/s [03/31 06:04:41] ppdet.engine INFO: Epoch: [34] [3500/7329] learning_rate: 0.000100 loss_class: 0.562825 loss_bbox: 0.120117 loss_giou: 0.386990 loss_class_aux: 3.597712 loss_bbox_aux: 0.822651 loss_giou_aux: 2.537487 loss_class_dn: 0.316926 loss_bbox_dn: 0.141828 loss_giou_dn: 0.363136 loss_class_aux_dn: 1.704421 loss_bbox_aux_dn: 0.869384 loss_giou_aux_dn: 1.970412 loss: 13.479847 eta: 1 day, 17:58:31 batch_cost: 0.5268 data_cost: 0.0012 ips: 7.5930 images/s [03/31 06:05:46] ppdet.engine INFO: Epoch: [34] [3600/7329] learning_rate: 0.000100 loss_class: 0.546133 loss_bbox: 0.143791 loss_giou: 0.379263 loss_class_aux: 3.438358 loss_bbox_aux: 0.910560 loss_giou_aux: 2.346959 loss_class_dn: 0.294064 loss_bbox_dn: 0.147327 loss_giou_dn: 0.351522 loss_class_aux_dn: 1.609331 loss_bbox_aux_dn: 0.867365 loss_giou_aux_dn: 1.917344 loss: 13.204185 eta: 1 day, 17:57:41 batch_cost: 0.5888 data_cost: 0.0012 ips: 6.7940 images/s [03/31 06:06:49] ppdet.engine INFO: Epoch: [34] [3700/7329] learning_rate: 0.000100 loss_class: 0.583788 loss_bbox: 0.143147 loss_giou: 0.394472 loss_class_aux: 3.655438 loss_bbox_aux: 0.932647 loss_giou_aux: 2.572188 loss_class_dn: 0.325287 loss_bbox_dn: 0.150965 loss_giou_dn: 0.398553 loss_class_aux_dn: 1.760329 loss_bbox_aux_dn: 0.857388 loss_giou_aux_dn: 2.165380 loss: 13.470547 eta: 1 day, 17:56:48 batch_cost: 0.5659 data_cost: 0.0015 ips: 7.0689 images/s [03/31 06:07:53] ppdet.engine INFO: Epoch: [34] [3800/7329] learning_rate: 0.000100 loss_class: 0.561469 loss_bbox: 0.128204 loss_giou: 0.375980 loss_class_aux: 3.759990 loss_bbox_aux: 0.894494 loss_giou_aux: 2.391831 loss_class_dn: 0.310117 loss_bbox_dn: 0.146289 loss_giou_dn: 0.351308 loss_class_aux_dn: 1.674646 loss_bbox_aux_dn: 0.830214 loss_giou_aux_dn: 1.960101 loss: 13.828781 eta: 1 day, 17:55:56 batch_cost: 0.5851 data_cost: 0.0013 ips: 6.8367 images/s [03/31 06:08:56] ppdet.engine INFO: Epoch: [34] [3900/7329] learning_rate: 0.000100 loss_class: 0.589852 loss_bbox: 0.143101 loss_giou: 0.436412 loss_class_aux: 3.726919 loss_bbox_aux: 0.977794 loss_giou_aux: 2.701908 loss_class_dn: 0.340754 loss_bbox_dn: 0.142207 loss_giou_dn: 0.416684 loss_class_aux_dn: 1.803591 loss_bbox_aux_dn: 0.833678 loss_giou_aux_dn: 2.270982 loss: 14.666338 eta: 1 day, 17:55:04 batch_cost: 0.5746 data_cost: 0.0017 ips: 6.9618 images/s [03/31 06:09:54] ppdet.engine INFO: Epoch: [34] [4000/7329] learning_rate: 0.000100 loss_class: 0.555536 loss_bbox: 0.137021 loss_giou: 0.340463 loss_class_aux: 3.541955 loss_bbox_aux: 0.938284 loss_giou_aux: 2.248864 loss_class_dn: 0.311072 loss_bbox_dn: 0.153173 loss_giou_dn: 0.319399 loss_class_aux_dn: 1.688522 loss_bbox_aux_dn: 0.911011 loss_giou_aux_dn: 1.811827 loss: 12.461313 eta: 1 day, 17:54:06 batch_cost: 0.5221 data_cost: 0.0019 ips: 7.6618 images/s [03/31 06:10:56] ppdet.engine INFO: Epoch: [34] [4100/7329] learning_rate: 0.000100 loss_class: 0.574451 loss_bbox: 0.129898 loss_giou: 0.342297 loss_class_aux: 3.514240 loss_bbox_aux: 0.849225 loss_giou_aux: 2.261873 loss_class_dn: 0.317284 loss_bbox_dn: 0.154709 loss_giou_dn: 0.331393 loss_class_aux_dn: 1.677675 loss_bbox_aux_dn: 0.889221 loss_giou_aux_dn: 1.868639 loss: 13.420851 eta: 1 day, 17:53:12 batch_cost: 0.5538 data_cost: 0.0015 ips: 7.2225 images/s [03/31 06:12:01] ppdet.engine INFO: Epoch: [34] [4200/7329] learning_rate: 0.000100 loss_class: 0.579484 loss_bbox: 0.129548 loss_giou: 0.358051 loss_class_aux: 3.664674 loss_bbox_aux: 0.878176 loss_giou_aux: 2.374658 loss_class_dn: 0.312822 loss_bbox_dn: 0.157191 loss_giou_dn: 0.369200 loss_class_aux_dn: 1.718042 loss_bbox_aux_dn: 0.961717 loss_giou_aux_dn: 2.031089 loss: 13.740175 eta: 1 day, 17:52:21 batch_cost: 0.5848 data_cost: 0.0014 ips: 6.8398 images/s [03/31 06:13:06] ppdet.engine INFO: Epoch: [34] [4300/7329] learning_rate: 0.000100 loss_class: 0.583269 loss_bbox: 0.136959 loss_giou: 0.420836 loss_class_aux: 3.584396 loss_bbox_aux: 0.929117 loss_giou_aux: 2.648150 loss_class_dn: 0.322550 loss_bbox_dn: 0.155434 loss_giou_dn: 0.387941 loss_class_aux_dn: 1.783010 loss_bbox_aux_dn: 0.936403 loss_giou_aux_dn: 2.148180 loss: 15.314677 eta: 1 day, 17:51:29 batch_cost: 0.5818 data_cost: 0.0014 ips: 6.8757 images/s [03/31 06:14:11] ppdet.engine INFO: Epoch: [34] [4400/7329] learning_rate: 0.000100 loss_class: 0.645414 loss_bbox: 0.138999 loss_giou: 0.398610 loss_class_aux: 4.082963 loss_bbox_aux: 0.927419 loss_giou_aux: 2.555860 loss_class_dn: 0.351352 loss_bbox_dn: 0.155769 loss_giou_dn: 0.367015 loss_class_aux_dn: 1.898715 loss_bbox_aux_dn: 0.892623 loss_giou_aux_dn: 2.080132 loss: 15.117739 eta: 1 day, 17:50:39 batch_cost: 0.5969 data_cost: 0.0014 ips: 6.7015 images/s [03/31 06:15:11] ppdet.engine INFO: Epoch: [34] [4500/7329] learning_rate: 0.000100 loss_class: 0.612296 loss_bbox: 0.138559 loss_giou: 0.379339 loss_class_aux: 3.988791 loss_bbox_aux: 0.954536 loss_giou_aux: 2.398547 loss_class_dn: 0.331180 loss_bbox_dn: 0.156877 loss_giou_dn: 0.365730 loss_class_aux_dn: 1.787543 loss_bbox_aux_dn: 0.979625 loss_giou_aux_dn: 2.015329 loss: 14.427830 eta: 1 day, 17:49:44 batch_cost: 0.5446 data_cost: 0.0014 ips: 7.3453 images/s [03/31 06:16:15] ppdet.engine INFO: Epoch: [34] [4600/7329] learning_rate: 0.000100 loss_class: 0.628217 loss_bbox: 0.137033 loss_giou: 0.338641 loss_class_aux: 3.933680 loss_bbox_aux: 0.936114 loss_giou_aux: 2.178262 loss_class_dn: 0.343003 loss_bbox_dn: 0.152236 loss_giou_dn: 0.350141 loss_class_aux_dn: 1.872602 loss_bbox_aux_dn: 0.889178 loss_giou_aux_dn: 1.981609 loss: 14.605066 eta: 1 day, 17:48:53 batch_cost: 0.5867 data_cost: 0.0014 ips: 6.8176 images/s [03/31 06:17:23] ppdet.engine INFO: Epoch: [34] [4700/7329] learning_rate: 0.000100 loss_class: 0.667285 loss_bbox: 0.135390 loss_giou: 0.378724 loss_class_aux: 4.176618 loss_bbox_aux: 0.935098 loss_giou_aux: 2.383737 loss_class_dn: 0.344166 loss_bbox_dn: 0.176433 loss_giou_dn: 0.386053 loss_class_aux_dn: 1.829720 loss_bbox_aux_dn: 1.030623 loss_giou_aux_dn: 2.145399 loss: 15.422278 eta: 1 day, 17:48:05 batch_cost: 0.6137 data_cost: 0.0015 ips: 6.5176 images/s [03/31 06:18:21] ppdet.engine INFO: Epoch: [34] [4800/7329] learning_rate: 0.000100 loss_class: 0.631654 loss_bbox: 0.156663 loss_giou: 0.383334 loss_class_aux: 3.891024 loss_bbox_aux: 1.020206 loss_giou_aux: 2.430459 loss_class_dn: 0.361820 loss_bbox_dn: 0.174014 loss_giou_dn: 0.398309 loss_class_aux_dn: 1.907924 loss_bbox_aux_dn: 0.988755 loss_giou_aux_dn: 2.232692 loss: 15.110020 eta: 1 day, 17:47:07 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6276 images/s [03/31 06:19:19] ppdet.engine INFO: Epoch: [34] [4900/7329] learning_rate: 0.000100 loss_class: 0.603479 loss_bbox: 0.147220 loss_giou: 0.404965 loss_class_aux: 3.709358 loss_bbox_aux: 0.967244 loss_giou_aux: 2.644061 loss_class_dn: 0.355138 loss_bbox_dn: 0.154287 loss_giou_dn: 0.431274 loss_class_aux_dn: 1.890122 loss_bbox_aux_dn: 0.945296 loss_giou_aux_dn: 2.406466 loss: 15.210260 eta: 1 day, 17:46:10 batch_cost: 0.5280 data_cost: 0.0012 ips: 7.5761 images/s [03/31 06:20:21] ppdet.engine INFO: Epoch: [34] [5000/7329] learning_rate: 0.000100 loss_class: 0.632344 loss_bbox: 0.148957 loss_giou: 0.452242 loss_class_aux: 4.029837 loss_bbox_aux: 0.982242 loss_giou_aux: 2.809468 loss_class_dn: 0.367378 loss_bbox_dn: 0.174586 loss_giou_dn: 0.432343 loss_class_aux_dn: 1.945758 loss_bbox_aux_dn: 1.018262 loss_giou_aux_dn: 2.422781 loss: 16.229303 eta: 1 day, 17:45:17 batch_cost: 0.5645 data_cost: 0.0012 ips: 7.0856 images/s [03/31 06:21:16] ppdet.engine INFO: Epoch: [34] [5100/7329] learning_rate: 0.000100 loss_class: 0.629882 loss_bbox: 0.127663 loss_giou: 0.402628 loss_class_aux: 4.044170 loss_bbox_aux: 0.898504 loss_giou_aux: 2.616273 loss_class_dn: 0.338861 loss_bbox_dn: 0.150078 loss_giou_dn: 0.412913 loss_class_aux_dn: 1.809657 loss_bbox_aux_dn: 0.891939 loss_giou_aux_dn: 2.307041 loss: 15.523960 eta: 1 day, 17:44:16 batch_cost: 0.4981 data_cost: 0.0011 ips: 8.0313 images/s [03/31 06:22:11] ppdet.engine INFO: Epoch: [34] [5200/7329] learning_rate: 0.000100 loss_class: 0.601858 loss_bbox: 0.154010 loss_giou: 0.381009 loss_class_aux: 3.915240 loss_bbox_aux: 1.005605 loss_giou_aux: 2.538402 loss_class_dn: 0.333271 loss_bbox_dn: 0.168697 loss_giou_dn: 0.385907 loss_class_aux_dn: 1.777536 loss_bbox_aux_dn: 0.961690 loss_giou_aux_dn: 2.153551 loss: 14.921377 eta: 1 day, 17:43:16 batch_cost: 0.5004 data_cost: 0.0011 ips: 7.9936 images/s [03/31 06:23:08] ppdet.engine INFO: Epoch: [34] [5300/7329] learning_rate: 0.000100 loss_class: 0.575132 loss_bbox: 0.135489 loss_giou: 0.454192 loss_class_aux: 3.815176 loss_bbox_aux: 0.918177 loss_giou_aux: 2.786811 loss_class_dn: 0.369560 loss_bbox_dn: 0.135514 loss_giou_dn: 0.412038 loss_class_aux_dn: 1.959007 loss_bbox_aux_dn: 0.827090 loss_giou_aux_dn: 2.325799 loss: 14.996544 eta: 1 day, 17:42:17 batch_cost: 0.5103 data_cost: 0.0011 ips: 7.8386 images/s [03/31 06:24:06] ppdet.engine INFO: Epoch: [34] [5400/7329] learning_rate: 0.000100 loss_class: 0.619732 loss_bbox: 0.139329 loss_giou: 0.350395 loss_class_aux: 3.792305 loss_bbox_aux: 0.905890 loss_giou_aux: 2.236317 loss_class_dn: 0.329291 loss_bbox_dn: 0.137259 loss_giou_dn: 0.373667 loss_class_aux_dn: 1.818165 loss_bbox_aux_dn: 0.814254 loss_giou_aux_dn: 2.068254 loss: 14.626603 eta: 1 day, 17:41:19 batch_cost: 0.5282 data_cost: 0.0012 ips: 7.5723 images/s [03/31 06:25:07] ppdet.engine INFO: Epoch: [34] [5500/7329] learning_rate: 0.000100 loss_class: 0.609350 loss_bbox: 0.142627 loss_giou: 0.407014 loss_class_aux: 3.901146 loss_bbox_aux: 0.950512 loss_giou_aux: 2.588266 loss_class_dn: 0.341273 loss_bbox_dn: 0.158669 loss_giou_dn: 0.387226 loss_class_aux_dn: 1.865431 loss_bbox_aux_dn: 0.943612 loss_giou_aux_dn: 2.231445 loss: 14.270844 eta: 1 day, 17:40:25 batch_cost: 0.5566 data_cost: 0.0014 ips: 7.1862 images/s [03/31 06:26:18] ppdet.engine INFO: Epoch: [34] [5600/7329] learning_rate: 0.000100 loss_class: 0.576814 loss_bbox: 0.139009 loss_giou: 0.399379 loss_class_aux: 3.694457 loss_bbox_aux: 0.901773 loss_giou_aux: 2.544581 loss_class_dn: 0.322512 loss_bbox_dn: 0.145568 loss_giou_dn: 0.370145 loss_class_aux_dn: 1.744935 loss_bbox_aux_dn: 0.855399 loss_giou_aux_dn: 2.049202 loss: 14.952671 eta: 1 day, 17:39:41 batch_cost: 0.6469 data_cost: 0.0013 ips: 6.1832 images/s [03/31 06:27:17] ppdet.engine INFO: Epoch: [34] [5700/7329] learning_rate: 0.000100 loss_class: 0.531450 loss_bbox: 0.120452 loss_giou: 0.348500 loss_class_aux: 3.437965 loss_bbox_aux: 0.782510 loss_giou_aux: 2.100140 loss_class_dn: 0.295174 loss_bbox_dn: 0.133395 loss_giou_dn: 0.341516 loss_class_aux_dn: 1.549310 loss_bbox_aux_dn: 0.806395 loss_giou_aux_dn: 1.883775 loss: 12.511460 eta: 1 day, 17:38:45 batch_cost: 0.5411 data_cost: 0.0013 ips: 7.3924 images/s [03/31 06:28:19] ppdet.engine INFO: Epoch: [34] [5800/7329] learning_rate: 0.000100 loss_class: 0.553444 loss_bbox: 0.145039 loss_giou: 0.395664 loss_class_aux: 3.340560 loss_bbox_aux: 0.963337 loss_giou_aux: 2.476088 loss_class_dn: 0.308004 loss_bbox_dn: 0.153365 loss_giou_dn: 0.370635 loss_class_aux_dn: 1.659277 loss_bbox_aux_dn: 0.942355 loss_giou_aux_dn: 1.984671 loss: 14.023046 eta: 1 day, 17:37:52 batch_cost: 0.5676 data_cost: 0.0012 ips: 7.0468 images/s [03/31 06:29:22] ppdet.engine INFO: Epoch: [34] [5900/7329] learning_rate: 0.000100 loss_class: 0.530975 loss_bbox: 0.129176 loss_giou: 0.330554 loss_class_aux: 3.506230 loss_bbox_aux: 0.869842 loss_giou_aux: 2.120770 loss_class_dn: 0.308470 loss_bbox_dn: 0.147883 loss_giou_dn: 0.332330 loss_class_aux_dn: 1.643610 loss_bbox_aux_dn: 0.888591 loss_giou_aux_dn: 1.880726 loss: 13.251629 eta: 1 day, 17:36:59 batch_cost: 0.5657 data_cost: 0.0014 ips: 7.0708 images/s [03/31 06:30:27] ppdet.engine INFO: Epoch: [34] [6000/7329] learning_rate: 0.000100 loss_class: 0.597580 loss_bbox: 0.149632 loss_giou: 0.383587 loss_class_aux: 3.888191 loss_bbox_aux: 0.950920 loss_giou_aux: 2.448883 loss_class_dn: 0.337267 loss_bbox_dn: 0.167817 loss_giou_dn: 0.370429 loss_class_aux_dn: 1.818996 loss_bbox_aux_dn: 1.006581 loss_giou_aux_dn: 2.041620 loss: 14.768084 eta: 1 day, 17:36:08 batch_cost: 0.5925 data_cost: 0.0013 ips: 6.7508 images/s [03/31 06:31:36] ppdet.engine INFO: Epoch: [34] [6100/7329] learning_rate: 0.000100 loss_class: 0.582717 loss_bbox: 0.144800 loss_giou: 0.427522 loss_class_aux: 3.581115 loss_bbox_aux: 0.919596 loss_giou_aux: 2.765278 loss_class_dn: 0.299833 loss_bbox_dn: 0.149145 loss_giou_dn: 0.386228 loss_class_aux_dn: 1.619925 loss_bbox_aux_dn: 0.883497 loss_giou_aux_dn: 2.080755 loss: 14.048222 eta: 1 day, 17:35:21 batch_cost: 0.6184 data_cost: 0.0015 ips: 6.4678 images/s [03/31 06:32:40] ppdet.engine INFO: Epoch: [34] [6200/7329] learning_rate: 0.000100 loss_class: 0.612448 loss_bbox: 0.158024 loss_giou: 0.476190 loss_class_aux: 3.964641 loss_bbox_aux: 1.000094 loss_giou_aux: 2.877738 loss_class_dn: 0.365861 loss_bbox_dn: 0.163867 loss_giou_dn: 0.474221 loss_class_aux_dn: 1.963479 loss_bbox_aux_dn: 0.946702 loss_giou_aux_dn: 2.594474 loss: 16.319899 eta: 1 day, 17:34:29 batch_cost: 0.5786 data_cost: 0.0014 ips: 6.9132 images/s [03/31 06:33:41] ppdet.engine INFO: Epoch: [34] [6300/7329] learning_rate: 0.000100 loss_class: 0.582674 loss_bbox: 0.135366 loss_giou: 0.436141 loss_class_aux: 3.728944 loss_bbox_aux: 0.876914 loss_giou_aux: 2.769861 loss_class_dn: 0.342716 loss_bbox_dn: 0.148486 loss_giou_dn: 0.406288 loss_class_aux_dn: 1.839718 loss_bbox_aux_dn: 0.914459 loss_giou_aux_dn: 2.233839 loss: 14.315508 eta: 1 day, 17:33:34 batch_cost: 0.5516 data_cost: 0.0012 ips: 7.2516 images/s [03/31 06:34:40] ppdet.engine INFO: Epoch: [34] [6400/7329] learning_rate: 0.000100 loss_class: 0.616050 loss_bbox: 0.147549 loss_giou: 0.407915 loss_class_aux: 3.959526 loss_bbox_aux: 0.931260 loss_giou_aux: 2.613747 loss_class_dn: 0.345139 loss_bbox_dn: 0.155676 loss_giou_dn: 0.400820 loss_class_aux_dn: 1.828278 loss_bbox_aux_dn: 0.923886 loss_giou_aux_dn: 2.216094 loss: 14.547640 eta: 1 day, 17:32:37 batch_cost: 0.5343 data_cost: 0.0014 ips: 7.4867 images/s [03/31 06:35:43] ppdet.engine INFO: Epoch: [34] [6500/7329] learning_rate: 0.000100 loss_class: 0.610629 loss_bbox: 0.147629 loss_giou: 0.388564 loss_class_aux: 3.884111 loss_bbox_aux: 0.995089 loss_giou_aux: 2.508683 loss_class_dn: 0.351352 loss_bbox_dn: 0.155516 loss_giou_dn: 0.386110 loss_class_aux_dn: 1.870898 loss_bbox_aux_dn: 0.932722 loss_giou_aux_dn: 2.168314 loss: 15.032799 eta: 1 day, 17:31:44 batch_cost: 0.5658 data_cost: 0.0016 ips: 7.0692 images/s [03/31 06:36:43] ppdet.engine INFO: Epoch: [34] [6600/7329] learning_rate: 0.000100 loss_class: 0.580849 loss_bbox: 0.124091 loss_giou: 0.364134 loss_class_aux: 3.663992 loss_bbox_aux: 0.851463 loss_giou_aux: 2.410740 loss_class_dn: 0.332000 loss_bbox_dn: 0.164839 loss_giou_dn: 0.358965 loss_class_aux_dn: 1.788841 loss_bbox_aux_dn: 0.983797 loss_giou_aux_dn: 2.003178 loss: 14.985744 eta: 1 day, 17:30:48 batch_cost: 0.5424 data_cost: 0.0012 ips: 7.3750 images/s [03/31 06:37:47] ppdet.engine INFO: Epoch: [34] [6700/7329] learning_rate: 0.000100 loss_class: 0.652612 loss_bbox: 0.142871 loss_giou: 0.475255 loss_class_aux: 4.148160 loss_bbox_aux: 0.990314 loss_giou_aux: 2.857784 loss_class_dn: 0.362355 loss_bbox_dn: 0.164079 loss_giou_dn: 0.441194 loss_class_aux_dn: 1.984290 loss_bbox_aux_dn: 1.001221 loss_giou_aux_dn: 2.412484 loss: 16.247683 eta: 1 day, 17:29:57 batch_cost: 0.5808 data_cost: 0.0013 ips: 6.8869 images/s [03/31 06:38:47] ppdet.engine INFO: Epoch: [34] [6800/7329] learning_rate: 0.000100 loss_class: 0.658157 loss_bbox: 0.144811 loss_giou: 0.399540 loss_class_aux: 4.197498 loss_bbox_aux: 0.946508 loss_giou_aux: 2.528244 loss_class_dn: 0.367106 loss_bbox_dn: 0.154439 loss_giou_dn: 0.386712 loss_class_aux_dn: 1.987762 loss_bbox_aux_dn: 0.923884 loss_giou_aux_dn: 2.154320 loss: 15.219070 eta: 1 day, 17:29:02 batch_cost: 0.5495 data_cost: 0.0013 ips: 7.2793 images/s [03/31 06:39:50] ppdet.engine INFO: Epoch: [34] [6900/7329] learning_rate: 0.000100 loss_class: 0.587770 loss_bbox: 0.118676 loss_giou: 0.391767 loss_class_aux: 3.753856 loss_bbox_aux: 0.798385 loss_giou_aux: 2.469203 loss_class_dn: 0.316408 loss_bbox_dn: 0.130861 loss_giou_dn: 0.385116 loss_class_aux_dn: 1.756008 loss_bbox_aux_dn: 0.781248 loss_giou_aux_dn: 2.185773 loss: 13.968074 eta: 1 day, 17:28:08 batch_cost: 0.5570 data_cost: 0.0018 ips: 7.1816 images/s [03/31 06:40:56] ppdet.engine INFO: Epoch: [34] [7000/7329] learning_rate: 0.000100 loss_class: 0.529372 loss_bbox: 0.126558 loss_giou: 0.296681 loss_class_aux: 3.392688 loss_bbox_aux: 0.796536 loss_giou_aux: 1.892391 loss_class_dn: 0.299231 loss_bbox_dn: 0.149516 loss_giou_dn: 0.321933 loss_class_aux_dn: 1.624524 loss_bbox_aux_dn: 0.876990 loss_giou_aux_dn: 1.807298 loss: 13.014585 eta: 1 day, 17:27:18 batch_cost: 0.5985 data_cost: 0.0015 ips: 6.6835 images/s [03/31 06:42:00] ppdet.engine INFO: Epoch: [34] [7100/7329] learning_rate: 0.000100 loss_class: 0.565957 loss_bbox: 0.128715 loss_giou: 0.362510 loss_class_aux: 3.655699 loss_bbox_aux: 0.859588 loss_giou_aux: 2.366359 loss_class_dn: 0.314902 loss_bbox_dn: 0.156710 loss_giou_dn: 0.393478 loss_class_aux_dn: 1.687829 loss_bbox_aux_dn: 0.898154 loss_giou_aux_dn: 2.162163 loss: 13.787441 eta: 1 day, 17:26:26 batch_cost: 0.5821 data_cost: 0.0013 ips: 6.8721 images/s [03/31 06:43:07] ppdet.engine INFO: Epoch: [34] [7200/7329] learning_rate: 0.000100 loss_class: 0.593041 loss_bbox: 0.133504 loss_giou: 0.371433 loss_class_aux: 3.960615 loss_bbox_aux: 0.854759 loss_giou_aux: 2.274579 loss_class_dn: 0.322762 loss_bbox_dn: 0.148895 loss_giou_dn: 0.379705 loss_class_aux_dn: 1.766365 loss_bbox_aux_dn: 0.919834 loss_giou_aux_dn: 2.143064 loss: 14.184692 eta: 1 day, 17:25:37 batch_cost: 0.6011 data_cost: 0.0015 ips: 6.6542 images/s [03/31 06:44:06] ppdet.engine INFO: Epoch: [34] [7300/7329] learning_rate: 0.000100 loss_class: 0.555438 loss_bbox: 0.137674 loss_giou: 0.366272 loss_class_aux: 3.712322 loss_bbox_aux: 0.915537 loss_giou_aux: 2.482704 loss_class_dn: 0.327515 loss_bbox_dn: 0.153688 loss_giou_dn: 0.368000 loss_class_aux_dn: 1.766224 loss_bbox_aux_dn: 0.912157 loss_giou_aux_dn: 2.028365 loss: 14.408556 eta: 1 day, 17:24:41 batch_cost: 0.5398 data_cost: 0.0012 ips: 7.4108 images/s [03/31 06:44:29] ppdet.engine INFO: Eval iter: 0 [03/31 06:44:57] ppdet.engine INFO: Eval iter: 100 [03/31 06:45:26] ppdet.engine INFO: Eval iter: 200 [03/31 06:45:55] ppdet.engine INFO: Eval iter: 300 [03/31 06:46:22] ppdet.engine INFO: Eval iter: 400 [03/31 06:46:52] ppdet.engine INFO: Eval iter: 500 [03/31 06:47:22] ppdet.engine INFO: Eval iter: 600 [03/31 06:47:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/31 06:47:53] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.12s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.56s). Accumulating evaluation results... DONE (t=28.77s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.335 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 ] = 0.697 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 ] = 0.651 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 ] = 0.536 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 ] = 0.891 [03/31 06:50:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.700565095479977 [03/31 06:50:38] ppdet.engine INFO: Best test bbox ap is 0.521. [03/31 06:50:41] ppdet.engine INFO: Epoch: [35] [ 0/7329] learning_rate: 0.000100 loss_class: 0.576267 loss_bbox: 0.147068 loss_giou: 0.366125 loss_class_aux: 3.770275 loss_bbox_aux: 0.954598 loss_giou_aux: 2.419655 loss_class_dn: 0.334207 loss_bbox_dn: 0.160225 loss_giou_dn: 0.359390 loss_class_aux_dn: 1.827652 loss_bbox_aux_dn: 0.930627 loss_giou_aux_dn: 2.019471 loss: 14.379379 eta: 1 day, 17:24:25 batch_cost: 0.5401 data_cost: 0.0013 ips: 7.4056 images/s [03/31 06:51:46] ppdet.engine INFO: Epoch: [35] [ 100/7329] learning_rate: 0.000100 loss_class: 0.610999 loss_bbox: 0.157538 loss_giou: 0.410586 loss_class_aux: 3.846207 loss_bbox_aux: 1.016110 loss_giou_aux: 2.685326 loss_class_dn: 0.363986 loss_bbox_dn: 0.159721 loss_giou_dn: 0.392572 loss_class_aux_dn: 1.944353 loss_bbox_aux_dn: 0.980240 loss_giou_aux_dn: 2.214466 loss: 15.149847 eta: 1 day, 17:23:34 batch_cost: 0.5854 data_cost: 0.0013 ips: 6.8331 images/s [03/31 06:52:46] ppdet.engine INFO: Epoch: [35] [ 200/7329] learning_rate: 0.000100 loss_class: 0.594627 loss_bbox: 0.128222 loss_giou: 0.455382 loss_class_aux: 3.771453 loss_bbox_aux: 0.878923 loss_giou_aux: 2.881068 loss_class_dn: 0.359789 loss_bbox_dn: 0.123570 loss_giou_dn: 0.398421 loss_class_aux_dn: 1.896075 loss_bbox_aux_dn: 0.792944 loss_giou_aux_dn: 2.271343 loss: 15.051027 eta: 1 day, 17:22:38 batch_cost: 0.5416 data_cost: 0.0013 ips: 7.3857 images/s [03/31 06:53:44] ppdet.engine INFO: Epoch: [35] [ 300/7329] learning_rate: 0.000100 loss_class: 0.550571 loss_bbox: 0.130985 loss_giou: 0.381913 loss_class_aux: 3.640748 loss_bbox_aux: 0.876096 loss_giou_aux: 2.392247 loss_class_dn: 0.336426 loss_bbox_dn: 0.138342 loss_giou_dn: 0.368640 loss_class_aux_dn: 1.775712 loss_bbox_aux_dn: 0.820254 loss_giou_aux_dn: 2.020855 loss: 14.760169 eta: 1 day, 17:21:40 batch_cost: 0.5275 data_cost: 0.0013 ips: 7.5831 images/s [03/31 06:54:48] ppdet.engine INFO: Epoch: [35] [ 400/7329] learning_rate: 0.000100 loss_class: 0.501825 loss_bbox: 0.132094 loss_giou: 0.353906 loss_class_aux: 3.296505 loss_bbox_aux: 0.907362 loss_giou_aux: 2.275871 loss_class_dn: 0.303998 loss_bbox_dn: 0.147252 loss_giou_dn: 0.324969 loss_class_aux_dn: 1.608744 loss_bbox_aux_dn: 0.827931 loss_giou_aux_dn: 1.812089 loss: 12.498258 eta: 1 day, 17:20:49 batch_cost: 0.5799 data_cost: 0.0014 ips: 6.8979 images/s [03/31 06:55:48] ppdet.engine INFO: Epoch: [35] [ 500/7329] learning_rate: 0.000100 loss_class: 0.601992 loss_bbox: 0.142007 loss_giou: 0.366031 loss_class_aux: 3.822018 loss_bbox_aux: 0.917231 loss_giou_aux: 2.221132 loss_class_dn: 0.333558 loss_bbox_dn: 0.147388 loss_giou_dn: 0.335489 loss_class_aux_dn: 1.767944 loss_bbox_aux_dn: 0.873655 loss_giou_aux_dn: 1.904652 loss: 14.281541 eta: 1 day, 17:19:52 batch_cost: 0.5334 data_cost: 0.0014 ips: 7.4984 images/s [03/31 06:56:53] ppdet.engine INFO: Epoch: [35] [ 600/7329] learning_rate: 0.000100 loss_class: 0.643323 loss_bbox: 0.162128 loss_giou: 0.379878 loss_class_aux: 4.151342 loss_bbox_aux: 1.011856 loss_giou_aux: 2.489806 loss_class_dn: 0.344042 loss_bbox_dn: 0.184146 loss_giou_dn: 0.393717 loss_class_aux_dn: 1.884289 loss_bbox_aux_dn: 1.053907 loss_giou_aux_dn: 2.187027 loss: 15.109855 eta: 1 day, 17:19:02 batch_cost: 0.5990 data_cost: 0.0012 ips: 6.6779 images/s [03/31 06:57:55] ppdet.engine INFO: Epoch: [35] [ 700/7329] learning_rate: 0.000100 loss_class: 0.631567 loss_bbox: 0.141390 loss_giou: 0.384381 loss_class_aux: 4.066525 loss_bbox_aux: 0.943605 loss_giou_aux: 2.543081 loss_class_dn: 0.367127 loss_bbox_dn: 0.153330 loss_giou_dn: 0.395454 loss_class_aux_dn: 1.981086 loss_bbox_aux_dn: 0.903337 loss_giou_aux_dn: 2.187785 loss: 15.267912 eta: 1 day, 17:18:08 batch_cost: 0.5575 data_cost: 0.0020 ips: 7.1750 images/s [03/31 06:58:54] ppdet.engine INFO: Epoch: [35] [ 800/7329] learning_rate: 0.000100 loss_class: 0.594890 loss_bbox: 0.125257 loss_giou: 0.454981 loss_class_aux: 3.838241 loss_bbox_aux: 0.814764 loss_giou_aux: 2.904562 loss_class_dn: 0.311893 loss_bbox_dn: 0.124940 loss_giou_dn: 0.385262 loss_class_aux_dn: 1.672086 loss_bbox_aux_dn: 0.749275 loss_giou_aux_dn: 2.123121 loss: 14.373344 eta: 1 day, 17:17:11 batch_cost: 0.5261 data_cost: 0.0014 ips: 7.6028 images/s [03/31 06:59:58] ppdet.engine INFO: Epoch: [35] [ 900/7329] learning_rate: 0.000100 loss_class: 0.562745 loss_bbox: 0.128116 loss_giou: 0.333060 loss_class_aux: 3.736718 loss_bbox_aux: 0.882777 loss_giou_aux: 2.100075 loss_class_dn: 0.334313 loss_bbox_dn: 0.148257 loss_giou_dn: 0.346881 loss_class_aux_dn: 1.780441 loss_bbox_aux_dn: 0.894361 loss_giou_aux_dn: 1.963544 loss: 14.611855 eta: 1 day, 17:16:19 batch_cost: 0.5806 data_cost: 0.0014 ips: 6.8889 images/s [03/31 07:01:02] ppdet.engine INFO: Epoch: [35] [1000/7329] learning_rate: 0.000100 loss_class: 0.540995 loss_bbox: 0.133806 loss_giou: 0.356333 loss_class_aux: 3.419244 loss_bbox_aux: 0.819047 loss_giou_aux: 2.361444 loss_class_dn: 0.311283 loss_bbox_dn: 0.135273 loss_giou_dn: 0.364426 loss_class_aux_dn: 1.660221 loss_bbox_aux_dn: 0.814900 loss_giou_aux_dn: 2.019845 loss: 14.340778 eta: 1 day, 17:15:28 batch_cost: 0.5899 data_cost: 0.0012 ips: 6.7807 images/s [03/31 07:02:04] ppdet.engine INFO: Epoch: [35] [1100/7329] learning_rate: 0.000100 loss_class: 0.546345 loss_bbox: 0.136168 loss_giou: 0.345732 loss_class_aux: 3.524455 loss_bbox_aux: 0.914966 loss_giou_aux: 2.196492 loss_class_dn: 0.293563 loss_bbox_dn: 0.135888 loss_giou_dn: 0.309396 loss_class_aux_dn: 1.626510 loss_bbox_aux_dn: 0.858750 loss_giou_aux_dn: 1.758647 loss: 12.957893 eta: 1 day, 17:14:34 batch_cost: 0.5602 data_cost: 0.0012 ips: 7.1404 images/s [03/31 07:03:00] ppdet.engine INFO: Epoch: [35] [1200/7329] learning_rate: 0.000100 loss_class: 0.523588 loss_bbox: 0.142609 loss_giou: 0.314395 loss_class_aux: 3.155896 loss_bbox_aux: 0.909564 loss_giou_aux: 1.998154 loss_class_dn: 0.291391 loss_bbox_dn: 0.149334 loss_giou_dn: 0.308813 loss_class_aux_dn: 1.535455 loss_bbox_aux_dn: 0.908275 loss_giou_aux_dn: 1.776612 loss: 12.418796 eta: 1 day, 17:13:35 batch_cost: 0.5044 data_cost: 0.0012 ips: 7.9298 images/s [03/31 07:03:59] ppdet.engine INFO: Epoch: [35] [1300/7329] learning_rate: 0.000100 loss_class: 0.540868 loss_bbox: 0.133077 loss_giou: 0.350803 loss_class_aux: 3.384130 loss_bbox_aux: 0.865051 loss_giou_aux: 2.265395 loss_class_dn: 0.331567 loss_bbox_dn: 0.150768 loss_giou_dn: 0.358386 loss_class_aux_dn: 1.763011 loss_bbox_aux_dn: 0.873081 loss_giou_aux_dn: 1.964389 loss: 13.663635 eta: 1 day, 17:12:39 batch_cost: 0.5418 data_cost: 0.0013 ips: 7.3829 images/s [03/31 07:05:01] ppdet.engine INFO: Epoch: [35] [1400/7329] learning_rate: 0.000100 loss_class: 0.560537 loss_bbox: 0.131904 loss_giou: 0.389838 loss_class_aux: 3.616098 loss_bbox_aux: 0.868004 loss_giou_aux: 2.425725 loss_class_dn: 0.325903 loss_bbox_dn: 0.151357 loss_giou_dn: 0.374970 loss_class_aux_dn: 1.726994 loss_bbox_aux_dn: 0.936610 loss_giou_aux_dn: 2.086860 loss: 13.973106 eta: 1 day, 17:11:44 batch_cost: 0.5521 data_cost: 0.0016 ips: 7.2455 images/s [03/31 07:06:02] ppdet.engine INFO: Epoch: [35] [1500/7329] learning_rate: 0.000100 loss_class: 0.605116 loss_bbox: 0.147455 loss_giou: 0.460774 loss_class_aux: 3.818372 loss_bbox_aux: 0.944435 loss_giou_aux: 2.967263 loss_class_dn: 0.363158 loss_bbox_dn: 0.153152 loss_giou_dn: 0.432220 loss_class_aux_dn: 1.947602 loss_bbox_aux_dn: 0.916888 loss_giou_aux_dn: 2.428586 loss: 16.006977 eta: 1 day, 17:10:49 batch_cost: 0.5516 data_cost: 0.0013 ips: 7.2514 images/s [03/31 07:07:04] ppdet.engine INFO: Epoch: [35] [1600/7329] learning_rate: 0.000100 loss_class: 0.627828 loss_bbox: 0.143179 loss_giou: 0.493360 loss_class_aux: 4.159591 loss_bbox_aux: 0.918086 loss_giou_aux: 3.064697 loss_class_dn: 0.374415 loss_bbox_dn: 0.159598 loss_giou_dn: 0.436797 loss_class_aux_dn: 1.968939 loss_bbox_aux_dn: 0.926155 loss_giou_aux_dn: 2.434116 loss: 16.818071 eta: 1 day, 17:09:56 batch_cost: 0.5648 data_cost: 0.0014 ips: 7.0816 images/s [03/31 07:08:01] ppdet.engine INFO: Epoch: [35] [1700/7329] learning_rate: 0.000100 loss_class: 0.554676 loss_bbox: 0.147677 loss_giou: 0.353625 loss_class_aux: 3.529938 loss_bbox_aux: 0.992487 loss_giou_aux: 2.227215 loss_class_dn: 0.319739 loss_bbox_dn: 0.151815 loss_giou_dn: 0.359206 loss_class_aux_dn: 1.709166 loss_bbox_aux_dn: 0.904922 loss_giou_aux_dn: 1.986540 loss: 13.516441 eta: 1 day, 17:08:58 batch_cost: 0.5185 data_cost: 0.0012 ips: 7.7146 images/s [03/31 07:09:03] ppdet.engine INFO: Epoch: [35] [1800/7329] learning_rate: 0.000100 loss_class: 0.597301 loss_bbox: 0.152388 loss_giou: 0.446841 loss_class_aux: 3.694131 loss_bbox_aux: 1.008627 loss_giou_aux: 2.851027 loss_class_dn: 0.369697 loss_bbox_dn: 0.157218 loss_giou_dn: 0.434130 loss_class_aux_dn: 1.986397 loss_bbox_aux_dn: 0.945574 loss_giou_aux_dn: 2.391336 loss: 15.741386 eta: 1 day, 17:08:03 batch_cost: 0.5566 data_cost: 0.0014 ips: 7.1869 images/s [03/31 07:10:07] ppdet.engine INFO: Epoch: [35] [1900/7329] learning_rate: 0.000100 loss_class: 0.609520 loss_bbox: 0.147884 loss_giou: 0.389928 loss_class_aux: 3.848715 loss_bbox_aux: 0.956438 loss_giou_aux: 2.582469 loss_class_dn: 0.345202 loss_bbox_dn: 0.152851 loss_giou_dn: 0.399278 loss_class_aux_dn: 1.879569 loss_bbox_aux_dn: 0.921804 loss_giou_aux_dn: 2.171270 loss: 15.308693 eta: 1 day, 17:07:11 batch_cost: 0.5763 data_cost: 0.0018 ips: 6.9413 images/s [03/31 07:11:10] ppdet.engine INFO: Epoch: [35] [2000/7329] learning_rate: 0.000100 loss_class: 0.638124 loss_bbox: 0.146809 loss_giou: 0.451108 loss_class_aux: 4.100112 loss_bbox_aux: 0.932339 loss_giou_aux: 2.889122 loss_class_dn: 0.366760 loss_bbox_dn: 0.155652 loss_giou_dn: 0.448792 loss_class_aux_dn: 1.971272 loss_bbox_aux_dn: 0.927361 loss_giou_aux_dn: 2.470960 loss: 15.961480 eta: 1 day, 17:06:19 batch_cost: 0.5737 data_cost: 0.0014 ips: 6.9727 images/s [03/31 07:12:21] ppdet.engine INFO: Epoch: [35] [2100/7329] learning_rate: 0.000100 loss_class: 0.542361 loss_bbox: 0.147485 loss_giou: 0.348116 loss_class_aux: 3.558318 loss_bbox_aux: 0.951359 loss_giou_aux: 2.348473 loss_class_dn: 0.317408 loss_bbox_dn: 0.157636 loss_giou_dn: 0.385594 loss_class_aux_dn: 1.710322 loss_bbox_aux_dn: 0.922730 loss_giou_aux_dn: 2.155629 loss: 14.136458 eta: 1 day, 17:05:30 batch_cost: 0.6153 data_cost: 0.0015 ips: 6.5012 images/s [03/31 07:13:27] ppdet.engine INFO: Epoch: [35] [2200/7329] learning_rate: 0.000100 loss_class: 0.642363 loss_bbox: 0.149705 loss_giou: 0.348021 loss_class_aux: 4.182563 loss_bbox_aux: 0.964574 loss_giou_aux: 2.259504 loss_class_dn: 0.337120 loss_bbox_dn: 0.158488 loss_giou_dn: 0.333327 loss_class_aux_dn: 1.854305 loss_bbox_aux_dn: 0.977757 loss_giou_aux_dn: 1.968047 loss: 15.156498 eta: 1 day, 17:04:39 batch_cost: 0.5849 data_cost: 0.0016 ips: 6.8390 images/s [03/31 07:14:27] ppdet.engine INFO: Epoch: [35] [2300/7329] learning_rate: 0.000100 loss_class: 0.555533 loss_bbox: 0.143703 loss_giou: 0.404697 loss_class_aux: 3.535889 loss_bbox_aux: 0.949144 loss_giou_aux: 2.569782 loss_class_dn: 0.337359 loss_bbox_dn: 0.151114 loss_giou_dn: 0.384493 loss_class_aux_dn: 1.819876 loss_bbox_aux_dn: 0.883217 loss_giou_aux_dn: 2.139637 loss: 14.113195 eta: 1 day, 17:03:44 batch_cost: 0.5436 data_cost: 0.0014 ips: 7.3586 images/s [03/31 07:15:28] ppdet.engine INFO: Epoch: [35] [2400/7329] learning_rate: 0.000100 loss_class: 0.571890 loss_bbox: 0.126732 loss_giou: 0.352988 loss_class_aux: 3.579131 loss_bbox_aux: 0.885138 loss_giou_aux: 2.291286 loss_class_dn: 0.315392 loss_bbox_dn: 0.145406 loss_giou_dn: 0.358722 loss_class_aux_dn: 1.719402 loss_bbox_aux_dn: 0.841661 loss_giou_aux_dn: 1.987851 loss: 13.631935 eta: 1 day, 17:02:48 batch_cost: 0.5491 data_cost: 0.0013 ips: 7.2848 images/s [03/31 07:16:35] ppdet.engine INFO: Epoch: [35] [2500/7329] learning_rate: 0.000100 loss_class: 0.584341 loss_bbox: 0.135469 loss_giou: 0.395102 loss_class_aux: 3.515294 loss_bbox_aux: 0.918637 loss_giou_aux: 2.489631 loss_class_dn: 0.320873 loss_bbox_dn: 0.159676 loss_giou_dn: 0.358563 loss_class_aux_dn: 1.731016 loss_bbox_aux_dn: 0.936525 loss_giou_aux_dn: 2.021937 loss: 13.817762 eta: 1 day, 17:01:59 batch_cost: 0.6040 data_cost: 0.0015 ips: 6.6226 images/s [03/31 07:17:34] ppdet.engine INFO: Epoch: [35] [2600/7329] learning_rate: 0.000100 loss_class: 0.642813 loss_bbox: 0.147479 loss_giou: 0.416609 loss_class_aux: 4.007556 loss_bbox_aux: 0.924414 loss_giou_aux: 2.676054 loss_class_dn: 0.342556 loss_bbox_dn: 0.160518 loss_giou_dn: 0.423749 loss_class_aux_dn: 1.852721 loss_bbox_aux_dn: 0.893359 loss_giou_aux_dn: 2.303758 loss: 15.854609 eta: 1 day, 17:01:04 batch_cost: 0.5448 data_cost: 0.0011 ips: 7.3420 images/s [03/31 07:18:34] ppdet.engine INFO: Epoch: [35] [2700/7329] learning_rate: 0.000100 loss_class: 0.615845 loss_bbox: 0.136784 loss_giou: 0.387893 loss_class_aux: 3.866386 loss_bbox_aux: 0.869162 loss_giou_aux: 2.371764 loss_class_dn: 0.351787 loss_bbox_dn: 0.142776 loss_giou_dn: 0.374148 loss_class_aux_dn: 1.908753 loss_bbox_aux_dn: 0.879219 loss_giou_aux_dn: 2.128381 loss: 14.189277 eta: 1 day, 17:00:07 batch_cost: 0.5388 data_cost: 0.0012 ips: 7.4241 images/s [03/31 07:19:38] ppdet.engine INFO: Epoch: [35] [2800/7329] learning_rate: 0.000100 loss_class: 0.548450 loss_bbox: 0.130632 loss_giou: 0.372860 loss_class_aux: 3.541436 loss_bbox_aux: 0.847035 loss_giou_aux: 2.334134 loss_class_dn: 0.322246 loss_bbox_dn: 0.154965 loss_giou_dn: 0.360319 loss_class_aux_dn: 1.717189 loss_bbox_aux_dn: 0.924851 loss_giou_aux_dn: 2.004941 loss: 13.763826 eta: 1 day, 16:59:16 batch_cost: 0.5878 data_cost: 0.0012 ips: 6.8047 images/s [03/31 07:20:41] ppdet.engine INFO: Epoch: [35] [2900/7329] learning_rate: 0.000100 loss_class: 0.520005 loss_bbox: 0.128550 loss_giou: 0.335297 loss_class_aux: 3.511565 loss_bbox_aux: 0.882824 loss_giou_aux: 2.176424 loss_class_dn: 0.325732 loss_bbox_dn: 0.148391 loss_giou_dn: 0.342733 loss_class_aux_dn: 1.732924 loss_bbox_aux_dn: 0.895427 loss_giou_aux_dn: 1.959572 loss: 14.107445 eta: 1 day, 16:58:24 batch_cost: 0.5750 data_cost: 0.0012 ips: 6.9571 images/s [03/31 07:21:47] ppdet.engine INFO: Epoch: [35] [3000/7329] learning_rate: 0.000100 loss_class: 0.583658 loss_bbox: 0.116944 loss_giou: 0.330113 loss_class_aux: 3.625974 loss_bbox_aux: 0.785340 loss_giou_aux: 2.166280 loss_class_dn: 0.292338 loss_bbox_dn: 0.130747 loss_giou_dn: 0.335759 loss_class_aux_dn: 1.641556 loss_bbox_aux_dn: 0.769146 loss_giou_aux_dn: 1.842658 loss: 12.932655 eta: 1 day, 16:57:34 batch_cost: 0.6007 data_cost: 0.0013 ips: 6.6585 images/s [03/31 07:22:48] ppdet.engine INFO: Epoch: [35] [3100/7329] learning_rate: 0.000100 loss_class: 0.593385 loss_bbox: 0.142925 loss_giou: 0.389476 loss_class_aux: 3.867089 loss_bbox_aux: 0.948525 loss_giou_aux: 2.468951 loss_class_dn: 0.330262 loss_bbox_dn: 0.149179 loss_giou_dn: 0.366104 loss_class_aux_dn: 1.816207 loss_bbox_aux_dn: 0.881479 loss_giou_aux_dn: 1.997180 loss: 13.940263 eta: 1 day, 16:56:38 batch_cost: 0.5408 data_cost: 0.0015 ips: 7.3971 images/s [03/31 07:23:48] ppdet.engine INFO: Epoch: [35] [3200/7329] learning_rate: 0.000100 loss_class: 0.564790 loss_bbox: 0.142290 loss_giou: 0.369837 loss_class_aux: 3.605902 loss_bbox_aux: 0.938536 loss_giou_aux: 2.336508 loss_class_dn: 0.318202 loss_bbox_dn: 0.151007 loss_giou_dn: 0.337637 loss_class_aux_dn: 1.720010 loss_bbox_aux_dn: 0.912055 loss_giou_aux_dn: 1.900728 loss: 14.093271 eta: 1 day, 16:55:44 batch_cost: 0.5530 data_cost: 0.0013 ips: 7.2337 images/s [03/31 07:24:51] ppdet.engine INFO: Epoch: [35] [3300/7329] learning_rate: 0.000100 loss_class: 0.642295 loss_bbox: 0.138591 loss_giou: 0.369900 loss_class_aux: 4.103946 loss_bbox_aux: 0.938092 loss_giou_aux: 2.404741 loss_class_dn: 0.321053 loss_bbox_dn: 0.152961 loss_giou_dn: 0.406830 loss_class_aux_dn: 1.743862 loss_bbox_aux_dn: 0.880137 loss_giou_aux_dn: 2.245875 loss: 14.111481 eta: 1 day, 16:54:51 batch_cost: 0.5706 data_cost: 0.0012 ips: 7.0100 images/s [03/31 07:25:53] ppdet.engine INFO: Epoch: [35] [3400/7329] learning_rate: 0.000100 loss_class: 0.618697 loss_bbox: 0.159149 loss_giou: 0.488278 loss_class_aux: 3.909422 loss_bbox_aux: 1.097223 loss_giou_aux: 2.993053 loss_class_dn: 0.353977 loss_bbox_dn: 0.175219 loss_giou_dn: 0.452845 loss_class_aux_dn: 1.865362 loss_bbox_aux_dn: 1.032010 loss_giou_aux_dn: 2.465114 loss: 15.847809 eta: 1 day, 16:53:57 batch_cost: 0.5594 data_cost: 0.0013 ips: 7.1501 images/s [03/31 07:26:53] ppdet.engine INFO: Epoch: [35] [3500/7329] learning_rate: 0.000100 loss_class: 0.588145 loss_bbox: 0.147148 loss_giou: 0.380879 loss_class_aux: 3.734913 loss_bbox_aux: 1.011400 loss_giou_aux: 2.481637 loss_class_dn: 0.349737 loss_bbox_dn: 0.149547 loss_giou_dn: 0.402360 loss_class_aux_dn: 1.857182 loss_bbox_aux_dn: 0.906856 loss_giou_aux_dn: 2.210760 loss: 15.005142 eta: 1 day, 16:53:02 batch_cost: 0.5526 data_cost: 0.0012 ips: 7.2382 images/s [03/31 07:27:52] ppdet.engine INFO: Epoch: [35] [3600/7329] learning_rate: 0.000100 loss_class: 0.609598 loss_bbox: 0.137488 loss_giou: 0.405759 loss_class_aux: 3.884092 loss_bbox_aux: 0.936754 loss_giou_aux: 2.558535 loss_class_dn: 0.337749 loss_bbox_dn: 0.158534 loss_giou_dn: 0.378581 loss_class_aux_dn: 1.836882 loss_bbox_aux_dn: 0.970599 loss_giou_aux_dn: 2.145911 loss: 14.938200 eta: 1 day, 16:52:05 batch_cost: 0.5312 data_cost: 0.0013 ips: 7.5307 images/s [03/31 07:28:51] ppdet.engine INFO: Epoch: [35] [3700/7329] learning_rate: 0.000100 loss_class: 0.609145 loss_bbox: 0.138411 loss_giou: 0.404931 loss_class_aux: 3.792435 loss_bbox_aux: 0.906199 loss_giou_aux: 2.656562 loss_class_dn: 0.340430 loss_bbox_dn: 0.150394 loss_giou_dn: 0.388789 loss_class_aux_dn: 1.831748 loss_bbox_aux_dn: 0.894420 loss_giou_aux_dn: 2.146066 loss: 15.328990 eta: 1 day, 16:51:09 batch_cost: 0.5334 data_cost: 0.0013 ips: 7.4996 images/s [03/31 07:29:51] ppdet.engine INFO: Epoch: [35] [3800/7329] learning_rate: 0.000100 loss_class: 0.670548 loss_bbox: 0.147880 loss_giou: 0.456322 loss_class_aux: 4.294542 loss_bbox_aux: 0.984437 loss_giou_aux: 2.781765 loss_class_dn: 0.355867 loss_bbox_dn: 0.158661 loss_giou_dn: 0.397945 loss_class_aux_dn: 1.908394 loss_bbox_aux_dn: 0.960524 loss_giou_aux_dn: 2.255358 loss: 16.062878 eta: 1 day, 16:50:14 batch_cost: 0.5527 data_cost: 0.0012 ips: 7.2374 images/s [03/31 07:30:50] ppdet.engine INFO: Epoch: [35] [3900/7329] learning_rate: 0.000100 loss_class: 0.577353 loss_bbox: 0.145032 loss_giou: 0.347442 loss_class_aux: 3.635215 loss_bbox_aux: 0.977954 loss_giou_aux: 2.236431 loss_class_dn: 0.316873 loss_bbox_dn: 0.153910 loss_giou_dn: 0.370934 loss_class_aux_dn: 1.696595 loss_bbox_aux_dn: 0.908858 loss_giou_aux_dn: 2.039159 loss: 14.260139 eta: 1 day, 16:49:17 batch_cost: 0.5329 data_cost: 0.0012 ips: 7.5062 images/s [03/31 07:31:53] ppdet.engine INFO: Epoch: [35] [4000/7329] learning_rate: 0.000100 loss_class: 0.566972 loss_bbox: 0.138363 loss_giou: 0.325263 loss_class_aux: 3.611615 loss_bbox_aux: 0.871138 loss_giou_aux: 2.076737 loss_class_dn: 0.287914 loss_bbox_dn: 0.143640 loss_giou_dn: 0.322315 loss_class_aux_dn: 1.548222 loss_bbox_aux_dn: 0.868603 loss_giou_aux_dn: 1.760123 loss: 13.389671 eta: 1 day, 16:48:25 batch_cost: 0.5745 data_cost: 0.0012 ips: 6.9625 images/s [03/31 07:32:52] ppdet.engine INFO: Epoch: [35] [4100/7329] learning_rate: 0.000100 loss_class: 0.639077 loss_bbox: 0.151473 loss_giou: 0.452948 loss_class_aux: 4.005930 loss_bbox_aux: 0.980794 loss_giou_aux: 2.851696 loss_class_dn: 0.372397 loss_bbox_dn: 0.160345 loss_giou_dn: 0.441512 loss_class_aux_dn: 1.972439 loss_bbox_aux_dn: 0.971131 loss_giou_aux_dn: 2.416801 loss: 15.755529 eta: 1 day, 16:47:28 batch_cost: 0.5310 data_cost: 0.0012 ips: 7.5335 images/s [03/31 07:33:52] ppdet.engine INFO: Epoch: [35] [4200/7329] learning_rate: 0.000100 loss_class: 0.571015 loss_bbox: 0.125358 loss_giou: 0.399763 loss_class_aux: 3.553849 loss_bbox_aux: 0.838420 loss_giou_aux: 2.589392 loss_class_dn: 0.334630 loss_bbox_dn: 0.130594 loss_giou_dn: 0.374517 loss_class_aux_dn: 1.800477 loss_bbox_aux_dn: 0.806433 loss_giou_aux_dn: 2.093321 loss: 14.024332 eta: 1 day, 16:46:32 batch_cost: 0.5432 data_cost: 0.0012 ips: 7.3640 images/s [03/31 07:34:49] ppdet.engine INFO: Epoch: [35] [4300/7329] learning_rate: 0.000100 loss_class: 0.487171 loss_bbox: 0.124825 loss_giou: 0.321127 loss_class_aux: 3.124924 loss_bbox_aux: 0.875767 loss_giou_aux: 2.082362 loss_class_dn: 0.270541 loss_bbox_dn: 0.143025 loss_giou_dn: 0.318222 loss_class_aux_dn: 1.462296 loss_bbox_aux_dn: 0.881790 loss_giou_aux_dn: 1.784770 loss: 12.324493 eta: 1 day, 16:45:33 batch_cost: 0.5131 data_cost: 0.0012 ips: 7.7955 images/s [03/31 07:35:51] ppdet.engine INFO: Epoch: [35] [4400/7329] learning_rate: 0.000100 loss_class: 0.576519 loss_bbox: 0.138435 loss_giou: 0.370182 loss_class_aux: 3.814538 loss_bbox_aux: 0.962301 loss_giou_aux: 2.361926 loss_class_dn: 0.328775 loss_bbox_dn: 0.143759 loss_giou_dn: 0.385346 loss_class_aux_dn: 1.797036 loss_bbox_aux_dn: 0.904946 loss_giou_aux_dn: 2.106197 loss: 15.397039 eta: 1 day, 16:44:39 batch_cost: 0.5555 data_cost: 0.0019 ips: 7.2007 images/s [03/31 07:36:53] ppdet.engine INFO: Epoch: [35] [4500/7329] learning_rate: 0.000100 loss_class: 0.563048 loss_bbox: 0.140362 loss_giou: 0.347745 loss_class_aux: 3.646102 loss_bbox_aux: 0.932615 loss_giou_aux: 2.173658 loss_class_dn: 0.288583 loss_bbox_dn: 0.145152 loss_giou_dn: 0.324463 loss_class_aux_dn: 1.570675 loss_bbox_aux_dn: 0.851105 loss_giou_aux_dn: 1.786533 loss: 13.401398 eta: 1 day, 16:43:45 batch_cost: 0.5610 data_cost: 0.0012 ips: 7.1305 images/s [03/31 07:37:51] ppdet.engine INFO: Epoch: [35] [4600/7329] learning_rate: 0.000100 loss_class: 0.527617 loss_bbox: 0.115442 loss_giou: 0.317328 loss_class_aux: 3.316956 loss_bbox_aux: 0.768555 loss_giou_aux: 1.955988 loss_class_dn: 0.282130 loss_bbox_dn: 0.133253 loss_giou_dn: 0.299123 loss_class_aux_dn: 1.523505 loss_bbox_aux_dn: 0.811427 loss_giou_aux_dn: 1.649972 loss: 11.703310 eta: 1 day, 16:42:48 batch_cost: 0.5264 data_cost: 0.0013 ips: 7.5983 images/s [03/31 07:38:58] ppdet.engine INFO: Epoch: [35] [4700/7329] learning_rate: 0.000100 loss_class: 0.573253 loss_bbox: 0.152487 loss_giou: 0.353640 loss_class_aux: 3.674404 loss_bbox_aux: 0.942204 loss_giou_aux: 2.240588 loss_class_dn: 0.310679 loss_bbox_dn: 0.151763 loss_giou_dn: 0.343765 loss_class_aux_dn: 1.695972 loss_bbox_aux_dn: 0.930248 loss_giou_aux_dn: 1.955463 loss: 13.917694 eta: 1 day, 16:41:57 batch_cost: 0.5915 data_cost: 0.0017 ips: 6.7623 images/s [03/31 07:39:58] ppdet.engine INFO: Epoch: [35] [4800/7329] learning_rate: 0.000100 loss_class: 0.523952 loss_bbox: 0.136527 loss_giou: 0.334206 loss_class_aux: 3.276613 loss_bbox_aux: 0.888808 loss_giou_aux: 2.148822 loss_class_dn: 0.312789 loss_bbox_dn: 0.158181 loss_giou_dn: 0.316483 loss_class_aux_dn: 1.626105 loss_bbox_aux_dn: 0.903740 loss_giou_aux_dn: 1.767444 loss: 12.923477 eta: 1 day, 16:41:03 batch_cost: 0.5544 data_cost: 0.0012 ips: 7.2147 images/s [03/31 07:40:58] ppdet.engine INFO: Epoch: [35] [4900/7329] learning_rate: 0.000100 loss_class: 0.584078 loss_bbox: 0.127563 loss_giou: 0.369500 loss_class_aux: 3.640636 loss_bbox_aux: 0.861042 loss_giou_aux: 2.305753 loss_class_dn: 0.312992 loss_bbox_dn: 0.134407 loss_giou_dn: 0.364452 loss_class_aux_dn: 1.674845 loss_bbox_aux_dn: 0.793616 loss_giou_aux_dn: 2.011622 loss: 14.270967 eta: 1 day, 16:40:07 batch_cost: 0.5427 data_cost: 0.0013 ips: 7.3706 images/s [03/31 07:41:59] ppdet.engine INFO: Epoch: [35] [5000/7329] learning_rate: 0.000100 loss_class: 0.627598 loss_bbox: 0.149623 loss_giou: 0.364316 loss_class_aux: 4.103782 loss_bbox_aux: 0.989872 loss_giou_aux: 2.373021 loss_class_dn: 0.348087 loss_bbox_dn: 0.149775 loss_giou_dn: 0.391351 loss_class_aux_dn: 1.902054 loss_bbox_aux_dn: 0.891569 loss_giou_aux_dn: 2.178699 loss: 15.586551 eta: 1 day, 16:39:12 batch_cost: 0.5498 data_cost: 0.0013 ips: 7.2759 images/s [03/31 07:42:54] ppdet.engine INFO: Epoch: [35] [5100/7329] learning_rate: 0.000100 loss_class: 0.589597 loss_bbox: 0.136671 loss_giou: 0.423080 loss_class_aux: 3.617783 loss_bbox_aux: 0.975917 loss_giou_aux: 2.654663 loss_class_dn: 0.331652 loss_bbox_dn: 0.163064 loss_giou_dn: 0.400880 loss_class_aux_dn: 1.755488 loss_bbox_aux_dn: 0.937954 loss_giou_aux_dn: 2.205781 loss: 14.635598 eta: 1 day, 16:38:11 batch_cost: 0.4938 data_cost: 0.0012 ips: 8.1006 images/s [03/31 07:43:54] ppdet.engine INFO: Epoch: [35] [5200/7329] learning_rate: 0.000100 loss_class: 0.620425 loss_bbox: 0.146501 loss_giou: 0.402040 loss_class_aux: 3.945520 loss_bbox_aux: 1.011797 loss_giou_aux: 2.675147 loss_class_dn: 0.343197 loss_bbox_dn: 0.166441 loss_giou_dn: 0.397146 loss_class_aux_dn: 1.872854 loss_bbox_aux_dn: 0.984945 loss_giou_aux_dn: 2.205435 loss: 15.228735 eta: 1 day, 16:37:16 batch_cost: 0.5458 data_cost: 0.0012 ips: 7.3290 images/s [03/31 07:44:56] ppdet.engine INFO: Epoch: [35] [5300/7329] learning_rate: 0.000100 loss_class: 0.621395 loss_bbox: 0.169295 loss_giou: 0.510475 loss_class_aux: 4.147868 loss_bbox_aux: 1.065264 loss_giou_aux: 3.178494 loss_class_dn: 0.384291 loss_bbox_dn: 0.149155 loss_giou_dn: 0.461560 loss_class_aux_dn: 2.118441 loss_bbox_aux_dn: 0.971558 loss_giou_aux_dn: 2.518730 loss: 17.178337 eta: 1 day, 16:36:22 batch_cost: 0.5668 data_cost: 0.0017 ips: 7.0569 images/s [03/31 07:45:57] ppdet.engine INFO: Epoch: [35] [5400/7329] learning_rate: 0.000100 loss_class: 0.578031 loss_bbox: 0.132719 loss_giou: 0.339875 loss_class_aux: 3.728598 loss_bbox_aux: 0.874556 loss_giou_aux: 2.177667 loss_class_dn: 0.315500 loss_bbox_dn: 0.159992 loss_giou_dn: 0.337113 loss_class_aux_dn: 1.713469 loss_bbox_aux_dn: 0.943183 loss_giou_aux_dn: 1.854165 loss: 13.528455 eta: 1 day, 16:35:28 batch_cost: 0.5586 data_cost: 0.0012 ips: 7.1604 images/s [03/31 07:46:56] ppdet.engine INFO: Epoch: [35] [5500/7329] learning_rate: 0.000100 loss_class: 0.641824 loss_bbox: 0.155580 loss_giou: 0.448196 loss_class_aux: 4.084297 loss_bbox_aux: 1.029468 loss_giou_aux: 2.850240 loss_class_dn: 0.372448 loss_bbox_dn: 0.157177 loss_giou_dn: 0.428513 loss_class_aux_dn: 2.003301 loss_bbox_aux_dn: 0.933757 loss_giou_aux_dn: 2.317379 loss: 15.917223 eta: 1 day, 16:34:32 batch_cost: 0.5338 data_cost: 0.0013 ips: 7.4940 images/s [03/31 07:47:52] ppdet.engine INFO: Epoch: [35] [5600/7329] learning_rate: 0.000100 loss_class: 0.622881 loss_bbox: 0.145835 loss_giou: 0.354242 loss_class_aux: 3.983870 loss_bbox_aux: 0.984786 loss_giou_aux: 2.250625 loss_class_dn: 0.314325 loss_bbox_dn: 0.159771 loss_giou_dn: 0.330105 loss_class_aux_dn: 1.693690 loss_bbox_aux_dn: 0.964810 loss_giou_aux_dn: 1.852581 loss: 14.151615 eta: 1 day, 16:33:32 batch_cost: 0.5036 data_cost: 0.0014 ips: 7.9423 images/s [03/31 07:48:53] ppdet.engine INFO: Epoch: [35] [5700/7329] learning_rate: 0.000100 loss_class: 0.569120 loss_bbox: 0.136570 loss_giou: 0.355167 loss_class_aux: 3.592917 loss_bbox_aux: 0.914382 loss_giou_aux: 2.305077 loss_class_dn: 0.320945 loss_bbox_dn: 0.149067 loss_giou_dn: 0.335748 loss_class_aux_dn: 1.753559 loss_bbox_aux_dn: 0.875948 loss_giou_aux_dn: 1.933764 loss: 13.374699 eta: 1 day, 16:32:38 batch_cost: 0.5551 data_cost: 0.0012 ips: 7.2063 images/s [03/31 07:49:50] ppdet.engine INFO: Epoch: [35] [5800/7329] learning_rate: 0.000100 loss_class: 0.612850 loss_bbox: 0.142198 loss_giou: 0.427541 loss_class_aux: 3.938280 loss_bbox_aux: 0.992208 loss_giou_aux: 2.691896 loss_class_dn: 0.364236 loss_bbox_dn: 0.164194 loss_giou_dn: 0.418082 loss_class_aux_dn: 2.006777 loss_bbox_aux_dn: 0.955147 loss_giou_aux_dn: 2.423217 loss: 15.802692 eta: 1 day, 16:31:40 batch_cost: 0.5199 data_cost: 0.0013 ips: 7.6944 images/s [03/31 07:50:49] ppdet.engine INFO: Epoch: [35] [5900/7329] learning_rate: 0.000100 loss_class: 0.577443 loss_bbox: 0.135950 loss_giou: 0.374323 loss_class_aux: 3.745230 loss_bbox_aux: 0.930880 loss_giou_aux: 2.440951 loss_class_dn: 0.336944 loss_bbox_dn: 0.138183 loss_giou_dn: 0.358085 loss_class_aux_dn: 1.822297 loss_bbox_aux_dn: 0.808046 loss_giou_aux_dn: 2.028506 loss: 14.444478 eta: 1 day, 16:30:43 batch_cost: 0.5294 data_cost: 0.0013 ips: 7.5562 images/s [03/31 07:51:49] ppdet.engine INFO: Epoch: [35] [6000/7329] learning_rate: 0.000100 loss_class: 0.696373 loss_bbox: 0.143285 loss_giou: 0.407779 loss_class_aux: 4.422075 loss_bbox_aux: 0.963783 loss_giou_aux: 2.633768 loss_class_dn: 0.370731 loss_bbox_dn: 0.151190 loss_giou_dn: 0.409508 loss_class_aux_dn: 1.974577 loss_bbox_aux_dn: 0.950827 loss_giou_aux_dn: 2.329856 loss: 16.188179 eta: 1 day, 16:29:47 batch_cost: 0.5453 data_cost: 0.0012 ips: 7.3359 images/s [03/31 07:52:48] ppdet.engine INFO: Epoch: [35] [6100/7329] learning_rate: 0.000100 loss_class: 0.566578 loss_bbox: 0.154157 loss_giou: 0.395082 loss_class_aux: 3.642461 loss_bbox_aux: 1.031698 loss_giou_aux: 2.560196 loss_class_dn: 0.325216 loss_bbox_dn: 0.165589 loss_giou_dn: 0.417677 loss_class_aux_dn: 1.772829 loss_bbox_aux_dn: 1.021445 loss_giou_aux_dn: 2.281005 loss: 14.993622 eta: 1 day, 16:28:50 batch_cost: 0.5310 data_cost: 0.0013 ips: 7.5333 images/s [03/31 07:53:44] ppdet.engine INFO: Epoch: [35] [6200/7329] learning_rate: 0.000100 loss_class: 0.570833 loss_bbox: 0.147639 loss_giou: 0.408940 loss_class_aux: 3.627959 loss_bbox_aux: 0.991621 loss_giou_aux: 2.644075 loss_class_dn: 0.346541 loss_bbox_dn: 0.145507 loss_giou_dn: 0.369588 loss_class_aux_dn: 1.826028 loss_bbox_aux_dn: 0.868243 loss_giou_aux_dn: 2.091497 loss: 14.566032 eta: 1 day, 16:27:51 batch_cost: 0.5055 data_cost: 0.0012 ips: 7.9125 images/s [03/31 07:54:42] ppdet.engine INFO: Epoch: [35] [6300/7329] learning_rate: 0.000100 loss_class: 0.536011 loss_bbox: 0.129518 loss_giou: 0.364468 loss_class_aux: 3.433573 loss_bbox_aux: 0.843496 loss_giou_aux: 2.278653 loss_class_dn: 0.315263 loss_bbox_dn: 0.142862 loss_giou_dn: 0.326583 loss_class_aux_dn: 1.639353 loss_bbox_aux_dn: 0.873555 loss_giou_aux_dn: 1.935755 loss: 13.411732 eta: 1 day, 16:26:53 batch_cost: 0.5239 data_cost: 0.0013 ips: 7.6357 images/s [03/31 07:55:40] ppdet.engine INFO: Epoch: [35] [6400/7329] learning_rate: 0.000100 loss_class: 0.540209 loss_bbox: 0.142520 loss_giou: 0.330982 loss_class_aux: 3.524439 loss_bbox_aux: 0.914992 loss_giou_aux: 2.116495 loss_class_dn: 0.300408 loss_bbox_dn: 0.148875 loss_giou_dn: 0.321999 loss_class_aux_dn: 1.648287 loss_bbox_aux_dn: 0.901144 loss_giou_aux_dn: 1.781108 loss: 13.558357 eta: 1 day, 16:25:56 batch_cost: 0.5267 data_cost: 0.0012 ips: 7.5951 images/s [03/31 07:56:35] ppdet.engine INFO: Epoch: [35] [6500/7329] learning_rate: 0.000100 loss_class: 0.603177 loss_bbox: 0.147122 loss_giou: 0.408977 loss_class_aux: 3.740620 loss_bbox_aux: 0.959233 loss_giou_aux: 2.584725 loss_class_dn: 0.344314 loss_bbox_dn: 0.159858 loss_giou_dn: 0.394847 loss_class_aux_dn: 1.879987 loss_bbox_aux_dn: 0.930104 loss_giou_aux_dn: 2.245504 loss: 15.161081 eta: 1 day, 16:24:56 batch_cost: 0.5006 data_cost: 0.0012 ips: 7.9905 images/s [03/31 07:57:34] ppdet.engine INFO: Epoch: [35] [6600/7329] learning_rate: 0.000100 loss_class: 0.542686 loss_bbox: 0.131519 loss_giou: 0.366350 loss_class_aux: 3.346156 loss_bbox_aux: 0.882263 loss_giou_aux: 2.414913 loss_class_dn: 0.286581 loss_bbox_dn: 0.159159 loss_giou_dn: 0.348114 loss_class_aux_dn: 1.563617 loss_bbox_aux_dn: 0.936694 loss_giou_aux_dn: 1.944872 loss: 13.312689 eta: 1 day, 16:23:59 batch_cost: 0.5271 data_cost: 0.0013 ips: 7.5894 images/s [03/31 07:58:33] ppdet.engine INFO: Epoch: [35] [6700/7329] learning_rate: 0.000100 loss_class: 0.615974 loss_bbox: 0.132586 loss_giou: 0.450523 loss_class_aux: 3.894194 loss_bbox_aux: 0.881184 loss_giou_aux: 2.845333 loss_class_dn: 0.352401 loss_bbox_dn: 0.140588 loss_giou_dn: 0.419116 loss_class_aux_dn: 1.931395 loss_bbox_aux_dn: 0.883833 loss_giou_aux_dn: 2.245372 loss: 15.127576 eta: 1 day, 16:23:02 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5457 images/s [03/31 07:59:31] ppdet.engine INFO: Epoch: [35] [6800/7329] learning_rate: 0.000100 loss_class: 0.594762 loss_bbox: 0.166921 loss_giou: 0.422681 loss_class_aux: 3.809165 loss_bbox_aux: 1.056254 loss_giou_aux: 2.661293 loss_class_dn: 0.337680 loss_bbox_dn: 0.167413 loss_giou_dn: 0.400745 loss_class_aux_dn: 1.815974 loss_bbox_aux_dn: 1.003256 loss_giou_aux_dn: 2.243054 loss: 14.430937 eta: 1 day, 16:22:04 batch_cost: 0.5255 data_cost: 0.0013 ips: 7.6124 images/s [03/31 08:00:28] ppdet.engine INFO: Epoch: [35] [6900/7329] learning_rate: 0.000100 loss_class: 0.579631 loss_bbox: 0.145784 loss_giou: 0.445283 loss_class_aux: 3.827137 loss_bbox_aux: 0.907596 loss_giou_aux: 2.796148 loss_class_dn: 0.348771 loss_bbox_dn: 0.138888 loss_giou_dn: 0.411721 loss_class_aux_dn: 1.895629 loss_bbox_aux_dn: 0.821409 loss_giou_aux_dn: 2.261512 loss: 15.372513 eta: 1 day, 16:21:06 batch_cost: 0.5117 data_cost: 0.0013 ips: 7.8171 images/s [03/31 08:01:31] ppdet.engine INFO: Epoch: [35] [7000/7329] learning_rate: 0.000100 loss_class: 0.602368 loss_bbox: 0.128244 loss_giou: 0.444589 loss_class_aux: 3.607701 loss_bbox_aux: 0.895178 loss_giou_aux: 2.853411 loss_class_dn: 0.339729 loss_bbox_dn: 0.145307 loss_giou_dn: 0.379259 loss_class_aux_dn: 1.851469 loss_bbox_aux_dn: 0.852030 loss_giou_aux_dn: 2.110404 loss: 14.759851 eta: 1 day, 16:20:12 batch_cost: 0.5664 data_cost: 0.0013 ips: 7.0621 images/s [03/31 08:02:32] ppdet.engine INFO: Epoch: [35] [7100/7329] learning_rate: 0.000100 loss_class: 0.629091 loss_bbox: 0.141947 loss_giou: 0.470719 loss_class_aux: 3.887089 loss_bbox_aux: 0.919640 loss_giou_aux: 2.880388 loss_class_dn: 0.355702 loss_bbox_dn: 0.131114 loss_giou_dn: 0.401865 loss_class_aux_dn: 1.939311 loss_bbox_aux_dn: 0.804014 loss_giou_aux_dn: 2.258694 loss: 14.971042 eta: 1 day, 16:19:19 batch_cost: 0.5605 data_cost: 0.0012 ips: 7.1362 images/s [03/31 08:03:35] ppdet.engine INFO: Epoch: [35] [7200/7329] learning_rate: 0.000100 loss_class: 0.538031 loss_bbox: 0.139039 loss_giou: 0.386450 loss_class_aux: 3.380744 loss_bbox_aux: 0.926447 loss_giou_aux: 2.421887 loss_class_dn: 0.337438 loss_bbox_dn: 0.141703 loss_giou_dn: 0.365941 loss_class_aux_dn: 1.802758 loss_bbox_aux_dn: 0.870656 loss_giou_aux_dn: 2.039318 loss: 13.967044 eta: 1 day, 16:18:26 batch_cost: 0.5771 data_cost: 0.0012 ips: 6.9314 images/s [03/31 08:04:31] ppdet.engine INFO: Epoch: [35] [7300/7329] learning_rate: 0.000100 loss_class: 0.647859 loss_bbox: 0.154270 loss_giou: 0.342138 loss_class_aux: 4.095410 loss_bbox_aux: 1.032236 loss_giou_aux: 2.229824 loss_class_dn: 0.335358 loss_bbox_dn: 0.181390 loss_giou_dn: 0.368110 loss_class_aux_dn: 1.783852 loss_bbox_aux_dn: 1.094885 loss_giou_aux_dn: 2.101497 loss: 15.234161 eta: 1 day, 16:17:27 batch_cost: 0.5071 data_cost: 0.0013 ips: 7.8882 images/s [03/31 08:04:53] ppdet.engine INFO: Eval iter: 0 [03/31 08:05:23] ppdet.engine INFO: Eval iter: 100 [03/31 08:05:51] ppdet.engine INFO: Eval iter: 200 [03/31 08:06:19] ppdet.engine INFO: Eval iter: 300 [03/31 08:06:48] ppdet.engine INFO: Eval iter: 400 [03/31 08:07:18] ppdet.engine INFO: Eval iter: 500 [03/31 08:07:47] ppdet.engine INFO: Eval iter: 600 [03/31 08:08:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/31 08:08:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.41s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.95s). Accumulating evaluation results... DONE (t=28.07s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.333 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 ] = 0.698 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 ] = 0.650 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 ] = 0.536 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 [03/31 08:11:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.439824524821795 [03/31 08:11:05] ppdet.engine INFO: Best test bbox ap is 0.522. [03/31 08:11:09] ppdet.engine INFO: Epoch: [36] [ 0/7329] learning_rate: 0.000100 loss_class: 0.667562 loss_bbox: 0.155013 loss_giou: 0.351317 loss_class_aux: 4.258170 loss_bbox_aux: 1.044090 loss_giou_aux: 2.230553 loss_class_dn: 0.343400 loss_bbox_dn: 0.189169 loss_giou_dn: 0.360426 loss_class_aux_dn: 1.880223 loss_bbox_aux_dn: 1.106296 loss_giou_aux_dn: 2.074431 loss: 15.810924 eta: 1 day, 16:17:10 batch_cost: 0.5082 data_cost: 0.0013 ips: 7.8706 images/s [03/31 08:12:09] ppdet.engine INFO: Epoch: [36] [ 100/7329] learning_rate: 0.000100 loss_class: 0.506504 loss_bbox: 0.136614 loss_giou: 0.349690 loss_class_aux: 3.210047 loss_bbox_aux: 0.879686 loss_giou_aux: 2.307697 loss_class_dn: 0.283997 loss_bbox_dn: 0.139613 loss_giou_dn: 0.326615 loss_class_aux_dn: 1.546513 loss_bbox_aux_dn: 0.823628 loss_giou_aux_dn: 1.850203 loss: 12.733423 eta: 1 day, 16:16:15 batch_cost: 0.5529 data_cost: 0.0013 ips: 7.2342 images/s [03/31 08:13:09] ppdet.engine INFO: Epoch: [36] [ 200/7329] learning_rate: 0.000100 loss_class: 0.617774 loss_bbox: 0.136631 loss_giou: 0.341696 loss_class_aux: 3.919174 loss_bbox_aux: 0.932430 loss_giou_aux: 2.161079 loss_class_dn: 0.298220 loss_bbox_dn: 0.158837 loss_giou_dn: 0.338094 loss_class_aux_dn: 1.624662 loss_bbox_aux_dn: 0.928062 loss_giou_aux_dn: 1.884596 loss: 13.720457 eta: 1 day, 16:15:19 batch_cost: 0.5422 data_cost: 0.0012 ips: 7.3776 images/s [03/31 08:14:12] ppdet.engine INFO: Epoch: [36] [ 300/7329] learning_rate: 0.000100 loss_class: 0.606084 loss_bbox: 0.133066 loss_giou: 0.345817 loss_class_aux: 3.738154 loss_bbox_aux: 0.905757 loss_giou_aux: 2.219008 loss_class_dn: 0.312328 loss_bbox_dn: 0.150526 loss_giou_dn: 0.344496 loss_class_aux_dn: 1.717289 loss_bbox_aux_dn: 0.881057 loss_giou_aux_dn: 1.902352 loss: 13.649795 eta: 1 day, 16:14:26 batch_cost: 0.5676 data_cost: 0.0013 ips: 7.0476 images/s [03/31 08:15:14] ppdet.engine INFO: Epoch: [36] [ 400/7329] learning_rate: 0.000100 loss_class: 0.547165 loss_bbox: 0.143101 loss_giou: 0.391212 loss_class_aux: 3.582513 loss_bbox_aux: 0.920530 loss_giou_aux: 2.486706 loss_class_dn: 0.309540 loss_bbox_dn: 0.145578 loss_giou_dn: 0.358730 loss_class_aux_dn: 1.696204 loss_bbox_aux_dn: 0.920419 loss_giou_aux_dn: 2.088068 loss: 13.740277 eta: 1 day, 16:13:32 batch_cost: 0.5607 data_cost: 0.0013 ips: 7.1336 images/s [03/31 08:16:11] ppdet.engine INFO: Epoch: [36] [ 500/7329] learning_rate: 0.000100 loss_class: 0.652846 loss_bbox: 0.143890 loss_giou: 0.434599 loss_class_aux: 4.068251 loss_bbox_aux: 0.942881 loss_giou_aux: 2.907844 loss_class_dn: 0.379775 loss_bbox_dn: 0.160529 loss_giou_dn: 0.422240 loss_class_aux_dn: 2.011440 loss_bbox_aux_dn: 0.936479 loss_giou_aux_dn: 2.304997 loss: 15.726336 eta: 1 day, 16:12:34 batch_cost: 0.5155 data_cost: 0.0013 ips: 7.7592 images/s [03/31 08:17:17] ppdet.engine INFO: Epoch: [36] [ 600/7329] learning_rate: 0.000100 loss_class: 0.562138 loss_bbox: 0.155546 loss_giou: 0.440849 loss_class_aux: 3.593061 loss_bbox_aux: 0.980891 loss_giou_aux: 2.720159 loss_class_dn: 0.358496 loss_bbox_dn: 0.151951 loss_giou_dn: 0.394164 loss_class_aux_dn: 1.921035 loss_bbox_aux_dn: 0.933615 loss_giou_aux_dn: 2.153083 loss: 15.238808 eta: 1 day, 16:11:45 batch_cost: 0.6086 data_cost: 0.0026 ips: 6.5725 images/s [03/31 08:18:17] ppdet.engine INFO: Epoch: [36] [ 700/7329] learning_rate: 0.000100 loss_class: 0.594754 loss_bbox: 0.147775 loss_giou: 0.388195 loss_class_aux: 3.896501 loss_bbox_aux: 0.987702 loss_giou_aux: 2.429527 loss_class_dn: 0.331486 loss_bbox_dn: 0.154356 loss_giou_dn: 0.353997 loss_class_aux_dn: 1.795238 loss_bbox_aux_dn: 0.953899 loss_giou_aux_dn: 2.024082 loss: 14.510569 eta: 1 day, 16:10:49 batch_cost: 0.5388 data_cost: 0.0013 ips: 7.4245 images/s [03/31 08:19:16] ppdet.engine INFO: Epoch: [36] [ 800/7329] learning_rate: 0.000100 loss_class: 0.624409 loss_bbox: 0.139230 loss_giou: 0.424590 loss_class_aux: 3.925681 loss_bbox_aux: 0.955921 loss_giou_aux: 2.719875 loss_class_dn: 0.346639 loss_bbox_dn: 0.150848 loss_giou_dn: 0.402587 loss_class_aux_dn: 1.877776 loss_bbox_aux_dn: 0.900860 loss_giou_aux_dn: 2.241893 loss: 15.011160 eta: 1 day, 16:09:53 batch_cost: 0.5384 data_cost: 0.0013 ips: 7.4290 images/s [03/31 08:20:20] ppdet.engine INFO: Epoch: [36] [ 900/7329] learning_rate: 0.000100 loss_class: 0.586560 loss_bbox: 0.144749 loss_giou: 0.398193 loss_class_aux: 3.665153 loss_bbox_aux: 0.944427 loss_giou_aux: 2.513944 loss_class_dn: 0.339906 loss_bbox_dn: 0.162824 loss_giou_dn: 0.373700 loss_class_aux_dn: 1.801105 loss_bbox_aux_dn: 0.978802 loss_giou_aux_dn: 2.041801 loss: 14.478852 eta: 1 day, 16:09:01 batch_cost: 0.5816 data_cost: 0.0014 ips: 6.8771 images/s [03/31 08:21:32] ppdet.engine INFO: Epoch: [36] [1000/7329] learning_rate: 0.000100 loss_class: 0.548415 loss_bbox: 0.141906 loss_giou: 0.341449 loss_class_aux: 3.673544 loss_bbox_aux: 0.900445 loss_giou_aux: 2.274113 loss_class_dn: 0.323531 loss_bbox_dn: 0.146631 loss_giou_dn: 0.346098 loss_class_aux_dn: 1.750369 loss_bbox_aux_dn: 0.850074 loss_giou_aux_dn: 1.929622 loss: 13.715775 eta: 1 day, 16:08:17 batch_cost: 0.6580 data_cost: 0.0013 ips: 6.0792 images/s [03/31 08:22:39] ppdet.engine INFO: Epoch: [36] [1100/7329] learning_rate: 0.000100 loss_class: 0.562559 loss_bbox: 0.134668 loss_giou: 0.350851 loss_class_aux: 3.669635 loss_bbox_aux: 0.900771 loss_giou_aux: 2.198043 loss_class_dn: 0.307621 loss_bbox_dn: 0.172322 loss_giou_dn: 0.319875 loss_class_aux_dn: 1.665740 loss_bbox_aux_dn: 1.010189 loss_giou_aux_dn: 1.841253 loss: 13.407119 eta: 1 day, 16:07:28 batch_cost: 0.6162 data_cost: 0.0014 ips: 6.4909 images/s [03/31 08:23:38] ppdet.engine INFO: Epoch: [36] [1200/7329] learning_rate: 0.000100 loss_class: 0.522071 loss_bbox: 0.130290 loss_giou: 0.336962 loss_class_aux: 3.335561 loss_bbox_aux: 0.854869 loss_giou_aux: 2.192321 loss_class_dn: 0.304699 loss_bbox_dn: 0.146107 loss_giou_dn: 0.340980 loss_class_aux_dn: 1.666907 loss_bbox_aux_dn: 0.883383 loss_giou_aux_dn: 1.879856 loss: 12.916353 eta: 1 day, 16:06:31 batch_cost: 0.5282 data_cost: 0.0012 ips: 7.5728 images/s [03/31 08:24:36] ppdet.engine INFO: Epoch: [36] [1300/7329] learning_rate: 0.000100 loss_class: 0.610499 loss_bbox: 0.131657 loss_giou: 0.440840 loss_class_aux: 3.857632 loss_bbox_aux: 0.896011 loss_giou_aux: 2.823726 loss_class_dn: 0.360830 loss_bbox_dn: 0.133658 loss_giou_dn: 0.404597 loss_class_aux_dn: 1.919739 loss_bbox_aux_dn: 0.774042 loss_giou_aux_dn: 2.201016 loss: 15.257995 eta: 1 day, 16:05:34 batch_cost: 0.5276 data_cost: 0.0015 ips: 7.5813 images/s [03/31 08:25:41] ppdet.engine INFO: Epoch: [36] [1400/7329] learning_rate: 0.000100 loss_class: 0.550328 loss_bbox: 0.127809 loss_giou: 0.281633 loss_class_aux: 3.328755 loss_bbox_aux: 0.877520 loss_giou_aux: 1.886771 loss_class_dn: 0.296253 loss_bbox_dn: 0.134225 loss_giou_dn: 0.298916 loss_class_aux_dn: 1.605025 loss_bbox_aux_dn: 0.821528 loss_giou_aux_dn: 1.686376 loss: 12.150537 eta: 1 day, 16:04:43 batch_cost: 0.5912 data_cost: 0.0014 ips: 6.7653 images/s [03/31 08:26:48] ppdet.engine INFO: Epoch: [36] [1500/7329] learning_rate: 0.000100 loss_class: 0.541052 loss_bbox: 0.120881 loss_giou: 0.382108 loss_class_aux: 3.399816 loss_bbox_aux: 0.803443 loss_giou_aux: 2.394495 loss_class_dn: 0.308445 loss_bbox_dn: 0.133491 loss_giou_dn: 0.350791 loss_class_aux_dn: 1.640640 loss_bbox_aux_dn: 0.801619 loss_giou_aux_dn: 1.971028 loss: 13.189681 eta: 1 day, 16:03:51 batch_cost: 0.5822 data_cost: 0.0016 ips: 6.8710 images/s [03/31 08:27:52] ppdet.engine INFO: Epoch: [36] [1600/7329] learning_rate: 0.000100 loss_class: 0.627262 loss_bbox: 0.140083 loss_giou: 0.395700 loss_class_aux: 4.012707 loss_bbox_aux: 1.022200 loss_giou_aux: 2.632945 loss_class_dn: 0.336799 loss_bbox_dn: 0.161872 loss_giou_dn: 0.382741 loss_class_aux_dn: 1.831234 loss_bbox_aux_dn: 0.980186 loss_giou_aux_dn: 2.142026 loss: 14.884098 eta: 1 day, 16:02:59 batch_cost: 0.5779 data_cost: 0.0016 ips: 6.9219 images/s [03/31 08:28:51] ppdet.engine INFO: Epoch: [36] [1700/7329] learning_rate: 0.000100 loss_class: 0.604606 loss_bbox: 0.132243 loss_giou: 0.351447 loss_class_aux: 3.811716 loss_bbox_aux: 0.889307 loss_giou_aux: 2.282297 loss_class_dn: 0.312407 loss_bbox_dn: 0.145075 loss_giou_dn: 0.356467 loss_class_aux_dn: 1.750450 loss_bbox_aux_dn: 0.851484 loss_giou_aux_dn: 2.016648 loss: 13.971601 eta: 1 day, 16:02:03 batch_cost: 0.5350 data_cost: 0.0012 ips: 7.4766 images/s [03/31 08:29:49] ppdet.engine INFO: Epoch: [36] [1800/7329] learning_rate: 0.000100 loss_class: 0.583739 loss_bbox: 0.148405 loss_giou: 0.362208 loss_class_aux: 3.747268 loss_bbox_aux: 0.996714 loss_giou_aux: 2.218876 loss_class_dn: 0.318590 loss_bbox_dn: 0.159459 loss_giou_dn: 0.335331 loss_class_aux_dn: 1.735008 loss_bbox_aux_dn: 0.946953 loss_giou_aux_dn: 1.903499 loss: 13.341102 eta: 1 day, 16:01:06 batch_cost: 0.5273 data_cost: 0.0013 ips: 7.5858 images/s [03/31 08:30:45] ppdet.engine INFO: Epoch: [36] [1900/7329] learning_rate: 0.000100 loss_class: 0.576727 loss_bbox: 0.134265 loss_giou: 0.381162 loss_class_aux: 3.698985 loss_bbox_aux: 0.868174 loss_giou_aux: 2.389443 loss_class_dn: 0.334550 loss_bbox_dn: 0.164193 loss_giou_dn: 0.376719 loss_class_aux_dn: 1.753567 loss_bbox_aux_dn: 0.956867 loss_giou_aux_dn: 2.123255 loss: 14.187926 eta: 1 day, 16:00:06 batch_cost: 0.5015 data_cost: 0.0013 ips: 7.9758 images/s [03/31 08:31:50] ppdet.engine INFO: Epoch: [36] [2000/7329] learning_rate: 0.000100 loss_class: 0.630516 loss_bbox: 0.147171 loss_giou: 0.428365 loss_class_aux: 4.179474 loss_bbox_aux: 0.947647 loss_giou_aux: 2.822390 loss_class_dn: 0.363442 loss_bbox_dn: 0.144839 loss_giou_dn: 0.414475 loss_class_aux_dn: 1.940121 loss_bbox_aux_dn: 0.864384 loss_giou_aux_dn: 2.316662 loss: 15.096478 eta: 1 day, 15:59:16 batch_cost: 0.6007 data_cost: 0.0013 ips: 6.6584 images/s [03/31 08:32:52] ppdet.engine INFO: Epoch: [36] [2100/7329] learning_rate: 0.000100 loss_class: 0.564516 loss_bbox: 0.138079 loss_giou: 0.394514 loss_class_aux: 3.667199 loss_bbox_aux: 0.915899 loss_giou_aux: 2.554164 loss_class_dn: 0.299715 loss_bbox_dn: 0.148325 loss_giou_dn: 0.366345 loss_class_aux_dn: 1.620052 loss_bbox_aux_dn: 0.855232 loss_giou_aux_dn: 2.025278 loss: 12.939234 eta: 1 day, 15:58:21 batch_cost: 0.5531 data_cost: 0.0014 ips: 7.2320 images/s [03/31 08:33:51] ppdet.engine INFO: Epoch: [36] [2200/7329] learning_rate: 0.000100 loss_class: 0.570111 loss_bbox: 0.138114 loss_giou: 0.376206 loss_class_aux: 3.625245 loss_bbox_aux: 0.890036 loss_giou_aux: 2.368124 loss_class_dn: 0.323757 loss_bbox_dn: 0.143893 loss_giou_dn: 0.357501 loss_class_aux_dn: 1.707282 loss_bbox_aux_dn: 0.871002 loss_giou_aux_dn: 1.957922 loss: 13.712577 eta: 1 day, 15:57:25 batch_cost: 0.5375 data_cost: 0.0013 ips: 7.4416 images/s [03/31 08:34:53] ppdet.engine INFO: Epoch: [36] [2300/7329] learning_rate: 0.000100 loss_class: 0.654117 loss_bbox: 0.134818 loss_giou: 0.368901 loss_class_aux: 4.205442 loss_bbox_aux: 0.893650 loss_giou_aux: 2.403563 loss_class_dn: 0.353452 loss_bbox_dn: 0.149536 loss_giou_dn: 0.373755 loss_class_aux_dn: 1.879982 loss_bbox_aux_dn: 0.882645 loss_giou_aux_dn: 2.164340 loss: 15.127658 eta: 1 day, 15:56:30 batch_cost: 0.5528 data_cost: 0.0014 ips: 7.2364 images/s [03/31 08:35:53] ppdet.engine INFO: Epoch: [36] [2400/7329] learning_rate: 0.000100 loss_class: 0.607331 loss_bbox: 0.128703 loss_giou: 0.434614 loss_class_aux: 3.881459 loss_bbox_aux: 0.852508 loss_giou_aux: 2.737410 loss_class_dn: 0.345586 loss_bbox_dn: 0.128213 loss_giou_dn: 0.420107 loss_class_aux_dn: 1.828780 loss_bbox_aux_dn: 0.767454 loss_giou_aux_dn: 2.290635 loss: 15.142135 eta: 1 day, 15:55:35 batch_cost: 0.5452 data_cost: 0.0014 ips: 7.3370 images/s [03/31 08:36:55] ppdet.engine INFO: Epoch: [36] [2500/7329] learning_rate: 0.000100 loss_class: 0.567430 loss_bbox: 0.144373 loss_giou: 0.347108 loss_class_aux: 3.578640 loss_bbox_aux: 0.919306 loss_giou_aux: 2.220261 loss_class_dn: 0.316505 loss_bbox_dn: 0.170158 loss_giou_dn: 0.344186 loss_class_aux_dn: 1.728412 loss_bbox_aux_dn: 0.976741 loss_giou_aux_dn: 1.915934 loss: 13.774261 eta: 1 day, 15:54:41 batch_cost: 0.5653 data_cost: 0.0015 ips: 7.0764 images/s [03/31 08:38:00] ppdet.engine INFO: Epoch: [36] [2600/7329] learning_rate: 0.000100 loss_class: 0.573779 loss_bbox: 0.145401 loss_giou: 0.351347 loss_class_aux: 3.547520 loss_bbox_aux: 0.959301 loss_giou_aux: 2.271565 loss_class_dn: 0.300942 loss_bbox_dn: 0.158871 loss_giou_dn: 0.355674 loss_class_aux_dn: 1.625993 loss_bbox_aux_dn: 0.934521 loss_giou_aux_dn: 1.953058 loss: 13.133888 eta: 1 day, 15:53:50 batch_cost: 0.5844 data_cost: 0.0015 ips: 6.8441 images/s [03/31 08:39:14] ppdet.engine INFO: Epoch: [36] [2700/7329] learning_rate: 0.000100 loss_class: 0.622523 loss_bbox: 0.146125 loss_giou: 0.417207 loss_class_aux: 3.965833 loss_bbox_aux: 0.978861 loss_giou_aux: 2.703579 loss_class_dn: 0.361547 loss_bbox_dn: 0.158266 loss_giou_dn: 0.408938 loss_class_aux_dn: 1.901304 loss_bbox_aux_dn: 0.957830 loss_giou_aux_dn: 2.262424 loss: 15.495121 eta: 1 day, 15:53:06 batch_cost: 0.6610 data_cost: 0.0019 ips: 6.0510 images/s [03/31 08:40:30] ppdet.engine INFO: Epoch: [36] [2800/7329] learning_rate: 0.000100 loss_class: 0.560568 loss_bbox: 0.125009 loss_giou: 0.320222 loss_class_aux: 3.541786 loss_bbox_aux: 0.840478 loss_giou_aux: 2.063760 loss_class_dn: 0.296631 loss_bbox_dn: 0.151335 loss_giou_dn: 0.328395 loss_class_aux_dn: 1.596289 loss_bbox_aux_dn: 0.894482 loss_giou_aux_dn: 1.826738 loss: 13.606298 eta: 1 day, 15:52:26 batch_cost: 0.6996 data_cost: 0.0012 ips: 5.7177 images/s [03/31 08:41:30] ppdet.engine INFO: Epoch: [36] [2900/7329] learning_rate: 0.000100 loss_class: 0.563815 loss_bbox: 0.120517 loss_giou: 0.348727 loss_class_aux: 3.575229 loss_bbox_aux: 0.811721 loss_giou_aux: 2.199235 loss_class_dn: 0.308659 loss_bbox_dn: 0.133302 loss_giou_dn: 0.311468 loss_class_aux_dn: 1.648830 loss_bbox_aux_dn: 0.828958 loss_giou_aux_dn: 1.702262 loss: 12.575914 eta: 1 day, 15:51:30 batch_cost: 0.5428 data_cost: 0.0013 ips: 7.3686 images/s [03/31 08:42:26] ppdet.engine INFO: Epoch: [36] [3000/7329] learning_rate: 0.000100 loss_class: 0.567117 loss_bbox: 0.137160 loss_giou: 0.436072 loss_class_aux: 3.629170 loss_bbox_aux: 0.917401 loss_giou_aux: 2.770966 loss_class_dn: 0.354577 loss_bbox_dn: 0.160467 loss_giou_dn: 0.400308 loss_class_aux_dn: 1.862617 loss_bbox_aux_dn: 0.963322 loss_giou_aux_dn: 2.210724 loss: 14.751019 eta: 1 day, 15:50:31 batch_cost: 0.5092 data_cost: 0.0015 ips: 7.8560 images/s [03/31 08:43:26] ppdet.engine INFO: Epoch: [36] [3100/7329] learning_rate: 0.000100 loss_class: 0.588642 loss_bbox: 0.139840 loss_giou: 0.393860 loss_class_aux: 3.758765 loss_bbox_aux: 0.926441 loss_giou_aux: 2.533854 loss_class_dn: 0.313054 loss_bbox_dn: 0.145914 loss_giou_dn: 0.350812 loss_class_aux_dn: 1.705193 loss_bbox_aux_dn: 0.887789 loss_giou_aux_dn: 1.957770 loss: 13.791740 eta: 1 day, 15:49:35 batch_cost: 0.5423 data_cost: 0.0014 ips: 7.3759 images/s [03/31 08:44:22] ppdet.engine INFO: Epoch: [36] [3200/7329] learning_rate: 0.000100 loss_class: 0.622396 loss_bbox: 0.142220 loss_giou: 0.420908 loss_class_aux: 3.954254 loss_bbox_aux: 0.959411 loss_giou_aux: 2.688152 loss_class_dn: 0.336703 loss_bbox_dn: 0.153025 loss_giou_dn: 0.385297 loss_class_aux_dn: 1.834648 loss_bbox_aux_dn: 0.929559 loss_giou_aux_dn: 2.171531 loss: 14.629144 eta: 1 day, 15:48:35 batch_cost: 0.5021 data_cost: 0.0013 ips: 7.9670 images/s [03/31 08:45:20] ppdet.engine INFO: Epoch: [36] [3300/7329] learning_rate: 0.000100 loss_class: 0.593240 loss_bbox: 0.154196 loss_giou: 0.526778 loss_class_aux: 3.735158 loss_bbox_aux: 0.988380 loss_giou_aux: 3.221531 loss_class_dn: 0.380070 loss_bbox_dn: 0.147141 loss_giou_dn: 0.466246 loss_class_aux_dn: 2.065852 loss_bbox_aux_dn: 0.877833 loss_giou_aux_dn: 2.613084 loss: 16.794960 eta: 1 day, 15:47:38 batch_cost: 0.5258 data_cost: 0.0012 ips: 7.6070 images/s [03/31 08:46:18] ppdet.engine INFO: Epoch: [36] [3400/7329] learning_rate: 0.000100 loss_class: 0.538203 loss_bbox: 0.137768 loss_giou: 0.345050 loss_class_aux: 3.456461 loss_bbox_aux: 0.892816 loss_giou_aux: 2.182670 loss_class_dn: 0.304165 loss_bbox_dn: 0.151428 loss_giou_dn: 0.332863 loss_class_aux_dn: 1.612243 loss_bbox_aux_dn: 0.897208 loss_giou_aux_dn: 1.835592 loss: 13.442762 eta: 1 day, 15:46:41 batch_cost: 0.5235 data_cost: 0.0013 ips: 7.6414 images/s [03/31 08:47:16] ppdet.engine INFO: Epoch: [36] [3500/7329] learning_rate: 0.000100 loss_class: 0.600818 loss_bbox: 0.136861 loss_giou: 0.298983 loss_class_aux: 3.744400 loss_bbox_aux: 0.957773 loss_giou_aux: 1.976299 loss_class_dn: 0.313249 loss_bbox_dn: 0.155469 loss_giou_dn: 0.311163 loss_class_aux_dn: 1.690322 loss_bbox_aux_dn: 0.968499 loss_giou_aux_dn: 1.770475 loss: 13.931797 eta: 1 day, 15:45:43 batch_cost: 0.5215 data_cost: 0.0012 ips: 7.6698 images/s [03/31 08:48:23] ppdet.engine INFO: Epoch: [36] [3600/7329] learning_rate: 0.000100 loss_class: 0.589405 loss_bbox: 0.147739 loss_giou: 0.402397 loss_class_aux: 3.672459 loss_bbox_aux: 0.977968 loss_giou_aux: 2.565664 loss_class_dn: 0.320743 loss_bbox_dn: 0.173493 loss_giou_dn: 0.364050 loss_class_aux_dn: 1.748098 loss_bbox_aux_dn: 0.979207 loss_giou_aux_dn: 2.009760 loss: 14.038557 eta: 1 day, 15:44:54 batch_cost: 0.6152 data_cost: 0.0013 ips: 6.5015 images/s [03/31 08:49:22] ppdet.engine INFO: Epoch: [36] [3700/7329] learning_rate: 0.000100 loss_class: 0.593570 loss_bbox: 0.143685 loss_giou: 0.353219 loss_class_aux: 3.715809 loss_bbox_aux: 0.969634 loss_giou_aux: 2.289281 loss_class_dn: 0.331678 loss_bbox_dn: 0.148534 loss_giou_dn: 0.335221 loss_class_aux_dn: 1.854313 loss_bbox_aux_dn: 0.848568 loss_giou_aux_dn: 1.866182 loss: 13.861139 eta: 1 day, 15:43:58 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5090 images/s [03/31 08:50:20] ppdet.engine INFO: Epoch: [36] [3800/7329] learning_rate: 0.000100 loss_class: 0.548912 loss_bbox: 0.136946 loss_giou: 0.409484 loss_class_aux: 3.513187 loss_bbox_aux: 0.848988 loss_giou_aux: 2.625193 loss_class_dn: 0.342303 loss_bbox_dn: 0.125993 loss_giou_dn: 0.389496 loss_class_aux_dn: 1.824925 loss_bbox_aux_dn: 0.771957 loss_giou_aux_dn: 2.242996 loss: 14.777513 eta: 1 day, 15:43:00 batch_cost: 0.5267 data_cost: 0.0012 ips: 7.5942 images/s [03/31 08:51:16] ppdet.engine INFO: Epoch: [36] [3900/7329] learning_rate: 0.000100 loss_class: 0.583296 loss_bbox: 0.141922 loss_giou: 0.341556 loss_class_aux: 3.699233 loss_bbox_aux: 0.922975 loss_giou_aux: 2.196517 loss_class_dn: 0.313056 loss_bbox_dn: 0.156806 loss_giou_dn: 0.357412 loss_class_aux_dn: 1.696430 loss_bbox_aux_dn: 0.913461 loss_giou_aux_dn: 1.952871 loss: 13.650805 eta: 1 day, 15:42:01 batch_cost: 0.5070 data_cost: 0.0012 ips: 7.8897 images/s [03/31 08:52:13] ppdet.engine INFO: Epoch: [36] [4000/7329] learning_rate: 0.000100 loss_class: 0.590015 loss_bbox: 0.132533 loss_giou: 0.393061 loss_class_aux: 3.763889 loss_bbox_aux: 0.890182 loss_giou_aux: 2.454628 loss_class_dn: 0.319629 loss_bbox_dn: 0.141200 loss_giou_dn: 0.362223 loss_class_aux_dn: 1.731202 loss_bbox_aux_dn: 0.858854 loss_giou_aux_dn: 2.022681 loss: 13.541010 eta: 1 day, 15:41:02 batch_cost: 0.5096 data_cost: 0.0013 ips: 7.8492 images/s [03/31 08:53:13] ppdet.engine INFO: Epoch: [36] [4100/7329] learning_rate: 0.000100 loss_class: 0.650991 loss_bbox: 0.156986 loss_giou: 0.456944 loss_class_aux: 4.149658 loss_bbox_aux: 1.057127 loss_giou_aux: 2.989340 loss_class_dn: 0.388312 loss_bbox_dn: 0.179940 loss_giou_dn: 0.456500 loss_class_aux_dn: 2.089412 loss_bbox_aux_dn: 1.027087 loss_giou_aux_dn: 2.518028 loss: 16.356106 eta: 1 day, 15:40:07 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3289 images/s [03/31 08:54:18] ppdet.engine INFO: Epoch: [36] [4200/7329] learning_rate: 0.000100 loss_class: 0.602470 loss_bbox: 0.136865 loss_giou: 0.387596 loss_class_aux: 3.816986 loss_bbox_aux: 0.891967 loss_giou_aux: 2.443390 loss_class_dn: 0.322024 loss_bbox_dn: 0.158064 loss_giou_dn: 0.408328 loss_class_aux_dn: 1.730975 loss_bbox_aux_dn: 0.928686 loss_giou_aux_dn: 2.235335 loss: 14.315388 eta: 1 day, 15:39:16 batch_cost: 0.5956 data_cost: 0.0014 ips: 6.7159 images/s [03/31 08:55:19] ppdet.engine INFO: Epoch: [36] [4300/7329] learning_rate: 0.000100 loss_class: 0.502520 loss_bbox: 0.121513 loss_giou: 0.274497 loss_class_aux: 3.269967 loss_bbox_aux: 0.841727 loss_giou_aux: 1.679999 loss_class_dn: 0.249436 loss_bbox_dn: 0.133819 loss_giou_dn: 0.254024 loss_class_aux_dn: 1.389756 loss_bbox_aux_dn: 0.833223 loss_giou_aux_dn: 1.433340 loss: 11.387426 eta: 1 day, 15:38:21 batch_cost: 0.5478 data_cost: 0.0013 ips: 7.3016 images/s [03/31 08:56:16] ppdet.engine INFO: Epoch: [36] [4400/7329] learning_rate: 0.000100 loss_class: 0.623491 loss_bbox: 0.154260 loss_giou: 0.416512 loss_class_aux: 4.036686 loss_bbox_aux: 1.022654 loss_giou_aux: 2.713588 loss_class_dn: 0.373575 loss_bbox_dn: 0.169903 loss_giou_dn: 0.435510 loss_class_aux_dn: 1.943596 loss_bbox_aux_dn: 0.968745 loss_giou_aux_dn: 2.387009 loss: 16.018589 eta: 1 day, 15:37:24 batch_cost: 0.5228 data_cost: 0.0013 ips: 7.6505 images/s [03/31 08:57:18] ppdet.engine INFO: Epoch: [36] [4500/7329] learning_rate: 0.000100 loss_class: 0.495440 loss_bbox: 0.132829 loss_giou: 0.337502 loss_class_aux: 3.225513 loss_bbox_aux: 0.906950 loss_giou_aux: 2.167987 loss_class_dn: 0.296903 loss_bbox_dn: 0.142994 loss_giou_dn: 0.326845 loss_class_aux_dn: 1.594561 loss_bbox_aux_dn: 0.835506 loss_giou_aux_dn: 1.875710 loss: 12.907022 eta: 1 day, 15:36:28 batch_cost: 0.5472 data_cost: 0.0014 ips: 7.3101 images/s [03/31 08:58:16] ppdet.engine INFO: Epoch: [36] [4600/7329] learning_rate: 0.000100 loss_class: 0.583132 loss_bbox: 0.131599 loss_giou: 0.367083 loss_class_aux: 3.687375 loss_bbox_aux: 0.894342 loss_giou_aux: 2.337640 loss_class_dn: 0.319384 loss_bbox_dn: 0.147981 loss_giou_dn: 0.339705 loss_class_aux_dn: 1.728065 loss_bbox_aux_dn: 0.904356 loss_giou_aux_dn: 1.910667 loss: 13.596296 eta: 1 day, 15:35:32 batch_cost: 0.5313 data_cost: 0.0013 ips: 7.5286 images/s [03/31 08:59:14] ppdet.engine INFO: Epoch: [36] [4700/7329] learning_rate: 0.000100 loss_class: 0.604027 loss_bbox: 0.134991 loss_giou: 0.356564 loss_class_aux: 3.790267 loss_bbox_aux: 0.869544 loss_giou_aux: 2.188351 loss_class_dn: 0.306988 loss_bbox_dn: 0.145148 loss_giou_dn: 0.357230 loss_class_aux_dn: 1.639880 loss_bbox_aux_dn: 0.869704 loss_giou_aux_dn: 2.000930 loss: 14.176748 eta: 1 day, 15:34:34 batch_cost: 0.5229 data_cost: 0.0012 ips: 7.6501 images/s [03/31 09:00:14] ppdet.engine INFO: Epoch: [36] [4800/7329] learning_rate: 0.000100 loss_class: 0.646794 loss_bbox: 0.157407 loss_giou: 0.427036 loss_class_aux: 4.000824 loss_bbox_aux: 0.994629 loss_giou_aux: 2.731417 loss_class_dn: 0.337763 loss_bbox_dn: 0.158545 loss_giou_dn: 0.398550 loss_class_aux_dn: 1.781732 loss_bbox_aux_dn: 0.917429 loss_giou_aux_dn: 2.200108 loss: 14.648191 eta: 1 day, 15:33:38 batch_cost: 0.5383 data_cost: 0.0014 ips: 7.4312 images/s [03/31 09:01:12] ppdet.engine INFO: Epoch: [36] [4900/7329] learning_rate: 0.000100 loss_class: 0.512068 loss_bbox: 0.139513 loss_giou: 0.355171 loss_class_aux: 3.428442 loss_bbox_aux: 0.896214 loss_giou_aux: 2.247515 loss_class_dn: 0.307109 loss_bbox_dn: 0.144233 loss_giou_dn: 0.323701 loss_class_aux_dn: 1.622426 loss_bbox_aux_dn: 0.844832 loss_giou_aux_dn: 1.789554 loss: 12.304743 eta: 1 day, 15:32:41 batch_cost: 0.5265 data_cost: 0.0013 ips: 7.5978 images/s [03/31 09:02:13] ppdet.engine INFO: Epoch: [36] [5000/7329] learning_rate: 0.000100 loss_class: 0.581908 loss_bbox: 0.151544 loss_giou: 0.376294 loss_class_aux: 3.609737 loss_bbox_aux: 0.993722 loss_giou_aux: 2.419063 loss_class_dn: 0.322116 loss_bbox_dn: 0.161331 loss_giou_dn: 0.386831 loss_class_aux_dn: 1.770692 loss_bbox_aux_dn: 0.966643 loss_giou_aux_dn: 2.131516 loss: 14.620525 eta: 1 day, 15:31:47 batch_cost: 0.5594 data_cost: 0.0012 ips: 7.1507 images/s [03/31 09:03:14] ppdet.engine INFO: Epoch: [36] [5100/7329] learning_rate: 0.000100 loss_class: 0.621807 loss_bbox: 0.153330 loss_giou: 0.357218 loss_class_aux: 3.991695 loss_bbox_aux: 1.014880 loss_giou_aux: 2.308668 loss_class_dn: 0.343421 loss_bbox_dn: 0.157892 loss_giou_dn: 0.394254 loss_class_aux_dn: 1.883161 loss_bbox_aux_dn: 0.956450 loss_giou_aux_dn: 2.130422 loss: 15.156439 eta: 1 day, 15:30:52 batch_cost: 0.5511 data_cost: 0.0013 ips: 7.2582 images/s [03/31 09:04:12] ppdet.engine INFO: Epoch: [36] [5200/7329] learning_rate: 0.000100 loss_class: 0.516019 loss_bbox: 0.152199 loss_giou: 0.338371 loss_class_aux: 3.298802 loss_bbox_aux: 0.954456 loss_giou_aux: 2.139211 loss_class_dn: 0.299853 loss_bbox_dn: 0.155230 loss_giou_dn: 0.319091 loss_class_aux_dn: 1.646744 loss_bbox_aux_dn: 0.896169 loss_giou_aux_dn: 1.813220 loss: 12.888529 eta: 1 day, 15:29:54 batch_cost: 0.5245 data_cost: 0.0015 ips: 7.6263 images/s [03/31 09:05:15] ppdet.engine INFO: Epoch: [36] [5300/7329] learning_rate: 0.000100 loss_class: 0.637744 loss_bbox: 0.135451 loss_giou: 0.434968 loss_class_aux: 3.927644 loss_bbox_aux: 0.906162 loss_giou_aux: 2.950332 loss_class_dn: 0.362978 loss_bbox_dn: 0.131591 loss_giou_dn: 0.444909 loss_class_aux_dn: 1.926615 loss_bbox_aux_dn: 0.770834 loss_giou_aux_dn: 2.493830 loss: 16.050232 eta: 1 day, 15:29:02 batch_cost: 0.5715 data_cost: 0.0014 ips: 6.9994 images/s [03/31 09:06:15] ppdet.engine INFO: Epoch: [36] [5400/7329] learning_rate: 0.000100 loss_class: 0.620666 loss_bbox: 0.152775 loss_giou: 0.410883 loss_class_aux: 3.916797 loss_bbox_aux: 0.988011 loss_giou_aux: 2.661111 loss_class_dn: 0.331305 loss_bbox_dn: 0.158093 loss_giou_dn: 0.411217 loss_class_aux_dn: 1.796281 loss_bbox_aux_dn: 0.963876 loss_giou_aux_dn: 2.359332 loss: 14.729327 eta: 1 day, 15:28:07 batch_cost: 0.5544 data_cost: 0.0011 ips: 7.2144 images/s [03/31 09:07:16] ppdet.engine INFO: Epoch: [36] [5500/7329] learning_rate: 0.000100 loss_class: 0.630219 loss_bbox: 0.163099 loss_giou: 0.469264 loss_class_aux: 4.180718 loss_bbox_aux: 1.030714 loss_giou_aux: 2.884212 loss_class_dn: 0.342257 loss_bbox_dn: 0.180033 loss_giou_dn: 0.427036 loss_class_aux_dn: 1.882402 loss_bbox_aux_dn: 1.034968 loss_giou_aux_dn: 2.344112 loss: 15.719835 eta: 1 day, 15:27:13 batch_cost: 0.5566 data_cost: 0.0011 ips: 7.1862 images/s [03/31 09:08:12] ppdet.engine INFO: Epoch: [36] [5600/7329] learning_rate: 0.000100 loss_class: 0.600015 loss_bbox: 0.123991 loss_giou: 0.362738 loss_class_aux: 3.620008 loss_bbox_aux: 0.838013 loss_giou_aux: 2.243735 loss_class_dn: 0.308006 loss_bbox_dn: 0.139725 loss_giou_dn: 0.375442 loss_class_aux_dn: 1.646398 loss_bbox_aux_dn: 0.854825 loss_giou_aux_dn: 2.097400 loss: 13.840037 eta: 1 day, 15:26:14 batch_cost: 0.5057 data_cost: 0.0011 ips: 7.9101 images/s [03/31 09:09:12] ppdet.engine INFO: Epoch: [36] [5700/7329] learning_rate: 0.000100 loss_class: 0.516794 loss_bbox: 0.131417 loss_giou: 0.323284 loss_class_aux: 3.371986 loss_bbox_aux: 0.863491 loss_giou_aux: 2.035368 loss_class_dn: 0.270712 loss_bbox_dn: 0.133381 loss_giou_dn: 0.291790 loss_class_aux_dn: 1.455652 loss_bbox_aux_dn: 0.858866 loss_giou_aux_dn: 1.653630 loss: 11.576687 eta: 1 day, 15:25:18 batch_cost: 0.5459 data_cost: 0.0013 ips: 7.3276 images/s [03/31 09:10:15] ppdet.engine INFO: Epoch: [36] [5800/7329] learning_rate: 0.000100 loss_class: 0.626923 loss_bbox: 0.142609 loss_giou: 0.453792 loss_class_aux: 4.030113 loss_bbox_aux: 0.935617 loss_giou_aux: 2.928109 loss_class_dn: 0.347439 loss_bbox_dn: 0.155375 loss_giou_dn: 0.422568 loss_class_aux_dn: 1.874189 loss_bbox_aux_dn: 0.947137 loss_giou_aux_dn: 2.347715 loss: 15.622868 eta: 1 day, 15:24:25 batch_cost: 0.5736 data_cost: 0.0012 ips: 6.9739 images/s [03/31 09:11:16] ppdet.engine INFO: Epoch: [36] [5900/7329] learning_rate: 0.000100 loss_class: 0.569017 loss_bbox: 0.130071 loss_giou: 0.379700 loss_class_aux: 3.706715 loss_bbox_aux: 0.920201 loss_giou_aux: 2.363079 loss_class_dn: 0.319467 loss_bbox_dn: 0.135000 loss_giou_dn: 0.337144 loss_class_aux_dn: 1.711443 loss_bbox_aux_dn: 0.784444 loss_giou_aux_dn: 1.956441 loss: 14.393350 eta: 1 day, 15:23:30 batch_cost: 0.5486 data_cost: 0.0013 ips: 7.2912 images/s [03/31 09:12:16] ppdet.engine INFO: Epoch: [36] [6000/7329] learning_rate: 0.000100 loss_class: 0.544265 loss_bbox: 0.132798 loss_giou: 0.316550 loss_class_aux: 3.471731 loss_bbox_aux: 0.893710 loss_giou_aux: 2.115624 loss_class_dn: 0.301652 loss_bbox_dn: 0.157116 loss_giou_dn: 0.314153 loss_class_aux_dn: 1.656177 loss_bbox_aux_dn: 0.886933 loss_giou_aux_dn: 1.816902 loss: 13.150579 eta: 1 day, 15:22:35 batch_cost: 0.5446 data_cost: 0.0013 ips: 7.3454 images/s [03/31 09:13:12] ppdet.engine INFO: Epoch: [36] [6100/7329] learning_rate: 0.000100 loss_class: 0.585074 loss_bbox: 0.140576 loss_giou: 0.355554 loss_class_aux: 3.570791 loss_bbox_aux: 0.946862 loss_giou_aux: 2.430991 loss_class_dn: 0.316925 loss_bbox_dn: 0.140782 loss_giou_dn: 0.350937 loss_class_aux_dn: 1.744467 loss_bbox_aux_dn: 0.864920 loss_giou_aux_dn: 1.926926 loss: 13.844225 eta: 1 day, 15:21:35 batch_cost: 0.5013 data_cost: 0.0014 ips: 7.9790 images/s [03/31 09:14:09] ppdet.engine INFO: Epoch: [36] [6200/7329] learning_rate: 0.000100 loss_class: 0.601033 loss_bbox: 0.157350 loss_giou: 0.396815 loss_class_aux: 3.753580 loss_bbox_aux: 1.029777 loss_giou_aux: 2.519211 loss_class_dn: 0.314647 loss_bbox_dn: 0.164917 loss_giou_dn: 0.412213 loss_class_aux_dn: 1.779681 loss_bbox_aux_dn: 1.069405 loss_giou_aux_dn: 2.260813 loss: 14.547536 eta: 1 day, 15:20:37 batch_cost: 0.5201 data_cost: 0.0013 ips: 7.6903 images/s [03/31 09:15:07] ppdet.engine INFO: Epoch: [36] [6300/7329] learning_rate: 0.000100 loss_class: 0.567840 loss_bbox: 0.132242 loss_giou: 0.391440 loss_class_aux: 3.724150 loss_bbox_aux: 0.858877 loss_giou_aux: 2.543133 loss_class_dn: 0.302809 loss_bbox_dn: 0.132326 loss_giou_dn: 0.371958 loss_class_aux_dn: 1.668839 loss_bbox_aux_dn: 0.750347 loss_giou_aux_dn: 2.051349 loss: 13.743498 eta: 1 day, 15:19:40 batch_cost: 0.5211 data_cost: 0.0015 ips: 7.6758 images/s [03/31 09:16:08] ppdet.engine INFO: Epoch: [36] [6400/7329] learning_rate: 0.000100 loss_class: 0.547121 loss_bbox: 0.138192 loss_giou: 0.341798 loss_class_aux: 3.511729 loss_bbox_aux: 0.898678 loss_giou_aux: 2.287185 loss_class_dn: 0.306996 loss_bbox_dn: 0.149335 loss_giou_dn: 0.331492 loss_class_aux_dn: 1.643404 loss_bbox_aux_dn: 0.929731 loss_giou_aux_dn: 1.865841 loss: 13.330105 eta: 1 day, 15:18:45 batch_cost: 0.5492 data_cost: 0.0013 ips: 7.2830 images/s [03/31 09:17:07] ppdet.engine INFO: Epoch: [36] [6500/7329] learning_rate: 0.000100 loss_class: 0.579292 loss_bbox: 0.127854 loss_giou: 0.380633 loss_class_aux: 3.630755 loss_bbox_aux: 0.830620 loss_giou_aux: 2.513517 loss_class_dn: 0.325720 loss_bbox_dn: 0.141269 loss_giou_dn: 0.383439 loss_class_aux_dn: 1.769788 loss_bbox_aux_dn: 0.876682 loss_giou_aux_dn: 2.147834 loss: 14.746422 eta: 1 day, 15:17:49 batch_cost: 0.5375 data_cost: 0.0012 ips: 7.4417 images/s [03/31 09:18:12] ppdet.engine INFO: Epoch: [36] [6600/7329] learning_rate: 0.000100 loss_class: 0.585164 loss_bbox: 0.133868 loss_giou: 0.363324 loss_class_aux: 3.747768 loss_bbox_aux: 0.896006 loss_giou_aux: 2.408354 loss_class_dn: 0.337806 loss_bbox_dn: 0.148441 loss_giou_dn: 0.346392 loss_class_aux_dn: 1.831085 loss_bbox_aux_dn: 0.874801 loss_giou_aux_dn: 2.001124 loss: 13.897158 eta: 1 day, 15:16:56 batch_cost: 0.5737 data_cost: 0.0023 ips: 6.9728 images/s [03/31 09:19:13] ppdet.engine INFO: Epoch: [36] [6700/7329] learning_rate: 0.000100 loss_class: 0.564340 loss_bbox: 0.136563 loss_giou: 0.340884 loss_class_aux: 3.577744 loss_bbox_aux: 0.900868 loss_giou_aux: 2.242663 loss_class_dn: 0.319957 loss_bbox_dn: 0.165509 loss_giou_dn: 0.337804 loss_class_aux_dn: 1.697929 loss_bbox_aux_dn: 0.977216 loss_giou_aux_dn: 1.837322 loss: 13.625141 eta: 1 day, 15:16:01 batch_cost: 0.5514 data_cost: 0.0013 ips: 7.2542 images/s [03/31 09:20:11] ppdet.engine INFO: Epoch: [36] [6800/7329] learning_rate: 0.000100 loss_class: 0.576486 loss_bbox: 0.124129 loss_giou: 0.399063 loss_class_aux: 3.616653 loss_bbox_aux: 0.879713 loss_giou_aux: 2.494530 loss_class_dn: 0.323580 loss_bbox_dn: 0.146115 loss_giou_dn: 0.369856 loss_class_aux_dn: 1.745638 loss_bbox_aux_dn: 0.882586 loss_giou_aux_dn: 2.073005 loss: 14.452332 eta: 1 day, 15:15:04 batch_cost: 0.5259 data_cost: 0.0012 ips: 7.6060 images/s [03/31 09:21:09] ppdet.engine INFO: Epoch: [36] [6900/7329] learning_rate: 0.000100 loss_class: 0.570113 loss_bbox: 0.144834 loss_giou: 0.353090 loss_class_aux: 3.545492 loss_bbox_aux: 0.919617 loss_giou_aux: 2.221592 loss_class_dn: 0.306799 loss_bbox_dn: 0.151486 loss_giou_dn: 0.348221 loss_class_aux_dn: 1.657589 loss_bbox_aux_dn: 0.882463 loss_giou_aux_dn: 1.920225 loss: 14.278931 eta: 1 day, 15:14:07 batch_cost: 0.5278 data_cost: 0.0013 ips: 7.5787 images/s [03/31 09:22:10] ppdet.engine INFO: Epoch: [36] [7000/7329] learning_rate: 0.000100 loss_class: 0.548271 loss_bbox: 0.109485 loss_giou: 0.382781 loss_class_aux: 3.443503 loss_bbox_aux: 0.756644 loss_giou_aux: 2.458281 loss_class_dn: 0.308713 loss_bbox_dn: 0.132198 loss_giou_dn: 0.368435 loss_class_aux_dn: 1.664508 loss_bbox_aux_dn: 0.758206 loss_giou_aux_dn: 2.024796 loss: 13.788338 eta: 1 day, 15:13:12 batch_cost: 0.5527 data_cost: 0.0013 ips: 7.2378 images/s [03/31 09:23:10] ppdet.engine INFO: Epoch: [36] [7100/7329] learning_rate: 0.000100 loss_class: 0.517703 loss_bbox: 0.128952 loss_giou: 0.369992 loss_class_aux: 3.381905 loss_bbox_aux: 0.863478 loss_giou_aux: 2.459892 loss_class_dn: 0.311877 loss_bbox_dn: 0.128283 loss_giou_dn: 0.378627 loss_class_aux_dn: 1.696378 loss_bbox_aux_dn: 0.767591 loss_giou_aux_dn: 2.070014 loss: 15.080046 eta: 1 day, 15:12:17 batch_cost: 0.5482 data_cost: 0.0013 ips: 7.2968 images/s [03/31 09:24:07] ppdet.engine INFO: Epoch: [36] [7200/7329] learning_rate: 0.000100 loss_class: 0.533571 loss_bbox: 0.130622 loss_giou: 0.384166 loss_class_aux: 3.560662 loss_bbox_aux: 0.851100 loss_giou_aux: 2.504860 loss_class_dn: 0.314311 loss_bbox_dn: 0.131216 loss_giou_dn: 0.354882 loss_class_aux_dn: 1.717421 loss_bbox_aux_dn: 0.802369 loss_giou_aux_dn: 1.995501 loss: 12.958027 eta: 1 day, 15:11:19 batch_cost: 0.5137 data_cost: 0.0012 ips: 7.7861 images/s [03/31 09:25:06] ppdet.engine INFO: Epoch: [36] [7300/7329] learning_rate: 0.000100 loss_class: 0.567786 loss_bbox: 0.142855 loss_giou: 0.343351 loss_class_aux: 3.720762 loss_bbox_aux: 0.894684 loss_giou_aux: 2.165105 loss_class_dn: 0.306895 loss_bbox_dn: 0.135795 loss_giou_dn: 0.336390 loss_class_aux_dn: 1.677794 loss_bbox_aux_dn: 0.792018 loss_giou_aux_dn: 1.828078 loss: 13.236097 eta: 1 day, 15:10:22 batch_cost: 0.5309 data_cost: 0.0012 ips: 7.5344 images/s [03/31 09:25:33] ppdet.engine INFO: Eval iter: 0 [03/31 09:26:02] ppdet.engine INFO: Eval iter: 100 [03/31 09:26:30] ppdet.engine INFO: Eval iter: 200 [03/31 09:26:59] ppdet.engine INFO: Eval iter: 300 [03/31 09:27:28] ppdet.engine INFO: Eval iter: 400 [03/31 09:27:57] ppdet.engine INFO: Eval iter: 500 [03/31 09:28:27] ppdet.engine INFO: Eval iter: 600 [03/31 09:28:56] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/31 09:28:57] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.79s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=109.42s). Accumulating evaluation results... DONE (t=27.93s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.565 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 ] = 0.568 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 ] = 0.650 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 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 [03/31 09:31:39] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.606924175149622 [03/31 09:31:39] ppdet.engine INFO: Best test bbox ap is 0.523. [03/31 09:31:42] ppdet.engine INFO: Epoch: [37] [ 0/7329] learning_rate: 0.000100 loss_class: 0.565420 loss_bbox: 0.145599 loss_giou: 0.343351 loss_class_aux: 3.525875 loss_bbox_aux: 0.901730 loss_giou_aux: 2.222687 loss_class_dn: 0.305699 loss_bbox_dn: 0.142285 loss_giou_dn: 0.354154 loss_class_aux_dn: 1.674769 loss_bbox_aux_dn: 0.810484 loss_giou_aux_dn: 1.972223 loss: 13.236097 eta: 1 day, 15:10:11 batch_cost: 0.5940 data_cost: 0.0013 ips: 6.7337 images/s [03/31 09:32:41] ppdet.engine INFO: Epoch: [37] [ 100/7329] learning_rate: 0.000100 loss_class: 0.608494 loss_bbox: 0.131741 loss_giou: 0.385040 loss_class_aux: 3.882809 loss_bbox_aux: 0.891948 loss_giou_aux: 2.448734 loss_class_dn: 0.337281 loss_bbox_dn: 0.151984 loss_giou_dn: 0.377940 loss_class_aux_dn: 1.796157 loss_bbox_aux_dn: 0.862638 loss_giou_aux_dn: 2.137508 loss: 15.128117 eta: 1 day, 15:09:15 batch_cost: 0.5373 data_cost: 0.0012 ips: 7.4443 images/s [03/31 09:33:41] ppdet.engine INFO: Epoch: [37] [ 200/7329] learning_rate: 0.000100 loss_class: 0.588125 loss_bbox: 0.144112 loss_giou: 0.366443 loss_class_aux: 3.791287 loss_bbox_aux: 0.942104 loss_giou_aux: 2.403648 loss_class_dn: 0.345724 loss_bbox_dn: 0.143399 loss_giou_dn: 0.342014 loss_class_aux_dn: 1.852613 loss_bbox_aux_dn: 0.855097 loss_giou_aux_dn: 1.919842 loss: 13.944124 eta: 1 day, 15:08:19 batch_cost: 0.5427 data_cost: 0.0012 ips: 7.3699 images/s [03/31 09:34:39] ppdet.engine INFO: Epoch: [37] [ 300/7329] learning_rate: 0.000100 loss_class: 0.563923 loss_bbox: 0.147044 loss_giou: 0.354392 loss_class_aux: 3.468144 loss_bbox_aux: 0.960124 loss_giou_aux: 2.264359 loss_class_dn: 0.314195 loss_bbox_dn: 0.145502 loss_giou_dn: 0.332634 loss_class_aux_dn: 1.700226 loss_bbox_aux_dn: 0.836283 loss_giou_aux_dn: 1.822396 loss: 13.507774 eta: 1 day, 15:07:21 batch_cost: 0.5218 data_cost: 0.0014 ips: 7.6659 images/s [03/31 09:35:39] ppdet.engine INFO: Epoch: [37] [ 400/7329] learning_rate: 0.000100 loss_class: 0.649015 loss_bbox: 0.142967 loss_giou: 0.453404 loss_class_aux: 4.094971 loss_bbox_aux: 0.936336 loss_giou_aux: 2.937128 loss_class_dn: 0.403026 loss_bbox_dn: 0.151271 loss_giou_dn: 0.462830 loss_class_aux_dn: 2.115455 loss_bbox_aux_dn: 0.891655 loss_giou_aux_dn: 2.493606 loss: 15.999232 eta: 1 day, 15:06:26 batch_cost: 0.5424 data_cost: 0.0012 ips: 7.3748 images/s [03/31 09:36:36] ppdet.engine INFO: Epoch: [37] [ 500/7329] learning_rate: 0.000100 loss_class: 0.547994 loss_bbox: 0.134134 loss_giou: 0.346201 loss_class_aux: 3.495016 loss_bbox_aux: 0.888612 loss_giou_aux: 2.263366 loss_class_dn: 0.302009 loss_bbox_dn: 0.156847 loss_giou_dn: 0.332471 loss_class_aux_dn: 1.602645 loss_bbox_aux_dn: 0.876127 loss_giou_aux_dn: 1.866738 loss: 13.367548 eta: 1 day, 15:05:28 batch_cost: 0.5225 data_cost: 0.0013 ips: 7.6557 images/s [03/31 09:37:36] ppdet.engine INFO: Epoch: [37] [ 600/7329] learning_rate: 0.000100 loss_class: 0.564626 loss_bbox: 0.138350 loss_giou: 0.369589 loss_class_aux: 3.531819 loss_bbox_aux: 0.930617 loss_giou_aux: 2.339279 loss_class_dn: 0.320154 loss_bbox_dn: 0.156246 loss_giou_dn: 0.361620 loss_class_aux_dn: 1.740465 loss_bbox_aux_dn: 0.892410 loss_giou_aux_dn: 2.014363 loss: 13.609509 eta: 1 day, 15:04:32 batch_cost: 0.5337 data_cost: 0.0015 ips: 7.4949 images/s [03/31 09:38:37] ppdet.engine INFO: Epoch: [37] [ 700/7329] learning_rate: 0.000100 loss_class: 0.697761 loss_bbox: 0.155890 loss_giou: 0.446950 loss_class_aux: 4.444390 loss_bbox_aux: 1.020162 loss_giou_aux: 2.850088 loss_class_dn: 0.388562 loss_bbox_dn: 0.164475 loss_giou_dn: 0.403751 loss_class_aux_dn: 2.099808 loss_bbox_aux_dn: 0.962612 loss_giou_aux_dn: 2.311920 loss: 16.556538 eta: 1 day, 15:03:38 batch_cost: 0.5610 data_cost: 0.0012 ips: 7.1300 images/s [03/31 09:39:41] ppdet.engine INFO: Epoch: [37] [ 800/7329] learning_rate: 0.000100 loss_class: 0.593462 loss_bbox: 0.136169 loss_giou: 0.400855 loss_class_aux: 3.751572 loss_bbox_aux: 0.857223 loss_giou_aux: 2.610414 loss_class_dn: 0.359856 loss_bbox_dn: 0.132701 loss_giou_dn: 0.398532 loss_class_aux_dn: 1.902460 loss_bbox_aux_dn: 0.814107 loss_giou_aux_dn: 2.231833 loss: 15.382340 eta: 1 day, 15:02:46 batch_cost: 0.5804 data_cost: 0.0013 ips: 6.8915 images/s [03/31 09:40:39] ppdet.engine INFO: Epoch: [37] [ 900/7329] learning_rate: 0.000100 loss_class: 0.611576 loss_bbox: 0.129416 loss_giou: 0.402258 loss_class_aux: 3.955740 loss_bbox_aux: 0.884691 loss_giou_aux: 2.561289 loss_class_dn: 0.357879 loss_bbox_dn: 0.145859 loss_giou_dn: 0.372788 loss_class_aux_dn: 1.875684 loss_bbox_aux_dn: 0.922773 loss_giou_aux_dn: 2.065836 loss: 14.391088 eta: 1 day, 15:01:49 batch_cost: 0.5292 data_cost: 0.0013 ips: 7.5584 images/s [03/31 09:41:38] ppdet.engine INFO: Epoch: [37] [1000/7329] learning_rate: 0.000100 loss_class: 0.582910 loss_bbox: 0.141750 loss_giou: 0.318197 loss_class_aux: 3.609093 loss_bbox_aux: 0.907156 loss_giou_aux: 2.124578 loss_class_dn: 0.305427 loss_bbox_dn: 0.152402 loss_giou_dn: 0.346686 loss_class_aux_dn: 1.626278 loss_bbox_aux_dn: 0.889700 loss_giou_aux_dn: 1.986112 loss: 13.374918 eta: 1 day, 15:00:52 batch_cost: 0.5280 data_cost: 0.0013 ips: 7.5762 images/s [03/31 09:42:34] ppdet.engine INFO: Epoch: [37] [1100/7329] learning_rate: 0.000100 loss_class: 0.624440 loss_bbox: 0.159103 loss_giou: 0.486026 loss_class_aux: 4.014103 loss_bbox_aux: 1.066121 loss_giou_aux: 2.979433 loss_class_dn: 0.360357 loss_bbox_dn: 0.172865 loss_giou_dn: 0.414358 loss_class_aux_dn: 1.985345 loss_bbox_aux_dn: 1.110134 loss_giou_aux_dn: 2.339079 loss: 15.149014 eta: 1 day, 14:59:53 batch_cost: 0.5092 data_cost: 0.0014 ips: 7.8549 images/s [03/31 09:43:37] ppdet.engine INFO: Epoch: [37] [1200/7329] learning_rate: 0.000100 loss_class: 0.556897 loss_bbox: 0.150497 loss_giou: 0.375303 loss_class_aux: 3.580201 loss_bbox_aux: 1.014902 loss_giou_aux: 2.450516 loss_class_dn: 0.314517 loss_bbox_dn: 0.159690 loss_giou_dn: 0.354957 loss_class_aux_dn: 1.751677 loss_bbox_aux_dn: 0.956000 loss_giou_aux_dn: 1.987187 loss: 14.558066 eta: 1 day, 14:59:00 batch_cost: 0.5716 data_cost: 0.0013 ips: 6.9982 images/s [03/31 09:44:38] ppdet.engine INFO: Epoch: [37] [1300/7329] learning_rate: 0.000100 loss_class: 0.586558 loss_bbox: 0.149370 loss_giou: 0.338345 loss_class_aux: 3.808194 loss_bbox_aux: 0.958375 loss_giou_aux: 2.185568 loss_class_dn: 0.328617 loss_bbox_dn: 0.164868 loss_giou_dn: 0.336972 loss_class_aux_dn: 1.782097 loss_bbox_aux_dn: 0.996839 loss_giou_aux_dn: 1.914924 loss: 14.565359 eta: 1 day, 14:58:05 batch_cost: 0.5502 data_cost: 0.0013 ips: 7.2695 images/s [03/31 09:45:41] ppdet.engine INFO: Epoch: [37] [1400/7329] learning_rate: 0.000100 loss_class: 0.625065 loss_bbox: 0.133537 loss_giou: 0.421270 loss_class_aux: 3.960012 loss_bbox_aux: 0.929472 loss_giou_aux: 2.585125 loss_class_dn: 0.352802 loss_bbox_dn: 0.140667 loss_giou_dn: 0.380882 loss_class_aux_dn: 1.908530 loss_bbox_aux_dn: 0.823838 loss_giou_aux_dn: 2.191976 loss: 15.377829 eta: 1 day, 14:57:13 batch_cost: 0.5772 data_cost: 0.0013 ips: 6.9303 images/s [03/31 09:46:38] ppdet.engine INFO: Epoch: [37] [1500/7329] learning_rate: 0.000100 loss_class: 0.556199 loss_bbox: 0.137711 loss_giou: 0.377591 loss_class_aux: 3.461356 loss_bbox_aux: 0.880884 loss_giou_aux: 2.450409 loss_class_dn: 0.311035 loss_bbox_dn: 0.135429 loss_giou_dn: 0.404850 loss_class_aux_dn: 1.667209 loss_bbox_aux_dn: 0.835085 loss_giou_aux_dn: 2.148473 loss: 14.194242 eta: 1 day, 14:56:14 batch_cost: 0.5111 data_cost: 0.0012 ips: 7.8257 images/s [03/31 09:47:36] ppdet.engine INFO: Epoch: [37] [1600/7329] learning_rate: 0.000100 loss_class: 0.573248 loss_bbox: 0.153138 loss_giou: 0.367662 loss_class_aux: 3.808593 loss_bbox_aux: 0.994974 loss_giou_aux: 2.397043 loss_class_dn: 0.336828 loss_bbox_dn: 0.154877 loss_giou_dn: 0.356906 loss_class_aux_dn: 1.846149 loss_bbox_aux_dn: 0.939920 loss_giou_aux_dn: 2.053176 loss: 13.954245 eta: 1 day, 14:55:18 batch_cost: 0.5321 data_cost: 0.0012 ips: 7.5178 images/s [03/31 09:48:41] ppdet.engine INFO: Epoch: [37] [1700/7329] learning_rate: 0.000100 loss_class: 0.588440 loss_bbox: 0.137200 loss_giou: 0.375970 loss_class_aux: 3.776422 loss_bbox_aux: 0.929666 loss_giou_aux: 2.533179 loss_class_dn: 0.322009 loss_bbox_dn: 0.162652 loss_giou_dn: 0.378657 loss_class_aux_dn: 1.738587 loss_bbox_aux_dn: 0.948784 loss_giou_aux_dn: 2.151329 loss: 14.529778 eta: 1 day, 14:54:25 batch_cost: 0.5785 data_cost: 0.0016 ips: 6.9141 images/s [03/31 09:49:48] ppdet.engine INFO: Epoch: [37] [1800/7329] learning_rate: 0.000100 loss_class: 0.556922 loss_bbox: 0.146050 loss_giou: 0.364025 loss_class_aux: 3.472031 loss_bbox_aux: 0.950850 loss_giou_aux: 2.348531 loss_class_dn: 0.312905 loss_bbox_dn: 0.141012 loss_giou_dn: 0.350990 loss_class_aux_dn: 1.645256 loss_bbox_aux_dn: 0.862266 loss_giou_aux_dn: 1.877076 loss: 12.961575 eta: 1 day, 14:53:35 batch_cost: 0.5940 data_cost: 0.0016 ips: 6.7345 images/s [03/31 09:50:49] ppdet.engine INFO: Epoch: [37] [1900/7329] learning_rate: 0.000100 loss_class: 0.580098 loss_bbox: 0.143061 loss_giou: 0.440356 loss_class_aux: 3.839851 loss_bbox_aux: 0.910561 loss_giou_aux: 2.810693 loss_class_dn: 0.327658 loss_bbox_dn: 0.149588 loss_giou_dn: 0.422744 loss_class_aux_dn: 1.798265 loss_bbox_aux_dn: 0.875043 loss_giou_aux_dn: 2.300885 loss: 14.229858 eta: 1 day, 14:52:40 batch_cost: 0.5528 data_cost: 0.0017 ips: 7.2353 images/s [03/31 09:51:50] ppdet.engine INFO: Epoch: [37] [2000/7329] learning_rate: 0.000100 loss_class: 0.601533 loss_bbox: 0.139133 loss_giou: 0.334385 loss_class_aux: 3.717474 loss_bbox_aux: 0.935645 loss_giou_aux: 2.068813 loss_class_dn: 0.323258 loss_bbox_dn: 0.150259 loss_giou_dn: 0.346193 loss_class_aux_dn: 1.752706 loss_bbox_aux_dn: 0.882443 loss_giou_aux_dn: 1.926733 loss: 14.091692 eta: 1 day, 14:51:45 batch_cost: 0.5470 data_cost: 0.0013 ips: 7.3123 images/s [03/31 09:52:50] ppdet.engine INFO: Epoch: [37] [2100/7329] learning_rate: 0.000100 loss_class: 0.593213 loss_bbox: 0.158739 loss_giou: 0.437544 loss_class_aux: 3.695990 loss_bbox_aux: 1.077817 loss_giou_aux: 2.764703 loss_class_dn: 0.343583 loss_bbox_dn: 0.154082 loss_giou_dn: 0.396936 loss_class_aux_dn: 1.860996 loss_bbox_aux_dn: 0.925402 loss_giou_aux_dn: 2.184524 loss: 14.976809 eta: 1 day, 14:50:50 batch_cost: 0.5525 data_cost: 0.0013 ips: 7.2405 images/s [03/31 09:53:53] ppdet.engine INFO: Epoch: [37] [2200/7329] learning_rate: 0.000100 loss_class: 0.609383 loss_bbox: 0.145063 loss_giou: 0.404547 loss_class_aux: 3.891423 loss_bbox_aux: 0.970646 loss_giou_aux: 2.650240 loss_class_dn: 0.364341 loss_bbox_dn: 0.153983 loss_giou_dn: 0.409736 loss_class_aux_dn: 1.928809 loss_bbox_aux_dn: 0.878441 loss_giou_aux_dn: 2.174006 loss: 15.504660 eta: 1 day, 14:49:57 batch_cost: 0.5661 data_cost: 0.0016 ips: 7.0660 images/s [03/31 09:54:52] ppdet.engine INFO: Epoch: [37] [2300/7329] learning_rate: 0.000100 loss_class: 0.600456 loss_bbox: 0.134255 loss_giou: 0.391956 loss_class_aux: 3.896301 loss_bbox_aux: 0.903571 loss_giou_aux: 2.601530 loss_class_dn: 0.336482 loss_bbox_dn: 0.158952 loss_giou_dn: 0.387068 loss_class_aux_dn: 1.796498 loss_bbox_aux_dn: 0.975676 loss_giou_aux_dn: 2.246058 loss: 14.597647 eta: 1 day, 14:49:00 batch_cost: 0.5306 data_cost: 0.0013 ips: 7.5388 images/s [03/31 09:55:50] ppdet.engine INFO: Epoch: [37] [2400/7329] learning_rate: 0.000100 loss_class: 0.632549 loss_bbox: 0.146942 loss_giou: 0.451285 loss_class_aux: 3.949640 loss_bbox_aux: 0.931830 loss_giou_aux: 2.944540 loss_class_dn: 0.359374 loss_bbox_dn: 0.153099 loss_giou_dn: 0.438091 loss_class_aux_dn: 1.885278 loss_bbox_aux_dn: 0.890644 loss_giou_aux_dn: 2.460832 loss: 16.152300 eta: 1 day, 14:48:02 batch_cost: 0.5216 data_cost: 0.0014 ips: 7.6683 images/s [03/31 09:56:46] ppdet.engine INFO: Epoch: [37] [2500/7329] learning_rate: 0.000100 loss_class: 0.565868 loss_bbox: 0.144682 loss_giou: 0.381511 loss_class_aux: 3.762892 loss_bbox_aux: 0.945001 loss_giou_aux: 2.395642 loss_class_dn: 0.336210 loss_bbox_dn: 0.163055 loss_giou_dn: 0.354562 loss_class_aux_dn: 1.801990 loss_bbox_aux_dn: 0.912668 loss_giou_aux_dn: 1.931980 loss: 14.665816 eta: 1 day, 14:47:03 batch_cost: 0.5013 data_cost: 0.0012 ips: 7.9793 images/s [03/31 09:57:49] ppdet.engine INFO: Epoch: [37] [2600/7329] learning_rate: 0.000100 loss_class: 0.629746 loss_bbox: 0.150940 loss_giou: 0.470465 loss_class_aux: 4.014082 loss_bbox_aux: 0.981084 loss_giou_aux: 2.871995 loss_class_dn: 0.356652 loss_bbox_dn: 0.154957 loss_giou_dn: 0.422412 loss_class_aux_dn: 1.907207 loss_bbox_aux_dn: 0.910125 loss_giou_aux_dn: 2.335775 loss: 15.459204 eta: 1 day, 14:46:11 batch_cost: 0.5793 data_cost: 0.0013 ips: 6.9048 images/s [03/31 09:59:01] ppdet.engine INFO: Epoch: [37] [2700/7329] learning_rate: 0.000100 loss_class: 0.521261 loss_bbox: 0.124507 loss_giou: 0.308428 loss_class_aux: 3.380649 loss_bbox_aux: 0.812875 loss_giou_aux: 1.937673 loss_class_dn: 0.276518 loss_bbox_dn: 0.128370 loss_giou_dn: 0.311612 loss_class_aux_dn: 1.504529 loss_bbox_aux_dn: 0.760023 loss_giou_aux_dn: 1.744105 loss: 12.011154 eta: 1 day, 14:45:25 batch_cost: 0.6564 data_cost: 0.0014 ips: 6.0942 images/s [03/31 10:00:02] ppdet.engine INFO: Epoch: [37] [2800/7329] learning_rate: 0.000100 loss_class: 0.590831 loss_bbox: 0.137992 loss_giou: 0.396910 loss_class_aux: 3.810653 loss_bbox_aux: 0.939580 loss_giou_aux: 2.571987 loss_class_dn: 0.336790 loss_bbox_dn: 0.159544 loss_giou_dn: 0.376374 loss_class_aux_dn: 1.841781 loss_bbox_aux_dn: 1.013020 loss_giou_aux_dn: 2.098577 loss: 15.633325 eta: 1 day, 14:44:31 batch_cost: 0.5511 data_cost: 0.0012 ips: 7.2586 images/s [03/31 10:00:58] ppdet.engine INFO: Epoch: [37] [2900/7329] learning_rate: 0.000100 loss_class: 0.571975 loss_bbox: 0.133933 loss_giou: 0.382490 loss_class_aux: 3.536599 loss_bbox_aux: 0.882782 loss_giou_aux: 2.389802 loss_class_dn: 0.304459 loss_bbox_dn: 0.132981 loss_giou_dn: 0.364294 loss_class_aux_dn: 1.669209 loss_bbox_aux_dn: 0.783085 loss_giou_aux_dn: 1.973951 loss: 13.632628 eta: 1 day, 14:43:32 batch_cost: 0.5069 data_cost: 0.0013 ips: 7.8916 images/s [03/31 10:01:54] ppdet.engine INFO: Epoch: [37] [3000/7329] learning_rate: 0.000100 loss_class: 0.566499 loss_bbox: 0.131740 loss_giou: 0.401431 loss_class_aux: 3.651784 loss_bbox_aux: 0.940739 loss_giou_aux: 2.604446 loss_class_dn: 0.340854 loss_bbox_dn: 0.161567 loss_giou_dn: 0.396782 loss_class_aux_dn: 1.846254 loss_bbox_aux_dn: 0.966463 loss_giou_aux_dn: 2.275330 loss: 15.035032 eta: 1 day, 14:42:33 batch_cost: 0.5089 data_cost: 0.0013 ips: 7.8600 images/s [03/31 10:02:58] ppdet.engine INFO: Epoch: [37] [3100/7329] learning_rate: 0.000100 loss_class: 0.548250 loss_bbox: 0.140096 loss_giou: 0.399202 loss_class_aux: 3.566338 loss_bbox_aux: 0.871264 loss_giou_aux: 2.641328 loss_class_dn: 0.322211 loss_bbox_dn: 0.154480 loss_giou_dn: 0.379487 loss_class_aux_dn: 1.701436 loss_bbox_aux_dn: 0.888757 loss_giou_aux_dn: 2.142381 loss: 14.933301 eta: 1 day, 14:41:40 batch_cost: 0.5686 data_cost: 0.0013 ips: 7.0345 images/s [03/31 10:03:58] ppdet.engine INFO: Epoch: [37] [3200/7329] learning_rate: 0.000100 loss_class: 0.589071 loss_bbox: 0.137840 loss_giou: 0.353418 loss_class_aux: 3.746776 loss_bbox_aux: 0.926634 loss_giou_aux: 2.276766 loss_class_dn: 0.324572 loss_bbox_dn: 0.140592 loss_giou_dn: 0.363019 loss_class_aux_dn: 1.754517 loss_bbox_aux_dn: 0.838663 loss_giou_aux_dn: 2.032418 loss: 14.085938 eta: 1 day, 14:40:43 batch_cost: 0.5351 data_cost: 0.0013 ips: 7.4748 images/s [03/31 10:04:56] ppdet.engine INFO: Epoch: [37] [3300/7329] learning_rate: 0.000100 loss_class: 0.605791 loss_bbox: 0.149057 loss_giou: 0.387808 loss_class_aux: 3.878885 loss_bbox_aux: 0.980707 loss_giou_aux: 2.503979 loss_class_dn: 0.341267 loss_bbox_dn: 0.162590 loss_giou_dn: 0.362499 loss_class_aux_dn: 1.867499 loss_bbox_aux_dn: 0.974311 loss_giou_aux_dn: 1.985646 loss: 14.677057 eta: 1 day, 14:39:46 batch_cost: 0.5232 data_cost: 0.0013 ips: 7.6453 images/s [03/31 10:05:57] ppdet.engine INFO: Epoch: [37] [3400/7329] learning_rate: 0.000100 loss_class: 0.536758 loss_bbox: 0.137850 loss_giou: 0.318285 loss_class_aux: 3.509562 loss_bbox_aux: 0.919078 loss_giou_aux: 2.099287 loss_class_dn: 0.308956 loss_bbox_dn: 0.159082 loss_giou_dn: 0.333155 loss_class_aux_dn: 1.652789 loss_bbox_aux_dn: 0.980557 loss_giou_aux_dn: 1.872570 loss: 13.251711 eta: 1 day, 14:38:52 batch_cost: 0.5592 data_cost: 0.0012 ips: 7.1524 images/s [03/31 10:07:03] ppdet.engine INFO: Epoch: [37] [3500/7329] learning_rate: 0.000100 loss_class: 0.535481 loss_bbox: 0.119524 loss_giou: 0.311119 loss_class_aux: 3.432244 loss_bbox_aux: 0.836518 loss_giou_aux: 1.954174 loss_class_dn: 0.282565 loss_bbox_dn: 0.168455 loss_giou_dn: 0.308421 loss_class_aux_dn: 1.561609 loss_bbox_aux_dn: 0.953818 loss_giou_aux_dn: 1.787958 loss: 12.237720 eta: 1 day, 14:38:00 batch_cost: 0.5883 data_cost: 0.0013 ips: 6.7998 images/s [03/31 10:08:08] ppdet.engine INFO: Epoch: [37] [3600/7329] learning_rate: 0.000100 loss_class: 0.594757 loss_bbox: 0.146471 loss_giou: 0.389840 loss_class_aux: 3.829164 loss_bbox_aux: 0.930797 loss_giou_aux: 2.503870 loss_class_dn: 0.336289 loss_bbox_dn: 0.157973 loss_giou_dn: 0.386474 loss_class_aux_dn: 1.778482 loss_bbox_aux_dn: 0.940638 loss_giou_aux_dn: 2.132720 loss: 14.690065 eta: 1 day, 14:37:09 batch_cost: 0.5843 data_cost: 0.0015 ips: 6.8453 images/s [03/31 10:09:06] ppdet.engine INFO: Epoch: [37] [3700/7329] learning_rate: 0.000100 loss_class: 0.544083 loss_bbox: 0.127803 loss_giou: 0.350218 loss_class_aux: 3.549272 loss_bbox_aux: 0.855623 loss_giou_aux: 2.305637 loss_class_dn: 0.315160 loss_bbox_dn: 0.133337 loss_giou_dn: 0.352217 loss_class_aux_dn: 1.722346 loss_bbox_aux_dn: 0.794061 loss_giou_aux_dn: 1.993806 loss: 13.303843 eta: 1 day, 14:36:12 batch_cost: 0.5256 data_cost: 0.0012 ips: 7.6098 images/s [03/31 10:10:05] ppdet.engine INFO: Epoch: [37] [3800/7329] learning_rate: 0.000100 loss_class: 0.606460 loss_bbox: 0.139182 loss_giou: 0.419287 loss_class_aux: 3.792119 loss_bbox_aux: 0.914070 loss_giou_aux: 2.659295 loss_class_dn: 0.339192 loss_bbox_dn: 0.154103 loss_giou_dn: 0.381880 loss_class_aux_dn: 1.781780 loss_bbox_aux_dn: 0.895999 loss_giou_aux_dn: 2.115604 loss: 14.361143 eta: 1 day, 14:35:15 batch_cost: 0.5362 data_cost: 0.0013 ips: 7.4605 images/s [03/31 10:11:06] ppdet.engine INFO: Epoch: [37] [3900/7329] learning_rate: 0.000100 loss_class: 0.599079 loss_bbox: 0.132746 loss_giou: 0.497663 loss_class_aux: 3.725948 loss_bbox_aux: 0.866177 loss_giou_aux: 3.095011 loss_class_dn: 0.354085 loss_bbox_dn: 0.138081 loss_giou_dn: 0.416821 loss_class_aux_dn: 1.871125 loss_bbox_aux_dn: 0.831296 loss_giou_aux_dn: 2.292508 loss: 15.306644 eta: 1 day, 14:34:21 batch_cost: 0.5550 data_cost: 0.0013 ips: 7.2069 images/s [03/31 10:12:04] ppdet.engine INFO: Epoch: [37] [4000/7329] learning_rate: 0.000100 loss_class: 0.573522 loss_bbox: 0.155080 loss_giou: 0.390953 loss_class_aux: 3.556028 loss_bbox_aux: 0.986421 loss_giou_aux: 2.451841 loss_class_dn: 0.321201 loss_bbox_dn: 0.155784 loss_giou_dn: 0.390831 loss_class_aux_dn: 1.730385 loss_bbox_aux_dn: 1.012635 loss_giou_aux_dn: 2.118259 loss: 13.808288 eta: 1 day, 14:33:25 batch_cost: 0.5351 data_cost: 0.0012 ips: 7.4746 images/s [03/31 10:13:03] ppdet.engine INFO: Epoch: [37] [4100/7329] learning_rate: 0.000100 loss_class: 0.612846 loss_bbox: 0.148962 loss_giou: 0.411042 loss_class_aux: 3.868875 loss_bbox_aux: 0.942189 loss_giou_aux: 2.620243 loss_class_dn: 0.350259 loss_bbox_dn: 0.143054 loss_giou_dn: 0.389730 loss_class_aux_dn: 1.854122 loss_bbox_aux_dn: 0.842988 loss_giou_aux_dn: 2.154737 loss: 15.193508 eta: 1 day, 14:32:28 batch_cost: 0.5282 data_cost: 0.0013 ips: 7.5731 images/s [03/31 10:14:02] ppdet.engine INFO: Epoch: [37] [4200/7329] learning_rate: 0.000100 loss_class: 0.555002 loss_bbox: 0.124128 loss_giou: 0.398152 loss_class_aux: 3.560908 loss_bbox_aux: 0.898065 loss_giou_aux: 2.568923 loss_class_dn: 0.337076 loss_bbox_dn: 0.139887 loss_giou_dn: 0.362639 loss_class_aux_dn: 1.776583 loss_bbox_aux_dn: 0.876190 loss_giou_aux_dn: 2.086184 loss: 13.563107 eta: 1 day, 14:31:31 batch_cost: 0.5365 data_cost: 0.0013 ips: 7.4553 images/s [03/31 10:15:00] ppdet.engine INFO: Epoch: [37] [4300/7329] learning_rate: 0.000100 loss_class: 0.604260 loss_bbox: 0.147946 loss_giou: 0.422939 loss_class_aux: 3.870683 loss_bbox_aux: 0.989109 loss_giou_aux: 2.709362 loss_class_dn: 0.328358 loss_bbox_dn: 0.154198 loss_giou_dn: 0.386105 loss_class_aux_dn: 1.789371 loss_bbox_aux_dn: 0.909795 loss_giou_aux_dn: 2.185113 loss: 14.526400 eta: 1 day, 14:30:34 batch_cost: 0.5246 data_cost: 0.0014 ips: 7.6254 images/s [03/31 10:16:01] ppdet.engine INFO: Epoch: [37] [4400/7329] learning_rate: 0.000100 loss_class: 0.537224 loss_bbox: 0.127334 loss_giou: 0.330895 loss_class_aux: 3.324286 loss_bbox_aux: 0.921064 loss_giou_aux: 2.115573 loss_class_dn: 0.293969 loss_bbox_dn: 0.146219 loss_giou_dn: 0.324103 loss_class_aux_dn: 1.565128 loss_bbox_aux_dn: 0.891724 loss_giou_aux_dn: 1.827199 loss: 13.077810 eta: 1 day, 14:29:39 batch_cost: 0.5502 data_cost: 0.0012 ips: 7.2703 images/s [03/31 10:16:57] ppdet.engine INFO: Epoch: [37] [4500/7329] learning_rate: 0.000100 loss_class: 0.569644 loss_bbox: 0.133060 loss_giou: 0.371225 loss_class_aux: 3.892760 loss_bbox_aux: 0.881963 loss_giou_aux: 2.378054 loss_class_dn: 0.336114 loss_bbox_dn: 0.145315 loss_giou_dn: 0.386664 loss_class_aux_dn: 1.822993 loss_bbox_aux_dn: 0.860330 loss_giou_aux_dn: 2.235917 loss: 14.633251 eta: 1 day, 14:28:41 batch_cost: 0.5137 data_cost: 0.0012 ips: 7.7874 images/s [03/31 10:18:04] ppdet.engine INFO: Epoch: [37] [4600/7329] learning_rate: 0.000100 loss_class: 0.587703 loss_bbox: 0.136271 loss_giou: 0.421672 loss_class_aux: 3.796818 loss_bbox_aux: 0.888826 loss_giou_aux: 2.621423 loss_class_dn: 0.324980 loss_bbox_dn: 0.146543 loss_giou_dn: 0.388890 loss_class_aux_dn: 1.745720 loss_bbox_aux_dn: 0.871106 loss_giou_aux_dn: 2.205551 loss: 14.673164 eta: 1 day, 14:27:52 batch_cost: 0.6143 data_cost: 0.0013 ips: 6.5118 images/s [03/31 10:19:01] ppdet.engine INFO: Epoch: [37] [4700/7329] learning_rate: 0.000100 loss_class: 0.596422 loss_bbox: 0.149339 loss_giou: 0.404592 loss_class_aux: 3.779816 loss_bbox_aux: 0.989146 loss_giou_aux: 2.560315 loss_class_dn: 0.323204 loss_bbox_dn: 0.160239 loss_giou_dn: 0.382291 loss_class_aux_dn: 1.763582 loss_bbox_aux_dn: 0.943391 loss_giou_aux_dn: 2.128174 loss: 15.028342 eta: 1 day, 14:26:53 batch_cost: 0.5080 data_cost: 0.0013 ips: 7.8737 images/s [03/31 10:19:58] ppdet.engine INFO: Epoch: [37] [4800/7329] learning_rate: 0.000100 loss_class: 0.581938 loss_bbox: 0.144800 loss_giou: 0.405614 loss_class_aux: 3.795940 loss_bbox_aux: 0.987077 loss_giou_aux: 2.676216 loss_class_dn: 0.333603 loss_bbox_dn: 0.162180 loss_giou_dn: 0.414308 loss_class_aux_dn: 1.809746 loss_bbox_aux_dn: 0.983531 loss_giou_aux_dn: 2.253464 loss: 14.886001 eta: 1 day, 14:25:55 batch_cost: 0.5187 data_cost: 0.0012 ips: 7.7121 images/s [03/31 10:20:54] ppdet.engine INFO: Epoch: [37] [4900/7329] learning_rate: 0.000100 loss_class: 0.545849 loss_bbox: 0.133162 loss_giou: 0.322926 loss_class_aux: 3.603738 loss_bbox_aux: 0.879323 loss_giou_aux: 2.119302 loss_class_dn: 0.301107 loss_bbox_dn: 0.138985 loss_giou_dn: 0.322968 loss_class_aux_dn: 1.658584 loss_bbox_aux_dn: 0.835935 loss_giou_aux_dn: 1.790004 loss: 12.706210 eta: 1 day, 14:24:57 batch_cost: 0.5079 data_cost: 0.0012 ips: 7.8752 images/s [03/31 10:21:51] ppdet.engine INFO: Epoch: [37] [5000/7329] learning_rate: 0.000100 loss_class: 0.537934 loss_bbox: 0.143670 loss_giou: 0.351212 loss_class_aux: 3.410776 loss_bbox_aux: 0.957194 loss_giou_aux: 2.189959 loss_class_dn: 0.299955 loss_bbox_dn: 0.145989 loss_giou_dn: 0.341131 loss_class_aux_dn: 1.635689 loss_bbox_aux_dn: 0.867150 loss_giou_aux_dn: 1.873942 loss: 13.018729 eta: 1 day, 14:23:58 batch_cost: 0.5117 data_cost: 0.0013 ips: 7.8174 images/s [03/31 10:22:48] ppdet.engine INFO: Epoch: [37] [5100/7329] learning_rate: 0.000100 loss_class: 0.583410 loss_bbox: 0.142699 loss_giou: 0.337630 loss_class_aux: 3.735713 loss_bbox_aux: 0.990713 loss_giou_aux: 2.158897 loss_class_dn: 0.324049 loss_bbox_dn: 0.168869 loss_giou_dn: 0.322818 loss_class_aux_dn: 1.784624 loss_bbox_aux_dn: 1.038149 loss_giou_aux_dn: 1.844311 loss: 13.464815 eta: 1 day, 14:23:00 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7032 images/s [03/31 10:23:45] ppdet.engine INFO: Epoch: [37] [5200/7329] learning_rate: 0.000100 loss_class: 0.539554 loss_bbox: 0.105705 loss_giou: 0.312214 loss_class_aux: 3.432132 loss_bbox_aux: 0.789135 loss_giou_aux: 2.059985 loss_class_dn: 0.305612 loss_bbox_dn: 0.124249 loss_giou_dn: 0.320360 loss_class_aux_dn: 1.639596 loss_bbox_aux_dn: 0.776409 loss_giou_aux_dn: 1.785916 loss: 13.159082 eta: 1 day, 14:22:02 batch_cost: 0.5124 data_cost: 0.0013 ips: 7.8066 images/s [03/31 10:24:48] ppdet.engine INFO: Epoch: [37] [5300/7329] learning_rate: 0.000100 loss_class: 0.584010 loss_bbox: 0.142251 loss_giou: 0.387689 loss_class_aux: 3.675996 loss_bbox_aux: 0.902438 loss_giou_aux: 2.404717 loss_class_dn: 0.323203 loss_bbox_dn: 0.143826 loss_giou_dn: 0.395239 loss_class_aux_dn: 1.734046 loss_bbox_aux_dn: 0.875179 loss_giou_aux_dn: 2.144079 loss: 14.390475 eta: 1 day, 14:21:09 batch_cost: 0.5664 data_cost: 0.0016 ips: 7.0616 images/s [03/31 10:25:50] ppdet.engine INFO: Epoch: [37] [5400/7329] learning_rate: 0.000100 loss_class: 0.617380 loss_bbox: 0.145406 loss_giou: 0.383401 loss_class_aux: 3.959188 loss_bbox_aux: 0.958433 loss_giou_aux: 2.381881 loss_class_dn: 0.350286 loss_bbox_dn: 0.154778 loss_giou_dn: 0.372277 loss_class_aux_dn: 1.882139 loss_bbox_aux_dn: 0.925254 loss_giou_aux_dn: 2.125486 loss: 15.243282 eta: 1 day, 14:20:16 batch_cost: 0.5716 data_cost: 0.0012 ips: 6.9975 images/s [03/31 10:26:47] ppdet.engine INFO: Epoch: [37] [5500/7329] learning_rate: 0.000100 loss_class: 0.604204 loss_bbox: 0.142251 loss_giou: 0.396423 loss_class_aux: 3.607359 loss_bbox_aux: 0.893820 loss_giou_aux: 2.514513 loss_class_dn: 0.338892 loss_bbox_dn: 0.159967 loss_giou_dn: 0.371317 loss_class_aux_dn: 1.836470 loss_bbox_aux_dn: 0.937956 loss_giou_aux_dn: 2.097448 loss: 14.143925 eta: 1 day, 14:19:18 batch_cost: 0.5152 data_cost: 0.0012 ips: 7.7639 images/s [03/31 10:27:44] ppdet.engine INFO: Epoch: [37] [5600/7329] learning_rate: 0.000100 loss_class: 0.641033 loss_bbox: 0.155258 loss_giou: 0.420196 loss_class_aux: 4.006881 loss_bbox_aux: 1.000456 loss_giou_aux: 2.784777 loss_class_dn: 0.369965 loss_bbox_dn: 0.167814 loss_giou_dn: 0.422174 loss_class_aux_dn: 1.944665 loss_bbox_aux_dn: 0.977532 loss_giou_aux_dn: 2.370407 loss: 16.057755 eta: 1 day, 14:18:20 batch_cost: 0.5187 data_cost: 0.0012 ips: 7.7115 images/s [03/31 10:28:41] ppdet.engine INFO: Epoch: [37] [5700/7329] learning_rate: 0.000100 loss_class: 0.617863 loss_bbox: 0.156209 loss_giou: 0.411087 loss_class_aux: 3.954916 loss_bbox_aux: 1.013944 loss_giou_aux: 2.655917 loss_class_dn: 0.366424 loss_bbox_dn: 0.162055 loss_giou_dn: 0.409981 loss_class_aux_dn: 1.947876 loss_bbox_aux_dn: 0.986915 loss_giou_aux_dn: 2.267041 loss: 15.688580 eta: 1 day, 14:17:21 batch_cost: 0.5083 data_cost: 0.0011 ips: 7.8693 images/s [03/31 10:29:43] ppdet.engine INFO: Epoch: [37] [5800/7329] learning_rate: 0.000100 loss_class: 0.515691 loss_bbox: 0.123365 loss_giou: 0.303777 loss_class_aux: 3.233224 loss_bbox_aux: 0.843872 loss_giou_aux: 1.966607 loss_class_dn: 0.292968 loss_bbox_dn: 0.130951 loss_giou_dn: 0.308290 loss_class_aux_dn: 1.602194 loss_bbox_aux_dn: 0.797246 loss_giou_aux_dn: 1.764770 loss: 12.874207 eta: 1 day, 14:16:28 batch_cost: 0.5648 data_cost: 0.0013 ips: 7.0823 images/s [03/31 10:30:40] ppdet.engine INFO: Epoch: [37] [5900/7329] learning_rate: 0.000100 loss_class: 0.641093 loss_bbox: 0.156213 loss_giou: 0.424779 loss_class_aux: 4.195582 loss_bbox_aux: 1.043061 loss_giou_aux: 2.657219 loss_class_dn: 0.351870 loss_bbox_dn: 0.169994 loss_giou_dn: 0.406485 loss_class_aux_dn: 1.883773 loss_bbox_aux_dn: 1.078110 loss_giou_aux_dn: 2.210463 loss: 15.315098 eta: 1 day, 14:15:29 batch_cost: 0.5146 data_cost: 0.0015 ips: 7.7734 images/s [03/31 10:31:42] ppdet.engine INFO: Epoch: [37] [6000/7329] learning_rate: 0.000100 loss_class: 0.575153 loss_bbox: 0.143574 loss_giou: 0.363648 loss_class_aux: 3.714775 loss_bbox_aux: 0.973077 loss_giou_aux: 2.377381 loss_class_dn: 0.301724 loss_bbox_dn: 0.141253 loss_giou_dn: 0.362713 loss_class_aux_dn: 1.687223 loss_bbox_aux_dn: 0.834029 loss_giou_aux_dn: 1.999434 loss: 12.954513 eta: 1 day, 14:14:36 batch_cost: 0.5625 data_cost: 0.0013 ips: 7.1116 images/s [03/31 10:32:44] ppdet.engine INFO: Epoch: [37] [6100/7329] learning_rate: 0.000100 loss_class: 0.608582 loss_bbox: 0.146751 loss_giou: 0.384818 loss_class_aux: 3.881508 loss_bbox_aux: 0.991989 loss_giou_aux: 2.444575 loss_class_dn: 0.362880 loss_bbox_dn: 0.155576 loss_giou_dn: 0.369666 loss_class_aux_dn: 1.951716 loss_bbox_aux_dn: 0.894254 loss_giou_aux_dn: 2.052822 loss: 14.833595 eta: 1 day, 14:13:42 batch_cost: 0.5613 data_cost: 0.0012 ips: 7.1262 images/s [03/31 10:33:41] ppdet.engine INFO: Epoch: [37] [6200/7329] learning_rate: 0.000100 loss_class: 0.542554 loss_bbox: 0.135835 loss_giou: 0.396811 loss_class_aux: 3.599868 loss_bbox_aux: 0.924183 loss_giou_aux: 2.471787 loss_class_dn: 0.327047 loss_bbox_dn: 0.151151 loss_giou_dn: 0.384368 loss_class_aux_dn: 1.761013 loss_bbox_aux_dn: 0.880345 loss_giou_aux_dn: 2.147457 loss: 14.578771 eta: 1 day, 14:12:44 batch_cost: 0.5200 data_cost: 0.0012 ips: 7.6927 images/s [03/31 10:34:42] ppdet.engine INFO: Epoch: [37] [6300/7329] learning_rate: 0.000100 loss_class: 0.523786 loss_bbox: 0.134664 loss_giou: 0.401125 loss_class_aux: 3.422363 loss_bbox_aux: 0.869801 loss_giou_aux: 2.451180 loss_class_dn: 0.299045 loss_bbox_dn: 0.132967 loss_giou_dn: 0.339292 loss_class_aux_dn: 1.668756 loss_bbox_aux_dn: 0.772262 loss_giou_aux_dn: 1.848289 loss: 13.283363 eta: 1 day, 14:11:50 batch_cost: 0.5562 data_cost: 0.0013 ips: 7.1910 images/s [03/31 10:35:42] ppdet.engine INFO: Epoch: [37] [6400/7329] learning_rate: 0.000100 loss_class: 0.532087 loss_bbox: 0.129013 loss_giou: 0.333620 loss_class_aux: 3.371719 loss_bbox_aux: 0.848538 loss_giou_aux: 2.223663 loss_class_dn: 0.297462 loss_bbox_dn: 0.137292 loss_giou_dn: 0.311340 loss_class_aux_dn: 1.597042 loss_bbox_aux_dn: 0.778693 loss_giou_aux_dn: 1.762455 loss: 13.058572 eta: 1 day, 14:10:54 batch_cost: 0.5426 data_cost: 0.0013 ips: 7.3716 images/s [03/31 10:36:41] ppdet.engine INFO: Epoch: [37] [6500/7329] learning_rate: 0.000100 loss_class: 0.592654 loss_bbox: 0.129694 loss_giou: 0.389041 loss_class_aux: 3.674739 loss_bbox_aux: 0.888951 loss_giou_aux: 2.552726 loss_class_dn: 0.344151 loss_bbox_dn: 0.146632 loss_giou_dn: 0.390047 loss_class_aux_dn: 1.864087 loss_bbox_aux_dn: 0.839866 loss_giou_aux_dn: 2.215253 loss: 14.935493 eta: 1 day, 14:09:58 batch_cost: 0.5316 data_cost: 0.0012 ips: 7.5242 images/s [03/31 10:37:40] ppdet.engine INFO: Epoch: [37] [6600/7329] learning_rate: 0.000100 loss_class: 0.595802 loss_bbox: 0.133286 loss_giou: 0.392213 loss_class_aux: 3.737928 loss_bbox_aux: 0.915744 loss_giou_aux: 2.482584 loss_class_dn: 0.340477 loss_bbox_dn: 0.146751 loss_giou_dn: 0.403827 loss_class_aux_dn: 1.818603 loss_bbox_aux_dn: 0.864024 loss_giou_aux_dn: 2.184104 loss: 14.337500 eta: 1 day, 14:09:02 batch_cost: 0.5381 data_cost: 0.0014 ips: 7.4330 images/s [03/31 10:38:41] ppdet.engine INFO: Epoch: [37] [6700/7329] learning_rate: 0.000100 loss_class: 0.612177 loss_bbox: 0.146842 loss_giou: 0.362262 loss_class_aux: 3.872514 loss_bbox_aux: 0.874578 loss_giou_aux: 2.358612 loss_class_dn: 0.337055 loss_bbox_dn: 0.158684 loss_giou_dn: 0.381983 loss_class_aux_dn: 1.792009 loss_bbox_aux_dn: 0.950285 loss_giou_aux_dn: 2.088571 loss: 14.927771 eta: 1 day, 14:08:06 batch_cost: 0.5473 data_cost: 0.0014 ips: 7.3083 images/s [03/31 10:39:38] ppdet.engine INFO: Epoch: [37] [6800/7329] learning_rate: 0.000100 loss_class: 0.586024 loss_bbox: 0.149888 loss_giou: 0.394578 loss_class_aux: 3.752448 loss_bbox_aux: 0.927341 loss_giou_aux: 2.533818 loss_class_dn: 0.337104 loss_bbox_dn: 0.156180 loss_giou_dn: 0.385593 loss_class_aux_dn: 1.798902 loss_bbox_aux_dn: 0.913812 loss_giou_aux_dn: 2.154020 loss: 14.880571 eta: 1 day, 14:07:09 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7315 images/s [03/31 10:40:38] ppdet.engine INFO: Epoch: [37] [6900/7329] learning_rate: 0.000100 loss_class: 0.584363 loss_bbox: 0.140135 loss_giou: 0.348011 loss_class_aux: 3.745039 loss_bbox_aux: 0.874268 loss_giou_aux: 2.183402 loss_class_dn: 0.303836 loss_bbox_dn: 0.147160 loss_giou_dn: 0.316711 loss_class_aux_dn: 1.659746 loss_bbox_aux_dn: 0.909583 loss_giou_aux_dn: 1.775902 loss: 13.716877 eta: 1 day, 14:06:13 batch_cost: 0.5393 data_cost: 0.0012 ips: 7.4164 images/s [03/31 10:41:38] ppdet.engine INFO: Epoch: [37] [7000/7329] learning_rate: 0.000100 loss_class: 0.562266 loss_bbox: 0.133061 loss_giou: 0.397147 loss_class_aux: 3.512138 loss_bbox_aux: 0.876179 loss_giou_aux: 2.466637 loss_class_dn: 0.305178 loss_bbox_dn: 0.141980 loss_giou_dn: 0.363722 loss_class_aux_dn: 1.677774 loss_bbox_aux_dn: 0.846297 loss_giou_aux_dn: 2.066075 loss: 14.126079 eta: 1 day, 14:05:18 batch_cost: 0.5470 data_cost: 0.0013 ips: 7.3131 images/s [03/31 10:42:45] ppdet.engine INFO: Epoch: [37] [7100/7329] learning_rate: 0.000100 loss_class: 0.563763 loss_bbox: 0.141880 loss_giou: 0.430148 loss_class_aux: 3.486277 loss_bbox_aux: 0.937430 loss_giou_aux: 2.758997 loss_class_dn: 0.318461 loss_bbox_dn: 0.150369 loss_giou_dn: 0.383018 loss_class_aux_dn: 1.710138 loss_bbox_aux_dn: 0.876998 loss_giou_aux_dn: 2.073669 loss: 14.064384 eta: 1 day, 14:04:28 batch_cost: 0.6149 data_cost: 0.0013 ips: 6.5055 images/s [03/31 10:43:48] ppdet.engine INFO: Epoch: [37] [7200/7329] learning_rate: 0.000100 loss_class: 0.582139 loss_bbox: 0.131137 loss_giou: 0.363293 loss_class_aux: 3.665811 loss_bbox_aux: 0.834870 loss_giou_aux: 2.363638 loss_class_dn: 0.331101 loss_bbox_dn: 0.154637 loss_giou_dn: 0.363023 loss_class_aux_dn: 1.794767 loss_bbox_aux_dn: 0.893514 loss_giou_aux_dn: 2.026484 loss: 13.687549 eta: 1 day, 14:03:35 batch_cost: 0.5643 data_cost: 0.0013 ips: 7.0890 images/s [03/31 10:44:47] ppdet.engine INFO: Epoch: [37] [7300/7329] learning_rate: 0.000100 loss_class: 0.480790 loss_bbox: 0.155006 loss_giou: 0.343656 loss_class_aux: 3.269008 loss_bbox_aux: 0.975683 loss_giou_aux: 2.239408 loss_class_dn: 0.307708 loss_bbox_dn: 0.154343 loss_giou_dn: 0.339573 loss_class_aux_dn: 1.655187 loss_bbox_aux_dn: 0.918887 loss_giou_aux_dn: 1.904184 loss: 13.487867 eta: 1 day, 14:02:39 batch_cost: 0.5414 data_cost: 0.0012 ips: 7.3889 images/s [03/31 10:45:09] ppdet.engine INFO: Eval iter: 0 [03/31 10:45:37] ppdet.engine INFO: Eval iter: 100 [03/31 10:46:06] ppdet.engine INFO: Eval iter: 200 [03/31 10:46:35] ppdet.engine INFO: Eval iter: 300 [03/31 10:47:05] ppdet.engine INFO: Eval iter: 400 [03/31 10:47:33] ppdet.engine INFO: Eval iter: 500 [03/31 10:48:00] ppdet.engine INFO: Eval iter: 600 [03/31 10:48:32] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/31 10:48:33] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.05s). Accumulating evaluation results... DONE (t=30.77s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.705 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.336 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 ] = 0.698 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 ] = 0.650 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 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.882 [03/31 10:51:21] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.622939104682594 [03/31 10:51:21] ppdet.engine INFO: Best test bbox ap is 0.523. [03/31 10:51:22] ppdet.engine INFO: Epoch: [38] [ 0/7329] learning_rate: 0.000100 loss_class: 0.490498 loss_bbox: 0.143332 loss_giou: 0.341531 loss_class_aux: 3.347809 loss_bbox_aux: 0.936005 loss_giou_aux: 2.184827 loss_class_dn: 0.301958 loss_bbox_dn: 0.147368 loss_giou_dn: 0.336305 loss_class_aux_dn: 1.612838 loss_bbox_aux_dn: 0.865730 loss_giou_aux_dn: 1.899745 loss: 13.464146 eta: 1 day, 14:02:22 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8301 images/s [03/31 10:52:30] ppdet.engine INFO: Epoch: [38] [ 100/7329] learning_rate: 0.000100 loss_class: 0.649948 loss_bbox: 0.148647 loss_giou: 0.420714 loss_class_aux: 4.062389 loss_bbox_aux: 0.935926 loss_giou_aux: 2.645981 loss_class_dn: 0.372747 loss_bbox_dn: 0.156027 loss_giou_dn: 0.417571 loss_class_aux_dn: 1.989927 loss_bbox_aux_dn: 0.928144 loss_giou_aux_dn: 2.291397 loss: 15.983944 eta: 1 day, 14:01:33 batch_cost: 0.6154 data_cost: 0.0021 ips: 6.5002 images/s [03/31 10:53:30] ppdet.engine INFO: Epoch: [38] [ 200/7329] learning_rate: 0.000100 loss_class: 0.620172 loss_bbox: 0.150005 loss_giou: 0.412561 loss_class_aux: 4.006391 loss_bbox_aux: 0.981196 loss_giou_aux: 2.534086 loss_class_dn: 0.354121 loss_bbox_dn: 0.160902 loss_giou_dn: 0.376984 loss_class_aux_dn: 1.896721 loss_bbox_aux_dn: 0.954647 loss_giou_aux_dn: 2.039668 loss: 15.198292 eta: 1 day, 14:00:37 batch_cost: 0.5336 data_cost: 0.0017 ips: 7.4959 images/s [03/31 10:54:27] ppdet.engine INFO: Epoch: [38] [ 300/7329] learning_rate: 0.000100 loss_class: 0.625400 loss_bbox: 0.132067 loss_giou: 0.422026 loss_class_aux: 4.011323 loss_bbox_aux: 0.881998 loss_giou_aux: 2.820894 loss_class_dn: 0.343203 loss_bbox_dn: 0.147291 loss_giou_dn: 0.411787 loss_class_aux_dn: 1.845754 loss_bbox_aux_dn: 0.908198 loss_giou_aux_dn: 2.289557 loss: 15.290264 eta: 1 day, 13:59:39 batch_cost: 0.5190 data_cost: 0.0014 ips: 7.7068 images/s [03/31 10:55:25] ppdet.engine INFO: Epoch: [38] [ 400/7329] learning_rate: 0.000100 loss_class: 0.584455 loss_bbox: 0.133940 loss_giou: 0.351964 loss_class_aux: 3.568581 loss_bbox_aux: 0.860165 loss_giou_aux: 2.202841 loss_class_dn: 0.328669 loss_bbox_dn: 0.149226 loss_giou_dn: 0.321899 loss_class_aux_dn: 1.754925 loss_bbox_aux_dn: 0.887487 loss_giou_aux_dn: 1.811644 loss: 13.677608 eta: 1 day, 13:58:41 batch_cost: 0.5172 data_cost: 0.0014 ips: 7.7335 images/s [03/31 10:56:22] ppdet.engine INFO: Epoch: [38] [ 500/7329] learning_rate: 0.000100 loss_class: 0.609592 loss_bbox: 0.143057 loss_giou: 0.453096 loss_class_aux: 3.939910 loss_bbox_aux: 0.927982 loss_giou_aux: 2.891537 loss_class_dn: 0.366353 loss_bbox_dn: 0.151926 loss_giou_dn: 0.422714 loss_class_aux_dn: 1.977508 loss_bbox_aux_dn: 0.879297 loss_giou_aux_dn: 2.310169 loss: 14.625629 eta: 1 day, 13:57:43 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7756 images/s [03/31 10:57:20] ppdet.engine INFO: Epoch: [38] [ 600/7329] learning_rate: 0.000100 loss_class: 0.570361 loss_bbox: 0.136792 loss_giou: 0.318849 loss_class_aux: 3.535370 loss_bbox_aux: 0.874232 loss_giou_aux: 2.016227 loss_class_dn: 0.297236 loss_bbox_dn: 0.158038 loss_giou_dn: 0.326349 loss_class_aux_dn: 1.627963 loss_bbox_aux_dn: 0.901201 loss_giou_aux_dn: 1.791588 loss: 12.505245 eta: 1 day, 13:56:46 batch_cost: 0.5308 data_cost: 0.0012 ips: 7.5352 images/s [03/31 10:58:19] ppdet.engine INFO: Epoch: [38] [ 700/7329] learning_rate: 0.000100 loss_class: 0.528820 loss_bbox: 0.130238 loss_giou: 0.345976 loss_class_aux: 3.377949 loss_bbox_aux: 0.852854 loss_giou_aux: 2.323466 loss_class_dn: 0.310446 loss_bbox_dn: 0.136140 loss_giou_dn: 0.351619 loss_class_aux_dn: 1.629243 loss_bbox_aux_dn: 0.816843 loss_giou_aux_dn: 1.925847 loss: 13.546686 eta: 1 day, 13:55:50 batch_cost: 0.5302 data_cost: 0.0013 ips: 7.5447 images/s [03/31 10:59:22] ppdet.engine INFO: Epoch: [38] [ 800/7329] learning_rate: 0.000100 loss_class: 0.663548 loss_bbox: 0.158447 loss_giou: 0.440940 loss_class_aux: 4.024150 loss_bbox_aux: 0.990364 loss_giou_aux: 2.764429 loss_class_dn: 0.375612 loss_bbox_dn: 0.162365 loss_giou_dn: 0.443053 loss_class_aux_dn: 1.964623 loss_bbox_aux_dn: 0.952143 loss_giou_aux_dn: 2.431136 loss: 16.143999 eta: 1 day, 13:54:57 batch_cost: 0.5796 data_cost: 0.0012 ips: 6.9015 images/s [03/31 11:00:22] ppdet.engine INFO: Epoch: [38] [ 900/7329] learning_rate: 0.000100 loss_class: 0.661676 loss_bbox: 0.163424 loss_giou: 0.438598 loss_class_aux: 4.072524 loss_bbox_aux: 1.030990 loss_giou_aux: 2.836098 loss_class_dn: 0.366919 loss_bbox_dn: 0.162928 loss_giou_dn: 0.443060 loss_class_aux_dn: 1.930815 loss_bbox_aux_dn: 0.945438 loss_giou_aux_dn: 2.464026 loss: 16.602467 eta: 1 day, 13:54:01 batch_cost: 0.5318 data_cost: 0.0015 ips: 7.5212 images/s [03/31 11:01:19] ppdet.engine INFO: Epoch: [38] [1000/7329] learning_rate: 0.000100 loss_class: 0.502548 loss_bbox: 0.122999 loss_giou: 0.306368 loss_class_aux: 3.188507 loss_bbox_aux: 0.817564 loss_giou_aux: 1.923396 loss_class_dn: 0.285610 loss_bbox_dn: 0.131460 loss_giou_dn: 0.299211 loss_class_aux_dn: 1.535734 loss_bbox_aux_dn: 0.767924 loss_giou_aux_dn: 1.676394 loss: 12.038465 eta: 1 day, 13:53:03 batch_cost: 0.5154 data_cost: 0.0013 ips: 7.7606 images/s [03/31 11:02:15] ppdet.engine INFO: Epoch: [38] [1100/7329] learning_rate: 0.000100 loss_class: 0.618885 loss_bbox: 0.142596 loss_giou: 0.429429 loss_class_aux: 3.935189 loss_bbox_aux: 0.956846 loss_giou_aux: 2.753700 loss_class_dn: 0.356500 loss_bbox_dn: 0.156856 loss_giou_dn: 0.439280 loss_class_aux_dn: 1.912009 loss_bbox_aux_dn: 0.987103 loss_giou_aux_dn: 2.311063 loss: 15.163668 eta: 1 day, 13:52:04 batch_cost: 0.5105 data_cost: 0.0013 ips: 7.8353 images/s [03/31 11:03:12] ppdet.engine INFO: Epoch: [38] [1200/7329] learning_rate: 0.000100 loss_class: 0.556079 loss_bbox: 0.144017 loss_giou: 0.341057 loss_class_aux: 3.469925 loss_bbox_aux: 0.932199 loss_giou_aux: 2.163408 loss_class_dn: 0.288244 loss_bbox_dn: 0.142451 loss_giou_dn: 0.343005 loss_class_aux_dn: 1.585695 loss_bbox_aux_dn: 0.839202 loss_giou_aux_dn: 1.933843 loss: 13.235518 eta: 1 day, 13:51:06 batch_cost: 0.5068 data_cost: 0.0013 ips: 7.8927 images/s [03/31 11:04:14] ppdet.engine INFO: Epoch: [38] [1300/7329] learning_rate: 0.000100 loss_class: 0.567391 loss_bbox: 0.131261 loss_giou: 0.327867 loss_class_aux: 3.675206 loss_bbox_aux: 0.858480 loss_giou_aux: 2.063534 loss_class_dn: 0.311303 loss_bbox_dn: 0.144679 loss_giou_dn: 0.300877 loss_class_aux_dn: 1.733999 loss_bbox_aux_dn: 0.879804 loss_giou_aux_dn: 1.743755 loss: 13.241808 eta: 1 day, 13:50:13 batch_cost: 0.5732 data_cost: 0.0013 ips: 6.9778 images/s [03/31 11:05:18] ppdet.engine INFO: Epoch: [38] [1400/7329] learning_rate: 0.000100 loss_class: 0.667416 loss_bbox: 0.144271 loss_giou: 0.513006 loss_class_aux: 4.132346 loss_bbox_aux: 0.975596 loss_giou_aux: 3.144911 loss_class_dn: 0.374661 loss_bbox_dn: 0.158028 loss_giou_dn: 0.447527 loss_class_aux_dn: 1.955835 loss_bbox_aux_dn: 0.928233 loss_giou_aux_dn: 2.519640 loss: 16.740515 eta: 1 day, 13:49:21 batch_cost: 0.5824 data_cost: 0.0015 ips: 6.8685 images/s [03/31 11:06:16] ppdet.engine INFO: Epoch: [38] [1500/7329] learning_rate: 0.000100 loss_class: 0.601330 loss_bbox: 0.157708 loss_giou: 0.394264 loss_class_aux: 3.883898 loss_bbox_aux: 0.990536 loss_giou_aux: 2.486807 loss_class_dn: 0.340752 loss_bbox_dn: 0.163630 loss_giou_dn: 0.371870 loss_class_aux_dn: 1.868721 loss_bbox_aux_dn: 0.971644 loss_giou_aux_dn: 2.110979 loss: 15.072929 eta: 1 day, 13:48:24 batch_cost: 0.5269 data_cost: 0.0013 ips: 7.5912 images/s [03/31 11:07:13] ppdet.engine INFO: Epoch: [38] [1600/7329] learning_rate: 0.000100 loss_class: 0.642924 loss_bbox: 0.133940 loss_giou: 0.374129 loss_class_aux: 3.888443 loss_bbox_aux: 0.886075 loss_giou_aux: 2.420290 loss_class_dn: 0.332747 loss_bbox_dn: 0.137549 loss_giou_dn: 0.385216 loss_class_aux_dn: 1.828640 loss_bbox_aux_dn: 0.886594 loss_giou_aux_dn: 2.115976 loss: 14.749324 eta: 1 day, 13:47:26 batch_cost: 0.5136 data_cost: 0.0013 ips: 7.7888 images/s [03/31 11:08:10] ppdet.engine INFO: Epoch: [38] [1700/7329] learning_rate: 0.000100 loss_class: 0.576357 loss_bbox: 0.133347 loss_giou: 0.359212 loss_class_aux: 3.625486 loss_bbox_aux: 0.919052 loss_giou_aux: 2.330220 loss_class_dn: 0.334419 loss_bbox_dn: 0.136147 loss_giou_dn: 0.357740 loss_class_aux_dn: 1.811929 loss_bbox_aux_dn: 0.848350 loss_giou_aux_dn: 1.977500 loss: 14.017664 eta: 1 day, 13:46:28 batch_cost: 0.5148 data_cost: 0.0014 ips: 7.7704 images/s [03/31 11:09:10] ppdet.engine INFO: Epoch: [38] [1800/7329] learning_rate: 0.000100 loss_class: 0.619721 loss_bbox: 0.144565 loss_giou: 0.468518 loss_class_aux: 3.980349 loss_bbox_aux: 0.966295 loss_giou_aux: 2.875345 loss_class_dn: 0.378482 loss_bbox_dn: 0.144416 loss_giou_dn: 0.441981 loss_class_aux_dn: 2.072578 loss_bbox_aux_dn: 0.847259 loss_giou_aux_dn: 2.382032 loss: 16.292349 eta: 1 day, 13:45:32 batch_cost: 0.5415 data_cost: 0.0013 ips: 7.3874 images/s [03/31 11:10:13] ppdet.engine INFO: Epoch: [38] [1900/7329] learning_rate: 0.000100 loss_class: 0.567504 loss_bbox: 0.135285 loss_giou: 0.379535 loss_class_aux: 3.734365 loss_bbox_aux: 0.880482 loss_giou_aux: 2.447258 loss_class_dn: 0.317506 loss_bbox_dn: 0.156433 loss_giou_dn: 0.347753 loss_class_aux_dn: 1.734150 loss_bbox_aux_dn: 0.936894 loss_giou_aux_dn: 1.975074 loss: 14.097797 eta: 1 day, 13:44:38 batch_cost: 0.5582 data_cost: 0.0020 ips: 7.1658 images/s [03/31 11:11:11] ppdet.engine INFO: Epoch: [38] [2000/7329] learning_rate: 0.000100 loss_class: 0.591191 loss_bbox: 0.125345 loss_giou: 0.367046 loss_class_aux: 3.671359 loss_bbox_aux: 0.888513 loss_giou_aux: 2.357826 loss_class_dn: 0.314305 loss_bbox_dn: 0.139306 loss_giou_dn: 0.337305 loss_class_aux_dn: 1.676581 loss_bbox_aux_dn: 0.896050 loss_giou_aux_dn: 1.924316 loss: 13.383313 eta: 1 day, 13:43:41 batch_cost: 0.5275 data_cost: 0.0015 ips: 7.5834 images/s [03/31 11:12:11] ppdet.engine INFO: Epoch: [38] [2100/7329] learning_rate: 0.000100 loss_class: 0.588394 loss_bbox: 0.141224 loss_giou: 0.408636 loss_class_aux: 3.746287 loss_bbox_aux: 0.956935 loss_giou_aux: 2.588903 loss_class_dn: 0.336451 loss_bbox_dn: 0.142261 loss_giou_dn: 0.383493 loss_class_aux_dn: 1.815998 loss_bbox_aux_dn: 0.855444 loss_giou_aux_dn: 2.160863 loss: 14.441048 eta: 1 day, 13:42:46 batch_cost: 0.5463 data_cost: 0.0012 ips: 7.3216 images/s [03/31 11:13:10] ppdet.engine INFO: Epoch: [38] [2200/7329] learning_rate: 0.000100 loss_class: 0.502785 loss_bbox: 0.122547 loss_giou: 0.319917 loss_class_aux: 3.377551 loss_bbox_aux: 0.835650 loss_giou_aux: 2.053662 loss_class_dn: 0.297979 loss_bbox_dn: 0.143233 loss_giou_dn: 0.315699 loss_class_aux_dn: 1.605903 loss_bbox_aux_dn: 0.856537 loss_giou_aux_dn: 1.768290 loss: 12.552109 eta: 1 day, 13:41:49 batch_cost: 0.5314 data_cost: 0.0014 ips: 7.5277 images/s [03/31 11:14:07] ppdet.engine INFO: Epoch: [38] [2300/7329] learning_rate: 0.000100 loss_class: 0.592894 loss_bbox: 0.129065 loss_giou: 0.398529 loss_class_aux: 3.880415 loss_bbox_aux: 0.851404 loss_giou_aux: 2.444743 loss_class_dn: 0.330098 loss_bbox_dn: 0.140477 loss_giou_dn: 0.386876 loss_class_aux_dn: 1.838040 loss_bbox_aux_dn: 0.841176 loss_giou_aux_dn: 2.172599 loss: 14.662121 eta: 1 day, 13:40:51 batch_cost: 0.5159 data_cost: 0.0013 ips: 7.7539 images/s [03/31 11:15:09] ppdet.engine INFO: Epoch: [38] [2400/7329] learning_rate: 0.000100 loss_class: 0.549950 loss_bbox: 0.142864 loss_giou: 0.371106 loss_class_aux: 3.472275 loss_bbox_aux: 0.936899 loss_giou_aux: 2.361051 loss_class_dn: 0.328014 loss_bbox_dn: 0.142054 loss_giou_dn: 0.366880 loss_class_aux_dn: 1.787351 loss_bbox_aux_dn: 0.844597 loss_giou_aux_dn: 2.107098 loss: 14.483837 eta: 1 day, 13:39:57 batch_cost: 0.5562 data_cost: 0.0017 ips: 7.1922 images/s [03/31 11:16:19] ppdet.engine INFO: Epoch: [38] [2500/7329] learning_rate: 0.000100 loss_class: 0.522402 loss_bbox: 0.118542 loss_giou: 0.324453 loss_class_aux: 3.470026 loss_bbox_aux: 0.777968 loss_giou_aux: 2.103097 loss_class_dn: 0.283039 loss_bbox_dn: 0.127037 loss_giou_dn: 0.298684 loss_class_aux_dn: 1.514149 loss_bbox_aux_dn: 0.762805 loss_giou_aux_dn: 1.629544 loss: 11.988808 eta: 1 day, 13:39:10 batch_cost: 0.6388 data_cost: 0.0013 ips: 6.2614 images/s [03/31 11:17:17] ppdet.engine INFO: Epoch: [38] [2600/7329] learning_rate: 0.000100 loss_class: 0.566549 loss_bbox: 0.154112 loss_giou: 0.386484 loss_class_aux: 3.569083 loss_bbox_aux: 1.014073 loss_giou_aux: 2.513802 loss_class_dn: 0.332876 loss_bbox_dn: 0.153430 loss_giou_dn: 0.388079 loss_class_aux_dn: 1.768536 loss_bbox_aux_dn: 0.915635 loss_giou_aux_dn: 2.160189 loss: 15.030002 eta: 1 day, 13:38:13 batch_cost: 0.5276 data_cost: 0.0012 ips: 7.5809 images/s [03/31 11:18:13] ppdet.engine INFO: Epoch: [38] [2700/7329] learning_rate: 0.000100 loss_class: 0.675548 loss_bbox: 0.143344 loss_giou: 0.337189 loss_class_aux: 4.243321 loss_bbox_aux: 0.964688 loss_giou_aux: 2.250116 loss_class_dn: 0.356954 loss_bbox_dn: 0.158861 loss_giou_dn: 0.351562 loss_class_aux_dn: 1.965434 loss_bbox_aux_dn: 0.962094 loss_giou_aux_dn: 2.014644 loss: 15.157631 eta: 1 day, 13:37:14 batch_cost: 0.5025 data_cost: 0.0013 ips: 7.9608 images/s [03/31 11:19:14] ppdet.engine INFO: Epoch: [38] [2800/7329] learning_rate: 0.000100 loss_class: 0.666537 loss_bbox: 0.152220 loss_giou: 0.455164 loss_class_aux: 4.403838 loss_bbox_aux: 1.028708 loss_giou_aux: 2.881635 loss_class_dn: 0.368360 loss_bbox_dn: 0.159788 loss_giou_dn: 0.426539 loss_class_aux_dn: 1.966366 loss_bbox_aux_dn: 0.924023 loss_giou_aux_dn: 2.352002 loss: 16.500622 eta: 1 day, 13:36:19 batch_cost: 0.5496 data_cost: 0.0013 ips: 7.2775 images/s [03/31 11:20:15] ppdet.engine INFO: Epoch: [38] [2900/7329] learning_rate: 0.000100 loss_class: 0.527486 loss_bbox: 0.143375 loss_giou: 0.345580 loss_class_aux: 3.529592 loss_bbox_aux: 0.908370 loss_giou_aux: 2.212618 loss_class_dn: 0.304985 loss_bbox_dn: 0.139444 loss_giou_dn: 0.349640 loss_class_aux_dn: 1.653002 loss_bbox_aux_dn: 0.849495 loss_giou_aux_dn: 1.971949 loss: 13.733669 eta: 1 day, 13:35:25 batch_cost: 0.5567 data_cost: 0.0012 ips: 7.1854 images/s [03/31 11:21:13] ppdet.engine INFO: Epoch: [38] [3000/7329] learning_rate: 0.000100 loss_class: 0.549737 loss_bbox: 0.147053 loss_giou: 0.339955 loss_class_aux: 3.660250 loss_bbox_aux: 0.920634 loss_giou_aux: 2.200100 loss_class_dn: 0.305923 loss_bbox_dn: 0.146934 loss_giou_dn: 0.347566 loss_class_aux_dn: 1.667119 loss_bbox_aux_dn: 0.862758 loss_giou_aux_dn: 1.908175 loss: 13.699265 eta: 1 day, 13:34:27 batch_cost: 0.5229 data_cost: 0.0016 ips: 7.6490 images/s [03/31 11:22:09] ppdet.engine INFO: Epoch: [38] [3100/7329] learning_rate: 0.000100 loss_class: 0.641667 loss_bbox: 0.141419 loss_giou: 0.417234 loss_class_aux: 4.031328 loss_bbox_aux: 0.951667 loss_giou_aux: 2.658201 loss_class_dn: 0.364010 loss_bbox_dn: 0.142060 loss_giou_dn: 0.404169 loss_class_aux_dn: 1.966645 loss_bbox_aux_dn: 0.904678 loss_giou_aux_dn: 2.245891 loss: 15.290194 eta: 1 day, 13:33:29 batch_cost: 0.5103 data_cost: 0.0014 ips: 7.8382 images/s [03/31 11:23:05] ppdet.engine INFO: Epoch: [38] [3200/7329] learning_rate: 0.000100 loss_class: 0.624550 loss_bbox: 0.148164 loss_giou: 0.441907 loss_class_aux: 4.227702 loss_bbox_aux: 0.959140 loss_giou_aux: 2.780189 loss_class_dn: 0.348659 loss_bbox_dn: 0.147921 loss_giou_dn: 0.395146 loss_class_aux_dn: 1.869920 loss_bbox_aux_dn: 0.888717 loss_giou_aux_dn: 2.246018 loss: 15.671291 eta: 1 day, 13:32:30 batch_cost: 0.5065 data_cost: 0.0012 ips: 7.8977 images/s [03/31 11:24:06] ppdet.engine INFO: Epoch: [38] [3300/7329] learning_rate: 0.000100 loss_class: 0.552616 loss_bbox: 0.137944 loss_giou: 0.334831 loss_class_aux: 3.499029 loss_bbox_aux: 0.872668 loss_giou_aux: 2.175100 loss_class_dn: 0.322143 loss_bbox_dn: 0.146005 loss_giou_dn: 0.365434 loss_class_aux_dn: 1.732253 loss_bbox_aux_dn: 0.880027 loss_giou_aux_dn: 2.010753 loss: 13.680065 eta: 1 day, 13:31:36 batch_cost: 0.5530 data_cost: 0.0012 ips: 7.2333 images/s [03/31 11:25:07] ppdet.engine INFO: Epoch: [38] [3400/7329] learning_rate: 0.000100 loss_class: 0.575464 loss_bbox: 0.134654 loss_giou: 0.347547 loss_class_aux: 3.771676 loss_bbox_aux: 0.930780 loss_giou_aux: 2.218385 loss_class_dn: 0.319774 loss_bbox_dn: 0.151709 loss_giou_dn: 0.364447 loss_class_aux_dn: 1.735185 loss_bbox_aux_dn: 0.946622 loss_giou_aux_dn: 2.045213 loss: 13.888479 eta: 1 day, 13:30:41 batch_cost: 0.5570 data_cost: 0.0012 ips: 7.1812 images/s [03/31 11:26:07] ppdet.engine INFO: Epoch: [38] [3500/7329] learning_rate: 0.000100 loss_class: 0.616916 loss_bbox: 0.146612 loss_giou: 0.384177 loss_class_aux: 3.965626 loss_bbox_aux: 0.985522 loss_giou_aux: 2.433652 loss_class_dn: 0.347335 loss_bbox_dn: 0.155157 loss_giou_dn: 0.384614 loss_class_aux_dn: 1.836591 loss_bbox_aux_dn: 0.946385 loss_giou_aux_dn: 2.160636 loss: 15.285496 eta: 1 day, 13:29:46 batch_cost: 0.5377 data_cost: 0.0013 ips: 7.4389 images/s [03/31 11:27:04] ppdet.engine INFO: Epoch: [38] [3600/7329] learning_rate: 0.000100 loss_class: 0.602512 loss_bbox: 0.147277 loss_giou: 0.411948 loss_class_aux: 3.698714 loss_bbox_aux: 0.954967 loss_giou_aux: 2.575917 loss_class_dn: 0.335352 loss_bbox_dn: 0.143256 loss_giou_dn: 0.372524 loss_class_aux_dn: 1.850516 loss_bbox_aux_dn: 0.847924 loss_giou_aux_dn: 2.050687 loss: 14.860031 eta: 1 day, 13:28:48 batch_cost: 0.5178 data_cost: 0.0013 ips: 7.7246 images/s [03/31 11:28:04] ppdet.engine INFO: Epoch: [38] [3700/7329] learning_rate: 0.000100 loss_class: 0.550727 loss_bbox: 0.138332 loss_giou: 0.365853 loss_class_aux: 3.436002 loss_bbox_aux: 0.954537 loss_giou_aux: 2.316499 loss_class_dn: 0.315429 loss_bbox_dn: 0.147127 loss_giou_dn: 0.351986 loss_class_aux_dn: 1.729917 loss_bbox_aux_dn: 0.922383 loss_giou_aux_dn: 1.965247 loss: 13.562943 eta: 1 day, 13:27:53 batch_cost: 0.5485 data_cost: 0.0014 ips: 7.2920 images/s [03/31 11:29:03] ppdet.engine INFO: Epoch: [38] [3800/7329] learning_rate: 0.000100 loss_class: 0.538307 loss_bbox: 0.135887 loss_giou: 0.380136 loss_class_aux: 3.600230 loss_bbox_aux: 0.871151 loss_giou_aux: 2.419275 loss_class_dn: 0.311053 loss_bbox_dn: 0.147894 loss_giou_dn: 0.366374 loss_class_aux_dn: 1.687186 loss_bbox_aux_dn: 0.859253 loss_giou_aux_dn: 2.022393 loss: 13.759996 eta: 1 day, 13:26:56 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5900 images/s [03/31 11:30:02] ppdet.engine INFO: Epoch: [38] [3900/7329] learning_rate: 0.000100 loss_class: 0.552293 loss_bbox: 0.131042 loss_giou: 0.373764 loss_class_aux: 3.661032 loss_bbox_aux: 0.875321 loss_giou_aux: 2.407129 loss_class_dn: 0.325715 loss_bbox_dn: 0.150327 loss_giou_dn: 0.359631 loss_class_aux_dn: 1.742162 loss_bbox_aux_dn: 0.937816 loss_giou_aux_dn: 1.997770 loss: 13.958158 eta: 1 day, 13:26:00 batch_cost: 0.5402 data_cost: 0.0012 ips: 7.4042 images/s [03/31 11:31:06] ppdet.engine INFO: Epoch: [38] [4000/7329] learning_rate: 0.000100 loss_class: 0.642688 loss_bbox: 0.141049 loss_giou: 0.435712 loss_class_aux: 4.114085 loss_bbox_aux: 0.948512 loss_giou_aux: 2.836195 loss_class_dn: 0.356310 loss_bbox_dn: 0.152495 loss_giou_dn: 0.438254 loss_class_aux_dn: 1.942741 loss_bbox_aux_dn: 0.916760 loss_giou_aux_dn: 2.410741 loss: 15.081804 eta: 1 day, 13:25:08 batch_cost: 0.5796 data_cost: 0.0012 ips: 6.9011 images/s [03/31 11:32:14] ppdet.engine INFO: Epoch: [38] [4100/7329] learning_rate: 0.000100 loss_class: 0.587955 loss_bbox: 0.136484 loss_giou: 0.385085 loss_class_aux: 3.841471 loss_bbox_aux: 0.922528 loss_giou_aux: 2.374897 loss_class_dn: 0.341911 loss_bbox_dn: 0.159002 loss_giou_dn: 0.364616 loss_class_aux_dn: 1.799810 loss_bbox_aux_dn: 0.960596 loss_giou_aux_dn: 2.083367 loss: 15.222931 eta: 1 day, 13:24:19 batch_cost: 0.6178 data_cost: 0.0021 ips: 6.4747 images/s [03/31 11:33:18] ppdet.engine INFO: Epoch: [38] [4200/7329] learning_rate: 0.000100 loss_class: 0.553345 loss_bbox: 0.130748 loss_giou: 0.378656 loss_class_aux: 3.547682 loss_bbox_aux: 0.948106 loss_giou_aux: 2.383194 loss_class_dn: 0.334175 loss_bbox_dn: 0.147102 loss_giou_dn: 0.355583 loss_class_aux_dn: 1.807528 loss_bbox_aux_dn: 0.875373 loss_giou_aux_dn: 2.007082 loss: 14.094171 eta: 1 day, 13:23:27 batch_cost: 0.5865 data_cost: 0.0013 ips: 6.8204 images/s [03/31 11:34:20] ppdet.engine INFO: Epoch: [38] [4300/7329] learning_rate: 0.000100 loss_class: 0.640157 loss_bbox: 0.134161 loss_giou: 0.361677 loss_class_aux: 4.157588 loss_bbox_aux: 0.894918 loss_giou_aux: 2.311192 loss_class_dn: 0.363171 loss_bbox_dn: 0.149591 loss_giou_dn: 0.361842 loss_class_aux_dn: 1.942514 loss_bbox_aux_dn: 0.964813 loss_giou_aux_dn: 2.124172 loss: 15.603928 eta: 1 day, 13:22:33 batch_cost: 0.5598 data_cost: 0.0014 ips: 7.1458 images/s [03/31 11:35:21] ppdet.engine INFO: Epoch: [38] [4400/7329] learning_rate: 0.000100 loss_class: 0.584909 loss_bbox: 0.137404 loss_giou: 0.411837 loss_class_aux: 3.760473 loss_bbox_aux: 0.900693 loss_giou_aux: 2.596934 loss_class_dn: 0.336917 loss_bbox_dn: 0.149631 loss_giou_dn: 0.389982 loss_class_aux_dn: 1.777681 loss_bbox_aux_dn: 0.864825 loss_giou_aux_dn: 2.205554 loss: 14.323860 eta: 1 day, 13:21:38 batch_cost: 0.5502 data_cost: 0.0013 ips: 7.2699 images/s [03/31 11:36:18] ppdet.engine INFO: Epoch: [38] [4500/7329] learning_rate: 0.000100 loss_class: 0.566125 loss_bbox: 0.122895 loss_giou: 0.396598 loss_class_aux: 3.524245 loss_bbox_aux: 0.793376 loss_giou_aux: 2.498843 loss_class_dn: 0.333838 loss_bbox_dn: 0.128730 loss_giou_dn: 0.382503 loss_class_aux_dn: 1.742955 loss_bbox_aux_dn: 0.742848 loss_giou_aux_dn: 2.159186 loss: 13.745358 eta: 1 day, 13:20:41 batch_cost: 0.5221 data_cost: 0.0012 ips: 7.6608 images/s [03/31 11:37:14] ppdet.engine INFO: Epoch: [38] [4600/7329] learning_rate: 0.000100 loss_class: 0.556792 loss_bbox: 0.137017 loss_giou: 0.403691 loss_class_aux: 3.559214 loss_bbox_aux: 0.890145 loss_giou_aux: 2.545838 loss_class_dn: 0.316724 loss_bbox_dn: 0.129953 loss_giou_dn: 0.345736 loss_class_aux_dn: 1.690132 loss_bbox_aux_dn: 0.804722 loss_giou_aux_dn: 1.938078 loss: 13.284441 eta: 1 day, 13:19:42 batch_cost: 0.5056 data_cost: 0.0013 ips: 7.9106 images/s [03/31 11:38:12] ppdet.engine INFO: Epoch: [38] [4700/7329] learning_rate: 0.000100 loss_class: 0.520804 loss_bbox: 0.140520 loss_giou: 0.358781 loss_class_aux: 3.341717 loss_bbox_aux: 0.907423 loss_giou_aux: 2.336484 loss_class_dn: 0.300668 loss_bbox_dn: 0.161864 loss_giou_dn: 0.363489 loss_class_aux_dn: 1.641001 loss_bbox_aux_dn: 0.903816 loss_giou_aux_dn: 2.074571 loss: 13.106842 eta: 1 day, 13:18:45 batch_cost: 0.5188 data_cost: 0.0014 ips: 7.7097 images/s [03/31 11:39:14] ppdet.engine INFO: Epoch: [38] [4800/7329] learning_rate: 0.000100 loss_class: 0.619293 loss_bbox: 0.139409 loss_giou: 0.433687 loss_class_aux: 3.954763 loss_bbox_aux: 0.949268 loss_giou_aux: 2.800848 loss_class_dn: 0.334370 loss_bbox_dn: 0.131536 loss_giou_dn: 0.423763 loss_class_aux_dn: 1.822394 loss_bbox_aux_dn: 0.786933 loss_giou_aux_dn: 2.365644 loss: 15.239904 eta: 1 day, 13:17:51 batch_cost: 0.5608 data_cost: 0.0014 ips: 7.1329 images/s [03/31 11:40:28] ppdet.engine INFO: Epoch: [38] [4900/7329] learning_rate: 0.000100 loss_class: 0.627828 loss_bbox: 0.155028 loss_giou: 0.468097 loss_class_aux: 3.841870 loss_bbox_aux: 0.970508 loss_giou_aux: 2.966076 loss_class_dn: 0.371592 loss_bbox_dn: 0.152175 loss_giou_dn: 0.432046 loss_class_aux_dn: 1.962536 loss_bbox_aux_dn: 0.912391 loss_giou_aux_dn: 2.414133 loss: 16.004406 eta: 1 day, 13:17:05 batch_cost: 0.6525 data_cost: 0.0015 ips: 6.1304 images/s [03/31 11:41:30] ppdet.engine INFO: Epoch: [38] [5000/7329] learning_rate: 0.000100 loss_class: 0.533467 loss_bbox: 0.128105 loss_giou: 0.340413 loss_class_aux: 3.443022 loss_bbox_aux: 0.847326 loss_giou_aux: 2.158228 loss_class_dn: 0.296935 loss_bbox_dn: 0.129725 loss_giou_dn: 0.318943 loss_class_aux_dn: 1.628036 loss_bbox_aux_dn: 0.785555 loss_giou_aux_dn: 1.784987 loss: 12.816495 eta: 1 day, 13:16:10 batch_cost: 0.5564 data_cost: 0.0017 ips: 7.1888 images/s [03/31 11:42:28] ppdet.engine INFO: Epoch: [38] [5100/7329] learning_rate: 0.000100 loss_class: 0.591768 loss_bbox: 0.160971 loss_giou: 0.406868 loss_class_aux: 3.817031 loss_bbox_aux: 1.013154 loss_giou_aux: 2.607291 loss_class_dn: 0.349602 loss_bbox_dn: 0.147262 loss_giou_dn: 0.414001 loss_class_aux_dn: 1.874417 loss_bbox_aux_dn: 0.881432 loss_giou_aux_dn: 2.261060 loss: 14.433554 eta: 1 day, 13:15:13 batch_cost: 0.5259 data_cost: 0.0012 ips: 7.6061 images/s [03/31 11:43:25] ppdet.engine INFO: Epoch: [38] [5200/7329] learning_rate: 0.000100 loss_class: 0.612323 loss_bbox: 0.138938 loss_giou: 0.440821 loss_class_aux: 3.852364 loss_bbox_aux: 0.988873 loss_giou_aux: 2.876261 loss_class_dn: 0.339327 loss_bbox_dn: 0.157997 loss_giou_dn: 0.408080 loss_class_aux_dn: 1.787657 loss_bbox_aux_dn: 0.932320 loss_giou_aux_dn: 2.298399 loss: 15.562096 eta: 1 day, 13:14:15 batch_cost: 0.5125 data_cost: 0.0013 ips: 7.8043 images/s [03/31 11:44:21] ppdet.engine INFO: Epoch: [38] [5300/7329] learning_rate: 0.000100 loss_class: 0.578854 loss_bbox: 0.136723 loss_giou: 0.350886 loss_class_aux: 3.634313 loss_bbox_aux: 0.885386 loss_giou_aux: 2.249208 loss_class_dn: 0.318532 loss_bbox_dn: 0.156427 loss_giou_dn: 0.352218 loss_class_aux_dn: 1.708671 loss_bbox_aux_dn: 0.902532 loss_giou_aux_dn: 2.010622 loss: 13.779005 eta: 1 day, 13:13:17 batch_cost: 0.5098 data_cost: 0.0012 ips: 7.8462 images/s [03/31 11:45:17] ppdet.engine INFO: Epoch: [38] [5400/7329] learning_rate: 0.000100 loss_class: 0.578937 loss_bbox: 0.137875 loss_giou: 0.370598 loss_class_aux: 3.711309 loss_bbox_aux: 0.915052 loss_giou_aux: 2.301907 loss_class_dn: 0.318545 loss_bbox_dn: 0.151361 loss_giou_dn: 0.363009 loss_class_aux_dn: 1.743443 loss_bbox_aux_dn: 0.895534 loss_giou_aux_dn: 2.049530 loss: 13.978704 eta: 1 day, 13:12:18 batch_cost: 0.5068 data_cost: 0.0012 ips: 7.8930 images/s [03/31 11:46:13] ppdet.engine INFO: Epoch: [38] [5500/7329] learning_rate: 0.000100 loss_class: 0.511149 loss_bbox: 0.130039 loss_giou: 0.340091 loss_class_aux: 3.342762 loss_bbox_aux: 0.843714 loss_giou_aux: 2.299480 loss_class_dn: 0.287275 loss_bbox_dn: 0.130539 loss_giou_dn: 0.340417 loss_class_aux_dn: 1.529700 loss_bbox_aux_dn: 0.826531 loss_giou_aux_dn: 1.874399 loss: 13.178286 eta: 1 day, 13:11:20 batch_cost: 0.5093 data_cost: 0.0012 ips: 7.8536 images/s [03/31 11:47:11] ppdet.engine INFO: Epoch: [38] [5600/7329] learning_rate: 0.000100 loss_class: 0.564903 loss_bbox: 0.130271 loss_giou: 0.379586 loss_class_aux: 3.638094 loss_bbox_aux: 0.825431 loss_giou_aux: 2.381566 loss_class_dn: 0.331100 loss_bbox_dn: 0.158837 loss_giou_dn: 0.361292 loss_class_aux_dn: 1.763341 loss_bbox_aux_dn: 0.935448 loss_giou_aux_dn: 1.985912 loss: 14.110509 eta: 1 day, 13:10:22 batch_cost: 0.5194 data_cost: 0.0012 ips: 7.7008 images/s [03/31 11:48:07] ppdet.engine INFO: Epoch: [38] [5700/7329] learning_rate: 0.000100 loss_class: 0.573964 loss_bbox: 0.135117 loss_giou: 0.360811 loss_class_aux: 3.812469 loss_bbox_aux: 0.880899 loss_giou_aux: 2.269775 loss_class_dn: 0.321022 loss_bbox_dn: 0.147118 loss_giou_dn: 0.349102 loss_class_aux_dn: 1.777658 loss_bbox_aux_dn: 0.858694 loss_giou_aux_dn: 1.911743 loss: 13.693689 eta: 1 day, 13:09:24 batch_cost: 0.5065 data_cost: 0.0012 ips: 7.8966 images/s [03/31 11:49:03] ppdet.engine INFO: Epoch: [38] [5800/7329] learning_rate: 0.000100 loss_class: 0.609759 loss_bbox: 0.155180 loss_giou: 0.421579 loss_class_aux: 3.893369 loss_bbox_aux: 1.020878 loss_giou_aux: 2.600500 loss_class_dn: 0.365168 loss_bbox_dn: 0.166506 loss_giou_dn: 0.409951 loss_class_aux_dn: 1.936288 loss_bbox_aux_dn: 0.973386 loss_giou_aux_dn: 2.241202 loss: 15.607952 eta: 1 day, 13:08:25 batch_cost: 0.5072 data_cost: 0.0012 ips: 7.8867 images/s [03/31 11:50:01] ppdet.engine INFO: Epoch: [38] [5900/7329] learning_rate: 0.000100 loss_class: 0.615848 loss_bbox: 0.138019 loss_giou: 0.384740 loss_class_aux: 3.850497 loss_bbox_aux: 0.887513 loss_giou_aux: 2.505253 loss_class_dn: 0.342007 loss_bbox_dn: 0.173217 loss_giou_dn: 0.374240 loss_class_aux_dn: 1.815609 loss_bbox_aux_dn: 1.004115 loss_giou_aux_dn: 2.062583 loss: 14.877193 eta: 1 day, 13:07:29 batch_cost: 0.5321 data_cost: 0.0012 ips: 7.5170 images/s [03/31 11:51:08] ppdet.engine INFO: Epoch: [38] [6000/7329] learning_rate: 0.000100 loss_class: 0.524038 loss_bbox: 0.122210 loss_giou: 0.325169 loss_class_aux: 3.343956 loss_bbox_aux: 0.853733 loss_giou_aux: 2.046339 loss_class_dn: 0.292915 loss_bbox_dn: 0.141894 loss_giou_dn: 0.325400 loss_class_aux_dn: 1.627240 loss_bbox_aux_dn: 0.846645 loss_giou_aux_dn: 1.860752 loss: 12.788563 eta: 1 day, 13:06:38 batch_cost: 0.6015 data_cost: 0.0015 ips: 6.6499 images/s [03/31 11:52:08] ppdet.engine INFO: Epoch: [38] [6100/7329] learning_rate: 0.000100 loss_class: 0.589459 loss_bbox: 0.138305 loss_giou: 0.389733 loss_class_aux: 3.819032 loss_bbox_aux: 0.926594 loss_giou_aux: 2.463748 loss_class_dn: 0.333822 loss_bbox_dn: 0.137224 loss_giou_dn: 0.361825 loss_class_aux_dn: 1.782658 loss_bbox_aux_dn: 0.801533 loss_giou_aux_dn: 2.124967 loss: 14.030522 eta: 1 day, 13:05:43 batch_cost: 0.5441 data_cost: 0.0014 ips: 7.3520 images/s [03/31 11:53:05] ppdet.engine INFO: Epoch: [38] [6200/7329] learning_rate: 0.000100 loss_class: 0.637622 loss_bbox: 0.155611 loss_giou: 0.472974 loss_class_aux: 3.992152 loss_bbox_aux: 0.992659 loss_giou_aux: 2.972264 loss_class_dn: 0.379766 loss_bbox_dn: 0.159491 loss_giou_dn: 0.434581 loss_class_aux_dn: 2.025166 loss_bbox_aux_dn: 0.956547 loss_giou_aux_dn: 2.452133 loss: 16.329227 eta: 1 day, 13:04:45 batch_cost: 0.5189 data_cost: 0.0012 ips: 7.7091 images/s [03/31 11:54:06] ppdet.engine INFO: Epoch: [38] [6300/7329] learning_rate: 0.000100 loss_class: 0.607264 loss_bbox: 0.155257 loss_giou: 0.385803 loss_class_aux: 3.841936 loss_bbox_aux: 0.982480 loss_giou_aux: 2.301226 loss_class_dn: 0.352161 loss_bbox_dn: 0.165096 loss_giou_dn: 0.347905 loss_class_aux_dn: 1.911624 loss_bbox_aux_dn: 1.004345 loss_giou_aux_dn: 1.900392 loss: 14.478876 eta: 1 day, 13:03:50 batch_cost: 0.5408 data_cost: 0.0014 ips: 7.3969 images/s [03/31 11:55:05] ppdet.engine INFO: Epoch: [38] [6400/7329] learning_rate: 0.000100 loss_class: 0.624959 loss_bbox: 0.133419 loss_giou: 0.415928 loss_class_aux: 3.824722 loss_bbox_aux: 0.891839 loss_giou_aux: 2.593978 loss_class_dn: 0.341032 loss_bbox_dn: 0.142767 loss_giou_dn: 0.384770 loss_class_aux_dn: 1.814602 loss_bbox_aux_dn: 0.868361 loss_giou_aux_dn: 2.192317 loss: 14.899428 eta: 1 day, 13:02:53 batch_cost: 0.5292 data_cost: 0.0012 ips: 7.5582 images/s [03/31 11:56:05] ppdet.engine INFO: Epoch: [38] [6500/7329] learning_rate: 0.000100 loss_class: 0.594893 loss_bbox: 0.133279 loss_giou: 0.479143 loss_class_aux: 3.760246 loss_bbox_aux: 0.862514 loss_giou_aux: 2.856545 loss_class_dn: 0.356347 loss_bbox_dn: 0.136939 loss_giou_dn: 0.432529 loss_class_aux_dn: 1.899346 loss_bbox_aux_dn: 0.822933 loss_giou_aux_dn: 2.391685 loss: 15.630909 eta: 1 day, 13:01:58 batch_cost: 0.5459 data_cost: 0.0014 ips: 7.3279 images/s [03/31 11:57:02] ppdet.engine INFO: Epoch: [38] [6600/7329] learning_rate: 0.000100 loss_class: 0.570611 loss_bbox: 0.147283 loss_giou: 0.369892 loss_class_aux: 3.644969 loss_bbox_aux: 0.957828 loss_giou_aux: 2.468615 loss_class_dn: 0.323172 loss_bbox_dn: 0.156248 loss_giou_dn: 0.370977 loss_class_aux_dn: 1.744334 loss_bbox_aux_dn: 0.926894 loss_giou_aux_dn: 2.082800 loss: 14.300823 eta: 1 day, 13:01:00 batch_cost: 0.5111 data_cost: 0.0012 ips: 7.8262 images/s [03/31 11:57:58] ppdet.engine INFO: Epoch: [38] [6700/7329] learning_rate: 0.000100 loss_class: 0.597650 loss_bbox: 0.145293 loss_giou: 0.350119 loss_class_aux: 3.808150 loss_bbox_aux: 0.913393 loss_giou_aux: 2.258801 loss_class_dn: 0.332517 loss_bbox_dn: 0.156637 loss_giou_dn: 0.355794 loss_class_aux_dn: 1.806809 loss_bbox_aux_dn: 0.956571 loss_giou_aux_dn: 1.961592 loss: 14.607809 eta: 1 day, 13:00:01 batch_cost: 0.5065 data_cost: 0.0013 ips: 7.8973 images/s [03/31 11:58:58] ppdet.engine INFO: Epoch: [38] [6800/7329] learning_rate: 0.000100 loss_class: 0.579948 loss_bbox: 0.132888 loss_giou: 0.382848 loss_class_aux: 3.530771 loss_bbox_aux: 0.903985 loss_giou_aux: 2.388591 loss_class_dn: 0.324621 loss_bbox_dn: 0.144093 loss_giou_dn: 0.354867 loss_class_aux_dn: 1.734658 loss_bbox_aux_dn: 0.869366 loss_giou_aux_dn: 1.981192 loss: 14.060758 eta: 1 day, 12:59:06 batch_cost: 0.5457 data_cost: 0.0014 ips: 7.3297 images/s [03/31 11:59:58] ppdet.engine INFO: Epoch: [38] [6900/7329] learning_rate: 0.000100 loss_class: 0.572218 loss_bbox: 0.140802 loss_giou: 0.290169 loss_class_aux: 3.606232 loss_bbox_aux: 0.945053 loss_giou_aux: 1.917461 loss_class_dn: 0.301949 loss_bbox_dn: 0.161750 loss_giou_dn: 0.290546 loss_class_aux_dn: 1.619688 loss_bbox_aux_dn: 0.966268 loss_giou_aux_dn: 1.682786 loss: 13.307346 eta: 1 day, 12:58:10 batch_cost: 0.5433 data_cost: 0.0012 ips: 7.3622 images/s [03/31 12:00:56] ppdet.engine INFO: Epoch: [38] [7000/7329] learning_rate: 0.000100 loss_class: 0.598985 loss_bbox: 0.153879 loss_giou: 0.377188 loss_class_aux: 3.831987 loss_bbox_aux: 0.984479 loss_giou_aux: 2.444746 loss_class_dn: 0.346862 loss_bbox_dn: 0.161202 loss_giou_dn: 0.374814 loss_class_aux_dn: 1.871759 loss_bbox_aux_dn: 0.946866 loss_giou_aux_dn: 2.069757 loss: 14.517514 eta: 1 day, 12:57:13 batch_cost: 0.5265 data_cost: 0.0012 ips: 7.5979 images/s [03/31 12:01:59] ppdet.engine INFO: Epoch: [38] [7100/7329] learning_rate: 0.000100 loss_class: 0.621687 loss_bbox: 0.144396 loss_giou: 0.433513 loss_class_aux: 3.920224 loss_bbox_aux: 0.916760 loss_giou_aux: 2.879223 loss_class_dn: 0.348519 loss_bbox_dn: 0.151214 loss_giou_dn: 0.417100 loss_class_aux_dn: 1.892535 loss_bbox_aux_dn: 0.874229 loss_giou_aux_dn: 2.302724 loss: 15.638813 eta: 1 day, 12:56:20 batch_cost: 0.5726 data_cost: 0.0013 ips: 6.9857 images/s [03/31 12:03:04] ppdet.engine INFO: Epoch: [38] [7200/7329] learning_rate: 0.000100 loss_class: 0.625466 loss_bbox: 0.132297 loss_giou: 0.402780 loss_class_aux: 3.869761 loss_bbox_aux: 0.908885 loss_giou_aux: 2.612276 loss_class_dn: 0.352256 loss_bbox_dn: 0.149587 loss_giou_dn: 0.397842 loss_class_aux_dn: 1.886782 loss_bbox_aux_dn: 0.867481 loss_giou_aux_dn: 2.227298 loss: 15.012186 eta: 1 day, 12:55:28 batch_cost: 0.5812 data_cost: 0.0014 ips: 6.8821 images/s [03/31 12:04:10] ppdet.engine INFO: Epoch: [38] [7300/7329] learning_rate: 0.000100 loss_class: 0.600608 loss_bbox: 0.163362 loss_giou: 0.393779 loss_class_aux: 3.839607 loss_bbox_aux: 1.064564 loss_giou_aux: 2.541114 loss_class_dn: 0.322594 loss_bbox_dn: 0.167446 loss_giou_dn: 0.364897 loss_class_aux_dn: 1.738594 loss_bbox_aux_dn: 1.018330 loss_giou_aux_dn: 2.053896 loss: 14.476719 eta: 1 day, 12:54:38 batch_cost: 0.6032 data_cost: 0.0013 ips: 6.6312 images/s [03/31 12:04:31] ppdet.engine INFO: Eval iter: 0 [03/31 12:04:58] ppdet.engine INFO: Eval iter: 100 [03/31 12:05:27] ppdet.engine INFO: Eval iter: 200 [03/31 12:05:55] ppdet.engine INFO: Eval iter: 300 [03/31 12:06:23] ppdet.engine INFO: Eval iter: 400 [03/31 12:06:51] ppdet.engine INFO: Eval iter: 500 [03/31 12:07:20] ppdet.engine INFO: Eval iter: 600 [03/31 12:07:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [03/31 12:07:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.79s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.84s). Accumulating evaluation results... DONE (t=28.24s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 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 ] = 0.387 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 ] = 0.716 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 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [03/31 12:10:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.264612533995606 [03/31 12:10:31] ppdet.engine INFO: Best test bbox ap is 0.523. [03/31 12:10:33] ppdet.engine INFO: Epoch: [39] [ 0/7329] learning_rate: 0.000100 loss_class: 0.576093 loss_bbox: 0.153667 loss_giou: 0.356943 loss_class_aux: 3.714533 loss_bbox_aux: 1.058202 loss_giou_aux: 2.265582 loss_class_dn: 0.310166 loss_bbox_dn: 0.163549 loss_giou_dn: 0.338756 loss_class_aux_dn: 1.664376 loss_bbox_aux_dn: 0.945092 loss_giou_aux_dn: 1.935175 loss: 13.904684 eta: 1 day, 12:54:21 batch_cost: 0.5535 data_cost: 0.0013 ips: 7.2273 images/s [03/31 12:11:34] ppdet.engine INFO: Epoch: [39] [ 100/7329] learning_rate: 0.000100 loss_class: 0.529651 loss_bbox: 0.131772 loss_giou: 0.393278 loss_class_aux: 3.505824 loss_bbox_aux: 0.879886 loss_giou_aux: 2.499063 loss_class_dn: 0.312498 loss_bbox_dn: 0.136345 loss_giou_dn: 0.363825 loss_class_aux_dn: 1.725082 loss_bbox_aux_dn: 0.819640 loss_giou_aux_dn: 2.050083 loss: 13.471664 eta: 1 day, 12:53:26 batch_cost: 0.5483 data_cost: 0.0015 ips: 7.2948 images/s [03/31 12:12:39] ppdet.engine INFO: Epoch: [39] [ 200/7329] learning_rate: 0.000100 loss_class: 0.583727 loss_bbox: 0.140221 loss_giou: 0.366864 loss_class_aux: 3.559862 loss_bbox_aux: 0.928641 loss_giou_aux: 2.272763 loss_class_dn: 0.331974 loss_bbox_dn: 0.152230 loss_giou_dn: 0.356822 loss_class_aux_dn: 1.763510 loss_bbox_aux_dn: 0.937760 loss_giou_aux_dn: 2.005464 loss: 13.761256 eta: 1 day, 12:52:34 batch_cost: 0.5847 data_cost: 0.0014 ips: 6.8409 images/s [03/31 12:13:39] ppdet.engine INFO: Epoch: [39] [ 300/7329] learning_rate: 0.000100 loss_class: 0.570980 loss_bbox: 0.130237 loss_giou: 0.405243 loss_class_aux: 3.565266 loss_bbox_aux: 0.863121 loss_giou_aux: 2.556067 loss_class_dn: 0.332824 loss_bbox_dn: 0.139475 loss_giou_dn: 0.394731 loss_class_aux_dn: 1.771855 loss_bbox_aux_dn: 0.835487 loss_giou_aux_dn: 2.188582 loss: 14.437409 eta: 1 day, 12:51:38 batch_cost: 0.5391 data_cost: 0.0013 ips: 7.4197 images/s [03/31 12:14:37] ppdet.engine INFO: Epoch: [39] [ 400/7329] learning_rate: 0.000100 loss_class: 0.582028 loss_bbox: 0.152468 loss_giou: 0.471714 loss_class_aux: 3.785568 loss_bbox_aux: 1.022613 loss_giou_aux: 2.890855 loss_class_dn: 0.372006 loss_bbox_dn: 0.143691 loss_giou_dn: 0.429786 loss_class_aux_dn: 1.927198 loss_bbox_aux_dn: 0.842861 loss_giou_aux_dn: 2.395656 loss: 15.979456 eta: 1 day, 12:50:41 batch_cost: 0.5303 data_cost: 0.0012 ips: 7.5422 images/s [03/31 12:15:34] ppdet.engine INFO: Epoch: [39] [ 500/7329] learning_rate: 0.000100 loss_class: 0.587159 loss_bbox: 0.160877 loss_giou: 0.475848 loss_class_aux: 3.860616 loss_bbox_aux: 1.015922 loss_giou_aux: 3.007604 loss_class_dn: 0.366161 loss_bbox_dn: 0.158786 loss_giou_dn: 0.439993 loss_class_aux_dn: 1.943892 loss_bbox_aux_dn: 0.944378 loss_giou_aux_dn: 2.432271 loss: 16.249538 eta: 1 day, 12:49:43 batch_cost: 0.5100 data_cost: 0.0012 ips: 7.8426 images/s [03/31 12:16:48] ppdet.engine INFO: Epoch: [39] [ 600/7329] learning_rate: 0.000100 loss_class: 0.506623 loss_bbox: 0.140629 loss_giou: 0.381873 loss_class_aux: 3.311077 loss_bbox_aux: 0.933993 loss_giou_aux: 2.447854 loss_class_dn: 0.307140 loss_bbox_dn: 0.151500 loss_giou_dn: 0.373395 loss_class_aux_dn: 1.639469 loss_bbox_aux_dn: 0.905982 loss_giou_aux_dn: 2.140854 loss: 13.919497 eta: 1 day, 12:48:58 batch_cost: 0.6617 data_cost: 0.0020 ips: 6.0446 images/s [03/31 12:17:51] ppdet.engine INFO: Epoch: [39] [ 700/7329] learning_rate: 0.000100 loss_class: 0.566923 loss_bbox: 0.130426 loss_giou: 0.439589 loss_class_aux: 3.624567 loss_bbox_aux: 0.864118 loss_giou_aux: 2.719294 loss_class_dn: 0.337163 loss_bbox_dn: 0.142983 loss_giou_dn: 0.387660 loss_class_aux_dn: 1.795794 loss_bbox_aux_dn: 0.859063 loss_giou_aux_dn: 2.211518 loss: 14.225756 eta: 1 day, 12:48:05 batch_cost: 0.5742 data_cost: 0.0013 ips: 6.9659 images/s [03/31 12:18:52] ppdet.engine INFO: Epoch: [39] [ 800/7329] learning_rate: 0.000100 loss_class: 0.548900 loss_bbox: 0.130046 loss_giou: 0.379932 loss_class_aux: 3.503271 loss_bbox_aux: 0.853757 loss_giou_aux: 2.321851 loss_class_dn: 0.311966 loss_bbox_dn: 0.147662 loss_giou_dn: 0.350632 loss_class_aux_dn: 1.674396 loss_bbox_aux_dn: 0.907490 loss_giou_aux_dn: 1.953972 loss: 13.513762 eta: 1 day, 12:47:09 batch_cost: 0.5449 data_cost: 0.0014 ips: 7.3403 images/s [03/31 12:19:55] ppdet.engine INFO: Epoch: [39] [ 900/7329] learning_rate: 0.000100 loss_class: 0.604607 loss_bbox: 0.132791 loss_giou: 0.436307 loss_class_aux: 3.979583 loss_bbox_aux: 0.883018 loss_giou_aux: 2.765834 loss_class_dn: 0.339924 loss_bbox_dn: 0.142976 loss_giou_dn: 0.397106 loss_class_aux_dn: 1.774142 loss_bbox_aux_dn: 0.863184 loss_giou_aux_dn: 2.187608 loss: 14.647081 eta: 1 day, 12:46:16 batch_cost: 0.5712 data_cost: 0.0013 ips: 7.0033 images/s [03/31 12:20:54] ppdet.engine INFO: Epoch: [39] [1000/7329] learning_rate: 0.000100 loss_class: 0.581351 loss_bbox: 0.132201 loss_giou: 0.371175 loss_class_aux: 3.558842 loss_bbox_aux: 0.860401 loss_giou_aux: 2.332766 loss_class_dn: 0.321021 loss_bbox_dn: 0.141456 loss_giou_dn: 0.350055 loss_class_aux_dn: 1.672835 loss_bbox_aux_dn: 0.833895 loss_giou_aux_dn: 1.924218 loss: 13.311905 eta: 1 day, 12:45:20 batch_cost: 0.5354 data_cost: 0.0015 ips: 7.4710 images/s [03/31 12:21:51] ppdet.engine INFO: Epoch: [39] [1100/7329] learning_rate: 0.000100 loss_class: 0.535131 loss_bbox: 0.133084 loss_giou: 0.359131 loss_class_aux: 3.485035 loss_bbox_aux: 0.885965 loss_giou_aux: 2.335814 loss_class_dn: 0.315230 loss_bbox_dn: 0.147452 loss_giou_dn: 0.352342 loss_class_aux_dn: 1.650703 loss_bbox_aux_dn: 0.911801 loss_giou_aux_dn: 2.027990 loss: 13.028628 eta: 1 day, 12:44:23 batch_cost: 0.5167 data_cost: 0.0012 ips: 7.7414 images/s [03/31 12:22:53] ppdet.engine INFO: Epoch: [39] [1200/7329] learning_rate: 0.000100 loss_class: 0.528683 loss_bbox: 0.124858 loss_giou: 0.305145 loss_class_aux: 3.433644 loss_bbox_aux: 0.820714 loss_giou_aux: 1.909783 loss_class_dn: 0.295630 loss_bbox_dn: 0.131196 loss_giou_dn: 0.297463 loss_class_aux_dn: 1.651837 loss_bbox_aux_dn: 0.795361 loss_giou_aux_dn: 1.615767 loss: 12.438622 eta: 1 day, 12:43:29 batch_cost: 0.5669 data_cost: 0.0013 ips: 7.0558 images/s [03/31 12:23:51] ppdet.engine INFO: Epoch: [39] [1300/7329] learning_rate: 0.000100 loss_class: 0.601942 loss_bbox: 0.145522 loss_giou: 0.385839 loss_class_aux: 3.799173 loss_bbox_aux: 0.921676 loss_giou_aux: 2.422143 loss_class_dn: 0.313548 loss_bbox_dn: 0.148084 loss_giou_dn: 0.384960 loss_class_aux_dn: 1.711171 loss_bbox_aux_dn: 0.881640 loss_giou_aux_dn: 2.118126 loss: 14.565983 eta: 1 day, 12:42:32 batch_cost: 0.5236 data_cost: 0.0013 ips: 7.6388 images/s [03/31 12:24:53] ppdet.engine INFO: Epoch: [39] [1400/7329] learning_rate: 0.000100 loss_class: 0.552481 loss_bbox: 0.140182 loss_giou: 0.402652 loss_class_aux: 3.701345 loss_bbox_aux: 0.932455 loss_giou_aux: 2.538328 loss_class_dn: 0.341368 loss_bbox_dn: 0.153284 loss_giou_dn: 0.357824 loss_class_aux_dn: 1.827693 loss_bbox_aux_dn: 0.935487 loss_giou_aux_dn: 1.996545 loss: 14.812010 eta: 1 day, 12:41:38 batch_cost: 0.5549 data_cost: 0.0016 ips: 7.2089 images/s [03/31 12:25:54] ppdet.engine INFO: Epoch: [39] [1500/7329] learning_rate: 0.000100 loss_class: 0.611017 loss_bbox: 0.138344 loss_giou: 0.440670 loss_class_aux: 3.745432 loss_bbox_aux: 0.976826 loss_giou_aux: 2.909030 loss_class_dn: 0.338586 loss_bbox_dn: 0.154086 loss_giou_dn: 0.422117 loss_class_aux_dn: 1.805925 loss_bbox_aux_dn: 0.962582 loss_giou_aux_dn: 2.304996 loss: 15.488150 eta: 1 day, 12:40:42 batch_cost: 0.5448 data_cost: 0.0013 ips: 7.3425 images/s [03/31 12:26:50] ppdet.engine INFO: Epoch: [39] [1600/7329] learning_rate: 0.000100 loss_class: 0.607036 loss_bbox: 0.133413 loss_giou: 0.428247 loss_class_aux: 3.763465 loss_bbox_aux: 0.886284 loss_giou_aux: 2.757892 loss_class_dn: 0.327173 loss_bbox_dn: 0.137391 loss_giou_dn: 0.382917 loss_class_aux_dn: 1.808195 loss_bbox_aux_dn: 0.834372 loss_giou_aux_dn: 2.068146 loss: 14.741445 eta: 1 day, 12:39:44 batch_cost: 0.5084 data_cost: 0.0012 ips: 7.8680 images/s [03/31 12:27:54] ppdet.engine INFO: Epoch: [39] [1700/7329] learning_rate: 0.000100 loss_class: 0.535052 loss_bbox: 0.129707 loss_giou: 0.429688 loss_class_aux: 3.466575 loss_bbox_aux: 0.805841 loss_giou_aux: 2.731216 loss_class_dn: 0.335267 loss_bbox_dn: 0.142703 loss_giou_dn: 0.376753 loss_class_aux_dn: 1.809697 loss_bbox_aux_dn: 0.847769 loss_giou_aux_dn: 2.068519 loss: 14.050190 eta: 1 day, 12:38:50 batch_cost: 0.5663 data_cost: 0.0014 ips: 7.0634 images/s [03/31 12:28:59] ppdet.engine INFO: Epoch: [39] [1800/7329] learning_rate: 0.000100 loss_class: 0.632658 loss_bbox: 0.158243 loss_giou: 0.388560 loss_class_aux: 4.044744 loss_bbox_aux: 1.069607 loss_giou_aux: 2.547379 loss_class_dn: 0.337071 loss_bbox_dn: 0.165104 loss_giou_dn: 0.373340 loss_class_aux_dn: 1.847723 loss_bbox_aux_dn: 0.974722 loss_giou_aux_dn: 2.050675 loss: 15.162626 eta: 1 day, 12:37:59 batch_cost: 0.5867 data_cost: 0.0013 ips: 6.8181 images/s [03/31 12:29:57] ppdet.engine INFO: Epoch: [39] [1900/7329] learning_rate: 0.000100 loss_class: 0.557996 loss_bbox: 0.124856 loss_giou: 0.410637 loss_class_aux: 3.581075 loss_bbox_aux: 0.839751 loss_giou_aux: 2.572347 loss_class_dn: 0.329446 loss_bbox_dn: 0.140229 loss_giou_dn: 0.381581 loss_class_aux_dn: 1.765444 loss_bbox_aux_dn: 0.850305 loss_giou_aux_dn: 2.104313 loss: 14.872261 eta: 1 day, 12:37:02 batch_cost: 0.5346 data_cost: 0.0013 ips: 7.4820 images/s [03/31 12:30:54] ppdet.engine INFO: Epoch: [39] [2000/7329] learning_rate: 0.000100 loss_class: 0.539413 loss_bbox: 0.118102 loss_giou: 0.314144 loss_class_aux: 3.519076 loss_bbox_aux: 0.808560 loss_giou_aux: 2.034202 loss_class_dn: 0.291738 loss_bbox_dn: 0.144760 loss_giou_dn: 0.302491 loss_class_aux_dn: 1.573282 loss_bbox_aux_dn: 0.802304 loss_giou_aux_dn: 1.733265 loss: 12.367023 eta: 1 day, 12:36:04 batch_cost: 0.5133 data_cost: 0.0012 ips: 7.7929 images/s [03/31 12:31:53] ppdet.engine INFO: Epoch: [39] [2100/7329] learning_rate: 0.000100 loss_class: 0.591452 loss_bbox: 0.130612 loss_giou: 0.387416 loss_class_aux: 3.769501 loss_bbox_aux: 0.934697 loss_giou_aux: 2.385431 loss_class_dn: 0.346695 loss_bbox_dn: 0.140300 loss_giou_dn: 0.354003 loss_class_aux_dn: 1.891097 loss_bbox_aux_dn: 0.877874 loss_giou_aux_dn: 2.017179 loss: 14.300619 eta: 1 day, 12:35:08 batch_cost: 0.5310 data_cost: 0.0012 ips: 7.5335 images/s [03/31 12:32:53] ppdet.engine INFO: Epoch: [39] [2200/7329] learning_rate: 0.000100 loss_class: 0.594197 loss_bbox: 0.132293 loss_giou: 0.395067 loss_class_aux: 3.750743 loss_bbox_aux: 0.874244 loss_giou_aux: 2.555982 loss_class_dn: 0.324972 loss_bbox_dn: 0.142403 loss_giou_dn: 0.383504 loss_class_aux_dn: 1.733357 loss_bbox_aux_dn: 0.831252 loss_giou_aux_dn: 2.130934 loss: 14.283180 eta: 1 day, 12:34:13 batch_cost: 0.5442 data_cost: 0.0014 ips: 7.3501 images/s [03/31 12:33:56] ppdet.engine INFO: Epoch: [39] [2300/7329] learning_rate: 0.000100 loss_class: 0.575549 loss_bbox: 0.145353 loss_giou: 0.334034 loss_class_aux: 3.544317 loss_bbox_aux: 0.987291 loss_giou_aux: 2.193062 loss_class_dn: 0.331019 loss_bbox_dn: 0.145890 loss_giou_dn: 0.344119 loss_class_aux_dn: 1.796402 loss_bbox_aux_dn: 0.870662 loss_giou_aux_dn: 1.926818 loss: 13.901775 eta: 1 day, 12:33:18 batch_cost: 0.5581 data_cost: 0.0017 ips: 7.1673 images/s [03/31 12:34:55] ppdet.engine INFO: Epoch: [39] [2400/7329] learning_rate: 0.000100 loss_class: 0.611905 loss_bbox: 0.135231 loss_giou: 0.379193 loss_class_aux: 3.995706 loss_bbox_aux: 0.871709 loss_giou_aux: 2.404692 loss_class_dn: 0.335303 loss_bbox_dn: 0.148827 loss_giou_dn: 0.358900 loss_class_aux_dn: 1.870522 loss_bbox_aux_dn: 0.855599 loss_giou_aux_dn: 1.992787 loss: 13.085390 eta: 1 day, 12:32:22 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4741 images/s [03/31 12:35:57] ppdet.engine INFO: Epoch: [39] [2500/7329] learning_rate: 0.000100 loss_class: 0.582755 loss_bbox: 0.135942 loss_giou: 0.370708 loss_class_aux: 3.888639 loss_bbox_aux: 0.888820 loss_giou_aux: 2.425284 loss_class_dn: 0.316903 loss_bbox_dn: 0.166895 loss_giou_dn: 0.369729 loss_class_aux_dn: 1.694170 loss_bbox_aux_dn: 0.963342 loss_giou_aux_dn: 2.072395 loss: 14.245720 eta: 1 day, 12:31:28 batch_cost: 0.5604 data_cost: 0.0013 ips: 7.1372 images/s [03/31 12:36:57] ppdet.engine INFO: Epoch: [39] [2600/7329] learning_rate: 0.000100 loss_class: 0.600297 loss_bbox: 0.160887 loss_giou: 0.425169 loss_class_aux: 3.908448 loss_bbox_aux: 1.069932 loss_giou_aux: 2.731330 loss_class_dn: 0.345324 loss_bbox_dn: 0.174556 loss_giou_dn: 0.387137 loss_class_aux_dn: 1.837840 loss_bbox_aux_dn: 1.027148 loss_giou_aux_dn: 2.202469 loss: 15.046971 eta: 1 day, 12:30:32 batch_cost: 0.5369 data_cost: 0.0023 ips: 7.4502 images/s [03/31 12:38:01] ppdet.engine INFO: Epoch: [39] [2700/7329] learning_rate: 0.000100 loss_class: 0.604909 loss_bbox: 0.130120 loss_giou: 0.364919 loss_class_aux: 3.787236 loss_bbox_aux: 0.836895 loss_giou_aux: 2.331812 loss_class_dn: 0.336145 loss_bbox_dn: 0.137331 loss_giou_dn: 0.355879 loss_class_aux_dn: 1.841843 loss_bbox_aux_dn: 0.848427 loss_giou_aux_dn: 2.061313 loss: 14.426065 eta: 1 day, 12:29:39 batch_cost: 0.5660 data_cost: 0.0017 ips: 7.0667 images/s [03/31 12:39:03] ppdet.engine INFO: Epoch: [39] [2800/7329] learning_rate: 0.000100 loss_class: 0.589387 loss_bbox: 0.153187 loss_giou: 0.379636 loss_class_aux: 3.880979 loss_bbox_aux: 0.996480 loss_giou_aux: 2.398523 loss_class_dn: 0.324697 loss_bbox_dn: 0.149194 loss_giou_dn: 0.390487 loss_class_aux_dn: 1.753504 loss_bbox_aux_dn: 0.895772 loss_giou_aux_dn: 2.168993 loss: 15.040111 eta: 1 day, 12:28:45 batch_cost: 0.5657 data_cost: 0.0012 ips: 7.0708 images/s [03/31 12:40:01] ppdet.engine INFO: Epoch: [39] [2900/7329] learning_rate: 0.000100 loss_class: 0.528143 loss_bbox: 0.153712 loss_giou: 0.379370 loss_class_aux: 3.310700 loss_bbox_aux: 0.983061 loss_giou_aux: 2.208060 loss_class_dn: 0.293864 loss_bbox_dn: 0.142779 loss_giou_dn: 0.333428 loss_class_aux_dn: 1.607414 loss_bbox_aux_dn: 0.855194 loss_giou_aux_dn: 1.828145 loss: 13.408550 eta: 1 day, 12:27:48 batch_cost: 0.5199 data_cost: 0.0015 ips: 7.6942 images/s [03/31 12:41:00] ppdet.engine INFO: Epoch: [39] [3000/7329] learning_rate: 0.000100 loss_class: 0.555052 loss_bbox: 0.127753 loss_giou: 0.345758 loss_class_aux: 3.684713 loss_bbox_aux: 0.860218 loss_giou_aux: 2.220766 loss_class_dn: 0.309358 loss_bbox_dn: 0.130899 loss_giou_dn: 0.340018 loss_class_aux_dn: 1.645356 loss_bbox_aux_dn: 0.800081 loss_giou_aux_dn: 1.900545 loss: 13.373190 eta: 1 day, 12:26:52 batch_cost: 0.5339 data_cost: 0.0013 ips: 7.4916 images/s [03/31 12:42:07] ppdet.engine INFO: Epoch: [39] [3100/7329] learning_rate: 0.000100 loss_class: 0.572755 loss_bbox: 0.142936 loss_giou: 0.367099 loss_class_aux: 3.656325 loss_bbox_aux: 0.888460 loss_giou_aux: 2.407869 loss_class_dn: 0.326056 loss_bbox_dn: 0.158338 loss_giou_dn: 0.349615 loss_class_aux_dn: 1.809615 loss_bbox_aux_dn: 0.923424 loss_giou_aux_dn: 1.967020 loss: 13.280323 eta: 1 day, 12:26:02 batch_cost: 0.6105 data_cost: 0.0013 ips: 6.5519 images/s [03/31 12:43:08] ppdet.engine INFO: Epoch: [39] [3200/7329] learning_rate: 0.000100 loss_class: 0.610364 loss_bbox: 0.135830 loss_giou: 0.431309 loss_class_aux: 3.900049 loss_bbox_aux: 0.894289 loss_giou_aux: 2.778164 loss_class_dn: 0.371290 loss_bbox_dn: 0.137519 loss_giou_dn: 0.429054 loss_class_aux_dn: 1.992813 loss_bbox_aux_dn: 0.810033 loss_giou_aux_dn: 2.397636 loss: 16.152815 eta: 1 day, 12:25:07 batch_cost: 0.5464 data_cost: 0.0014 ips: 7.3206 images/s [03/31 12:44:10] ppdet.engine INFO: Epoch: [39] [3300/7329] learning_rate: 0.000100 loss_class: 0.597843 loss_bbox: 0.149976 loss_giou: 0.412159 loss_class_aux: 3.718298 loss_bbox_aux: 0.963409 loss_giou_aux: 2.584405 loss_class_dn: 0.334239 loss_bbox_dn: 0.168284 loss_giou_dn: 0.386352 loss_class_aux_dn: 1.794230 loss_bbox_aux_dn: 0.956001 loss_giou_aux_dn: 2.126320 loss: 14.248461 eta: 1 day, 12:24:13 batch_cost: 0.5640 data_cost: 0.0014 ips: 7.0922 images/s [03/31 12:45:09] ppdet.engine INFO: Epoch: [39] [3400/7329] learning_rate: 0.000100 loss_class: 0.512043 loss_bbox: 0.123200 loss_giou: 0.389304 loss_class_aux: 3.435235 loss_bbox_aux: 0.845410 loss_giou_aux: 2.474775 loss_class_dn: 0.293262 loss_bbox_dn: 0.139597 loss_giou_dn: 0.351576 loss_class_aux_dn: 1.591545 loss_bbox_aux_dn: 0.826785 loss_giou_aux_dn: 1.890510 loss: 13.025181 eta: 1 day, 12:23:16 batch_cost: 0.5324 data_cost: 0.0012 ips: 7.5137 images/s [03/31 12:46:05] ppdet.engine INFO: Epoch: [39] [3500/7329] learning_rate: 0.000100 loss_class: 0.565415 loss_bbox: 0.148528 loss_giou: 0.341214 loss_class_aux: 3.672700 loss_bbox_aux: 1.026757 loss_giou_aux: 2.217689 loss_class_dn: 0.330159 loss_bbox_dn: 0.168818 loss_giou_dn: 0.345729 loss_class_aux_dn: 1.755041 loss_bbox_aux_dn: 0.980746 loss_giou_aux_dn: 1.932489 loss: 13.751858 eta: 1 day, 12:22:18 batch_cost: 0.5108 data_cost: 0.0012 ips: 7.8311 images/s [03/31 12:47:02] ppdet.engine INFO: Epoch: [39] [3600/7329] learning_rate: 0.000100 loss_class: 0.599318 loss_bbox: 0.136199 loss_giou: 0.404145 loss_class_aux: 3.684101 loss_bbox_aux: 0.842499 loss_giou_aux: 2.579967 loss_class_dn: 0.350841 loss_bbox_dn: 0.131379 loss_giou_dn: 0.382482 loss_class_aux_dn: 1.869114 loss_bbox_aux_dn: 0.831786 loss_giou_aux_dn: 2.119623 loss: 14.941989 eta: 1 day, 12:21:20 batch_cost: 0.5136 data_cost: 0.0013 ips: 7.7875 images/s [03/31 12:48:04] ppdet.engine INFO: Epoch: [39] [3700/7329] learning_rate: 0.000100 loss_class: 0.517725 loss_bbox: 0.140500 loss_giou: 0.312486 loss_class_aux: 3.196805 loss_bbox_aux: 0.870187 loss_giou_aux: 2.015582 loss_class_dn: 0.297034 loss_bbox_dn: 0.134174 loss_giou_dn: 0.292040 loss_class_aux_dn: 1.596553 loss_bbox_aux_dn: 0.833018 loss_giou_aux_dn: 1.618810 loss: 12.522695 eta: 1 day, 12:20:27 batch_cost: 0.5630 data_cost: 0.0012 ips: 7.1043 images/s [03/31 12:49:06] ppdet.engine INFO: Epoch: [39] [3800/7329] learning_rate: 0.000100 loss_class: 0.560685 loss_bbox: 0.122887 loss_giou: 0.365737 loss_class_aux: 3.565459 loss_bbox_aux: 0.800455 loss_giou_aux: 2.318540 loss_class_dn: 0.314223 loss_bbox_dn: 0.122759 loss_giou_dn: 0.338250 loss_class_aux_dn: 1.696747 loss_bbox_aux_dn: 0.770119 loss_giou_aux_dn: 1.876031 loss: 13.190084 eta: 1 day, 12:19:33 batch_cost: 0.5620 data_cost: 0.0012 ips: 7.1170 images/s [03/31 12:50:07] ppdet.engine INFO: Epoch: [39] [3900/7329] learning_rate: 0.000100 loss_class: 0.619609 loss_bbox: 0.137155 loss_giou: 0.402598 loss_class_aux: 3.826959 loss_bbox_aux: 0.860403 loss_giou_aux: 2.549098 loss_class_dn: 0.323595 loss_bbox_dn: 0.150040 loss_giou_dn: 0.357754 loss_class_aux_dn: 1.705175 loss_bbox_aux_dn: 0.894221 loss_giou_aux_dn: 2.004213 loss: 13.428617 eta: 1 day, 12:18:38 batch_cost: 0.5564 data_cost: 0.0012 ips: 7.1885 images/s [03/31 12:51:08] ppdet.engine INFO: Epoch: [39] [4000/7329] learning_rate: 0.000100 loss_class: 0.585544 loss_bbox: 0.141199 loss_giou: 0.464175 loss_class_aux: 3.758884 loss_bbox_aux: 0.992729 loss_giou_aux: 2.841523 loss_class_dn: 0.356579 loss_bbox_dn: 0.136664 loss_giou_dn: 0.424074 loss_class_aux_dn: 1.904934 loss_bbox_aux_dn: 0.854029 loss_giou_aux_dn: 2.354805 loss: 15.737116 eta: 1 day, 12:17:44 batch_cost: 0.5520 data_cost: 0.0012 ips: 7.2467 images/s [03/31 12:52:08] ppdet.engine INFO: Epoch: [39] [4100/7329] learning_rate: 0.000100 loss_class: 0.623252 loss_bbox: 0.134321 loss_giou: 0.421624 loss_class_aux: 3.895485 loss_bbox_aux: 0.864355 loss_giou_aux: 2.855143 loss_class_dn: 0.359592 loss_bbox_dn: 0.130691 loss_giou_dn: 0.416369 loss_class_aux_dn: 1.894054 loss_bbox_aux_dn: 0.782730 loss_giou_aux_dn: 2.246725 loss: 14.971007 eta: 1 day, 12:16:49 batch_cost: 0.5464 data_cost: 0.0012 ips: 7.3202 images/s [03/31 12:53:08] ppdet.engine INFO: Epoch: [39] [4200/7329] learning_rate: 0.000100 loss_class: 0.522088 loss_bbox: 0.124766 loss_giou: 0.346946 loss_class_aux: 3.255888 loss_bbox_aux: 0.833996 loss_giou_aux: 2.194616 loss_class_dn: 0.287375 loss_bbox_dn: 0.145570 loss_giou_dn: 0.334586 loss_class_aux_dn: 1.580142 loss_bbox_aux_dn: 0.863637 loss_giou_aux_dn: 1.855152 loss: 12.430020 eta: 1 day, 12:15:53 batch_cost: 0.5379 data_cost: 0.0015 ips: 7.4358 images/s [03/31 12:54:11] ppdet.engine INFO: Epoch: [39] [4300/7329] learning_rate: 0.000100 loss_class: 0.529686 loss_bbox: 0.130871 loss_giou: 0.333286 loss_class_aux: 3.485543 loss_bbox_aux: 0.861726 loss_giou_aux: 2.177531 loss_class_dn: 0.295913 loss_bbox_dn: 0.154534 loss_giou_dn: 0.322679 loss_class_aux_dn: 1.626724 loss_bbox_aux_dn: 0.910725 loss_giou_aux_dn: 1.845561 loss: 13.498201 eta: 1 day, 12:14:59 batch_cost: 0.5676 data_cost: 0.0016 ips: 7.0476 images/s [03/31 12:55:16] ppdet.engine INFO: Epoch: [39] [4400/7329] learning_rate: 0.000100 loss_class: 0.592731 loss_bbox: 0.143998 loss_giou: 0.416406 loss_class_aux: 3.790787 loss_bbox_aux: 0.908830 loss_giou_aux: 2.617710 loss_class_dn: 0.344468 loss_bbox_dn: 0.134604 loss_giou_dn: 0.399076 loss_class_aux_dn: 1.816181 loss_bbox_aux_dn: 0.835428 loss_giou_aux_dn: 2.186383 loss: 15.144217 eta: 1 day, 12:14:07 batch_cost: 0.5764 data_cost: 0.0015 ips: 6.9394 images/s [03/31 12:56:18] ppdet.engine INFO: Epoch: [39] [4500/7329] learning_rate: 0.000100 loss_class: 0.577387 loss_bbox: 0.142197 loss_giou: 0.352978 loss_class_aux: 3.712211 loss_bbox_aux: 0.918557 loss_giou_aux: 2.195146 loss_class_dn: 0.337545 loss_bbox_dn: 0.146205 loss_giou_dn: 0.343943 loss_class_aux_dn: 1.864594 loss_bbox_aux_dn: 0.871481 loss_giou_aux_dn: 1.942535 loss: 13.924788 eta: 1 day, 12:13:12 batch_cost: 0.5592 data_cost: 0.0016 ips: 7.1537 images/s [03/31 12:57:19] ppdet.engine INFO: Epoch: [39] [4600/7329] learning_rate: 0.000100 loss_class: 0.570571 loss_bbox: 0.128774 loss_giou: 0.383500 loss_class_aux: 3.691660 loss_bbox_aux: 0.846489 loss_giou_aux: 2.417664 loss_class_dn: 0.316106 loss_bbox_dn: 0.130690 loss_giou_dn: 0.358201 loss_class_aux_dn: 1.723208 loss_bbox_aux_dn: 0.822068 loss_giou_aux_dn: 1.980827 loss: 14.014303 eta: 1 day, 12:12:18 batch_cost: 0.5529 data_cost: 0.0014 ips: 7.2344 images/s [03/31 12:58:17] ppdet.engine INFO: Epoch: [39] [4700/7329] learning_rate: 0.000100 loss_class: 0.614783 loss_bbox: 0.143677 loss_giou: 0.333781 loss_class_aux: 3.766025 loss_bbox_aux: 0.933645 loss_giou_aux: 2.184667 loss_class_dn: 0.332996 loss_bbox_dn: 0.166405 loss_giou_dn: 0.363116 loss_class_aux_dn: 1.796477 loss_bbox_aux_dn: 0.957253 loss_giou_aux_dn: 2.055780 loss: 14.336295 eta: 1 day, 12:11:21 batch_cost: 0.5237 data_cost: 0.0014 ips: 7.6379 images/s [03/31 12:59:14] ppdet.engine INFO: Epoch: [39] [4800/7329] learning_rate: 0.000100 loss_class: 0.548714 loss_bbox: 0.136247 loss_giou: 0.421030 loss_class_aux: 3.462062 loss_bbox_aux: 0.846374 loss_giou_aux: 2.606984 loss_class_dn: 0.318270 loss_bbox_dn: 0.139973 loss_giou_dn: 0.352773 loss_class_aux_dn: 1.727035 loss_bbox_aux_dn: 0.833962 loss_giou_aux_dn: 2.020523 loss: 13.698082 eta: 1 day, 12:10:23 batch_cost: 0.5204 data_cost: 0.0013 ips: 7.6859 images/s [03/31 13:00:13] ppdet.engine INFO: Epoch: [39] [4900/7329] learning_rate: 0.000100 loss_class: 0.592040 loss_bbox: 0.145550 loss_giou: 0.398726 loss_class_aux: 3.795929 loss_bbox_aux: 0.956276 loss_giou_aux: 2.553926 loss_class_dn: 0.360671 loss_bbox_dn: 0.173980 loss_giou_dn: 0.380232 loss_class_aux_dn: 1.899585 loss_bbox_aux_dn: 1.013710 loss_giou_aux_dn: 2.201075 loss: 14.775042 eta: 1 day, 12:09:28 batch_cost: 0.5397 data_cost: 0.0012 ips: 7.4117 images/s [03/31 13:01:14] ppdet.engine INFO: Epoch: [39] [5000/7329] learning_rate: 0.000100 loss_class: 0.608697 loss_bbox: 0.143949 loss_giou: 0.375248 loss_class_aux: 3.898653 loss_bbox_aux: 0.957454 loss_giou_aux: 2.345497 loss_class_dn: 0.348814 loss_bbox_dn: 0.150321 loss_giou_dn: 0.390857 loss_class_aux_dn: 1.863308 loss_bbox_aux_dn: 0.909567 loss_giou_aux_dn: 2.158978 loss: 14.914015 eta: 1 day, 12:08:33 batch_cost: 0.5560 data_cost: 0.0013 ips: 7.1941 images/s [03/31 13:02:18] ppdet.engine INFO: Epoch: [39] [5100/7329] learning_rate: 0.000100 loss_class: 0.618068 loss_bbox: 0.136416 loss_giou: 0.449875 loss_class_aux: 3.940264 loss_bbox_aux: 0.912319 loss_giou_aux: 2.968323 loss_class_dn: 0.364928 loss_bbox_dn: 0.133707 loss_giou_dn: 0.440760 loss_class_aux_dn: 1.989444 loss_bbox_aux_dn: 0.780335 loss_giou_aux_dn: 2.393440 loss: 15.460032 eta: 1 day, 12:07:41 batch_cost: 0.5808 data_cost: 0.0012 ips: 6.8873 images/s [03/31 13:03:20] ppdet.engine INFO: Epoch: [39] [5200/7329] learning_rate: 0.000100 loss_class: 0.589091 loss_bbox: 0.143669 loss_giou: 0.422109 loss_class_aux: 3.918235 loss_bbox_aux: 0.925294 loss_giou_aux: 2.675731 loss_class_dn: 0.362014 loss_bbox_dn: 0.152962 loss_giou_dn: 0.390877 loss_class_aux_dn: 1.953341 loss_bbox_aux_dn: 0.905265 loss_giou_aux_dn: 2.228049 loss: 14.876910 eta: 1 day, 12:06:46 batch_cost: 0.5524 data_cost: 0.0017 ips: 7.2412 images/s [03/31 13:04:23] ppdet.engine INFO: Epoch: [39] [5300/7329] learning_rate: 0.000100 loss_class: 0.552150 loss_bbox: 0.126915 loss_giou: 0.372858 loss_class_aux: 3.594823 loss_bbox_aux: 0.828298 loss_giou_aux: 2.315847 loss_class_dn: 0.331242 loss_bbox_dn: 0.130080 loss_giou_dn: 0.358673 loss_class_aux_dn: 1.819665 loss_bbox_aux_dn: 0.783058 loss_giou_aux_dn: 2.002366 loss: 14.109600 eta: 1 day, 12:05:54 batch_cost: 0.5775 data_cost: 0.0013 ips: 6.9260 images/s [03/31 13:05:22] ppdet.engine INFO: Epoch: [39] [5400/7329] learning_rate: 0.000100 loss_class: 0.642163 loss_bbox: 0.150590 loss_giou: 0.417417 loss_class_aux: 4.152041 loss_bbox_aux: 0.978149 loss_giou_aux: 2.624656 loss_class_dn: 0.362737 loss_bbox_dn: 0.156469 loss_giou_dn: 0.388019 loss_class_aux_dn: 1.930764 loss_bbox_aux_dn: 0.949527 loss_giou_aux_dn: 2.188657 loss: 15.556938 eta: 1 day, 12:04:57 batch_cost: 0.5279 data_cost: 0.0013 ips: 7.5778 images/s [03/31 13:06:23] ppdet.engine INFO: Epoch: [39] [5500/7329] learning_rate: 0.000100 loss_class: 0.579243 loss_bbox: 0.116429 loss_giou: 0.409046 loss_class_aux: 3.726826 loss_bbox_aux: 0.807746 loss_giou_aux: 2.524381 loss_class_dn: 0.342798 loss_bbox_dn: 0.124718 loss_giou_dn: 0.378853 loss_class_aux_dn: 1.808104 loss_bbox_aux_dn: 0.738893 loss_giou_aux_dn: 2.104857 loss: 14.107273 eta: 1 day, 12:04:03 batch_cost: 0.5562 data_cost: 0.0012 ips: 7.1915 images/s [03/31 13:07:31] ppdet.engine INFO: Epoch: [39] [5600/7329] learning_rate: 0.000100 loss_class: 0.612253 loss_bbox: 0.138477 loss_giou: 0.358868 loss_class_aux: 3.864220 loss_bbox_aux: 0.920488 loss_giou_aux: 2.311099 loss_class_dn: 0.309185 loss_bbox_dn: 0.162689 loss_giou_dn: 0.329712 loss_class_aux_dn: 1.706506 loss_bbox_aux_dn: 0.952677 loss_giou_aux_dn: 1.875160 loss: 14.050643 eta: 1 day, 12:03:12 batch_cost: 0.6089 data_cost: 0.0013 ips: 6.5695 images/s [03/31 13:08:32] ppdet.engine INFO: Epoch: [39] [5700/7329] learning_rate: 0.000100 loss_class: 0.573128 loss_bbox: 0.139434 loss_giou: 0.339259 loss_class_aux: 3.568752 loss_bbox_aux: 0.925386 loss_giou_aux: 2.126791 loss_class_dn: 0.312957 loss_bbox_dn: 0.146697 loss_giou_dn: 0.325883 loss_class_aux_dn: 1.714726 loss_bbox_aux_dn: 0.904604 loss_giou_aux_dn: 1.928046 loss: 13.607877 eta: 1 day, 12:02:18 batch_cost: 0.5529 data_cost: 0.0012 ips: 7.2341 images/s [03/31 13:09:25] ppdet.engine INFO: Epoch: [39] [5800/7329] learning_rate: 0.000100 loss_class: 0.575787 loss_bbox: 0.126069 loss_giou: 0.395994 loss_class_aux: 3.586127 loss_bbox_aux: 0.861521 loss_giou_aux: 2.487298 loss_class_dn: 0.332362 loss_bbox_dn: 0.141277 loss_giou_dn: 0.400129 loss_class_aux_dn: 1.834790 loss_bbox_aux_dn: 0.849115 loss_giou_aux_dn: 2.179763 loss: 14.310028 eta: 1 day, 12:01:18 batch_cost: 0.4877 data_cost: 0.0011 ips: 8.2022 images/s [03/31 13:10:24] ppdet.engine INFO: Epoch: [39] [5900/7329] learning_rate: 0.000100 loss_class: 0.596889 loss_bbox: 0.136779 loss_giou: 0.399300 loss_class_aux: 3.881826 loss_bbox_aux: 0.891879 loss_giou_aux: 2.558504 loss_class_dn: 0.349427 loss_bbox_dn: 0.150130 loss_giou_dn: 0.382061 loss_class_aux_dn: 1.841023 loss_bbox_aux_dn: 0.963423 loss_giou_aux_dn: 2.171957 loss: 14.376888 eta: 1 day, 12:00:22 batch_cost: 0.5332 data_cost: 0.0012 ips: 7.5019 images/s [03/31 13:11:21] ppdet.engine INFO: Epoch: [39] [6000/7329] learning_rate: 0.000100 loss_class: 0.645052 loss_bbox: 0.151368 loss_giou: 0.444349 loss_class_aux: 4.098916 loss_bbox_aux: 1.006310 loss_giou_aux: 2.909035 loss_class_dn: 0.371271 loss_bbox_dn: 0.165967 loss_giou_dn: 0.436916 loss_class_aux_dn: 2.004446 loss_bbox_aux_dn: 0.977733 loss_giou_aux_dn: 2.428711 loss: 16.473434 eta: 1 day, 11:59:24 batch_cost: 0.5192 data_cost: 0.0012 ips: 7.7045 images/s [03/31 13:12:23] ppdet.engine INFO: Epoch: [39] [6100/7329] learning_rate: 0.000100 loss_class: 0.593028 loss_bbox: 0.119712 loss_giou: 0.316998 loss_class_aux: 3.686569 loss_bbox_aux: 0.802408 loss_giou_aux: 2.106907 loss_class_dn: 0.305511 loss_bbox_dn: 0.138581 loss_giou_dn: 0.315037 loss_class_aux_dn: 1.606503 loss_bbox_aux_dn: 0.835332 loss_giou_aux_dn: 1.769187 loss: 12.993814 eta: 1 day, 11:58:30 batch_cost: 0.5593 data_cost: 0.0013 ips: 7.1522 images/s [03/31 13:13:23] ppdet.engine INFO: Epoch: [39] [6200/7329] learning_rate: 0.000100 loss_class: 0.575779 loss_bbox: 0.129127 loss_giou: 0.354501 loss_class_aux: 3.741022 loss_bbox_aux: 0.917326 loss_giou_aux: 2.217489 loss_class_dn: 0.301284 loss_bbox_dn: 0.128763 loss_giou_dn: 0.336233 loss_class_aux_dn: 1.624384 loss_bbox_aux_dn: 0.775107 loss_giou_aux_dn: 1.865396 loss: 13.639462 eta: 1 day, 11:57:35 batch_cost: 0.5446 data_cost: 0.0014 ips: 7.3450 images/s [03/31 13:14:26] ppdet.engine INFO: Epoch: [39] [6300/7329] learning_rate: 0.000100 loss_class: 0.535139 loss_bbox: 0.133558 loss_giou: 0.334470 loss_class_aux: 3.378855 loss_bbox_aux: 0.845631 loss_giou_aux: 2.091070 loss_class_dn: 0.284545 loss_bbox_dn: 0.164422 loss_giou_dn: 0.310228 loss_class_aux_dn: 1.540553 loss_bbox_aux_dn: 0.940006 loss_giou_aux_dn: 1.700375 loss: 11.723005 eta: 1 day, 11:56:41 batch_cost: 0.5677 data_cost: 0.0013 ips: 7.0463 images/s [03/31 13:15:22] ppdet.engine INFO: Epoch: [39] [6400/7329] learning_rate: 0.000100 loss_class: 0.636638 loss_bbox: 0.140419 loss_giou: 0.420738 loss_class_aux: 3.947207 loss_bbox_aux: 0.976090 loss_giou_aux: 2.728942 loss_class_dn: 0.354711 loss_bbox_dn: 0.141286 loss_giou_dn: 0.377285 loss_class_aux_dn: 1.912010 loss_bbox_aux_dn: 0.839132 loss_giou_aux_dn: 2.162974 loss: 15.211646 eta: 1 day, 11:55:43 batch_cost: 0.5085 data_cost: 0.0011 ips: 7.8663 images/s [03/31 13:16:22] ppdet.engine INFO: Epoch: [39] [6500/7329] learning_rate: 0.000100 loss_class: 0.527270 loss_bbox: 0.115198 loss_giou: 0.363222 loss_class_aux: 3.330793 loss_bbox_aux: 0.824407 loss_giou_aux: 2.250597 loss_class_dn: 0.294127 loss_bbox_dn: 0.128530 loss_giou_dn: 0.334967 loss_class_aux_dn: 1.602575 loss_bbox_aux_dn: 0.758595 loss_giou_aux_dn: 1.840387 loss: 12.720095 eta: 1 day, 11:54:48 batch_cost: 0.5454 data_cost: 0.0012 ips: 7.3342 images/s [03/31 13:17:23] ppdet.engine INFO: Epoch: [39] [6600/7329] learning_rate: 0.000100 loss_class: 0.601990 loss_bbox: 0.136398 loss_giou: 0.439493 loss_class_aux: 3.795192 loss_bbox_aux: 0.926802 loss_giou_aux: 2.828071 loss_class_dn: 0.337325 loss_bbox_dn: 0.160201 loss_giou_dn: 0.397881 loss_class_aux_dn: 1.772682 loss_bbox_aux_dn: 0.936641 loss_giou_aux_dn: 2.166585 loss: 14.560289 eta: 1 day, 11:53:53 batch_cost: 0.5450 data_cost: 0.0013 ips: 7.3390 images/s [03/31 13:18:31] ppdet.engine INFO: Epoch: [39] [6700/7329] learning_rate: 0.000100 loss_class: 0.603523 loss_bbox: 0.150800 loss_giou: 0.411744 loss_class_aux: 3.676792 loss_bbox_aux: 1.012847 loss_giou_aux: 2.569893 loss_class_dn: 0.327906 loss_bbox_dn: 0.156226 loss_giou_dn: 0.373412 loss_class_aux_dn: 1.775968 loss_bbox_aux_dn: 0.936105 loss_giou_aux_dn: 2.048400 loss: 14.567585 eta: 1 day, 11:53:03 batch_cost: 0.6144 data_cost: 0.0014 ips: 6.5101 images/s [03/31 13:19:36] ppdet.engine INFO: Epoch: [39] [6800/7329] learning_rate: 0.000100 loss_class: 0.562871 loss_bbox: 0.136229 loss_giou: 0.398069 loss_class_aux: 3.554398 loss_bbox_aux: 0.908742 loss_giou_aux: 2.492240 loss_class_dn: 0.324077 loss_bbox_dn: 0.144672 loss_giou_dn: 0.358409 loss_class_aux_dn: 1.764893 loss_bbox_aux_dn: 0.878130 loss_giou_aux_dn: 1.953597 loss: 12.928717 eta: 1 day, 11:52:11 batch_cost: 0.5911 data_cost: 0.0013 ips: 6.7668 images/s [03/31 13:20:37] ppdet.engine INFO: Epoch: [39] [6900/7329] learning_rate: 0.000100 loss_class: 0.640554 loss_bbox: 0.145589 loss_giou: 0.395997 loss_class_aux: 4.128739 loss_bbox_aux: 0.966717 loss_giou_aux: 2.553851 loss_class_dn: 0.354493 loss_bbox_dn: 0.154684 loss_giou_dn: 0.373614 loss_class_aux_dn: 1.930816 loss_bbox_aux_dn: 0.915599 loss_giou_aux_dn: 2.118809 loss: 14.943338 eta: 1 day, 11:51:17 batch_cost: 0.5545 data_cost: 0.0011 ips: 7.2139 images/s [03/31 13:21:35] ppdet.engine INFO: Epoch: [39] [7000/7329] learning_rate: 0.000100 loss_class: 0.616858 loss_bbox: 0.144031 loss_giou: 0.396632 loss_class_aux: 4.032986 loss_bbox_aux: 0.974287 loss_giou_aux: 2.456230 loss_class_dn: 0.336629 loss_bbox_dn: 0.154614 loss_giou_dn: 0.378792 loss_class_aux_dn: 1.817225 loss_bbox_aux_dn: 0.919662 loss_giou_aux_dn: 2.147197 loss: 15.145000 eta: 1 day, 11:50:20 batch_cost: 0.5295 data_cost: 0.0013 ips: 7.5546 images/s [03/31 13:22:31] ppdet.engine INFO: Epoch: [39] [7100/7329] learning_rate: 0.000100 loss_class: 0.524276 loss_bbox: 0.123508 loss_giou: 0.374102 loss_class_aux: 3.386592 loss_bbox_aux: 0.820921 loss_giou_aux: 2.454968 loss_class_dn: 0.286843 loss_bbox_dn: 0.131694 loss_giou_dn: 0.345432 loss_class_aux_dn: 1.563629 loss_bbox_aux_dn: 0.818950 loss_giou_aux_dn: 1.923347 loss: 12.760836 eta: 1 day, 11:49:22 batch_cost: 0.5076 data_cost: 0.0013 ips: 7.8807 images/s [03/31 13:23:29] ppdet.engine INFO: Epoch: [39] [7200/7329] learning_rate: 0.000100 loss_class: 0.611818 loss_bbox: 0.139308 loss_giou: 0.497756 loss_class_aux: 3.956844 loss_bbox_aux: 0.924439 loss_giou_aux: 3.137889 loss_class_dn: 0.400020 loss_bbox_dn: 0.142994 loss_giou_dn: 0.439375 loss_class_aux_dn: 2.165748 loss_bbox_aux_dn: 0.885494 loss_giou_aux_dn: 2.468259 loss: 16.426195 eta: 1 day, 11:48:25 batch_cost: 0.5253 data_cost: 0.0013 ips: 7.6150 images/s [03/31 13:24:28] ppdet.engine INFO: Epoch: [39] [7300/7329] learning_rate: 0.000100 loss_class: 0.623152 loss_bbox: 0.146089 loss_giou: 0.382297 loss_class_aux: 3.726329 loss_bbox_aux: 0.970065 loss_giou_aux: 2.525349 loss_class_dn: 0.332152 loss_bbox_dn: 0.145538 loss_giou_dn: 0.366154 loss_class_aux_dn: 1.799764 loss_bbox_aux_dn: 0.899795 loss_giou_aux_dn: 2.050479 loss: 13.833627 eta: 1 day, 11:47:28 batch_cost: 0.5279 data_cost: 0.0014 ips: 7.5775 images/s [03/31 13:24:52] ppdet.engine INFO: Eval iter: 0 [03/31 13:25:23] ppdet.engine INFO: Eval iter: 100 [03/31 13:25:52] ppdet.engine INFO: Eval iter: 200 [03/31 13:26:21] ppdet.engine INFO: Eval iter: 300 [03/31 13:26:50] ppdet.engine INFO: Eval iter: 400 [03/31 13:27:20] ppdet.engine INFO: Eval iter: 500 [03/31 13:27:49] ppdet.engine INFO: Eval iter: 600 [03/31 13:28:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/31 13:28:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.67s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.20s). Accumulating evaluation results... DONE (t=28.49s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 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 ] = 0.702 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 ] = 0.651 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 ] = 0.536 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 ] = 0.883 [03/31 13:31:06] ppdet.engine INFO: Total sample number: 5000, average FPS: 26.951946449364062 [03/31 13:31:06] ppdet.engine INFO: Best test bbox ap is 0.525. [03/31 13:31:09] ppdet.engine INFO: Epoch: [40] [ 0/7329] learning_rate: 0.000100 loss_class: 0.585564 loss_bbox: 0.144296 loss_giou: 0.386861 loss_class_aux: 3.695684 loss_bbox_aux: 0.952610 loss_giou_aux: 2.525349 loss_class_dn: 0.332152 loss_bbox_dn: 0.144917 loss_giou_dn: 0.377127 loss_class_aux_dn: 1.815491 loss_bbox_aux_dn: 0.873547 loss_giou_aux_dn: 2.076953 loss: 13.815285 eta: 1 day, 11:47:13 batch_cost: 0.5495 data_cost: 0.0015 ips: 7.2797 images/s [03/31 13:32:15] ppdet.engine INFO: Epoch: [40] [ 100/7329] learning_rate: 0.000100 loss_class: 0.562044 loss_bbox: 0.135076 loss_giou: 0.376660 loss_class_aux: 3.676166 loss_bbox_aux: 0.872750 loss_giou_aux: 2.363581 loss_class_dn: 0.320604 loss_bbox_dn: 0.141009 loss_giou_dn: 0.348879 loss_class_aux_dn: 1.706645 loss_bbox_aux_dn: 0.805960 loss_giou_aux_dn: 1.924942 loss: 13.381235 eta: 1 day, 11:46:21 batch_cost: 0.5893 data_cost: 0.0017 ips: 6.7876 images/s [03/31 13:33:13] ppdet.engine INFO: Epoch: [40] [ 200/7329] learning_rate: 0.000100 loss_class: 0.602701 loss_bbox: 0.135916 loss_giou: 0.443228 loss_class_aux: 3.957396 loss_bbox_aux: 0.933029 loss_giou_aux: 2.837615 loss_class_dn: 0.365189 loss_bbox_dn: 0.128332 loss_giou_dn: 0.408181 loss_class_aux_dn: 1.998542 loss_bbox_aux_dn: 0.771362 loss_giou_aux_dn: 2.258421 loss: 15.291802 eta: 1 day, 11:45:25 batch_cost: 0.5278 data_cost: 0.0013 ips: 7.5780 images/s [03/31 13:34:15] ppdet.engine INFO: Epoch: [40] [ 300/7329] learning_rate: 0.000100 loss_class: 0.627590 loss_bbox: 0.140915 loss_giou: 0.405746 loss_class_aux: 3.897479 loss_bbox_aux: 0.885801 loss_giou_aux: 2.618158 loss_class_dn: 0.354970 loss_bbox_dn: 0.149866 loss_giou_dn: 0.408546 loss_class_aux_dn: 1.909919 loss_bbox_aux_dn: 0.862877 loss_giou_aux_dn: 2.256526 loss: 15.376871 eta: 1 day, 11:44:30 batch_cost: 0.5568 data_cost: 0.0015 ips: 7.1841 images/s [03/31 13:35:13] ppdet.engine INFO: Epoch: [40] [ 400/7329] learning_rate: 0.000100 loss_class: 0.567970 loss_bbox: 0.134717 loss_giou: 0.364127 loss_class_aux: 3.434626 loss_bbox_aux: 0.858067 loss_giou_aux: 2.359186 loss_class_dn: 0.303599 loss_bbox_dn: 0.135883 loss_giou_dn: 0.334905 loss_class_aux_dn: 1.657727 loss_bbox_aux_dn: 0.818201 loss_giou_aux_dn: 1.896286 loss: 13.271046 eta: 1 day, 11:43:34 batch_cost: 0.5286 data_cost: 0.0013 ips: 7.5670 images/s [03/31 13:36:10] ppdet.engine INFO: Epoch: [40] [ 500/7329] learning_rate: 0.000100 loss_class: 0.548079 loss_bbox: 0.125026 loss_giou: 0.376950 loss_class_aux: 3.428983 loss_bbox_aux: 0.811672 loss_giou_aux: 2.395427 loss_class_dn: 0.287764 loss_bbox_dn: 0.135779 loss_giou_dn: 0.340765 loss_class_aux_dn: 1.552895 loss_bbox_aux_dn: 0.801365 loss_giou_aux_dn: 1.896451 loss: 12.605734 eta: 1 day, 11:42:36 batch_cost: 0.5176 data_cost: 0.0012 ips: 7.7277 images/s [03/31 13:37:12] ppdet.engine INFO: Epoch: [40] [ 600/7329] learning_rate: 0.000100 loss_class: 0.600670 loss_bbox: 0.145946 loss_giou: 0.413472 loss_class_aux: 3.803170 loss_bbox_aux: 0.939291 loss_giou_aux: 2.669068 loss_class_dn: 0.350189 loss_bbox_dn: 0.154445 loss_giou_dn: 0.399459 loss_class_aux_dn: 1.917335 loss_bbox_aux_dn: 0.911349 loss_giou_aux_dn: 2.251526 loss: 15.591429 eta: 1 day, 11:41:42 batch_cost: 0.5585 data_cost: 0.0013 ips: 7.1617 images/s [03/31 13:38:17] ppdet.engine INFO: Epoch: [40] [ 700/7329] learning_rate: 0.000100 loss_class: 0.563706 loss_bbox: 0.127715 loss_giou: 0.326683 loss_class_aux: 3.559431 loss_bbox_aux: 0.839554 loss_giou_aux: 2.124757 loss_class_dn: 0.314325 loss_bbox_dn: 0.154947 loss_giou_dn: 0.337272 loss_class_aux_dn: 1.690690 loss_bbox_aux_dn: 0.919688 loss_giou_aux_dn: 1.883417 loss: 13.343105 eta: 1 day, 11:40:51 batch_cost: 0.5925 data_cost: 0.0012 ips: 6.7508 images/s [03/31 13:39:14] ppdet.engine INFO: Epoch: [40] [ 800/7329] learning_rate: 0.000100 loss_class: 0.600560 loss_bbox: 0.131992 loss_giou: 0.428527 loss_class_aux: 3.848975 loss_bbox_aux: 0.908082 loss_giou_aux: 2.742832 loss_class_dn: 0.343381 loss_bbox_dn: 0.143115 loss_giou_dn: 0.417714 loss_class_aux_dn: 1.823820 loss_bbox_aux_dn: 0.843369 loss_giou_aux_dn: 2.292384 loss: 14.063210 eta: 1 day, 11:39:53 batch_cost: 0.5160 data_cost: 0.0012 ips: 7.7518 images/s [03/31 13:40:23] ppdet.engine INFO: Epoch: [40] [ 900/7329] learning_rate: 0.000100 loss_class: 0.604817 loss_bbox: 0.136974 loss_giou: 0.481753 loss_class_aux: 3.850229 loss_bbox_aux: 0.885855 loss_giou_aux: 3.053595 loss_class_dn: 0.364003 loss_bbox_dn: 0.132558 loss_giou_dn: 0.460079 loss_class_aux_dn: 1.918383 loss_bbox_aux_dn: 0.778056 loss_giou_aux_dn: 2.521915 loss: 15.163313 eta: 1 day, 11:39:05 batch_cost: 0.6314 data_cost: 0.0012 ips: 6.3348 images/s [03/31 13:41:20] ppdet.engine INFO: Epoch: [40] [1000/7329] learning_rate: 0.000100 loss_class: 0.661090 loss_bbox: 0.150174 loss_giou: 0.430569 loss_class_aux: 4.125054 loss_bbox_aux: 0.992604 loss_giou_aux: 2.689980 loss_class_dn: 0.360403 loss_bbox_dn: 0.155382 loss_giou_dn: 0.413523 loss_class_aux_dn: 1.963524 loss_bbox_aux_dn: 0.889938 loss_giou_aux_dn: 2.276729 loss: 15.647362 eta: 1 day, 11:38:07 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7765 images/s [03/31 13:42:21] ppdet.engine INFO: Epoch: [40] [1100/7329] learning_rate: 0.000100 loss_class: 0.624464 loss_bbox: 0.141094 loss_giou: 0.353058 loss_class_aux: 4.038104 loss_bbox_aux: 0.939087 loss_giou_aux: 2.357411 loss_class_dn: 0.349208 loss_bbox_dn: 0.152660 loss_giou_dn: 0.389733 loss_class_aux_dn: 1.849632 loss_bbox_aux_dn: 0.901137 loss_giou_aux_dn: 2.160132 loss: 14.744387 eta: 1 day, 11:37:13 batch_cost: 0.5573 data_cost: 0.0012 ips: 7.1771 images/s [03/31 13:43:17] ppdet.engine INFO: Epoch: [40] [1200/7329] learning_rate: 0.000100 loss_class: 0.542199 loss_bbox: 0.137416 loss_giou: 0.395509 loss_class_aux: 3.449204 loss_bbox_aux: 0.938126 loss_giou_aux: 2.530560 loss_class_dn: 0.319404 loss_bbox_dn: 0.142044 loss_giou_dn: 0.385199 loss_class_aux_dn: 1.702584 loss_bbox_aux_dn: 0.895223 loss_giou_aux_dn: 2.149168 loss: 13.568717 eta: 1 day, 11:36:14 batch_cost: 0.5034 data_cost: 0.0013 ips: 7.9457 images/s [03/31 13:44:25] ppdet.engine INFO: Epoch: [40] [1300/7329] learning_rate: 0.000100 loss_class: 0.618056 loss_bbox: 0.133873 loss_giou: 0.420487 loss_class_aux: 4.023998 loss_bbox_aux: 0.933710 loss_giou_aux: 2.638253 loss_class_dn: 0.343201 loss_bbox_dn: 0.138673 loss_giou_dn: 0.395020 loss_class_aux_dn: 1.835828 loss_bbox_aux_dn: 0.842103 loss_giou_aux_dn: 2.210344 loss: 14.524758 eta: 1 day, 11:35:25 batch_cost: 0.6278 data_cost: 0.0012 ips: 6.3712 images/s [03/31 13:45:24] ppdet.engine INFO: Epoch: [40] [1400/7329] learning_rate: 0.000100 loss_class: 0.552104 loss_bbox: 0.122735 loss_giou: 0.314103 loss_class_aux: 3.552535 loss_bbox_aux: 0.813265 loss_giou_aux: 2.020968 loss_class_dn: 0.302606 loss_bbox_dn: 0.134159 loss_giou_dn: 0.322111 loss_class_aux_dn: 1.632365 loss_bbox_aux_dn: 0.806383 loss_giou_aux_dn: 1.777610 loss: 13.071365 eta: 1 day, 11:34:30 batch_cost: 0.5394 data_cost: 0.0012 ips: 7.4158 images/s [03/31 13:46:24] ppdet.engine INFO: Epoch: [40] [1500/7329] learning_rate: 0.000100 loss_class: 0.635228 loss_bbox: 0.148145 loss_giou: 0.437079 loss_class_aux: 4.005078 loss_bbox_aux: 1.022405 loss_giou_aux: 2.790457 loss_class_dn: 0.343627 loss_bbox_dn: 0.164125 loss_giou_dn: 0.415024 loss_class_aux_dn: 1.829087 loss_bbox_aux_dn: 0.959031 loss_giou_aux_dn: 2.250616 loss: 14.667163 eta: 1 day, 11:33:35 batch_cost: 0.5474 data_cost: 0.0013 ips: 7.3077 images/s [03/31 13:47:38] ppdet.engine INFO: Epoch: [40] [1600/7329] learning_rate: 0.000100 loss_class: 0.626547 loss_bbox: 0.131424 loss_giou: 0.358858 loss_class_aux: 3.944595 loss_bbox_aux: 0.884126 loss_giou_aux: 2.239217 loss_class_dn: 0.340423 loss_bbox_dn: 0.137239 loss_giou_dn: 0.343425 loss_class_aux_dn: 1.858680 loss_bbox_aux_dn: 0.841990 loss_giou_aux_dn: 1.940323 loss: 14.194185 eta: 1 day, 11:32:48 batch_cost: 0.6595 data_cost: 0.0015 ips: 6.0654 images/s [03/31 13:48:37] ppdet.engine INFO: Epoch: [40] [1700/7329] learning_rate: 0.000100 loss_class: 0.588554 loss_bbox: 0.141358 loss_giou: 0.354941 loss_class_aux: 3.738394 loss_bbox_aux: 0.933271 loss_giou_aux: 2.371460 loss_class_dn: 0.314379 loss_bbox_dn: 0.151914 loss_giou_dn: 0.360360 loss_class_aux_dn: 1.718651 loss_bbox_aux_dn: 0.914531 loss_giou_aux_dn: 1.992150 loss: 14.045137 eta: 1 day, 11:31:53 batch_cost: 0.5388 data_cost: 0.0013 ips: 7.4237 images/s [03/31 13:49:38] ppdet.engine INFO: Epoch: [40] [1800/7329] learning_rate: 0.000100 loss_class: 0.570976 loss_bbox: 0.125032 loss_giou: 0.440840 loss_class_aux: 3.470500 loss_bbox_aux: 0.833242 loss_giou_aux: 2.710774 loss_class_dn: 0.335714 loss_bbox_dn: 0.128454 loss_giou_dn: 0.396428 loss_class_aux_dn: 1.818502 loss_bbox_aux_dn: 0.757109 loss_giou_aux_dn: 2.190809 loss: 14.499651 eta: 1 day, 11:30:58 batch_cost: 0.5513 data_cost: 0.0014 ips: 7.2558 images/s [03/31 13:50:40] ppdet.engine INFO: Epoch: [40] [1900/7329] learning_rate: 0.000100 loss_class: 0.549359 loss_bbox: 0.133426 loss_giou: 0.368690 loss_class_aux: 3.485493 loss_bbox_aux: 0.824909 loss_giou_aux: 2.384404 loss_class_dn: 0.311513 loss_bbox_dn: 0.133919 loss_giou_dn: 0.347821 loss_class_aux_dn: 1.683629 loss_bbox_aux_dn: 0.816678 loss_giou_aux_dn: 1.981843 loss: 13.403743 eta: 1 day, 11:30:04 batch_cost: 0.5668 data_cost: 0.0012 ips: 7.0577 images/s [03/31 13:51:38] ppdet.engine INFO: Epoch: [40] [2000/7329] learning_rate: 0.000100 loss_class: 0.610534 loss_bbox: 0.134553 loss_giou: 0.366417 loss_class_aux: 3.781234 loss_bbox_aux: 0.924626 loss_giou_aux: 2.358645 loss_class_dn: 0.310800 loss_bbox_dn: 0.150722 loss_giou_dn: 0.360043 loss_class_aux_dn: 1.677648 loss_bbox_aux_dn: 0.910676 loss_giou_aux_dn: 2.005601 loss: 14.648497 eta: 1 day, 11:29:07 batch_cost: 0.5237 data_cost: 0.0013 ips: 7.6375 images/s [03/31 13:52:34] ppdet.engine INFO: Epoch: [40] [2100/7329] learning_rate: 0.000100 loss_class: 0.533591 loss_bbox: 0.128331 loss_giou: 0.343172 loss_class_aux: 3.321333 loss_bbox_aux: 0.861374 loss_giou_aux: 2.164815 loss_class_dn: 0.298336 loss_bbox_dn: 0.134220 loss_giou_dn: 0.316943 loss_class_aux_dn: 1.612718 loss_bbox_aux_dn: 0.811112 loss_giou_aux_dn: 1.795369 loss: 13.125820 eta: 1 day, 11:28:09 batch_cost: 0.5015 data_cost: 0.0013 ips: 7.9764 images/s [03/31 13:53:29] ppdet.engine INFO: Epoch: [40] [2200/7329] learning_rate: 0.000100 loss_class: 0.545933 loss_bbox: 0.121528 loss_giou: 0.355221 loss_class_aux: 3.468315 loss_bbox_aux: 0.755186 loss_giou_aux: 2.342569 loss_class_dn: 0.296814 loss_bbox_dn: 0.122631 loss_giou_dn: 0.325105 loss_class_aux_dn: 1.629814 loss_bbox_aux_dn: 0.727586 loss_giou_aux_dn: 1.824484 loss: 13.456561 eta: 1 day, 11:27:10 batch_cost: 0.4977 data_cost: 0.0012 ips: 8.0373 images/s [03/31 13:54:28] ppdet.engine INFO: Epoch: [40] [2300/7329] learning_rate: 0.000100 loss_class: 0.607424 loss_bbox: 0.138519 loss_giou: 0.397873 loss_class_aux: 3.856244 loss_bbox_aux: 0.964966 loss_giou_aux: 2.587743 loss_class_dn: 0.325516 loss_bbox_dn: 0.148897 loss_giou_dn: 0.387163 loss_class_aux_dn: 1.749772 loss_bbox_aux_dn: 0.909084 loss_giou_aux_dn: 2.091013 loss: 14.491587 eta: 1 day, 11:26:14 batch_cost: 0.5353 data_cost: 0.0013 ips: 7.4727 images/s [03/31 13:55:31] ppdet.engine INFO: Epoch: [40] [2400/7329] learning_rate: 0.000100 loss_class: 0.525823 loss_bbox: 0.133124 loss_giou: 0.380174 loss_class_aux: 3.310967 loss_bbox_aux: 0.859359 loss_giou_aux: 2.421547 loss_class_dn: 0.324942 loss_bbox_dn: 0.130596 loss_giou_dn: 0.357134 loss_class_aux_dn: 1.718333 loss_bbox_aux_dn: 0.782786 loss_giou_aux_dn: 1.972699 loss: 13.807772 eta: 1 day, 11:25:20 batch_cost: 0.5625 data_cost: 0.0013 ips: 7.1113 images/s [03/31 13:56:33] ppdet.engine INFO: Epoch: [40] [2500/7329] learning_rate: 0.000100 loss_class: 0.608412 loss_bbox: 0.148369 loss_giou: 0.407880 loss_class_aux: 3.744971 loss_bbox_aux: 1.022085 loss_giou_aux: 2.671711 loss_class_dn: 0.350297 loss_bbox_dn: 0.148582 loss_giou_dn: 0.405470 loss_class_aux_dn: 1.865376 loss_bbox_aux_dn: 0.937099 loss_giou_aux_dn: 2.248002 loss: 15.790360 eta: 1 day, 11:24:26 batch_cost: 0.5613 data_cost: 0.0015 ips: 7.1263 images/s [03/31 13:57:34] ppdet.engine INFO: Epoch: [40] [2600/7329] learning_rate: 0.000100 loss_class: 0.542184 loss_bbox: 0.135634 loss_giou: 0.317753 loss_class_aux: 3.398664 loss_bbox_aux: 0.926746 loss_giou_aux: 2.005207 loss_class_dn: 0.295345 loss_bbox_dn: 0.142766 loss_giou_dn: 0.292920 loss_class_aux_dn: 1.598627 loss_bbox_aux_dn: 0.824713 loss_giou_aux_dn: 1.618013 loss: 12.830655 eta: 1 day, 11:23:31 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2503 images/s [03/31 13:58:33] ppdet.engine INFO: Epoch: [40] [2700/7329] learning_rate: 0.000100 loss_class: 0.594497 loss_bbox: 0.131781 loss_giou: 0.370449 loss_class_aux: 3.690418 loss_bbox_aux: 0.874175 loss_giou_aux: 2.382432 loss_class_dn: 0.334008 loss_bbox_dn: 0.139316 loss_giou_dn: 0.361494 loss_class_aux_dn: 1.831281 loss_bbox_aux_dn: 0.815456 loss_giou_aux_dn: 2.009209 loss: 14.857587 eta: 1 day, 11:22:34 batch_cost: 0.5302 data_cost: 0.0015 ips: 7.5440 images/s [03/31 13:59:32] ppdet.engine INFO: Epoch: [40] [2800/7329] learning_rate: 0.000100 loss_class: 0.561879 loss_bbox: 0.138629 loss_giou: 0.358325 loss_class_aux: 3.540842 loss_bbox_aux: 0.923360 loss_giou_aux: 2.297507 loss_class_dn: 0.317341 loss_bbox_dn: 0.132658 loss_giou_dn: 0.345007 loss_class_aux_dn: 1.652080 loss_bbox_aux_dn: 0.857109 loss_giou_aux_dn: 1.963732 loss: 13.342413 eta: 1 day, 11:21:39 batch_cost: 0.5373 data_cost: 0.0012 ips: 7.4447 images/s [03/31 14:00:29] ppdet.engine INFO: Epoch: [40] [2900/7329] learning_rate: 0.000100 loss_class: 0.580106 loss_bbox: 0.135071 loss_giou: 0.367620 loss_class_aux: 3.793266 loss_bbox_aux: 0.893590 loss_giou_aux: 2.314017 loss_class_dn: 0.324356 loss_bbox_dn: 0.148880 loss_giou_dn: 0.330800 loss_class_aux_dn: 1.741890 loss_bbox_aux_dn: 0.877442 loss_giou_aux_dn: 1.883181 loss: 13.632923 eta: 1 day, 11:20:41 batch_cost: 0.5158 data_cost: 0.0012 ips: 7.7548 images/s [03/31 14:01:25] ppdet.engine INFO: Epoch: [40] [3000/7329] learning_rate: 0.000100 loss_class: 0.604635 loss_bbox: 0.154429 loss_giou: 0.414328 loss_class_aux: 3.823698 loss_bbox_aux: 0.968829 loss_giou_aux: 2.658702 loss_class_dn: 0.334532 loss_bbox_dn: 0.142886 loss_giou_dn: 0.374591 loss_class_aux_dn: 1.818534 loss_bbox_aux_dn: 0.853659 loss_giou_aux_dn: 2.075859 loss: 14.378057 eta: 1 day, 11:19:43 batch_cost: 0.5045 data_cost: 0.0013 ips: 7.9283 images/s [03/31 14:02:22] ppdet.engine INFO: Epoch: [40] [3100/7329] learning_rate: 0.000100 loss_class: 0.562162 loss_bbox: 0.147496 loss_giou: 0.418809 loss_class_aux: 3.574399 loss_bbox_aux: 0.969636 loss_giou_aux: 2.595628 loss_class_dn: 0.323840 loss_bbox_dn: 0.160113 loss_giou_dn: 0.385171 loss_class_aux_dn: 1.719533 loss_bbox_aux_dn: 0.947055 loss_giou_aux_dn: 2.178705 loss: 13.750543 eta: 1 day, 11:18:45 batch_cost: 0.5172 data_cost: 0.0013 ips: 7.7336 images/s [03/31 14:03:26] ppdet.engine INFO: Epoch: [40] [3200/7329] learning_rate: 0.000100 loss_class: 0.585565 loss_bbox: 0.154991 loss_giou: 0.344848 loss_class_aux: 3.813734 loss_bbox_aux: 1.028326 loss_giou_aux: 2.285981 loss_class_dn: 0.314315 loss_bbox_dn: 0.157954 loss_giou_dn: 0.324428 loss_class_aux_dn: 1.713350 loss_bbox_aux_dn: 0.931631 loss_giou_aux_dn: 1.839518 loss: 13.476285 eta: 1 day, 11:17:52 batch_cost: 0.5779 data_cost: 0.0013 ips: 6.9217 images/s [03/31 14:04:28] ppdet.engine INFO: Epoch: [40] [3300/7329] learning_rate: 0.000100 loss_class: 0.573041 loss_bbox: 0.130902 loss_giou: 0.378029 loss_class_aux: 3.712195 loss_bbox_aux: 0.846381 loss_giou_aux: 2.431618 loss_class_dn: 0.321524 loss_bbox_dn: 0.139050 loss_giou_dn: 0.373900 loss_class_aux_dn: 1.736253 loss_bbox_aux_dn: 0.825869 loss_giou_aux_dn: 2.097754 loss: 14.012249 eta: 1 day, 11:16:59 batch_cost: 0.5633 data_cost: 0.0013 ips: 7.1008 images/s [03/31 14:05:29] ppdet.engine INFO: Epoch: [40] [3400/7329] learning_rate: 0.000100 loss_class: 0.567674 loss_bbox: 0.136742 loss_giou: 0.360115 loss_class_aux: 3.587547 loss_bbox_aux: 0.926116 loss_giou_aux: 2.335242 loss_class_dn: 0.300667 loss_bbox_dn: 0.146922 loss_giou_dn: 0.368022 loss_class_aux_dn: 1.686098 loss_bbox_aux_dn: 0.877845 loss_giou_aux_dn: 2.038916 loss: 13.849636 eta: 1 day, 11:16:04 batch_cost: 0.5499 data_cost: 0.0012 ips: 7.2734 images/s [03/31 14:06:25] ppdet.engine INFO: Epoch: [40] [3500/7329] learning_rate: 0.000100 loss_class: 0.595810 loss_bbox: 0.150764 loss_giou: 0.379098 loss_class_aux: 3.874897 loss_bbox_aux: 1.034846 loss_giou_aux: 2.374333 loss_class_dn: 0.334918 loss_bbox_dn: 0.158631 loss_giou_dn: 0.367130 loss_class_aux_dn: 1.804700 loss_bbox_aux_dn: 0.976289 loss_giou_aux_dn: 2.088474 loss: 14.163050 eta: 1 day, 11:15:06 batch_cost: 0.5112 data_cost: 0.0012 ips: 7.8240 images/s [03/31 14:07:22] ppdet.engine INFO: Epoch: [40] [3600/7329] learning_rate: 0.000100 loss_class: 0.594077 loss_bbox: 0.141233 loss_giou: 0.382968 loss_class_aux: 3.763822 loss_bbox_aux: 0.915465 loss_giou_aux: 2.527226 loss_class_dn: 0.338165 loss_bbox_dn: 0.147504 loss_giou_dn: 0.376011 loss_class_aux_dn: 1.855116 loss_bbox_aux_dn: 0.893844 loss_giou_aux_dn: 2.039847 loss: 14.536140 eta: 1 day, 11:14:08 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8818 images/s [03/31 14:08:25] ppdet.engine INFO: Epoch: [40] [3700/7329] learning_rate: 0.000100 loss_class: 0.534416 loss_bbox: 0.139288 loss_giou: 0.405380 loss_class_aux: 3.453719 loss_bbox_aux: 0.903049 loss_giou_aux: 2.547817 loss_class_dn: 0.316499 loss_bbox_dn: 0.134815 loss_giou_dn: 0.370570 loss_class_aux_dn: 1.662968 loss_bbox_aux_dn: 0.810898 loss_giou_aux_dn: 2.032914 loss: 13.520701 eta: 1 day, 11:13:14 batch_cost: 0.5692 data_cost: 0.0015 ips: 7.0271 images/s [03/31 14:09:23] ppdet.engine INFO: Epoch: [40] [3800/7329] learning_rate: 0.000100 loss_class: 0.569559 loss_bbox: 0.123562 loss_giou: 0.323705 loss_class_aux: 3.561416 loss_bbox_aux: 0.843776 loss_giou_aux: 2.149481 loss_class_dn: 0.296951 loss_bbox_dn: 0.141621 loss_giou_dn: 0.299966 loss_class_aux_dn: 1.614878 loss_bbox_aux_dn: 0.824914 loss_giou_aux_dn: 1.711941 loss: 13.459604 eta: 1 day, 11:12:18 batch_cost: 0.5277 data_cost: 0.0011 ips: 7.5801 images/s [03/31 14:10:22] ppdet.engine INFO: Epoch: [40] [3900/7329] learning_rate: 0.000100 loss_class: 0.613455 loss_bbox: 0.126685 loss_giou: 0.467388 loss_class_aux: 3.959820 loss_bbox_aux: 0.874707 loss_giou_aux: 2.947628 loss_class_dn: 0.368924 loss_bbox_dn: 0.130127 loss_giou_dn: 0.422266 loss_class_aux_dn: 1.980653 loss_bbox_aux_dn: 0.774946 loss_giou_aux_dn: 2.358566 loss: 15.734918 eta: 1 day, 11:11:21 batch_cost: 0.5329 data_cost: 0.0013 ips: 7.5062 images/s [03/31 14:11:22] ppdet.engine INFO: Epoch: [40] [4000/7329] learning_rate: 0.000100 loss_class: 0.568055 loss_bbox: 0.132774 loss_giou: 0.354266 loss_class_aux: 3.675705 loss_bbox_aux: 0.881058 loss_giou_aux: 2.244466 loss_class_dn: 0.318934 loss_bbox_dn: 0.151585 loss_giou_dn: 0.350038 loss_class_aux_dn: 1.682147 loss_bbox_aux_dn: 0.883999 loss_giou_aux_dn: 2.034790 loss: 13.080628 eta: 1 day, 11:10:26 batch_cost: 0.5414 data_cost: 0.0014 ips: 7.3879 images/s [03/31 14:12:22] ppdet.engine INFO: Epoch: [40] [4100/7329] learning_rate: 0.000100 loss_class: 0.552426 loss_bbox: 0.144564 loss_giou: 0.434374 loss_class_aux: 3.503547 loss_bbox_aux: 0.942467 loss_giou_aux: 2.791815 loss_class_dn: 0.345065 loss_bbox_dn: 0.148657 loss_giou_dn: 0.429605 loss_class_aux_dn: 1.816175 loss_bbox_aux_dn: 0.889245 loss_giou_aux_dn: 2.402641 loss: 15.405921 eta: 1 day, 11:09:31 batch_cost: 0.5496 data_cost: 0.0013 ips: 7.2785 images/s [03/31 14:13:24] ppdet.engine INFO: Epoch: [40] [4200/7329] learning_rate: 0.000100 loss_class: 0.602596 loss_bbox: 0.146005 loss_giou: 0.463530 loss_class_aux: 3.804575 loss_bbox_aux: 0.944342 loss_giou_aux: 2.963850 loss_class_dn: 0.333888 loss_bbox_dn: 0.146848 loss_giou_dn: 0.399938 loss_class_aux_dn: 1.808612 loss_bbox_aux_dn: 0.878315 loss_giou_aux_dn: 2.274352 loss: 15.270371 eta: 1 day, 11:08:37 batch_cost: 0.5587 data_cost: 0.0015 ips: 7.1596 images/s [03/31 14:14:20] ppdet.engine INFO: Epoch: [40] [4300/7329] learning_rate: 0.000100 loss_class: 0.534529 loss_bbox: 0.148352 loss_giou: 0.369924 loss_class_aux: 3.483253 loss_bbox_aux: 0.965490 loss_giou_aux: 2.376743 loss_class_dn: 0.310568 loss_bbox_dn: 0.147519 loss_giou_dn: 0.347115 loss_class_aux_dn: 1.676354 loss_bbox_aux_dn: 0.886862 loss_giou_aux_dn: 1.971774 loss: 13.070807 eta: 1 day, 11:07:39 batch_cost: 0.5088 data_cost: 0.0012 ips: 7.8623 images/s [03/31 14:15:21] ppdet.engine INFO: Epoch: [40] [4400/7329] learning_rate: 0.000100 loss_class: 0.663055 loss_bbox: 0.130210 loss_giou: 0.393089 loss_class_aux: 4.160643 loss_bbox_aux: 0.879733 loss_giou_aux: 2.610109 loss_class_dn: 0.338934 loss_bbox_dn: 0.143464 loss_giou_dn: 0.399515 loss_class_aux_dn: 1.805672 loss_bbox_aux_dn: 0.840973 loss_giou_aux_dn: 2.198418 loss: 14.737101 eta: 1 day, 11:06:44 batch_cost: 0.5554 data_cost: 0.0012 ips: 7.2020 images/s [03/31 14:16:22] ppdet.engine INFO: Epoch: [40] [4500/7329] learning_rate: 0.000100 loss_class: 0.555673 loss_bbox: 0.141329 loss_giou: 0.426912 loss_class_aux: 3.627163 loss_bbox_aux: 0.944627 loss_giou_aux: 2.651588 loss_class_dn: 0.340290 loss_bbox_dn: 0.143657 loss_giou_dn: 0.384218 loss_class_aux_dn: 1.830459 loss_bbox_aux_dn: 0.851667 loss_giou_aux_dn: 2.111973 loss: 13.727185 eta: 1 day, 11:05:49 batch_cost: 0.5505 data_cost: 0.0013 ips: 7.2665 images/s [03/31 14:17:23] ppdet.engine INFO: Epoch: [40] [4600/7329] learning_rate: 0.000100 loss_class: 0.636953 loss_bbox: 0.136885 loss_giou: 0.443439 loss_class_aux: 3.886938 loss_bbox_aux: 0.919050 loss_giou_aux: 2.841390 loss_class_dn: 0.346601 loss_bbox_dn: 0.147911 loss_giou_dn: 0.419401 loss_class_aux_dn: 1.858164 loss_bbox_aux_dn: 0.896600 loss_giou_aux_dn: 2.295927 loss: 15.090038 eta: 1 day, 11:04:55 batch_cost: 0.5558 data_cost: 0.0012 ips: 7.1972 images/s [03/31 14:18:21] ppdet.engine INFO: Epoch: [40] [4700/7329] learning_rate: 0.000100 loss_class: 0.542918 loss_bbox: 0.130463 loss_giou: 0.389066 loss_class_aux: 3.442043 loss_bbox_aux: 0.852711 loss_giou_aux: 2.459418 loss_class_dn: 0.320955 loss_bbox_dn: 0.134894 loss_giou_dn: 0.371753 loss_class_aux_dn: 1.718124 loss_bbox_aux_dn: 0.790127 loss_giou_aux_dn: 2.038530 loss: 13.826280 eta: 1 day, 11:03:59 batch_cost: 0.5314 data_cost: 0.0014 ips: 7.5276 images/s [03/31 14:19:20] ppdet.engine INFO: Epoch: [40] [4800/7329] learning_rate: 0.000100 loss_class: 0.595137 loss_bbox: 0.134146 loss_giou: 0.374923 loss_class_aux: 3.716296 loss_bbox_aux: 0.906550 loss_giou_aux: 2.417665 loss_class_dn: 0.335625 loss_bbox_dn: 0.152294 loss_giou_dn: 0.372983 loss_class_aux_dn: 1.796475 loss_bbox_aux_dn: 0.914121 loss_giou_aux_dn: 2.100859 loss: 14.731170 eta: 1 day, 11:03:02 batch_cost: 0.5320 data_cost: 0.0012 ips: 7.5185 images/s [03/31 14:20:16] ppdet.engine INFO: Epoch: [40] [4900/7329] learning_rate: 0.000100 loss_class: 0.582242 loss_bbox: 0.146739 loss_giou: 0.387728 loss_class_aux: 3.791663 loss_bbox_aux: 0.916723 loss_giou_aux: 2.386955 loss_class_dn: 0.318019 loss_bbox_dn: 0.151273 loss_giou_dn: 0.349248 loss_class_aux_dn: 1.708092 loss_bbox_aux_dn: 0.920745 loss_giou_aux_dn: 1.921713 loss: 13.200561 eta: 1 day, 11:02:04 batch_cost: 0.5069 data_cost: 0.0013 ips: 7.8915 images/s [03/31 14:21:14] ppdet.engine INFO: Epoch: [40] [5000/7329] learning_rate: 0.000100 loss_class: 0.572692 loss_bbox: 0.124597 loss_giou: 0.416177 loss_class_aux: 3.610490 loss_bbox_aux: 0.835430 loss_giou_aux: 2.652669 loss_class_dn: 0.329973 loss_bbox_dn: 0.131902 loss_giou_dn: 0.400254 loss_class_aux_dn: 1.782243 loss_bbox_aux_dn: 0.778306 loss_giou_aux_dn: 2.207366 loss: 13.909689 eta: 1 day, 11:01:07 batch_cost: 0.5174 data_cost: 0.0014 ips: 7.7305 images/s [03/31 14:22:19] ppdet.engine INFO: Epoch: [40] [5100/7329] learning_rate: 0.000100 loss_class: 0.587495 loss_bbox: 0.144424 loss_giou: 0.413001 loss_class_aux: 3.882238 loss_bbox_aux: 0.971941 loss_giou_aux: 2.612730 loss_class_dn: 0.347710 loss_bbox_dn: 0.161181 loss_giou_dn: 0.387043 loss_class_aux_dn: 1.890187 loss_bbox_aux_dn: 1.006392 loss_giou_aux_dn: 2.200063 loss: 15.193768 eta: 1 day, 11:00:15 batch_cost: 0.5901 data_cost: 0.0012 ips: 6.7784 images/s [03/31 14:23:18] ppdet.engine INFO: Epoch: [40] [5200/7329] learning_rate: 0.000100 loss_class: 0.483276 loss_bbox: 0.131365 loss_giou: 0.384086 loss_class_aux: 3.214790 loss_bbox_aux: 0.844029 loss_giou_aux: 2.347328 loss_class_dn: 0.310827 loss_bbox_dn: 0.140272 loss_giou_dn: 0.397039 loss_class_aux_dn: 1.640733 loss_bbox_aux_dn: 0.776717 loss_giou_aux_dn: 2.208318 loss: 14.636867 eta: 1 day, 10:59:19 batch_cost: 0.5363 data_cost: 0.0013 ips: 7.4580 images/s [03/31 14:24:16] ppdet.engine INFO: Epoch: [40] [5300/7329] learning_rate: 0.000100 loss_class: 0.603625 loss_bbox: 0.140269 loss_giou: 0.427659 loss_class_aux: 3.900889 loss_bbox_aux: 0.959510 loss_giou_aux: 2.834479 loss_class_dn: 0.362099 loss_bbox_dn: 0.152758 loss_giou_dn: 0.377386 loss_class_aux_dn: 1.887347 loss_bbox_aux_dn: 0.902516 loss_giou_aux_dn: 2.156423 loss: 15.149387 eta: 1 day, 10:58:22 batch_cost: 0.5257 data_cost: 0.0012 ips: 7.6083 images/s [03/31 14:25:16] ppdet.engine INFO: Epoch: [40] [5400/7329] learning_rate: 0.000100 loss_class: 0.622663 loss_bbox: 0.150840 loss_giou: 0.451218 loss_class_aux: 3.995510 loss_bbox_aux: 0.995188 loss_giou_aux: 2.966818 loss_class_dn: 0.371764 loss_bbox_dn: 0.156595 loss_giou_dn: 0.443974 loss_class_aux_dn: 1.985282 loss_bbox_aux_dn: 0.916696 loss_giou_aux_dn: 2.469048 loss: 16.833601 eta: 1 day, 10:57:27 batch_cost: 0.5415 data_cost: 0.0013 ips: 7.3865 images/s [03/31 14:26:21] ppdet.engine INFO: Epoch: [40] [5500/7329] learning_rate: 0.000100 loss_class: 0.540487 loss_bbox: 0.132615 loss_giou: 0.376866 loss_class_aux: 3.479752 loss_bbox_aux: 0.894347 loss_giou_aux: 2.393562 loss_class_dn: 0.313068 loss_bbox_dn: 0.149435 loss_giou_dn: 0.347835 loss_class_aux_dn: 1.658664 loss_bbox_aux_dn: 0.862405 loss_giou_aux_dn: 1.914315 loss: 13.698236 eta: 1 day, 10:56:35 batch_cost: 0.5895 data_cost: 0.0013 ips: 6.7858 images/s [03/31 14:27:21] ppdet.engine INFO: Epoch: [40] [5600/7329] learning_rate: 0.000100 loss_class: 0.567998 loss_bbox: 0.138954 loss_giou: 0.348840 loss_class_aux: 3.540509 loss_bbox_aux: 0.922071 loss_giou_aux: 2.280357 loss_class_dn: 0.313815 loss_bbox_dn: 0.163352 loss_giou_dn: 0.349395 loss_class_aux_dn: 1.673318 loss_bbox_aux_dn: 0.963944 loss_giou_aux_dn: 1.970173 loss: 14.269606 eta: 1 day, 10:55:40 batch_cost: 0.5456 data_cost: 0.0014 ips: 7.3308 images/s [03/31 14:28:20] ppdet.engine INFO: Epoch: [40] [5700/7329] learning_rate: 0.000100 loss_class: 0.565090 loss_bbox: 0.127112 loss_giou: 0.360609 loss_class_aux: 3.564855 loss_bbox_aux: 0.867777 loss_giou_aux: 2.359500 loss_class_dn: 0.335690 loss_bbox_dn: 0.143575 loss_giou_dn: 0.375068 loss_class_aux_dn: 1.757313 loss_bbox_aux_dn: 0.839695 loss_giou_aux_dn: 2.090272 loss: 13.891482 eta: 1 day, 10:54:44 batch_cost: 0.5320 data_cost: 0.0012 ips: 7.5182 images/s [03/31 14:29:18] ppdet.engine INFO: Epoch: [40] [5800/7329] learning_rate: 0.000100 loss_class: 0.535606 loss_bbox: 0.128068 loss_giou: 0.370689 loss_class_aux: 3.411953 loss_bbox_aux: 0.840266 loss_giou_aux: 2.321070 loss_class_dn: 0.271560 loss_bbox_dn: 0.133322 loss_giou_dn: 0.356777 loss_class_aux_dn: 1.434357 loss_bbox_aux_dn: 0.774591 loss_giou_aux_dn: 1.980633 loss: 11.998390 eta: 1 day, 10:53:47 batch_cost: 0.5315 data_cost: 0.0012 ips: 7.5257 images/s [03/31 14:30:21] ppdet.engine INFO: Epoch: [40] [5900/7329] learning_rate: 0.000100 loss_class: 0.583210 loss_bbox: 0.141324 loss_giou: 0.407374 loss_class_aux: 3.742282 loss_bbox_aux: 0.944543 loss_giou_aux: 2.599553 loss_class_dn: 0.348155 loss_bbox_dn: 0.132975 loss_giou_dn: 0.409931 loss_class_aux_dn: 1.892035 loss_bbox_aux_dn: 0.813516 loss_giou_aux_dn: 2.294140 loss: 15.380228 eta: 1 day, 10:52:54 batch_cost: 0.5733 data_cost: 0.0011 ips: 6.9771 images/s [03/31 14:31:21] ppdet.engine INFO: Epoch: [40] [6000/7329] learning_rate: 0.000100 loss_class: 0.632165 loss_bbox: 0.124122 loss_giou: 0.402453 loss_class_aux: 3.992635 loss_bbox_aux: 0.871467 loss_giou_aux: 2.484614 loss_class_dn: 0.324771 loss_bbox_dn: 0.152039 loss_giou_dn: 0.367041 loss_class_aux_dn: 1.795723 loss_bbox_aux_dn: 0.895768 loss_giou_aux_dn: 2.029853 loss: 14.226021 eta: 1 day, 10:51:59 batch_cost: 0.5436 data_cost: 0.0012 ips: 7.3581 images/s [03/31 14:32:18] ppdet.engine INFO: Epoch: [40] [6100/7329] learning_rate: 0.000100 loss_class: 0.546772 loss_bbox: 0.140836 loss_giou: 0.336611 loss_class_aux: 3.519952 loss_bbox_aux: 0.947551 loss_giou_aux: 2.141069 loss_class_dn: 0.284713 loss_bbox_dn: 0.137554 loss_giou_dn: 0.311375 loss_class_aux_dn: 1.554106 loss_bbox_aux_dn: 0.827039 loss_giou_aux_dn: 1.758554 loss: 12.245340 eta: 1 day, 10:51:01 batch_cost: 0.5163 data_cost: 0.0013 ips: 7.7474 images/s [03/31 14:33:14] ppdet.engine INFO: Epoch: [40] [6200/7329] learning_rate: 0.000100 loss_class: 0.513231 loss_bbox: 0.128306 loss_giou: 0.358203 loss_class_aux: 3.286874 loss_bbox_aux: 0.835007 loss_giou_aux: 2.337704 loss_class_dn: 0.289822 loss_bbox_dn: 0.134228 loss_giou_dn: 0.366168 loss_class_aux_dn: 1.541108 loss_bbox_aux_dn: 0.845387 loss_giou_aux_dn: 2.037883 loss: 12.906301 eta: 1 day, 10:50:04 batch_cost: 0.5093 data_cost: 0.0012 ips: 7.8545 images/s [03/31 14:34:21] ppdet.engine INFO: Epoch: [40] [6300/7329] learning_rate: 0.000100 loss_class: 0.572554 loss_bbox: 0.152983 loss_giou: 0.426972 loss_class_aux: 3.669281 loss_bbox_aux: 1.013898 loss_giou_aux: 2.664069 loss_class_dn: 0.346462 loss_bbox_dn: 0.157062 loss_giou_dn: 0.400434 loss_class_aux_dn: 1.849056 loss_bbox_aux_dn: 0.959830 loss_giou_aux_dn: 2.256403 loss: 15.239058 eta: 1 day, 10:49:12 batch_cost: 0.5919 data_cost: 0.0016 ips: 6.7580 images/s [03/31 14:35:24] ppdet.engine INFO: Epoch: [40] [6400/7329] learning_rate: 0.000100 loss_class: 0.631256 loss_bbox: 0.139800 loss_giou: 0.491990 loss_class_aux: 3.925235 loss_bbox_aux: 0.956807 loss_giou_aux: 3.036191 loss_class_dn: 0.366175 loss_bbox_dn: 0.163071 loss_giou_dn: 0.448246 loss_class_aux_dn: 1.947644 loss_bbox_aux_dn: 0.982513 loss_giou_aux_dn: 2.441306 loss: 16.102568 eta: 1 day, 10:48:19 batch_cost: 0.5728 data_cost: 0.0012 ips: 6.9837 images/s [03/31 14:36:26] ppdet.engine INFO: Epoch: [40] [6500/7329] learning_rate: 0.000100 loss_class: 0.640556 loss_bbox: 0.151937 loss_giou: 0.396477 loss_class_aux: 4.105506 loss_bbox_aux: 0.985402 loss_giou_aux: 2.572801 loss_class_dn: 0.349069 loss_bbox_dn: 0.157892 loss_giou_dn: 0.392039 loss_class_aux_dn: 1.866374 loss_bbox_aux_dn: 0.934443 loss_giou_aux_dn: 2.222883 loss: 15.253576 eta: 1 day, 10:47:25 batch_cost: 0.5644 data_cost: 0.0013 ips: 7.0866 images/s [03/31 14:37:24] ppdet.engine INFO: Epoch: [40] [6600/7329] learning_rate: 0.000100 loss_class: 0.568297 loss_bbox: 0.140499 loss_giou: 0.386185 loss_class_aux: 3.630060 loss_bbox_aux: 0.936357 loss_giou_aux: 2.548380 loss_class_dn: 0.319051 loss_bbox_dn: 0.151875 loss_giou_dn: 0.363119 loss_class_aux_dn: 1.725800 loss_bbox_aux_dn: 0.974451 loss_giou_aux_dn: 2.083736 loss: 13.871409 eta: 1 day, 10:46:28 batch_cost: 0.5223 data_cost: 0.0013 ips: 7.6592 images/s [03/31 14:38:25] ppdet.engine INFO: Epoch: [40] [6700/7329] learning_rate: 0.000100 loss_class: 0.599980 loss_bbox: 0.143512 loss_giou: 0.396967 loss_class_aux: 3.921188 loss_bbox_aux: 0.939978 loss_giou_aux: 2.532625 loss_class_dn: 0.356596 loss_bbox_dn: 0.147818 loss_giou_dn: 0.384608 loss_class_aux_dn: 1.872300 loss_bbox_aux_dn: 0.860924 loss_giou_aux_dn: 2.163803 loss: 15.060179 eta: 1 day, 10:45:33 batch_cost: 0.5496 data_cost: 0.0012 ips: 7.2774 images/s [03/31 14:39:23] ppdet.engine INFO: Epoch: [40] [6800/7329] learning_rate: 0.000100 loss_class: 0.543025 loss_bbox: 0.144889 loss_giou: 0.376245 loss_class_aux: 3.376274 loss_bbox_aux: 0.961511 loss_giou_aux: 2.319259 loss_class_dn: 0.297288 loss_bbox_dn: 0.147297 loss_giou_dn: 0.338974 loss_class_aux_dn: 1.602347 loss_bbox_aux_dn: 0.856289 loss_giou_aux_dn: 1.851811 loss: 13.064150 eta: 1 day, 10:44:37 batch_cost: 0.5278 data_cost: 0.0013 ips: 7.5789 images/s [03/31 14:40:30] ppdet.engine INFO: Epoch: [40] [6900/7329] learning_rate: 0.000100 loss_class: 0.634298 loss_bbox: 0.129550 loss_giou: 0.396812 loss_class_aux: 4.006938 loss_bbox_aux: 0.893608 loss_giou_aux: 2.415982 loss_class_dn: 0.337174 loss_bbox_dn: 0.141013 loss_giou_dn: 0.373363 loss_class_aux_dn: 1.807949 loss_bbox_aux_dn: 0.803400 loss_giou_aux_dn: 2.075544 loss: 14.433345 eta: 1 day, 10:43:46 batch_cost: 0.6036 data_cost: 0.0014 ips: 6.6265 images/s [03/31 14:41:27] ppdet.engine INFO: Epoch: [40] [7000/7329] learning_rate: 0.000100 loss_class: 0.637871 loss_bbox: 0.143320 loss_giou: 0.403570 loss_class_aux: 3.988754 loss_bbox_aux: 0.965313 loss_giou_aux: 2.592029 loss_class_dn: 0.371679 loss_bbox_dn: 0.158175 loss_giou_dn: 0.399749 loss_class_aux_dn: 1.972641 loss_bbox_aux_dn: 0.964061 loss_giou_aux_dn: 2.224882 loss: 14.847392 eta: 1 day, 10:42:48 batch_cost: 0.5145 data_cost: 0.0012 ips: 7.7740 images/s [03/31 14:42:29] ppdet.engine INFO: Epoch: [40] [7100/7329] learning_rate: 0.000100 loss_class: 0.592409 loss_bbox: 0.126182 loss_giou: 0.407892 loss_class_aux: 3.699351 loss_bbox_aux: 0.831525 loss_giou_aux: 2.629024 loss_class_dn: 0.311221 loss_bbox_dn: 0.140865 loss_giou_dn: 0.406938 loss_class_aux_dn: 1.691406 loss_bbox_aux_dn: 0.809708 loss_giou_aux_dn: 2.245871 loss: 14.270477 eta: 1 day, 10:41:54 batch_cost: 0.5580 data_cost: 0.0013 ips: 7.1690 images/s [03/31 14:43:33] ppdet.engine INFO: Epoch: [40] [7200/7329] learning_rate: 0.000100 loss_class: 0.550370 loss_bbox: 0.145173 loss_giou: 0.368859 loss_class_aux: 3.495975 loss_bbox_aux: 0.946726 loss_giou_aux: 2.317334 loss_class_dn: 0.302313 loss_bbox_dn: 0.153634 loss_giou_dn: 0.332065 loss_class_aux_dn: 1.671072 loss_bbox_aux_dn: 0.937116 loss_giou_aux_dn: 1.860223 loss: 13.376591 eta: 1 day, 10:41:02 batch_cost: 0.5856 data_cost: 0.0012 ips: 6.8304 images/s [03/31 14:44:35] ppdet.engine INFO: Epoch: [40] [7300/7329] learning_rate: 0.000100 loss_class: 0.515194 loss_bbox: 0.137936 loss_giou: 0.367599 loss_class_aux: 3.274448 loss_bbox_aux: 0.912147 loss_giou_aux: 2.390491 loss_class_dn: 0.312637 loss_bbox_dn: 0.138032 loss_giou_dn: 0.340945 loss_class_aux_dn: 1.684151 loss_bbox_aux_dn: 0.851628 loss_giou_aux_dn: 1.940816 loss: 13.469116 eta: 1 day, 10:40:08 batch_cost: 0.5632 data_cost: 0.0013 ips: 7.1024 images/s [03/31 14:44:58] ppdet.engine INFO: Eval iter: 0 [03/31 14:45:26] ppdet.engine INFO: Eval iter: 100 [03/31 14:45:54] ppdet.engine INFO: Eval iter: 200 [03/31 14:46:22] ppdet.engine INFO: Eval iter: 300 [03/31 14:46:50] ppdet.engine INFO: Eval iter: 400 [03/31 14:47:18] ppdet.engine INFO: Eval iter: 500 [03/31 14:47:47] ppdet.engine INFO: Eval iter: 600 [03/31 14:48:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/31 14:48:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.37s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.94s). Accumulating evaluation results... DONE (t=33.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 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 ] = 0.702 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 ] = 0.652 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 ] = 0.537 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 ] = 0.884 [03/31 14:51:07] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.15467287606601 [03/31 14:51:07] ppdet.engine INFO: Best test bbox ap is 0.525. [03/31 14:51:10] ppdet.engine INFO: Epoch: [41] [ 0/7329] learning_rate: 0.000100 loss_class: 0.518129 loss_bbox: 0.128917 loss_giou: 0.367420 loss_class_aux: 3.377581 loss_bbox_aux: 0.849508 loss_giou_aux: 2.390491 loss_class_dn: 0.310784 loss_bbox_dn: 0.135766 loss_giou_dn: 0.342633 loss_class_aux_dn: 1.655480 loss_bbox_aux_dn: 0.806046 loss_giou_aux_dn: 1.968631 loss: 13.319340 eta: 1 day, 10:39:52 batch_cost: 0.5526 data_cost: 0.0014 ips: 7.2383 images/s [03/31 14:52:13] ppdet.engine INFO: Epoch: [41] [ 100/7329] learning_rate: 0.000100 loss_class: 0.516173 loss_bbox: 0.133020 loss_giou: 0.342832 loss_class_aux: 3.202648 loss_bbox_aux: 0.877086 loss_giou_aux: 2.246662 loss_class_dn: 0.291481 loss_bbox_dn: 0.136250 loss_giou_dn: 0.349608 loss_class_aux_dn: 1.556761 loss_bbox_aux_dn: 0.790207 loss_giou_aux_dn: 1.925484 loss: 12.728421 eta: 1 day, 10:38:58 batch_cost: 0.5608 data_cost: 0.0017 ips: 7.1330 images/s [03/31 14:53:10] ppdet.engine INFO: Epoch: [41] [ 200/7329] learning_rate: 0.000100 loss_class: 0.533527 loss_bbox: 0.139796 loss_giou: 0.379275 loss_class_aux: 3.387507 loss_bbox_aux: 0.896398 loss_giou_aux: 2.449477 loss_class_dn: 0.327105 loss_bbox_dn: 0.127695 loss_giou_dn: 0.351557 loss_class_aux_dn: 1.747416 loss_bbox_aux_dn: 0.786012 loss_giou_aux_dn: 1.993454 loss: 13.709030 eta: 1 day, 10:38:00 batch_cost: 0.5109 data_cost: 0.0016 ips: 7.8299 images/s [03/31 14:54:10] ppdet.engine INFO: Epoch: [41] [ 300/7329] learning_rate: 0.000100 loss_class: 0.589139 loss_bbox: 0.133301 loss_giou: 0.410855 loss_class_aux: 3.866827 loss_bbox_aux: 0.877299 loss_giou_aux: 2.654589 loss_class_dn: 0.351371 loss_bbox_dn: 0.147608 loss_giou_dn: 0.407727 loss_class_aux_dn: 1.902830 loss_bbox_aux_dn: 0.869184 loss_giou_aux_dn: 2.325410 loss: 14.688744 eta: 1 day, 10:37:05 batch_cost: 0.5503 data_cost: 0.0014 ips: 7.2687 images/s [03/31 14:55:10] ppdet.engine INFO: Epoch: [41] [ 400/7329] learning_rate: 0.000100 loss_class: 0.584393 loss_bbox: 0.151369 loss_giou: 0.402234 loss_class_aux: 3.725782 loss_bbox_aux: 1.026813 loss_giou_aux: 2.499494 loss_class_dn: 0.331703 loss_bbox_dn: 0.146150 loss_giou_dn: 0.402980 loss_class_aux_dn: 1.795855 loss_bbox_aux_dn: 0.875550 loss_giou_aux_dn: 2.183930 loss: 14.602358 eta: 1 day, 10:36:09 batch_cost: 0.5378 data_cost: 0.0014 ips: 7.4371 images/s [03/31 14:56:15] ppdet.engine INFO: Epoch: [41] [ 500/7329] learning_rate: 0.000100 loss_class: 0.586981 loss_bbox: 0.128400 loss_giou: 0.384388 loss_class_aux: 3.760291 loss_bbox_aux: 0.858801 loss_giou_aux: 2.522453 loss_class_dn: 0.347885 loss_bbox_dn: 0.140075 loss_giou_dn: 0.366794 loss_class_aux_dn: 1.850475 loss_bbox_aux_dn: 0.853564 loss_giou_aux_dn: 2.108998 loss: 14.490633 eta: 1 day, 10:35:17 batch_cost: 0.5859 data_cost: 0.0014 ips: 6.8267 images/s [03/31 14:57:18] ppdet.engine INFO: Epoch: [41] [ 600/7329] learning_rate: 0.000100 loss_class: 0.597395 loss_bbox: 0.123143 loss_giou: 0.365857 loss_class_aux: 3.860511 loss_bbox_aux: 0.859861 loss_giou_aux: 2.351259 loss_class_dn: 0.327805 loss_bbox_dn: 0.140694 loss_giou_dn: 0.349598 loss_class_aux_dn: 1.731527 loss_bbox_aux_dn: 0.886064 loss_giou_aux_dn: 1.942847 loss: 13.882612 eta: 1 day, 10:34:23 batch_cost: 0.5660 data_cost: 0.0018 ips: 7.0674 images/s [03/31 14:58:15] ppdet.engine INFO: Epoch: [41] [ 700/7329] learning_rate: 0.000100 loss_class: 0.607557 loss_bbox: 0.140312 loss_giou: 0.401300 loss_class_aux: 3.880690 loss_bbox_aux: 0.903086 loss_giou_aux: 2.524734 loss_class_dn: 0.330229 loss_bbox_dn: 0.133199 loss_giou_dn: 0.375160 loss_class_aux_dn: 1.811372 loss_bbox_aux_dn: 0.816142 loss_giou_aux_dn: 2.099425 loss: 14.781437 eta: 1 day, 10:33:26 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7315 images/s [03/31 14:59:15] ppdet.engine INFO: Epoch: [41] [ 800/7329] learning_rate: 0.000100 loss_class: 0.519763 loss_bbox: 0.124086 loss_giou: 0.387403 loss_class_aux: 3.382211 loss_bbox_aux: 0.864843 loss_giou_aux: 2.462473 loss_class_dn: 0.307962 loss_bbox_dn: 0.131597 loss_giou_dn: 0.341877 loss_class_aux_dn: 1.703119 loss_bbox_aux_dn: 0.810274 loss_giou_aux_dn: 1.994004 loss: 13.056160 eta: 1 day, 10:32:31 batch_cost: 0.5476 data_cost: 0.0013 ips: 7.3040 images/s [03/31 15:00:17] ppdet.engine INFO: Epoch: [41] [ 900/7329] learning_rate: 0.000100 loss_class: 0.565439 loss_bbox: 0.148196 loss_giou: 0.331945 loss_class_aux: 3.674777 loss_bbox_aux: 0.975082 loss_giou_aux: 2.237321 loss_class_dn: 0.323552 loss_bbox_dn: 0.171390 loss_giou_dn: 0.348933 loss_class_aux_dn: 1.770495 loss_bbox_aux_dn: 0.987789 loss_giou_aux_dn: 1.959628 loss: 14.230332 eta: 1 day, 10:31:36 batch_cost: 0.5507 data_cost: 0.0014 ips: 7.2630 images/s [03/31 15:01:23] ppdet.engine INFO: Epoch: [41] [1000/7329] learning_rate: 0.000100 loss_class: 0.578196 loss_bbox: 0.130663 loss_giou: 0.360736 loss_class_aux: 3.661045 loss_bbox_aux: 0.844325 loss_giou_aux: 2.292033 loss_class_dn: 0.309061 loss_bbox_dn: 0.140614 loss_giou_dn: 0.358380 loss_class_aux_dn: 1.658185 loss_bbox_aux_dn: 0.820915 loss_giou_aux_dn: 1.988373 loss: 13.486877 eta: 1 day, 10:30:44 batch_cost: 0.5873 data_cost: 0.0014 ips: 6.8107 images/s [03/31 15:02:20] ppdet.engine INFO: Epoch: [41] [1100/7329] learning_rate: 0.000100 loss_class: 0.516641 loss_bbox: 0.129481 loss_giou: 0.343283 loss_class_aux: 3.240400 loss_bbox_aux: 0.840368 loss_giou_aux: 2.129068 loss_class_dn: 0.272215 loss_bbox_dn: 0.145816 loss_giou_dn: 0.309609 loss_class_aux_dn: 1.518052 loss_bbox_aux_dn: 0.853954 loss_giou_aux_dn: 1.725865 loss: 12.790828 eta: 1 day, 10:29:47 batch_cost: 0.5173 data_cost: 0.0012 ips: 7.7319 images/s [03/31 15:03:19] ppdet.engine INFO: Epoch: [41] [1200/7329] learning_rate: 0.000100 loss_class: 0.534973 loss_bbox: 0.124572 loss_giou: 0.382401 loss_class_aux: 3.418909 loss_bbox_aux: 0.774374 loss_giou_aux: 2.548598 loss_class_dn: 0.311697 loss_bbox_dn: 0.139199 loss_giou_dn: 0.380600 loss_class_aux_dn: 1.666458 loss_bbox_aux_dn: 0.810138 loss_giou_aux_dn: 2.124255 loss: 13.927908 eta: 1 day, 10:28:51 batch_cost: 0.5362 data_cost: 0.0013 ips: 7.4606 images/s [03/31 15:04:25] ppdet.engine INFO: Epoch: [41] [1300/7329] learning_rate: 0.000100 loss_class: 0.594018 loss_bbox: 0.133593 loss_giou: 0.384729 loss_class_aux: 3.773024 loss_bbox_aux: 0.952793 loss_giou_aux: 2.449598 loss_class_dn: 0.328606 loss_bbox_dn: 0.156423 loss_giou_dn: 0.374790 loss_class_aux_dn: 1.800832 loss_bbox_aux_dn: 0.972319 loss_giou_aux_dn: 2.084406 loss: 13.805023 eta: 1 day, 10:27:59 batch_cost: 0.5900 data_cost: 0.0016 ips: 6.7798 images/s [03/31 15:05:24] ppdet.engine INFO: Epoch: [41] [1400/7329] learning_rate: 0.000100 loss_class: 0.672270 loss_bbox: 0.151209 loss_giou: 0.403673 loss_class_aux: 4.143728 loss_bbox_aux: 0.982559 loss_giou_aux: 2.489399 loss_class_dn: 0.345554 loss_bbox_dn: 0.168024 loss_giou_dn: 0.388413 loss_class_aux_dn: 1.855977 loss_bbox_aux_dn: 1.014631 loss_giou_aux_dn: 2.160305 loss: 15.060429 eta: 1 day, 10:27:03 batch_cost: 0.5317 data_cost: 0.0013 ips: 7.5232 images/s [03/31 15:06:19] ppdet.engine INFO: Epoch: [41] [1500/7329] learning_rate: 0.000100 loss_class: 0.653612 loss_bbox: 0.142926 loss_giou: 0.434386 loss_class_aux: 4.164662 loss_bbox_aux: 0.971853 loss_giou_aux: 2.663688 loss_class_dn: 0.382951 loss_bbox_dn: 0.153022 loss_giou_dn: 0.423558 loss_class_aux_dn: 2.048077 loss_bbox_aux_dn: 0.888881 loss_giou_aux_dn: 2.334731 loss: 16.458393 eta: 1 day, 10:26:05 batch_cost: 0.5050 data_cost: 0.0012 ips: 7.9206 images/s [03/31 15:07:17] ppdet.engine INFO: Epoch: [41] [1600/7329] learning_rate: 0.000100 loss_class: 0.582904 loss_bbox: 0.133208 loss_giou: 0.400489 loss_class_aux: 3.800046 loss_bbox_aux: 0.915329 loss_giou_aux: 2.534298 loss_class_dn: 0.356487 loss_bbox_dn: 0.147581 loss_giou_dn: 0.379936 loss_class_aux_dn: 1.931068 loss_bbox_aux_dn: 0.869508 loss_giou_aux_dn: 2.139043 loss: 15.219254 eta: 1 day, 10:25:07 batch_cost: 0.5202 data_cost: 0.0014 ips: 7.6900 images/s [03/31 15:08:21] ppdet.engine INFO: Epoch: [41] [1700/7329] learning_rate: 0.000100 loss_class: 0.567279 loss_bbox: 0.128283 loss_giou: 0.350964 loss_class_aux: 3.648174 loss_bbox_aux: 0.882307 loss_giou_aux: 2.230148 loss_class_dn: 0.305451 loss_bbox_dn: 0.138873 loss_giou_dn: 0.338459 loss_class_aux_dn: 1.708110 loss_bbox_aux_dn: 0.808741 loss_giou_aux_dn: 1.919153 loss: 13.878298 eta: 1 day, 10:24:14 batch_cost: 0.5718 data_cost: 0.0019 ips: 6.9950 images/s [03/31 15:09:26] ppdet.engine INFO: Epoch: [41] [1800/7329] learning_rate: 0.000100 loss_class: 0.543629 loss_bbox: 0.138228 loss_giou: 0.340884 loss_class_aux: 3.421920 loss_bbox_aux: 0.925710 loss_giou_aux: 2.231726 loss_class_dn: 0.308253 loss_bbox_dn: 0.153864 loss_giou_dn: 0.328304 loss_class_aux_dn: 1.650190 loss_bbox_aux_dn: 0.938850 loss_giou_aux_dn: 1.839656 loss: 13.306654 eta: 1 day, 10:23:22 batch_cost: 0.5868 data_cost: 0.0014 ips: 6.8167 images/s [03/31 15:10:28] ppdet.engine INFO: Epoch: [41] [1900/7329] learning_rate: 0.000100 loss_class: 0.615856 loss_bbox: 0.135635 loss_giou: 0.378784 loss_class_aux: 3.986600 loss_bbox_aux: 0.869243 loss_giou_aux: 2.478917 loss_class_dn: 0.326207 loss_bbox_dn: 0.149576 loss_giou_dn: 0.372752 loss_class_aux_dn: 1.742636 loss_bbox_aux_dn: 0.917441 loss_giou_aux_dn: 2.082422 loss: 14.235298 eta: 1 day, 10:22:28 batch_cost: 0.5653 data_cost: 0.0013 ips: 7.0764 images/s [03/31 15:11:29] ppdet.engine INFO: Epoch: [41] [2000/7329] learning_rate: 0.000100 loss_class: 0.589920 loss_bbox: 0.120936 loss_giou: 0.407873 loss_class_aux: 3.701202 loss_bbox_aux: 0.838276 loss_giou_aux: 2.611465 loss_class_dn: 0.324007 loss_bbox_dn: 0.140339 loss_giou_dn: 0.379180 loss_class_aux_dn: 1.735382 loss_bbox_aux_dn: 0.822758 loss_giou_aux_dn: 2.088400 loss: 14.635233 eta: 1 day, 10:21:33 batch_cost: 0.5433 data_cost: 0.0015 ips: 7.3620 images/s [03/31 15:12:27] ppdet.engine INFO: Epoch: [41] [2100/7329] learning_rate: 0.000100 loss_class: 0.542408 loss_bbox: 0.128318 loss_giou: 0.407242 loss_class_aux: 3.470759 loss_bbox_aux: 0.882947 loss_giou_aux: 2.545274 loss_class_dn: 0.321638 loss_bbox_dn: 0.138256 loss_giou_dn: 0.400115 loss_class_aux_dn: 1.740235 loss_bbox_aux_dn: 0.818956 loss_giou_aux_dn: 2.195336 loss: 14.623888 eta: 1 day, 10:20:36 batch_cost: 0.5241 data_cost: 0.0013 ips: 7.6323 images/s [03/31 15:13:28] ppdet.engine INFO: Epoch: [41] [2200/7329] learning_rate: 0.000100 loss_class: 0.562150 loss_bbox: 0.121735 loss_giou: 0.329234 loss_class_aux: 3.569715 loss_bbox_aux: 0.781474 loss_giou_aux: 2.124992 loss_class_dn: 0.319386 loss_bbox_dn: 0.122899 loss_giou_dn: 0.337288 loss_class_aux_dn: 1.755822 loss_bbox_aux_dn: 0.792225 loss_giou_aux_dn: 1.854183 loss: 13.468124 eta: 1 day, 10:19:42 batch_cost: 0.5594 data_cost: 0.0012 ips: 7.1509 images/s [03/31 15:14:28] ppdet.engine INFO: Epoch: [41] [2300/7329] learning_rate: 0.000100 loss_class: 0.565563 loss_bbox: 0.141265 loss_giou: 0.482069 loss_class_aux: 3.779977 loss_bbox_aux: 0.888705 loss_giou_aux: 2.942078 loss_class_dn: 0.351179 loss_bbox_dn: 0.146534 loss_giou_dn: 0.404892 loss_class_aux_dn: 1.860536 loss_bbox_aux_dn: 0.893327 loss_giou_aux_dn: 2.301604 loss: 15.635012 eta: 1 day, 10:18:46 batch_cost: 0.5373 data_cost: 0.0015 ips: 7.4440 images/s [03/31 15:15:27] ppdet.engine INFO: Epoch: [41] [2400/7329] learning_rate: 0.000100 loss_class: 0.559987 loss_bbox: 0.126277 loss_giou: 0.340471 loss_class_aux: 3.492208 loss_bbox_aux: 0.844092 loss_giou_aux: 2.162810 loss_class_dn: 0.311990 loss_bbox_dn: 0.136694 loss_giou_dn: 0.327636 loss_class_aux_dn: 1.663568 loss_bbox_aux_dn: 0.837114 loss_giou_aux_dn: 1.856949 loss: 12.731672 eta: 1 day, 10:17:50 batch_cost: 0.5319 data_cost: 0.0013 ips: 7.5204 images/s [03/31 15:16:25] ppdet.engine INFO: Epoch: [41] [2500/7329] learning_rate: 0.000100 loss_class: 0.604317 loss_bbox: 0.141062 loss_giou: 0.541935 loss_class_aux: 3.832133 loss_bbox_aux: 0.949373 loss_giou_aux: 3.420210 loss_class_dn: 0.366332 loss_bbox_dn: 0.137828 loss_giou_dn: 0.476360 loss_class_aux_dn: 1.967860 loss_bbox_aux_dn: 0.859195 loss_giou_aux_dn: 2.591680 loss: 16.252712 eta: 1 day, 10:16:54 batch_cost: 0.5301 data_cost: 0.0012 ips: 7.5451 images/s [03/31 15:17:26] ppdet.engine INFO: Epoch: [41] [2600/7329] learning_rate: 0.000100 loss_class: 0.584455 loss_bbox: 0.124680 loss_giou: 0.412568 loss_class_aux: 3.850872 loss_bbox_aux: 0.833616 loss_giou_aux: 2.623857 loss_class_dn: 0.328598 loss_bbox_dn: 0.121339 loss_giou_dn: 0.388561 loss_class_aux_dn: 1.771478 loss_bbox_aux_dn: 0.753033 loss_giou_aux_dn: 2.143580 loss: 14.047102 eta: 1 day, 10:15:58 batch_cost: 0.5441 data_cost: 0.0014 ips: 7.3514 images/s [03/31 15:18:25] ppdet.engine INFO: Epoch: [41] [2700/7329] learning_rate: 0.000100 loss_class: 0.604565 loss_bbox: 0.138734 loss_giou: 0.380659 loss_class_aux: 3.815174 loss_bbox_aux: 0.945670 loss_giou_aux: 2.412183 loss_class_dn: 0.335585 loss_bbox_dn: 0.148491 loss_giou_dn: 0.376553 loss_class_aux_dn: 1.817097 loss_bbox_aux_dn: 0.863174 loss_giou_aux_dn: 2.065583 loss: 14.914942 eta: 1 day, 10:15:02 batch_cost: 0.5316 data_cost: 0.0016 ips: 7.5243 images/s [03/31 15:19:25] ppdet.engine INFO: Epoch: [41] [2800/7329] learning_rate: 0.000100 loss_class: 0.608022 loss_bbox: 0.149994 loss_giou: 0.394674 loss_class_aux: 3.754035 loss_bbox_aux: 1.006294 loss_giou_aux: 2.621442 loss_class_dn: 0.336202 loss_bbox_dn: 0.140680 loss_giou_dn: 0.402398 loss_class_aux_dn: 1.808673 loss_bbox_aux_dn: 0.826192 loss_giou_aux_dn: 2.235063 loss: 14.660813 eta: 1 day, 10:14:07 batch_cost: 0.5457 data_cost: 0.0012 ips: 7.3306 images/s [03/31 15:20:27] ppdet.engine INFO: Epoch: [41] [2900/7329] learning_rate: 0.000100 loss_class: 0.567976 loss_bbox: 0.135575 loss_giou: 0.402109 loss_class_aux: 3.564984 loss_bbox_aux: 0.912188 loss_giou_aux: 2.520358 loss_class_dn: 0.315613 loss_bbox_dn: 0.144992 loss_giou_dn: 0.371217 loss_class_aux_dn: 1.730052 loss_bbox_aux_dn: 0.864542 loss_giou_aux_dn: 2.006804 loss: 13.601463 eta: 1 day, 10:13:13 batch_cost: 0.5626 data_cost: 0.0016 ips: 7.1095 images/s [03/31 15:21:26] ppdet.engine INFO: Epoch: [41] [3000/7329] learning_rate: 0.000100 loss_class: 0.564162 loss_bbox: 0.141987 loss_giou: 0.321871 loss_class_aux: 3.552901 loss_bbox_aux: 0.952003 loss_giou_aux: 2.079713 loss_class_dn: 0.318573 loss_bbox_dn: 0.154071 loss_giou_dn: 0.327504 loss_class_aux_dn: 1.750507 loss_bbox_aux_dn: 0.886063 loss_giou_aux_dn: 1.876809 loss: 13.817681 eta: 1 day, 10:12:16 batch_cost: 0.5249 data_cost: 0.0014 ips: 7.6200 images/s [03/31 15:22:28] ppdet.engine INFO: Epoch: [41] [3100/7329] learning_rate: 0.000100 loss_class: 0.626169 loss_bbox: 0.156246 loss_giou: 0.464388 loss_class_aux: 4.014957 loss_bbox_aux: 1.070807 loss_giou_aux: 2.987411 loss_class_dn: 0.400141 loss_bbox_dn: 0.153388 loss_giou_dn: 0.476688 loss_class_aux_dn: 2.063640 loss_bbox_aux_dn: 0.895276 loss_giou_aux_dn: 2.585969 loss: 16.774883 eta: 1 day, 10:11:22 batch_cost: 0.5636 data_cost: 0.0019 ips: 7.0974 images/s [03/31 15:23:25] ppdet.engine INFO: Epoch: [41] [3200/7329] learning_rate: 0.000100 loss_class: 0.572236 loss_bbox: 0.136389 loss_giou: 0.355841 loss_class_aux: 3.544358 loss_bbox_aux: 0.932224 loss_giou_aux: 2.264273 loss_class_dn: 0.352426 loss_bbox_dn: 0.143535 loss_giou_dn: 0.353439 loss_class_aux_dn: 1.914104 loss_bbox_aux_dn: 0.867258 loss_giou_aux_dn: 2.015576 loss: 13.847553 eta: 1 day, 10:10:25 batch_cost: 0.5109 data_cost: 0.0012 ips: 7.8286 images/s [03/31 15:24:26] ppdet.engine INFO: Epoch: [41] [3300/7329] learning_rate: 0.000100 loss_class: 0.571919 loss_bbox: 0.142553 loss_giou: 0.373898 loss_class_aux: 3.641994 loss_bbox_aux: 0.941004 loss_giou_aux: 2.384888 loss_class_dn: 0.334057 loss_bbox_dn: 0.152638 loss_giou_dn: 0.364751 loss_class_aux_dn: 1.781836 loss_bbox_aux_dn: 0.894804 loss_giou_aux_dn: 2.070954 loss: 14.768831 eta: 1 day, 10:09:30 batch_cost: 0.5508 data_cost: 0.0016 ips: 7.2627 images/s [03/31 15:25:30] ppdet.engine INFO: Epoch: [41] [3400/7329] learning_rate: 0.000100 loss_class: 0.556625 loss_bbox: 0.139707 loss_giou: 0.343668 loss_class_aux: 3.522393 loss_bbox_aux: 0.931460 loss_giou_aux: 2.166081 loss_class_dn: 0.313688 loss_bbox_dn: 0.159660 loss_giou_dn: 0.331327 loss_class_aux_dn: 1.685148 loss_bbox_aux_dn: 0.936780 loss_giou_aux_dn: 1.855745 loss: 13.084581 eta: 1 day, 10:08:37 batch_cost: 0.5833 data_cost: 0.0014 ips: 6.8578 images/s [03/31 15:26:29] ppdet.engine INFO: Epoch: [41] [3500/7329] learning_rate: 0.000100 loss_class: 0.606655 loss_bbox: 0.142059 loss_giou: 0.405929 loss_class_aux: 3.819881 loss_bbox_aux: 0.912389 loss_giou_aux: 2.562772 loss_class_dn: 0.329271 loss_bbox_dn: 0.145870 loss_giou_dn: 0.357637 loss_class_aux_dn: 1.713380 loss_bbox_aux_dn: 0.881262 loss_giou_aux_dn: 2.007637 loss: 14.129797 eta: 1 day, 10:07:42 batch_cost: 0.5357 data_cost: 0.0013 ips: 7.4672 images/s [03/31 15:27:35] ppdet.engine INFO: Epoch: [41] [3600/7329] learning_rate: 0.000100 loss_class: 0.602011 loss_bbox: 0.119988 loss_giou: 0.404805 loss_class_aux: 3.835212 loss_bbox_aux: 0.834562 loss_giou_aux: 2.604410 loss_class_dn: 0.337680 loss_bbox_dn: 0.143929 loss_giou_dn: 0.378897 loss_class_aux_dn: 1.834541 loss_bbox_aux_dn: 0.820374 loss_giou_aux_dn: 2.069960 loss: 13.809311 eta: 1 day, 10:06:51 batch_cost: 0.6032 data_cost: 0.0012 ips: 6.6314 images/s [03/31 15:28:40] ppdet.engine INFO: Epoch: [41] [3700/7329] learning_rate: 0.000100 loss_class: 0.580231 loss_bbox: 0.132240 loss_giou: 0.354754 loss_class_aux: 3.692651 loss_bbox_aux: 0.920184 loss_giou_aux: 2.279623 loss_class_dn: 0.320600 loss_bbox_dn: 0.133107 loss_giou_dn: 0.328481 loss_class_aux_dn: 1.744789 loss_bbox_aux_dn: 0.800008 loss_giou_aux_dn: 1.875033 loss: 13.701035 eta: 1 day, 10:05:58 batch_cost: 0.5843 data_cost: 0.0013 ips: 6.8453 images/s [03/31 15:29:39] ppdet.engine INFO: Epoch: [41] [3800/7329] learning_rate: 0.000100 loss_class: 0.577681 loss_bbox: 0.145146 loss_giou: 0.445911 loss_class_aux: 3.771137 loss_bbox_aux: 0.943209 loss_giou_aux: 2.866792 loss_class_dn: 0.344590 loss_bbox_dn: 0.148616 loss_giou_dn: 0.403834 loss_class_aux_dn: 1.862962 loss_bbox_aux_dn: 0.887500 loss_giou_aux_dn: 2.239819 loss: 15.025553 eta: 1 day, 10:05:03 batch_cost: 0.5399 data_cost: 0.0013 ips: 7.4084 images/s [03/31 15:30:41] ppdet.engine INFO: Epoch: [41] [3900/7329] learning_rate: 0.000100 loss_class: 0.630291 loss_bbox: 0.150455 loss_giou: 0.385539 loss_class_aux: 3.891126 loss_bbox_aux: 0.948266 loss_giou_aux: 2.453111 loss_class_dn: 0.346934 loss_bbox_dn: 0.155690 loss_giou_dn: 0.392004 loss_class_aux_dn: 1.842577 loss_bbox_aux_dn: 0.900337 loss_giou_aux_dn: 2.214012 loss: 15.192310 eta: 1 day, 10:04:09 batch_cost: 0.5631 data_cost: 0.0012 ips: 7.1034 images/s [03/31 15:31:41] ppdet.engine INFO: Epoch: [41] [4000/7329] learning_rate: 0.000100 loss_class: 0.581480 loss_bbox: 0.123383 loss_giou: 0.412004 loss_class_aux: 3.702865 loss_bbox_aux: 0.883970 loss_giou_aux: 2.622095 loss_class_dn: 0.331001 loss_bbox_dn: 0.144338 loss_giou_dn: 0.373970 loss_class_aux_dn: 1.786295 loss_bbox_aux_dn: 0.840652 loss_giou_aux_dn: 2.035169 loss: 14.076180 eta: 1 day, 10:03:14 batch_cost: 0.5459 data_cost: 0.0012 ips: 7.3279 images/s [03/31 15:32:42] ppdet.engine INFO: Epoch: [41] [4100/7329] learning_rate: 0.000100 loss_class: 0.611976 loss_bbox: 0.152025 loss_giou: 0.399983 loss_class_aux: 3.847242 loss_bbox_aux: 0.969417 loss_giou_aux: 2.616726 loss_class_dn: 0.351881 loss_bbox_dn: 0.167259 loss_giou_dn: 0.381049 loss_class_aux_dn: 1.888914 loss_bbox_aux_dn: 1.013892 loss_giou_aux_dn: 2.107917 loss: 15.265640 eta: 1 day, 10:02:19 batch_cost: 0.5529 data_cost: 0.0016 ips: 7.2342 images/s [03/31 15:33:42] ppdet.engine INFO: Epoch: [41] [4200/7329] learning_rate: 0.000100 loss_class: 0.620264 loss_bbox: 0.157891 loss_giou: 0.423814 loss_class_aux: 3.886120 loss_bbox_aux: 1.005801 loss_giou_aux: 2.587713 loss_class_dn: 0.356156 loss_bbox_dn: 0.151437 loss_giou_dn: 0.388992 loss_class_aux_dn: 1.891768 loss_bbox_aux_dn: 0.903812 loss_giou_aux_dn: 2.174514 loss: 15.190495 eta: 1 day, 10:01:23 batch_cost: 0.5406 data_cost: 0.0014 ips: 7.3993 images/s [03/31 15:34:40] ppdet.engine INFO: Epoch: [41] [4300/7329] learning_rate: 0.000100 loss_class: 0.579562 loss_bbox: 0.112376 loss_giou: 0.361249 loss_class_aux: 3.583244 loss_bbox_aux: 0.802526 loss_giou_aux: 2.258357 loss_class_dn: 0.318582 loss_bbox_dn: 0.136570 loss_giou_dn: 0.372999 loss_class_aux_dn: 1.697194 loss_bbox_aux_dn: 0.818407 loss_giou_aux_dn: 2.026200 loss: 14.131220 eta: 1 day, 10:00:26 batch_cost: 0.5227 data_cost: 0.0012 ips: 7.6519 images/s [03/31 15:35:40] ppdet.engine INFO: Epoch: [41] [4400/7329] learning_rate: 0.000100 loss_class: 0.587303 loss_bbox: 0.148526 loss_giou: 0.404388 loss_class_aux: 3.769062 loss_bbox_aux: 0.962400 loss_giou_aux: 2.542872 loss_class_dn: 0.331105 loss_bbox_dn: 0.165607 loss_giou_dn: 0.369772 loss_class_aux_dn: 1.803083 loss_bbox_aux_dn: 0.941628 loss_giou_aux_dn: 2.091740 loss: 14.209826 eta: 1 day, 9:59:31 batch_cost: 0.5413 data_cost: 0.0013 ips: 7.3897 images/s [03/31 15:36:37] ppdet.engine INFO: Epoch: [41] [4500/7329] learning_rate: 0.000100 loss_class: 0.607116 loss_bbox: 0.139760 loss_giou: 0.400315 loss_class_aux: 3.743383 loss_bbox_aux: 0.931470 loss_giou_aux: 2.413141 loss_class_dn: 0.368602 loss_bbox_dn: 0.152056 loss_giou_dn: 0.408073 loss_class_aux_dn: 1.981448 loss_bbox_aux_dn: 0.887573 loss_giou_aux_dn: 2.264359 loss: 16.137363 eta: 1 day, 9:58:34 batch_cost: 0.5149 data_cost: 0.0013 ips: 7.7681 images/s [03/31 15:37:34] ppdet.engine INFO: Epoch: [41] [4600/7329] learning_rate: 0.000100 loss_class: 0.589531 loss_bbox: 0.140155 loss_giou: 0.470676 loss_class_aux: 3.725364 loss_bbox_aux: 0.915450 loss_giou_aux: 2.866951 loss_class_dn: 0.362874 loss_bbox_dn: 0.137537 loss_giou_dn: 0.426479 loss_class_aux_dn: 1.911850 loss_bbox_aux_dn: 0.824019 loss_giou_aux_dn: 2.257751 loss: 16.075562 eta: 1 day, 9:57:37 batch_cost: 0.5208 data_cost: 0.0012 ips: 7.6805 images/s [03/31 15:38:30] ppdet.engine INFO: Epoch: [41] [4700/7329] learning_rate: 0.000100 loss_class: 0.584313 loss_bbox: 0.137676 loss_giou: 0.415387 loss_class_aux: 3.584090 loss_bbox_aux: 0.904790 loss_giou_aux: 2.659773 loss_class_dn: 0.361792 loss_bbox_dn: 0.141936 loss_giou_dn: 0.393797 loss_class_aux_dn: 1.942072 loss_bbox_aux_dn: 0.836828 loss_giou_aux_dn: 2.147309 loss: 14.615723 eta: 1 day, 9:56:38 batch_cost: 0.5034 data_cost: 0.0012 ips: 7.9467 images/s [03/31 15:39:31] ppdet.engine INFO: Epoch: [41] [4800/7329] learning_rate: 0.000100 loss_class: 0.601113 loss_bbox: 0.139285 loss_giou: 0.357816 loss_class_aux: 3.775089 loss_bbox_aux: 0.910151 loss_giou_aux: 2.277073 loss_class_dn: 0.345744 loss_bbox_dn: 0.144176 loss_giou_dn: 0.356963 loss_class_aux_dn: 1.884735 loss_bbox_aux_dn: 0.835336 loss_giou_aux_dn: 2.011304 loss: 14.514154 eta: 1 day, 9:55:44 batch_cost: 0.5530 data_cost: 0.0012 ips: 7.2326 images/s [03/31 15:40:29] ppdet.engine INFO: Epoch: [41] [4900/7329] learning_rate: 0.000100 loss_class: 0.541188 loss_bbox: 0.138766 loss_giou: 0.343694 loss_class_aux: 3.545341 loss_bbox_aux: 0.873831 loss_giou_aux: 2.245883 loss_class_dn: 0.302633 loss_bbox_dn: 0.135467 loss_giou_dn: 0.317523 loss_class_aux_dn: 1.652596 loss_bbox_aux_dn: 0.792297 loss_giou_aux_dn: 1.824617 loss: 12.910752 eta: 1 day, 9:54:47 batch_cost: 0.5302 data_cost: 0.0014 ips: 7.5448 images/s [03/31 15:41:33] ppdet.engine INFO: Epoch: [41] [5000/7329] learning_rate: 0.000100 loss_class: 0.495353 loss_bbox: 0.109745 loss_giou: 0.334664 loss_class_aux: 3.279810 loss_bbox_aux: 0.723848 loss_giou_aux: 2.130502 loss_class_dn: 0.282646 loss_bbox_dn: 0.101096 loss_giou_dn: 0.316537 loss_class_aux_dn: 1.491890 loss_bbox_aux_dn: 0.658011 loss_giou_aux_dn: 1.769737 loss: 12.466714 eta: 1 day, 9:53:53 batch_cost: 0.5637 data_cost: 0.0015 ips: 7.0960 images/s [03/31 15:42:38] ppdet.engine INFO: Epoch: [41] [5100/7329] learning_rate: 0.000100 loss_class: 0.647386 loss_bbox: 0.139796 loss_giou: 0.426125 loss_class_aux: 4.039650 loss_bbox_aux: 0.949436 loss_giou_aux: 2.686951 loss_class_dn: 0.366234 loss_bbox_dn: 0.150090 loss_giou_dn: 0.384389 loss_class_aux_dn: 1.970102 loss_bbox_aux_dn: 0.877363 loss_giou_aux_dn: 2.130298 loss: 14.980911 eta: 1 day, 9:53:01 batch_cost: 0.5892 data_cost: 0.0013 ips: 6.7883 images/s [03/31 15:43:37] ppdet.engine INFO: Epoch: [41] [5200/7329] learning_rate: 0.000100 loss_class: 0.571416 loss_bbox: 0.143053 loss_giou: 0.363246 loss_class_aux: 3.528740 loss_bbox_aux: 0.935291 loss_giou_aux: 2.280212 loss_class_dn: 0.304751 loss_bbox_dn: 0.140057 loss_giou_dn: 0.376274 loss_class_aux_dn: 1.686200 loss_bbox_aux_dn: 0.824028 loss_giou_aux_dn: 2.039027 loss: 13.964092 eta: 1 day, 9:52:05 batch_cost: 0.5271 data_cost: 0.0015 ips: 7.5880 images/s [03/31 15:44:35] ppdet.engine INFO: Epoch: [41] [5300/7329] learning_rate: 0.000100 loss_class: 0.570733 loss_bbox: 0.146527 loss_giou: 0.378314 loss_class_aux: 3.697043 loss_bbox_aux: 0.938483 loss_giou_aux: 2.379513 loss_class_dn: 0.309826 loss_bbox_dn: 0.148017 loss_giou_dn: 0.356190 loss_class_aux_dn: 1.634270 loss_bbox_aux_dn: 0.892115 loss_giou_aux_dn: 1.973276 loss: 13.472300 eta: 1 day, 9:51:09 batch_cost: 0.5285 data_cost: 0.0013 ips: 7.5692 images/s [03/31 15:45:37] ppdet.engine INFO: Epoch: [41] [5400/7329] learning_rate: 0.000100 loss_class: 0.551706 loss_bbox: 0.127644 loss_giou: 0.330939 loss_class_aux: 3.574116 loss_bbox_aux: 0.838984 loss_giou_aux: 2.143042 loss_class_dn: 0.316516 loss_bbox_dn: 0.136712 loss_giou_dn: 0.330472 loss_class_aux_dn: 1.693039 loss_bbox_aux_dn: 0.805934 loss_giou_aux_dn: 1.879915 loss: 12.930399 eta: 1 day, 9:50:15 batch_cost: 0.5656 data_cost: 0.0014 ips: 7.0722 images/s [03/31 15:46:39] ppdet.engine INFO: Epoch: [41] [5500/7329] learning_rate: 0.000100 loss_class: 0.562772 loss_bbox: 0.137458 loss_giou: 0.366566 loss_class_aux: 3.672649 loss_bbox_aux: 0.880110 loss_giou_aux: 2.362698 loss_class_dn: 0.317613 loss_bbox_dn: 0.133570 loss_giou_dn: 0.367987 loss_class_aux_dn: 1.692626 loss_bbox_aux_dn: 0.805405 loss_giou_aux_dn: 2.048223 loss: 13.726352 eta: 1 day, 9:49:20 batch_cost: 0.5569 data_cost: 0.0013 ips: 7.1826 images/s [03/31 15:47:42] ppdet.engine INFO: Epoch: [41] [5600/7329] learning_rate: 0.000100 loss_class: 0.621059 loss_bbox: 0.136861 loss_giou: 0.491645 loss_class_aux: 4.133557 loss_bbox_aux: 0.896437 loss_giou_aux: 3.049964 loss_class_dn: 0.353043 loss_bbox_dn: 0.143371 loss_giou_dn: 0.414897 loss_class_aux_dn: 1.913764 loss_bbox_aux_dn: 0.814245 loss_giou_aux_dn: 2.300855 loss: 15.795549 eta: 1 day, 9:48:26 batch_cost: 0.5595 data_cost: 0.0015 ips: 7.1493 images/s [03/31 15:48:46] ppdet.engine INFO: Epoch: [41] [5700/7329] learning_rate: 0.000100 loss_class: 0.550160 loss_bbox: 0.138829 loss_giou: 0.401923 loss_class_aux: 3.559881 loss_bbox_aux: 0.914237 loss_giou_aux: 2.525244 loss_class_dn: 0.324803 loss_bbox_dn: 0.144264 loss_giou_dn: 0.370416 loss_class_aux_dn: 1.745670 loss_bbox_aux_dn: 0.868610 loss_giou_aux_dn: 2.094773 loss: 13.876919 eta: 1 day, 9:47:33 batch_cost: 0.5780 data_cost: 0.0017 ips: 6.9203 images/s [03/31 15:49:49] ppdet.engine INFO: Epoch: [41] [5800/7329] learning_rate: 0.000100 loss_class: 0.585317 loss_bbox: 0.134122 loss_giou: 0.392313 loss_class_aux: 3.664763 loss_bbox_aux: 0.926696 loss_giou_aux: 2.471832 loss_class_dn: 0.313604 loss_bbox_dn: 0.139192 loss_giou_dn: 0.365271 loss_class_aux_dn: 1.693868 loss_bbox_aux_dn: 0.829238 loss_giou_aux_dn: 2.081916 loss: 13.685150 eta: 1 day, 9:46:40 batch_cost: 0.5640 data_cost: 0.0014 ips: 7.0924 images/s [03/31 15:50:49] ppdet.engine INFO: Epoch: [41] [5900/7329] learning_rate: 0.000100 loss_class: 0.570385 loss_bbox: 0.139834 loss_giou: 0.435279 loss_class_aux: 3.582430 loss_bbox_aux: 0.936645 loss_giou_aux: 2.778841 loss_class_dn: 0.346022 loss_bbox_dn: 0.141255 loss_giou_dn: 0.422559 loss_class_aux_dn: 1.832917 loss_bbox_aux_dn: 0.869190 loss_giou_aux_dn: 2.320824 loss: 14.520761 eta: 1 day, 9:45:44 batch_cost: 0.5412 data_cost: 0.0012 ips: 7.3904 images/s [03/31 15:51:45] ppdet.engine INFO: Epoch: [41] [6000/7329] learning_rate: 0.000100 loss_class: 0.612430 loss_bbox: 0.142354 loss_giou: 0.422835 loss_class_aux: 3.829896 loss_bbox_aux: 0.919264 loss_giou_aux: 2.698665 loss_class_dn: 0.348311 loss_bbox_dn: 0.152505 loss_giou_dn: 0.388767 loss_class_aux_dn: 1.864025 loss_bbox_aux_dn: 0.889050 loss_giou_aux_dn: 2.166108 loss: 14.285446 eta: 1 day, 9:44:46 batch_cost: 0.5026 data_cost: 0.0012 ips: 7.9592 images/s [03/31 15:52:39] ppdet.engine INFO: Epoch: [41] [6100/7329] learning_rate: 0.000100 loss_class: 0.545463 loss_bbox: 0.142099 loss_giou: 0.350540 loss_class_aux: 3.468327 loss_bbox_aux: 0.920846 loss_giou_aux: 2.275155 loss_class_dn: 0.310181 loss_bbox_dn: 0.143994 loss_giou_dn: 0.319995 loss_class_aux_dn: 1.667643 loss_bbox_aux_dn: 0.876855 loss_giou_aux_dn: 1.834488 loss: 13.217272 eta: 1 day, 9:43:47 batch_cost: 0.4923 data_cost: 0.0011 ips: 8.1258 images/s [03/31 15:53:34] ppdet.engine INFO: Epoch: [41] [6200/7329] learning_rate: 0.000100 loss_class: 0.616283 loss_bbox: 0.135267 loss_giou: 0.434077 loss_class_aux: 3.956783 loss_bbox_aux: 0.882085 loss_giou_aux: 2.709558 loss_class_dn: 0.353241 loss_bbox_dn: 0.138049 loss_giou_dn: 0.392127 loss_class_aux_dn: 1.903147 loss_bbox_aux_dn: 0.814816 loss_giou_aux_dn: 2.179212 loss: 14.808405 eta: 1 day, 9:42:48 batch_cost: 0.4987 data_cost: 0.0012 ips: 8.0205 images/s [03/31 15:54:36] ppdet.engine INFO: Epoch: [41] [6300/7329] learning_rate: 0.000100 loss_class: 0.548287 loss_bbox: 0.144653 loss_giou: 0.348459 loss_class_aux: 3.596846 loss_bbox_aux: 0.998131 loss_giou_aux: 2.219664 loss_class_dn: 0.309637 loss_bbox_dn: 0.167980 loss_giou_dn: 0.341899 loss_class_aux_dn: 1.667435 loss_bbox_aux_dn: 0.986200 loss_giou_aux_dn: 1.892882 loss: 13.859959 eta: 1 day, 9:41:54 batch_cost: 0.5581 data_cost: 0.0012 ips: 7.1678 images/s [03/31 15:55:36] ppdet.engine INFO: Epoch: [41] [6400/7329] learning_rate: 0.000100 loss_class: 0.577516 loss_bbox: 0.149873 loss_giou: 0.409468 loss_class_aux: 3.827471 loss_bbox_aux: 0.989632 loss_giou_aux: 2.666243 loss_class_dn: 0.341646 loss_bbox_dn: 0.143661 loss_giou_dn: 0.397744 loss_class_aux_dn: 1.814066 loss_bbox_aux_dn: 0.895474 loss_giou_aux_dn: 2.232474 loss: 14.998718 eta: 1 day, 9:40:59 batch_cost: 0.5496 data_cost: 0.0013 ips: 7.2782 images/s [03/31 15:56:35] ppdet.engine INFO: Epoch: [41] [6500/7329] learning_rate: 0.000100 loss_class: 0.584946 loss_bbox: 0.152806 loss_giou: 0.402581 loss_class_aux: 3.702675 loss_bbox_aux: 0.983550 loss_giou_aux: 2.562897 loss_class_dn: 0.346400 loss_bbox_dn: 0.147757 loss_giou_dn: 0.383913 loss_class_aux_dn: 1.813166 loss_bbox_aux_dn: 0.890821 loss_giou_aux_dn: 2.178189 loss: 14.294971 eta: 1 day, 9:40:03 batch_cost: 0.5343 data_cost: 0.0012 ips: 7.4868 images/s [03/31 15:57:42] ppdet.engine INFO: Epoch: [41] [6600/7329] learning_rate: 0.000100 loss_class: 0.567413 loss_bbox: 0.121588 loss_giou: 0.349718 loss_class_aux: 3.592361 loss_bbox_aux: 0.808758 loss_giou_aux: 2.442891 loss_class_dn: 0.315990 loss_bbox_dn: 0.125090 loss_giou_dn: 0.360466 loss_class_aux_dn: 1.749822 loss_bbox_aux_dn: 0.741047 loss_giou_aux_dn: 2.047740 loss: 13.603260 eta: 1 day, 9:39:12 batch_cost: 0.5986 data_cost: 0.0015 ips: 6.6824 images/s [03/31 15:58:47] ppdet.engine INFO: Epoch: [41] [6700/7329] learning_rate: 0.000100 loss_class: 0.595396 loss_bbox: 0.142760 loss_giou: 0.359758 loss_class_aux: 3.850729 loss_bbox_aux: 0.906408 loss_giou_aux: 2.315277 loss_class_dn: 0.324584 loss_bbox_dn: 0.157071 loss_giou_dn: 0.356978 loss_class_aux_dn: 1.787805 loss_bbox_aux_dn: 0.926699 loss_giou_aux_dn: 1.934308 loss: 13.849110 eta: 1 day, 9:38:20 batch_cost: 0.5907 data_cost: 0.0017 ips: 6.7715 images/s [03/31 15:59:47] ppdet.engine INFO: Epoch: [41] [6800/7329] learning_rate: 0.000100 loss_class: 0.585609 loss_bbox: 0.130482 loss_giou: 0.388824 loss_class_aux: 3.765511 loss_bbox_aux: 0.891658 loss_giou_aux: 2.493649 loss_class_dn: 0.341815 loss_bbox_dn: 0.138009 loss_giou_dn: 0.375381 loss_class_aux_dn: 1.841891 loss_bbox_aux_dn: 0.797207 loss_giou_aux_dn: 2.097583 loss: 14.300001 eta: 1 day, 9:37:25 batch_cost: 0.5461 data_cost: 0.0012 ips: 7.3243 images/s [03/31 16:00:50] ppdet.engine INFO: Epoch: [41] [6900/7329] learning_rate: 0.000100 loss_class: 0.535356 loss_bbox: 0.143951 loss_giou: 0.405635 loss_class_aux: 3.517561 loss_bbox_aux: 0.934931 loss_giou_aux: 2.529015 loss_class_dn: 0.330943 loss_bbox_dn: 0.145139 loss_giou_dn: 0.360976 loss_class_aux_dn: 1.807871 loss_bbox_aux_dn: 0.865293 loss_giou_aux_dn: 2.052329 loss: 14.747201 eta: 1 day, 9:36:31 batch_cost: 0.5626 data_cost: 0.0013 ips: 7.1101 images/s [03/31 16:01:50] ppdet.engine INFO: Epoch: [41] [7000/7329] learning_rate: 0.000100 loss_class: 0.614719 loss_bbox: 0.161303 loss_giou: 0.421083 loss_class_aux: 4.017426 loss_bbox_aux: 0.970677 loss_giou_aux: 2.702022 loss_class_dn: 0.363935 loss_bbox_dn: 0.171403 loss_giou_dn: 0.432805 loss_class_aux_dn: 1.981818 loss_bbox_aux_dn: 1.008359 loss_giou_aux_dn: 2.406673 loss: 16.127905 eta: 1 day, 9:35:35 batch_cost: 0.5337 data_cost: 0.0014 ips: 7.4942 images/s [03/31 16:02:47] ppdet.engine INFO: Epoch: [41] [7100/7329] learning_rate: 0.000100 loss_class: 0.535609 loss_bbox: 0.143564 loss_giou: 0.361833 loss_class_aux: 3.565511 loss_bbox_aux: 0.919144 loss_giou_aux: 2.278700 loss_class_dn: 0.307534 loss_bbox_dn: 0.147854 loss_giou_dn: 0.322241 loss_class_aux_dn: 1.683898 loss_bbox_aux_dn: 0.858918 loss_giou_aux_dn: 1.810277 loss: 13.041896 eta: 1 day, 9:34:37 batch_cost: 0.5160 data_cost: 0.0014 ips: 7.7518 images/s [03/31 16:03:46] ppdet.engine INFO: Epoch: [41] [7200/7329] learning_rate: 0.000100 loss_class: 0.612072 loss_bbox: 0.144718 loss_giou: 0.414122 loss_class_aux: 3.832440 loss_bbox_aux: 0.948993 loss_giou_aux: 2.597305 loss_class_dn: 0.363289 loss_bbox_dn: 0.147352 loss_giou_dn: 0.406704 loss_class_aux_dn: 1.986055 loss_bbox_aux_dn: 0.841394 loss_giou_aux_dn: 2.293612 loss: 15.105843 eta: 1 day, 9:33:41 batch_cost: 0.5308 data_cost: 0.0012 ips: 7.5364 images/s [03/31 16:04:46] ppdet.engine INFO: Epoch: [41] [7300/7329] learning_rate: 0.000100 loss_class: 0.622857 loss_bbox: 0.144774 loss_giou: 0.421053 loss_class_aux: 4.228056 loss_bbox_aux: 0.983257 loss_giou_aux: 2.789674 loss_class_dn: 0.362665 loss_bbox_dn: 0.143779 loss_giou_dn: 0.407975 loss_class_aux_dn: 1.933495 loss_bbox_aux_dn: 0.849613 loss_giou_aux_dn: 2.188802 loss: 15.809805 eta: 1 day, 9:32:46 batch_cost: 0.5451 data_cost: 0.0013 ips: 7.3376 images/s [03/31 16:05:08] ppdet.engine INFO: Eval iter: 0 [03/31 16:05:36] ppdet.engine INFO: Eval iter: 100 [03/31 16:06:05] ppdet.engine INFO: Eval iter: 200 [03/31 16:06:32] ppdet.engine INFO: Eval iter: 300 [03/31 16:07:01] ppdet.engine INFO: Eval iter: 400 [03/31 16:07:29] ppdet.engine INFO: Eval iter: 500 [03/31 16:07:57] ppdet.engine INFO: Eval iter: 600 [03/31 16:08:27] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [03/31 16:08:28] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.51s). Accumulating evaluation results... DONE (t=29.40s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 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 ] = 0.700 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 ] = 0.651 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 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [03/31 16:11:15] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.19369398701684 [03/31 16:11:15] ppdet.engine INFO: Best test bbox ap is 0.525. [03/31 16:11:16] ppdet.engine INFO: Epoch: [42] [ 0/7329] learning_rate: 0.000100 loss_class: 0.629807 loss_bbox: 0.146139 loss_giou: 0.416995 loss_class_aux: 4.286417 loss_bbox_aux: 0.964882 loss_giou_aux: 2.754678 loss_class_dn: 0.359755 loss_bbox_dn: 0.139819 loss_giou_dn: 0.402143 loss_class_aux_dn: 1.930187 loss_bbox_aux_dn: 0.827024 loss_giou_aux_dn: 2.163010 loss: 15.621897 eta: 1 day, 9:32:29 batch_cost: 0.5484 data_cost: 0.0014 ips: 7.2942 images/s [03/31 16:12:21] ppdet.engine INFO: Epoch: [42] [ 100/7329] learning_rate: 0.000100 loss_class: 0.564521 loss_bbox: 0.134068 loss_giou: 0.354241 loss_class_aux: 3.661088 loss_bbox_aux: 0.887244 loss_giou_aux: 2.272808 loss_class_dn: 0.329534 loss_bbox_dn: 0.129494 loss_giou_dn: 0.383767 loss_class_aux_dn: 1.744024 loss_bbox_aux_dn: 0.827425 loss_giou_aux_dn: 2.185480 loss: 14.273344 eta: 1 day, 9:31:37 batch_cost: 0.5827 data_cost: 0.0015 ips: 6.8643 images/s [03/31 16:13:23] ppdet.engine INFO: Epoch: [42] [ 200/7329] learning_rate: 0.000100 loss_class: 0.571449 loss_bbox: 0.140951 loss_giou: 0.415105 loss_class_aux: 3.547516 loss_bbox_aux: 0.914742 loss_giou_aux: 2.661139 loss_class_dn: 0.345258 loss_bbox_dn: 0.144814 loss_giou_dn: 0.395580 loss_class_aux_dn: 1.827184 loss_bbox_aux_dn: 0.857753 loss_giou_aux_dn: 2.205820 loss: 14.186081 eta: 1 day, 9:30:43 batch_cost: 0.5695 data_cost: 0.0013 ips: 7.0242 images/s [03/31 16:14:29] ppdet.engine INFO: Epoch: [42] [ 300/7329] learning_rate: 0.000100 loss_class: 0.512584 loss_bbox: 0.125437 loss_giou: 0.358562 loss_class_aux: 3.277770 loss_bbox_aux: 0.876289 loss_giou_aux: 2.317994 loss_class_dn: 0.300686 loss_bbox_dn: 0.142454 loss_giou_dn: 0.358669 loss_class_aux_dn: 1.617620 loss_bbox_aux_dn: 0.853325 loss_giou_aux_dn: 1.984278 loss: 12.853369 eta: 1 day, 9:29:51 batch_cost: 0.5916 data_cost: 0.0016 ips: 6.7608 images/s [03/31 16:15:33] ppdet.engine INFO: Epoch: [42] [ 400/7329] learning_rate: 0.000100 loss_class: 0.604840 loss_bbox: 0.133792 loss_giou: 0.413382 loss_class_aux: 3.816529 loss_bbox_aux: 0.883814 loss_giou_aux: 2.669505 loss_class_dn: 0.343260 loss_bbox_dn: 0.136920 loss_giou_dn: 0.421182 loss_class_aux_dn: 1.882075 loss_bbox_aux_dn: 0.798673 loss_giou_aux_dn: 2.320343 loss: 15.028057 eta: 1 day, 9:28:58 batch_cost: 0.5714 data_cost: 0.0017 ips: 7.0010 images/s [03/31 16:16:34] ppdet.engine INFO: Epoch: [42] [ 500/7329] learning_rate: 0.000100 loss_class: 0.563969 loss_bbox: 0.148361 loss_giou: 0.368988 loss_class_aux: 3.715582 loss_bbox_aux: 0.973874 loss_giou_aux: 2.376112 loss_class_dn: 0.315405 loss_bbox_dn: 0.144018 loss_giou_dn: 0.341163 loss_class_aux_dn: 1.711124 loss_bbox_aux_dn: 0.843738 loss_giou_aux_dn: 1.919359 loss: 14.371292 eta: 1 day, 9:28:03 batch_cost: 0.5497 data_cost: 0.0012 ips: 7.2765 images/s [03/31 16:17:34] ppdet.engine INFO: Epoch: [42] [ 600/7329] learning_rate: 0.000100 loss_class: 0.563982 loss_bbox: 0.121978 loss_giou: 0.373191 loss_class_aux: 3.579590 loss_bbox_aux: 0.838250 loss_giou_aux: 2.302621 loss_class_dn: 0.315575 loss_bbox_dn: 0.127066 loss_giou_dn: 0.352116 loss_class_aux_dn: 1.715188 loss_bbox_aux_dn: 0.793697 loss_giou_aux_dn: 1.972831 loss: 13.843607 eta: 1 day, 9:27:08 batch_cost: 0.5528 data_cost: 0.0012 ips: 7.2362 images/s [03/31 16:18:31] ppdet.engine INFO: Epoch: [42] [ 700/7329] learning_rate: 0.000100 loss_class: 0.578613 loss_bbox: 0.122443 loss_giou: 0.369809 loss_class_aux: 3.617964 loss_bbox_aux: 0.822740 loss_giou_aux: 2.341356 loss_class_dn: 0.322561 loss_bbox_dn: 0.144784 loss_giou_dn: 0.365791 loss_class_aux_dn: 1.744844 loss_bbox_aux_dn: 0.838524 loss_giou_aux_dn: 2.045308 loss: 13.997363 eta: 1 day, 9:26:11 batch_cost: 0.5121 data_cost: 0.0015 ips: 7.8107 images/s [03/31 16:19:30] ppdet.engine INFO: Epoch: [42] [ 800/7329] learning_rate: 0.000100 loss_class: 0.569150 loss_bbox: 0.127533 loss_giou: 0.319168 loss_class_aux: 3.646254 loss_bbox_aux: 0.910054 loss_giou_aux: 2.059653 loss_class_dn: 0.305319 loss_bbox_dn: 0.142646 loss_giou_dn: 0.344125 loss_class_aux_dn: 1.646739 loss_bbox_aux_dn: 0.880524 loss_giou_aux_dn: 2.016705 loss: 14.157913 eta: 1 day, 9:25:15 batch_cost: 0.5364 data_cost: 0.0014 ips: 7.4567 images/s [03/31 16:20:34] ppdet.engine INFO: Epoch: [42] [ 900/7329] learning_rate: 0.000100 loss_class: 0.593373 loss_bbox: 0.157655 loss_giou: 0.380514 loss_class_aux: 3.726607 loss_bbox_aux: 0.995876 loss_giou_aux: 2.432920 loss_class_dn: 0.336260 loss_bbox_dn: 0.153526 loss_giou_dn: 0.380567 loss_class_aux_dn: 1.830595 loss_bbox_aux_dn: 0.943230 loss_giou_aux_dn: 2.132031 loss: 14.826479 eta: 1 day, 9:24:22 batch_cost: 0.5713 data_cost: 0.0017 ips: 7.0016 images/s [03/31 16:21:35] ppdet.engine INFO: Epoch: [42] [1000/7329] learning_rate: 0.000100 loss_class: 0.561371 loss_bbox: 0.136314 loss_giou: 0.327229 loss_class_aux: 3.634929 loss_bbox_aux: 0.922609 loss_giou_aux: 2.117659 loss_class_dn: 0.322914 loss_bbox_dn: 0.144687 loss_giou_dn: 0.336856 loss_class_aux_dn: 1.777362 loss_bbox_aux_dn: 0.873288 loss_giou_aux_dn: 1.899597 loss: 13.481323 eta: 1 day, 9:23:27 batch_cost: 0.5547 data_cost: 0.0012 ips: 7.2112 images/s [03/31 16:22:36] ppdet.engine INFO: Epoch: [42] [1100/7329] learning_rate: 0.000100 loss_class: 0.612713 loss_bbox: 0.136739 loss_giou: 0.441135 loss_class_aux: 4.105637 loss_bbox_aux: 0.886819 loss_giou_aux: 2.775393 loss_class_dn: 0.349629 loss_bbox_dn: 0.140044 loss_giou_dn: 0.411380 loss_class_aux_dn: 1.860952 loss_bbox_aux_dn: 0.891222 loss_giou_aux_dn: 2.302522 loss: 14.681591 eta: 1 day, 9:22:33 batch_cost: 0.5570 data_cost: 0.0012 ips: 7.1808 images/s [03/31 16:23:36] ppdet.engine INFO: Epoch: [42] [1200/7329] learning_rate: 0.000100 loss_class: 0.555824 loss_bbox: 0.134519 loss_giou: 0.359746 loss_class_aux: 3.531719 loss_bbox_aux: 0.883467 loss_giou_aux: 2.316187 loss_class_dn: 0.319440 loss_bbox_dn: 0.134654 loss_giou_dn: 0.341101 loss_class_aux_dn: 1.737051 loss_bbox_aux_dn: 0.781991 loss_giou_aux_dn: 1.953258 loss: 13.659861 eta: 1 day, 9:21:38 batch_cost: 0.5434 data_cost: 0.0015 ips: 7.3605 images/s [03/31 16:24:33] ppdet.engine INFO: Epoch: [42] [1300/7329] learning_rate: 0.000100 loss_class: 0.574670 loss_bbox: 0.139692 loss_giou: 0.326562 loss_class_aux: 3.786492 loss_bbox_aux: 0.917936 loss_giou_aux: 2.063867 loss_class_dn: 0.304126 loss_bbox_dn: 0.149073 loss_giou_dn: 0.330960 loss_class_aux_dn: 1.665976 loss_bbox_aux_dn: 0.888098 loss_giou_aux_dn: 1.906648 loss: 13.471303 eta: 1 day, 9:20:40 batch_cost: 0.5155 data_cost: 0.0013 ips: 7.7601 images/s [03/31 16:25:35] ppdet.engine INFO: Epoch: [42] [1400/7329] learning_rate: 0.000100 loss_class: 0.597363 loss_bbox: 0.137336 loss_giou: 0.401104 loss_class_aux: 3.861133 loss_bbox_aux: 0.954453 loss_giou_aux: 2.550352 loss_class_dn: 0.338692 loss_bbox_dn: 0.159751 loss_giou_dn: 0.378601 loss_class_aux_dn: 1.827830 loss_bbox_aux_dn: 0.956520 loss_giou_aux_dn: 2.114743 loss: 15.040199 eta: 1 day, 9:19:46 batch_cost: 0.5629 data_cost: 0.0012 ips: 7.1059 images/s [03/31 16:26:35] ppdet.engine INFO: Epoch: [42] [1500/7329] learning_rate: 0.000100 loss_class: 0.577966 loss_bbox: 0.135960 loss_giou: 0.364141 loss_class_aux: 3.721207 loss_bbox_aux: 0.912176 loss_giou_aux: 2.296300 loss_class_dn: 0.307175 loss_bbox_dn: 0.150195 loss_giou_dn: 0.334541 loss_class_aux_dn: 1.689564 loss_bbox_aux_dn: 0.876811 loss_giou_aux_dn: 1.823691 loss: 13.558554 eta: 1 day, 9:18:50 batch_cost: 0.5305 data_cost: 0.0013 ips: 7.5400 images/s [03/31 16:27:36] ppdet.engine INFO: Epoch: [42] [1600/7329] learning_rate: 0.000100 loss_class: 0.616173 loss_bbox: 0.147888 loss_giou: 0.424755 loss_class_aux: 3.980515 loss_bbox_aux: 0.986999 loss_giou_aux: 2.796923 loss_class_dn: 0.358656 loss_bbox_dn: 0.165011 loss_giou_dn: 0.430654 loss_class_aux_dn: 1.895023 loss_bbox_aux_dn: 0.957888 loss_giou_aux_dn: 2.417381 loss: 15.594961 eta: 1 day, 9:17:55 batch_cost: 0.5489 data_cost: 0.0013 ips: 7.2879 images/s [03/31 16:28:37] ppdet.engine INFO: Epoch: [42] [1700/7329] learning_rate: 0.000100 loss_class: 0.609074 loss_bbox: 0.143574 loss_giou: 0.417475 loss_class_aux: 3.791106 loss_bbox_aux: 0.946676 loss_giou_aux: 2.578096 loss_class_dn: 0.348028 loss_bbox_dn: 0.144994 loss_giou_dn: 0.398534 loss_class_aux_dn: 1.837400 loss_bbox_aux_dn: 0.865327 loss_giou_aux_dn: 2.231100 loss: 14.606301 eta: 1 day, 9:17:00 batch_cost: 0.5465 data_cost: 0.0013 ips: 7.3193 images/s [03/31 16:29:34] ppdet.engine INFO: Epoch: [42] [1800/7329] learning_rate: 0.000100 loss_class: 0.557353 loss_bbox: 0.123932 loss_giou: 0.356532 loss_class_aux: 3.561978 loss_bbox_aux: 0.835211 loss_giou_aux: 2.315134 loss_class_dn: 0.295356 loss_bbox_dn: 0.143008 loss_giou_dn: 0.327753 loss_class_aux_dn: 1.586019 loss_bbox_aux_dn: 0.821521 loss_giou_aux_dn: 1.807331 loss: 12.867750 eta: 1 day, 9:16:02 batch_cost: 0.5088 data_cost: 0.0013 ips: 7.8624 images/s [03/31 16:30:35] ppdet.engine INFO: Epoch: [42] [1900/7329] learning_rate: 0.000100 loss_class: 0.571343 loss_bbox: 0.153445 loss_giou: 0.360435 loss_class_aux: 3.526186 loss_bbox_aux: 1.013705 loss_giou_aux: 2.341312 loss_class_dn: 0.344846 loss_bbox_dn: 0.152554 loss_giou_dn: 0.351035 loss_class_aux_dn: 1.844331 loss_bbox_aux_dn: 0.918495 loss_giou_aux_dn: 1.965653 loss: 13.929907 eta: 1 day, 9:15:08 batch_cost: 0.5541 data_cost: 0.0018 ips: 7.2192 images/s [03/31 16:31:35] ppdet.engine INFO: Epoch: [42] [2000/7329] learning_rate: 0.000100 loss_class: 0.570378 loss_bbox: 0.145491 loss_giou: 0.427728 loss_class_aux: 3.656527 loss_bbox_aux: 0.965513 loss_giou_aux: 2.785596 loss_class_dn: 0.357889 loss_bbox_dn: 0.146868 loss_giou_dn: 0.393344 loss_class_aux_dn: 1.885939 loss_bbox_aux_dn: 0.891406 loss_giou_aux_dn: 2.203560 loss: 15.316015 eta: 1 day, 9:14:12 batch_cost: 0.5381 data_cost: 0.0013 ips: 7.4335 images/s [03/31 16:32:30] ppdet.engine INFO: Epoch: [42] [2100/7329] learning_rate: 0.000100 loss_class: 0.561478 loss_bbox: 0.141974 loss_giou: 0.374123 loss_class_aux: 3.513119 loss_bbox_aux: 0.972320 loss_giou_aux: 2.342649 loss_class_dn: 0.302759 loss_bbox_dn: 0.144369 loss_giou_dn: 0.317253 loss_class_aux_dn: 1.648923 loss_bbox_aux_dn: 0.861763 loss_giou_aux_dn: 1.753258 loss: 13.639556 eta: 1 day, 9:13:14 batch_cost: 0.5023 data_cost: 0.0012 ips: 7.9628 images/s [03/31 16:33:27] ppdet.engine INFO: Epoch: [42] [2200/7329] learning_rate: 0.000100 loss_class: 0.593091 loss_bbox: 0.128657 loss_giou: 0.368617 loss_class_aux: 3.708384 loss_bbox_aux: 0.861372 loss_giou_aux: 2.363747 loss_class_dn: 0.320122 loss_bbox_dn: 0.141636 loss_giou_dn: 0.354255 loss_class_aux_dn: 1.727240 loss_bbox_aux_dn: 0.812309 loss_giou_aux_dn: 1.972363 loss: 13.869452 eta: 1 day, 9:12:16 batch_cost: 0.5115 data_cost: 0.0012 ips: 7.8203 images/s [03/31 16:34:24] ppdet.engine INFO: Epoch: [42] [2300/7329] learning_rate: 0.000100 loss_class: 0.541069 loss_bbox: 0.134894 loss_giou: 0.357846 loss_class_aux: 3.341617 loss_bbox_aux: 0.952729 loss_giou_aux: 2.291811 loss_class_dn: 0.309756 loss_bbox_dn: 0.151565 loss_giou_dn: 0.340668 loss_class_aux_dn: 1.702608 loss_bbox_aux_dn: 0.898638 loss_giou_aux_dn: 1.913489 loss: 12.934900 eta: 1 day, 9:11:19 batch_cost: 0.5195 data_cost: 0.0012 ips: 7.6995 images/s [03/31 16:35:22] ppdet.engine INFO: Epoch: [42] [2400/7329] learning_rate: 0.000100 loss_class: 0.560313 loss_bbox: 0.140337 loss_giou: 0.439517 loss_class_aux: 3.562199 loss_bbox_aux: 0.927224 loss_giou_aux: 2.767741 loss_class_dn: 0.339742 loss_bbox_dn: 0.132674 loss_giou_dn: 0.409048 loss_class_aux_dn: 1.763851 loss_bbox_aux_dn: 0.802503 loss_giou_aux_dn: 2.246625 loss: 14.877354 eta: 1 day, 9:10:22 batch_cost: 0.5211 data_cost: 0.0013 ips: 7.6756 images/s [03/31 16:36:20] ppdet.engine INFO: Epoch: [42] [2500/7329] learning_rate: 0.000100 loss_class: 0.520296 loss_bbox: 0.117704 loss_giou: 0.344928 loss_class_aux: 3.394087 loss_bbox_aux: 0.764328 loss_giou_aux: 2.214387 loss_class_dn: 0.296868 loss_bbox_dn: 0.127367 loss_giou_dn: 0.325462 loss_class_aux_dn: 1.594613 loss_bbox_aux_dn: 0.753887 loss_giou_aux_dn: 1.865198 loss: 12.978314 eta: 1 day, 9:09:26 batch_cost: 0.5237 data_cost: 0.0013 ips: 7.6386 images/s [03/31 16:37:19] ppdet.engine INFO: Epoch: [42] [2600/7329] learning_rate: 0.000100 loss_class: 0.579562 loss_bbox: 0.149565 loss_giou: 0.348957 loss_class_aux: 3.658440 loss_bbox_aux: 0.975322 loss_giou_aux: 2.172786 loss_class_dn: 0.320997 loss_bbox_dn: 0.161536 loss_giou_dn: 0.320716 loss_class_aux_dn: 1.732674 loss_bbox_aux_dn: 0.957644 loss_giou_aux_dn: 1.852584 loss: 13.421369 eta: 1 day, 9:08:29 batch_cost: 0.5316 data_cost: 0.0013 ips: 7.5246 images/s [03/31 16:38:19] ppdet.engine INFO: Epoch: [42] [2700/7329] learning_rate: 0.000100 loss_class: 0.609139 loss_bbox: 0.140489 loss_giou: 0.404361 loss_class_aux: 3.795201 loss_bbox_aux: 0.931410 loss_giou_aux: 2.527462 loss_class_dn: 0.339165 loss_bbox_dn: 0.145764 loss_giou_dn: 0.370518 loss_class_aux_dn: 1.866552 loss_bbox_aux_dn: 0.851651 loss_giou_aux_dn: 2.072306 loss: 14.394634 eta: 1 day, 9:07:34 batch_cost: 0.5407 data_cost: 0.0012 ips: 7.3971 images/s [03/31 16:39:33] ppdet.engine INFO: Epoch: [42] [2800/7329] learning_rate: 0.000100 loss_class: 0.585517 loss_bbox: 0.147669 loss_giou: 0.389150 loss_class_aux: 3.658680 loss_bbox_aux: 0.978132 loss_giou_aux: 2.509763 loss_class_dn: 0.331312 loss_bbox_dn: 0.143487 loss_giou_dn: 0.375021 loss_class_aux_dn: 1.779120 loss_bbox_aux_dn: 0.899675 loss_giou_aux_dn: 2.078665 loss: 14.435192 eta: 1 day, 9:06:48 batch_cost: 0.6730 data_cost: 0.0019 ips: 5.9438 images/s [03/31 16:40:37] ppdet.engine INFO: Epoch: [42] [2900/7329] learning_rate: 0.000100 loss_class: 0.603064 loss_bbox: 0.131027 loss_giou: 0.351568 loss_class_aux: 3.797229 loss_bbox_aux: 0.886577 loss_giou_aux: 2.235618 loss_class_dn: 0.330693 loss_bbox_dn: 0.140839 loss_giou_dn: 0.339779 loss_class_aux_dn: 1.752808 loss_bbox_aux_dn: 0.838339 loss_giou_aux_dn: 1.913297 loss: 13.909494 eta: 1 day, 9:05:55 batch_cost: 0.5826 data_cost: 0.0014 ips: 6.8654 images/s [03/31 16:41:39] ppdet.engine INFO: Epoch: [42] [3000/7329] learning_rate: 0.000100 loss_class: 0.553632 loss_bbox: 0.137008 loss_giou: 0.373285 loss_class_aux: 3.534814 loss_bbox_aux: 0.891836 loss_giou_aux: 2.292526 loss_class_dn: 0.316020 loss_bbox_dn: 0.142932 loss_giou_dn: 0.357117 loss_class_aux_dn: 1.687020 loss_bbox_aux_dn: 0.854319 loss_giou_aux_dn: 2.001029 loss: 13.496690 eta: 1 day, 9:05:01 batch_cost: 0.5626 data_cost: 0.0019 ips: 7.1094 images/s [03/31 16:42:41] ppdet.engine INFO: Epoch: [42] [3100/7329] learning_rate: 0.000100 loss_class: 0.594188 loss_bbox: 0.129599 loss_giou: 0.363616 loss_class_aux: 3.727605 loss_bbox_aux: 0.825003 loss_giou_aux: 2.328708 loss_class_dn: 0.314101 loss_bbox_dn: 0.150975 loss_giou_dn: 0.335965 loss_class_aux_dn: 1.670985 loss_bbox_aux_dn: 0.910377 loss_giou_aux_dn: 1.882316 loss: 13.639442 eta: 1 day, 9:04:07 batch_cost: 0.5556 data_cost: 0.0017 ips: 7.2000 images/s [03/31 16:43:41] ppdet.engine INFO: Epoch: [42] [3200/7329] learning_rate: 0.000100 loss_class: 0.587139 loss_bbox: 0.141662 loss_giou: 0.335933 loss_class_aux: 3.748384 loss_bbox_aux: 0.937819 loss_giou_aux: 2.048563 loss_class_dn: 0.326649 loss_bbox_dn: 0.145920 loss_giou_dn: 0.340862 loss_class_aux_dn: 1.748682 loss_bbox_aux_dn: 0.891334 loss_giou_aux_dn: 1.910432 loss: 14.300200 eta: 1 day, 9:03:11 batch_cost: 0.5414 data_cost: 0.0014 ips: 7.3882 images/s [03/31 16:44:46] ppdet.engine INFO: Epoch: [42] [3300/7329] learning_rate: 0.000100 loss_class: 0.620616 loss_bbox: 0.144034 loss_giou: 0.399312 loss_class_aux: 3.965302 loss_bbox_aux: 0.955438 loss_giou_aux: 2.547723 loss_class_dn: 0.349129 loss_bbox_dn: 0.158871 loss_giou_dn: 0.379170 loss_class_aux_dn: 1.916063 loss_bbox_aux_dn: 0.966917 loss_giou_aux_dn: 2.149270 loss: 15.640156 eta: 1 day, 9:02:19 batch_cost: 0.5875 data_cost: 0.0015 ips: 6.8080 images/s [03/31 16:45:49] ppdet.engine INFO: Epoch: [42] [3400/7329] learning_rate: 0.000100 loss_class: 0.603635 loss_bbox: 0.139310 loss_giou: 0.407026 loss_class_aux: 3.788465 loss_bbox_aux: 0.870450 loss_giou_aux: 2.543922 loss_class_dn: 0.326797 loss_bbox_dn: 0.140598 loss_giou_dn: 0.375539 loss_class_aux_dn: 1.761672 loss_bbox_aux_dn: 0.887571 loss_giou_aux_dn: 2.083486 loss: 14.271728 eta: 1 day, 9:01:25 batch_cost: 0.5652 data_cost: 0.0016 ips: 7.0773 images/s [03/31 16:46:54] ppdet.engine INFO: Epoch: [42] [3500/7329] learning_rate: 0.000100 loss_class: 0.524692 loss_bbox: 0.121593 loss_giou: 0.317818 loss_class_aux: 3.220857 loss_bbox_aux: 0.797397 loss_giou_aux: 2.052077 loss_class_dn: 0.288187 loss_bbox_dn: 0.126929 loss_giou_dn: 0.297134 loss_class_aux_dn: 1.601373 loss_bbox_aux_dn: 0.743485 loss_giou_aux_dn: 1.666622 loss: 12.435356 eta: 1 day, 9:00:33 batch_cost: 0.5916 data_cost: 0.0014 ips: 6.7614 images/s [03/31 16:47:55] ppdet.engine INFO: Epoch: [42] [3600/7329] learning_rate: 0.000100 loss_class: 0.570904 loss_bbox: 0.140747 loss_giou: 0.371247 loss_class_aux: 3.642548 loss_bbox_aux: 0.897542 loss_giou_aux: 2.346428 loss_class_dn: 0.316932 loss_bbox_dn: 0.141685 loss_giou_dn: 0.347636 loss_class_aux_dn: 1.724295 loss_bbox_aux_dn: 0.856333 loss_giou_aux_dn: 1.934188 loss: 13.891757 eta: 1 day, 8:59:39 batch_cost: 0.5543 data_cost: 0.0012 ips: 7.2166 images/s [03/31 16:48:55] ppdet.engine INFO: Epoch: [42] [3700/7329] learning_rate: 0.000100 loss_class: 0.615793 loss_bbox: 0.146874 loss_giou: 0.409678 loss_class_aux: 3.928093 loss_bbox_aux: 0.971627 loss_giou_aux: 2.667582 loss_class_dn: 0.349183 loss_bbox_dn: 0.167836 loss_giou_dn: 0.400575 loss_class_aux_dn: 1.899159 loss_bbox_aux_dn: 0.992721 loss_giou_aux_dn: 2.240774 loss: 15.204369 eta: 1 day, 8:58:44 batch_cost: 0.5473 data_cost: 0.0013 ips: 7.3085 images/s [03/31 16:49:53] ppdet.engine INFO: Epoch: [42] [3800/7329] learning_rate: 0.000100 loss_class: 0.557825 loss_bbox: 0.117239 loss_giou: 0.332452 loss_class_aux: 3.459764 loss_bbox_aux: 0.764369 loss_giou_aux: 2.127888 loss_class_dn: 0.302619 loss_bbox_dn: 0.123698 loss_giou_dn: 0.312990 loss_class_aux_dn: 1.604641 loss_bbox_aux_dn: 0.749296 loss_giou_aux_dn: 1.698938 loss: 12.450985 eta: 1 day, 8:57:47 batch_cost: 0.5214 data_cost: 0.0013 ips: 7.6711 images/s [03/31 16:50:56] ppdet.engine INFO: Epoch: [42] [3900/7329] learning_rate: 0.000100 loss_class: 0.580062 loss_bbox: 0.127231 loss_giou: 0.456611 loss_class_aux: 3.631336 loss_bbox_aux: 0.845010 loss_giou_aux: 2.835840 loss_class_dn: 0.360800 loss_bbox_dn: 0.142801 loss_giou_dn: 0.402340 loss_class_aux_dn: 1.897476 loss_bbox_aux_dn: 0.838913 loss_giou_aux_dn: 2.270334 loss: 15.227713 eta: 1 day, 8:56:53 batch_cost: 0.5626 data_cost: 0.0017 ips: 7.1103 images/s [03/31 16:51:56] ppdet.engine INFO: Epoch: [42] [4000/7329] learning_rate: 0.000100 loss_class: 0.537662 loss_bbox: 0.137865 loss_giou: 0.341744 loss_class_aux: 3.440467 loss_bbox_aux: 0.862973 loss_giou_aux: 2.238119 loss_class_dn: 0.307680 loss_bbox_dn: 0.147020 loss_giou_dn: 0.326084 loss_class_aux_dn: 1.631242 loss_bbox_aux_dn: 0.881175 loss_giou_aux_dn: 1.832631 loss: 13.280014 eta: 1 day, 8:55:57 batch_cost: 0.5408 data_cost: 0.0014 ips: 7.3969 images/s [03/31 16:53:01] ppdet.engine INFO: Epoch: [42] [4100/7329] learning_rate: 0.000100 loss_class: 0.596198 loss_bbox: 0.142610 loss_giou: 0.365968 loss_class_aux: 3.779287 loss_bbox_aux: 0.910534 loss_giou_aux: 2.341687 loss_class_dn: 0.311708 loss_bbox_dn: 0.135224 loss_giou_dn: 0.365486 loss_class_aux_dn: 1.740245 loss_bbox_aux_dn: 0.825697 loss_giou_aux_dn: 2.019042 loss: 13.851864 eta: 1 day, 8:55:06 batch_cost: 0.6001 data_cost: 0.0014 ips: 6.6653 images/s [03/31 16:53:58] ppdet.engine INFO: Epoch: [42] [4200/7329] learning_rate: 0.000100 loss_class: 0.636921 loss_bbox: 0.132298 loss_giou: 0.430657 loss_class_aux: 3.948604 loss_bbox_aux: 0.876464 loss_giou_aux: 2.843999 loss_class_dn: 0.340374 loss_bbox_dn: 0.145593 loss_giou_dn: 0.387533 loss_class_aux_dn: 1.839854 loss_bbox_aux_dn: 0.848829 loss_giou_aux_dn: 2.147640 loss: 14.457878 eta: 1 day, 8:54:08 batch_cost: 0.5085 data_cost: 0.0012 ips: 7.8664 images/s [03/31 16:54:54] ppdet.engine INFO: Epoch: [42] [4300/7329] learning_rate: 0.000100 loss_class: 0.596931 loss_bbox: 0.133032 loss_giou: 0.390114 loss_class_aux: 3.708736 loss_bbox_aux: 0.890491 loss_giou_aux: 2.485433 loss_class_dn: 0.348221 loss_bbox_dn: 0.156130 loss_giou_dn: 0.364372 loss_class_aux_dn: 1.861997 loss_bbox_aux_dn: 0.934947 loss_giou_aux_dn: 2.026306 loss: 14.566715 eta: 1 day, 8:53:10 batch_cost: 0.5108 data_cost: 0.0012 ips: 7.8313 images/s [03/31 16:55:58] ppdet.engine INFO: Epoch: [42] [4400/7329] learning_rate: 0.000100 loss_class: 0.586526 loss_bbox: 0.144395 loss_giou: 0.395463 loss_class_aux: 3.727189 loss_bbox_aux: 0.950247 loss_giou_aux: 2.509670 loss_class_dn: 0.314909 loss_bbox_dn: 0.168254 loss_giou_dn: 0.380294 loss_class_aux_dn: 1.717293 loss_bbox_aux_dn: 1.031092 loss_giou_aux_dn: 2.082302 loss: 13.927845 eta: 1 day, 8:52:18 batch_cost: 0.5857 data_cost: 0.0012 ips: 6.8292 images/s [03/31 16:57:14] ppdet.engine INFO: Epoch: [42] [4500/7329] learning_rate: 0.000100 loss_class: 0.589446 loss_bbox: 0.145390 loss_giou: 0.464110 loss_class_aux: 3.700261 loss_bbox_aux: 0.907472 loss_giou_aux: 2.953991 loss_class_dn: 0.348135 loss_bbox_dn: 0.146039 loss_giou_dn: 0.444862 loss_class_aux_dn: 1.861806 loss_bbox_aux_dn: 0.872418 loss_giou_aux_dn: 2.411157 loss: 15.305085 eta: 1 day, 8:51:32 batch_cost: 0.6799 data_cost: 0.0014 ips: 5.8835 images/s [03/31 16:58:15] ppdet.engine INFO: Epoch: [42] [4600/7329] learning_rate: 0.000100 loss_class: 0.556226 loss_bbox: 0.121504 loss_giou: 0.353247 loss_class_aux: 3.427783 loss_bbox_aux: 0.837598 loss_giou_aux: 2.190902 loss_class_dn: 0.309768 loss_bbox_dn: 0.128604 loss_giou_dn: 0.320584 loss_class_aux_dn: 1.667816 loss_bbox_aux_dn: 0.793284 loss_giou_aux_dn: 1.785398 loss: 12.960391 eta: 1 day, 8:50:37 batch_cost: 0.5499 data_cost: 0.0016 ips: 7.2746 images/s [03/31 16:59:17] ppdet.engine INFO: Epoch: [42] [4700/7329] learning_rate: 0.000100 loss_class: 0.590921 loss_bbox: 0.133693 loss_giou: 0.414941 loss_class_aux: 3.851092 loss_bbox_aux: 0.882676 loss_giou_aux: 2.585795 loss_class_dn: 0.361424 loss_bbox_dn: 0.160342 loss_giou_dn: 0.378052 loss_class_aux_dn: 1.938514 loss_bbox_aux_dn: 0.950137 loss_giou_aux_dn: 2.115753 loss: 14.931108 eta: 1 day, 8:49:42 batch_cost: 0.5483 data_cost: 0.0013 ips: 7.2957 images/s [03/31 17:00:13] ppdet.engine INFO: Epoch: [42] [4800/7329] learning_rate: 0.000100 loss_class: 0.581032 loss_bbox: 0.149439 loss_giou: 0.421349 loss_class_aux: 3.738664 loss_bbox_aux: 0.980067 loss_giou_aux: 2.751842 loss_class_dn: 0.352071 loss_bbox_dn: 0.171596 loss_giou_dn: 0.410085 loss_class_aux_dn: 1.850398 loss_bbox_aux_dn: 0.995304 loss_giou_aux_dn: 2.290012 loss: 15.074295 eta: 1 day, 8:48:44 batch_cost: 0.5022 data_cost: 0.0013 ips: 7.9642 images/s [03/31 17:01:19] ppdet.engine INFO: Epoch: [42] [4900/7329] learning_rate: 0.000100 loss_class: 0.525270 loss_bbox: 0.131655 loss_giou: 0.344359 loss_class_aux: 3.435860 loss_bbox_aux: 0.884078 loss_giou_aux: 2.270010 loss_class_dn: 0.301796 loss_bbox_dn: 0.126450 loss_giou_dn: 0.341012 loss_class_aux_dn: 1.670134 loss_bbox_aux_dn: 0.753338 loss_giou_aux_dn: 1.923156 loss: 12.700716 eta: 1 day, 8:47:52 batch_cost: 0.5930 data_cost: 0.0017 ips: 6.7457 images/s [03/31 17:02:18] ppdet.engine INFO: Epoch: [42] [5000/7329] learning_rate: 0.000100 loss_class: 0.605754 loss_bbox: 0.141348 loss_giou: 0.383600 loss_class_aux: 3.849846 loss_bbox_aux: 0.894789 loss_giou_aux: 2.415438 loss_class_dn: 0.331124 loss_bbox_dn: 0.166505 loss_giou_dn: 0.358735 loss_class_aux_dn: 1.758167 loss_bbox_aux_dn: 0.965656 loss_giou_aux_dn: 1.994173 loss: 14.056650 eta: 1 day, 8:46:56 batch_cost: 0.5316 data_cost: 0.0013 ips: 7.5250 images/s [03/31 17:03:15] ppdet.engine INFO: Epoch: [42] [5100/7329] learning_rate: 0.000100 loss_class: 0.629931 loss_bbox: 0.148101 loss_giou: 0.417978 loss_class_aux: 4.015001 loss_bbox_aux: 1.000380 loss_giou_aux: 2.648816 loss_class_dn: 0.355814 loss_bbox_dn: 0.153492 loss_giou_dn: 0.404424 loss_class_aux_dn: 1.926613 loss_bbox_aux_dn: 0.910846 loss_giou_aux_dn: 2.284734 loss: 15.658397 eta: 1 day, 8:45:59 batch_cost: 0.5198 data_cost: 0.0014 ips: 7.6948 images/s [03/31 17:04:14] ppdet.engine INFO: Epoch: [42] [5200/7329] learning_rate: 0.000100 loss_class: 0.633989 loss_bbox: 0.158129 loss_giou: 0.424384 loss_class_aux: 4.164475 loss_bbox_aux: 1.052769 loss_giou_aux: 2.642654 loss_class_dn: 0.353518 loss_bbox_dn: 0.153084 loss_giou_dn: 0.398867 loss_class_aux_dn: 1.894689 loss_bbox_aux_dn: 0.945449 loss_giou_aux_dn: 2.256273 loss: 15.740511 eta: 1 day, 8:45:03 batch_cost: 0.5334 data_cost: 0.0012 ips: 7.4995 images/s [03/31 17:05:19] ppdet.engine INFO: Epoch: [42] [5300/7329] learning_rate: 0.000100 loss_class: 0.551429 loss_bbox: 0.130116 loss_giou: 0.370214 loss_class_aux: 3.623549 loss_bbox_aux: 0.879563 loss_giou_aux: 2.331928 loss_class_dn: 0.317915 loss_bbox_dn: 0.144940 loss_giou_dn: 0.340625 loss_class_aux_dn: 1.713679 loss_bbox_aux_dn: 0.830684 loss_giou_aux_dn: 1.931201 loss: 13.731353 eta: 1 day, 8:44:10 batch_cost: 0.5823 data_cost: 0.0016 ips: 6.8692 images/s [03/31 17:06:15] ppdet.engine INFO: Epoch: [42] [5400/7329] learning_rate: 0.000100 loss_class: 0.573180 loss_bbox: 0.122662 loss_giou: 0.347768 loss_class_aux: 3.535837 loss_bbox_aux: 0.792602 loss_giou_aux: 2.165626 loss_class_dn: 0.311164 loss_bbox_dn: 0.133170 loss_giou_dn: 0.335420 loss_class_aux_dn: 1.718043 loss_bbox_aux_dn: 0.808283 loss_giou_aux_dn: 1.877625 loss: 13.449955 eta: 1 day, 8:43:13 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8690 images/s [03/31 17:07:16] ppdet.engine INFO: Epoch: [42] [5500/7329] learning_rate: 0.000100 loss_class: 0.613546 loss_bbox: 0.130672 loss_giou: 0.386850 loss_class_aux: 3.806114 loss_bbox_aux: 0.890368 loss_giou_aux: 2.413481 loss_class_dn: 0.336946 loss_bbox_dn: 0.128194 loss_giou_dn: 0.353360 loss_class_aux_dn: 1.823655 loss_bbox_aux_dn: 0.750772 loss_giou_aux_dn: 1.965763 loss: 14.297412 eta: 1 day, 8:42:18 batch_cost: 0.5532 data_cost: 0.0012 ips: 7.2312 images/s [03/31 17:08:14] ppdet.engine INFO: Epoch: [42] [5600/7329] learning_rate: 0.000100 loss_class: 0.550017 loss_bbox: 0.129010 loss_giou: 0.370861 loss_class_aux: 3.463264 loss_bbox_aux: 0.860882 loss_giou_aux: 2.339870 loss_class_dn: 0.307806 loss_bbox_dn: 0.126150 loss_giou_dn: 0.352949 loss_class_aux_dn: 1.712511 loss_bbox_aux_dn: 0.781464 loss_giou_aux_dn: 1.941077 loss: 14.048008 eta: 1 day, 8:41:22 batch_cost: 0.5263 data_cost: 0.0013 ips: 7.6002 images/s [03/31 17:09:14] ppdet.engine INFO: Epoch: [42] [5700/7329] learning_rate: 0.000100 loss_class: 0.556482 loss_bbox: 0.133854 loss_giou: 0.377919 loss_class_aux: 3.534418 loss_bbox_aux: 0.895863 loss_giou_aux: 2.362926 loss_class_dn: 0.318917 loss_bbox_dn: 0.121972 loss_giou_dn: 0.333505 loss_class_aux_dn: 1.743033 loss_bbox_aux_dn: 0.727288 loss_giou_aux_dn: 1.846970 loss: 13.286058 eta: 1 day, 8:40:26 batch_cost: 0.5386 data_cost: 0.0013 ips: 7.4267 images/s [03/31 17:10:13] ppdet.engine INFO: Epoch: [42] [5800/7329] learning_rate: 0.000100 loss_class: 0.533758 loss_bbox: 0.126599 loss_giou: 0.365420 loss_class_aux: 3.431562 loss_bbox_aux: 0.869574 loss_giou_aux: 2.320123 loss_class_dn: 0.307135 loss_bbox_dn: 0.138904 loss_giou_dn: 0.332223 loss_class_aux_dn: 1.653561 loss_bbox_aux_dn: 0.824233 loss_giou_aux_dn: 1.927347 loss: 13.231822 eta: 1 day, 8:39:30 batch_cost: 0.5318 data_cost: 0.0012 ips: 7.5223 images/s [03/31 17:11:08] ppdet.engine INFO: Epoch: [42] [5900/7329] learning_rate: 0.000100 loss_class: 0.589559 loss_bbox: 0.136650 loss_giou: 0.412159 loss_class_aux: 3.753337 loss_bbox_aux: 0.892838 loss_giou_aux: 2.574733 loss_class_dn: 0.346910 loss_bbox_dn: 0.143633 loss_giou_dn: 0.394626 loss_class_aux_dn: 1.888788 loss_bbox_aux_dn: 0.867489 loss_giou_aux_dn: 2.157322 loss: 14.888249 eta: 1 day, 8:38:32 batch_cost: 0.5042 data_cost: 0.0012 ips: 7.9332 images/s [03/31 17:12:05] ppdet.engine INFO: Epoch: [42] [6000/7329] learning_rate: 0.000100 loss_class: 0.630123 loss_bbox: 0.139223 loss_giou: 0.404407 loss_class_aux: 4.032422 loss_bbox_aux: 0.926862 loss_giou_aux: 2.553428 loss_class_dn: 0.353602 loss_bbox_dn: 0.149810 loss_giou_dn: 0.389102 loss_class_aux_dn: 1.901115 loss_bbox_aux_dn: 0.900671 loss_giou_aux_dn: 2.142449 loss: 14.923389 eta: 1 day, 8:37:34 batch_cost: 0.5109 data_cost: 0.0012 ips: 7.8295 images/s [03/31 17:13:01] ppdet.engine INFO: Epoch: [42] [6100/7329] learning_rate: 0.000100 loss_class: 0.594159 loss_bbox: 0.128283 loss_giou: 0.375011 loss_class_aux: 3.782454 loss_bbox_aux: 0.890527 loss_giou_aux: 2.371040 loss_class_dn: 0.325725 loss_bbox_dn: 0.149351 loss_giou_dn: 0.364220 loss_class_aux_dn: 1.765611 loss_bbox_aux_dn: 0.914214 loss_giou_aux_dn: 2.021901 loss: 13.794828 eta: 1 day, 8:36:37 batch_cost: 0.5095 data_cost: 0.0013 ips: 7.8512 images/s [03/31 17:13:57] ppdet.engine INFO: Epoch: [42] [6200/7329] learning_rate: 0.000100 loss_class: 0.506369 loss_bbox: 0.122296 loss_giou: 0.311138 loss_class_aux: 3.203910 loss_bbox_aux: 0.796205 loss_giou_aux: 2.052256 loss_class_dn: 0.283673 loss_bbox_dn: 0.134253 loss_giou_dn: 0.301593 loss_class_aux_dn: 1.572078 loss_bbox_aux_dn: 0.806590 loss_giou_aux_dn: 1.671885 loss: 11.969961 eta: 1 day, 8:35:39 batch_cost: 0.5036 data_cost: 0.0011 ips: 7.9427 images/s [03/31 17:14:54] ppdet.engine INFO: Epoch: [42] [6300/7329] learning_rate: 0.000100 loss_class: 0.625480 loss_bbox: 0.145056 loss_giou: 0.410495 loss_class_aux: 4.067352 loss_bbox_aux: 0.960398 loss_giou_aux: 2.617662 loss_class_dn: 0.365230 loss_bbox_dn: 0.160593 loss_giou_dn: 0.412226 loss_class_aux_dn: 1.945737 loss_bbox_aux_dn: 0.964006 loss_giou_aux_dn: 2.244201 loss: 15.942222 eta: 1 day, 8:34:42 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7025 images/s [03/31 17:15:53] ppdet.engine INFO: Epoch: [42] [6400/7329] learning_rate: 0.000100 loss_class: 0.563311 loss_bbox: 0.137897 loss_giou: 0.373696 loss_class_aux: 3.587557 loss_bbox_aux: 0.888481 loss_giou_aux: 2.306183 loss_class_dn: 0.341100 loss_bbox_dn: 0.134998 loss_giou_dn: 0.363589 loss_class_aux_dn: 1.807745 loss_bbox_aux_dn: 0.805131 loss_giou_aux_dn: 2.000814 loss: 14.914574 eta: 1 day, 8:33:45 batch_cost: 0.5263 data_cost: 0.0013 ips: 7.5999 images/s [03/31 17:16:54] ppdet.engine INFO: Epoch: [42] [6500/7329] learning_rate: 0.000100 loss_class: 0.684100 loss_bbox: 0.145657 loss_giou: 0.428614 loss_class_aux: 4.349363 loss_bbox_aux: 0.947628 loss_giou_aux: 2.793749 loss_class_dn: 0.379533 loss_bbox_dn: 0.145791 loss_giou_dn: 0.406018 loss_class_aux_dn: 2.050667 loss_bbox_aux_dn: 0.888762 loss_giou_aux_dn: 2.280074 loss: 15.042969 eta: 1 day, 8:32:50 batch_cost: 0.5500 data_cost: 0.0012 ips: 7.2730 images/s [03/31 17:17:53] ppdet.engine INFO: Epoch: [42] [6600/7329] learning_rate: 0.000100 loss_class: 0.488903 loss_bbox: 0.120220 loss_giou: 0.300453 loss_class_aux: 3.164489 loss_bbox_aux: 0.784912 loss_giou_aux: 1.944822 loss_class_dn: 0.277038 loss_bbox_dn: 0.128968 loss_giou_dn: 0.306234 loss_class_aux_dn: 1.561575 loss_bbox_aux_dn: 0.773583 loss_giou_aux_dn: 1.717106 loss: 12.111809 eta: 1 day, 8:31:54 batch_cost: 0.5345 data_cost: 0.0014 ips: 7.4841 images/s [03/31 17:18:53] ppdet.engine INFO: Epoch: [42] [6700/7329] learning_rate: 0.000100 loss_class: 0.620254 loss_bbox: 0.155373 loss_giou: 0.430246 loss_class_aux: 3.927950 loss_bbox_aux: 1.034593 loss_giou_aux: 2.735557 loss_class_dn: 0.357186 loss_bbox_dn: 0.161179 loss_giou_dn: 0.410701 loss_class_aux_dn: 1.955274 loss_bbox_aux_dn: 0.927573 loss_giou_aux_dn: 2.225364 loss: 15.346359 eta: 1 day, 8:31:00 batch_cost: 0.5491 data_cost: 0.0013 ips: 7.2846 images/s [03/31 17:19:54] ppdet.engine INFO: Epoch: [42] [6800/7329] learning_rate: 0.000100 loss_class: 0.663334 loss_bbox: 0.164638 loss_giou: 0.422810 loss_class_aux: 4.126363 loss_bbox_aux: 1.046422 loss_giou_aux: 2.626969 loss_class_dn: 0.352464 loss_bbox_dn: 0.167842 loss_giou_dn: 0.402155 loss_class_aux_dn: 1.872778 loss_bbox_aux_dn: 1.015030 loss_giou_aux_dn: 2.234940 loss: 16.030872 eta: 1 day, 8:30:05 batch_cost: 0.5490 data_cost: 0.0014 ips: 7.2859 images/s [03/31 17:20:52] ppdet.engine INFO: Epoch: [42] [6900/7329] learning_rate: 0.000100 loss_class: 0.640754 loss_bbox: 0.140621 loss_giou: 0.405358 loss_class_aux: 3.978482 loss_bbox_aux: 0.923339 loss_giou_aux: 2.611955 loss_class_dn: 0.360337 loss_bbox_dn: 0.153539 loss_giou_dn: 0.392185 loss_class_aux_dn: 1.923985 loss_bbox_aux_dn: 0.940606 loss_giou_aux_dn: 2.236219 loss: 15.890711 eta: 1 day, 8:29:08 batch_cost: 0.5225 data_cost: 0.0013 ips: 7.6560 images/s [03/31 17:21:52] ppdet.engine INFO: Epoch: [42] [7000/7329] learning_rate: 0.000100 loss_class: 0.543585 loss_bbox: 0.141927 loss_giou: 0.358940 loss_class_aux: 3.477432 loss_bbox_aux: 0.875041 loss_giou_aux: 2.316526 loss_class_dn: 0.316087 loss_bbox_dn: 0.141563 loss_giou_dn: 0.338324 loss_class_aux_dn: 1.712636 loss_bbox_aux_dn: 0.835820 loss_giou_aux_dn: 1.902667 loss: 13.500300 eta: 1 day, 8:28:13 batch_cost: 0.5468 data_cost: 0.0014 ips: 7.3152 images/s [03/31 17:22:54] ppdet.engine INFO: Epoch: [42] [7100/7329] learning_rate: 0.000100 loss_class: 0.593266 loss_bbox: 0.145997 loss_giou: 0.371734 loss_class_aux: 3.830153 loss_bbox_aux: 1.040726 loss_giou_aux: 2.333417 loss_class_dn: 0.320319 loss_bbox_dn: 0.158504 loss_giou_dn: 0.358675 loss_class_aux_dn: 1.752401 loss_bbox_aux_dn: 0.963418 loss_giou_aux_dn: 1.983624 loss: 14.363903 eta: 1 day, 8:27:18 batch_cost: 0.5540 data_cost: 0.0014 ips: 7.2207 images/s [03/31 17:24:00] ppdet.engine INFO: Epoch: [42] [7200/7329] learning_rate: 0.000100 loss_class: 0.561457 loss_bbox: 0.144705 loss_giou: 0.366742 loss_class_aux: 3.681969 loss_bbox_aux: 0.906406 loss_giou_aux: 2.323017 loss_class_dn: 0.330618 loss_bbox_dn: 0.142768 loss_giou_dn: 0.354827 loss_class_aux_dn: 1.744823 loss_bbox_aux_dn: 0.890401 loss_giou_aux_dn: 2.029776 loss: 14.448189 eta: 1 day, 8:26:26 batch_cost: 0.5953 data_cost: 0.0014 ips: 6.7198 images/s [03/31 17:25:00] ppdet.engine INFO: Epoch: [42] [7300/7329] learning_rate: 0.000100 loss_class: 0.605029 loss_bbox: 0.137693 loss_giou: 0.452045 loss_class_aux: 3.963976 loss_bbox_aux: 0.926731 loss_giou_aux: 2.929492 loss_class_dn: 0.349196 loss_bbox_dn: 0.147141 loss_giou_dn: 0.411316 loss_class_aux_dn: 1.880465 loss_bbox_aux_dn: 0.860589 loss_giou_aux_dn: 2.248800 loss: 15.147180 eta: 1 day, 8:25:31 batch_cost: 0.5474 data_cost: 0.0014 ips: 7.3077 images/s [03/31 17:25:24] ppdet.engine INFO: Eval iter: 0 [03/31 17:25:52] ppdet.engine INFO: Eval iter: 100 [03/31 17:26:20] ppdet.engine INFO: Eval iter: 200 [03/31 17:26:49] ppdet.engine INFO: Eval iter: 300 [03/31 17:27:18] ppdet.engine INFO: Eval iter: 400 [03/31 17:27:47] ppdet.engine INFO: Eval iter: 500 [03/31 17:28:16] ppdet.engine INFO: Eval iter: 600 [03/31 17:28:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.72s) creating index... index created! [03/31 17:28:52] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.12s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.50s). Accumulating evaluation results... DONE (t=28.46s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 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 ] = 0.700 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 ] = 0.651 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 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 [03/31 17:31:36] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.762569668325902 [03/31 17:31:36] ppdet.engine INFO: Best test bbox ap is 0.525. [03/31 17:31:38] ppdet.engine INFO: Epoch: [43] [ 0/7329] learning_rate: 0.000100 loss_class: 0.553084 loss_bbox: 0.129295 loss_giou: 0.373922 loss_class_aux: 3.563566 loss_bbox_aux: 0.877692 loss_giou_aux: 2.310773 loss_class_dn: 0.314501 loss_bbox_dn: 0.128853 loss_giou_dn: 0.360767 loss_class_aux_dn: 1.692033 loss_bbox_aux_dn: 0.762319 loss_giou_aux_dn: 1.986933 loss: 12.674171 eta: 1 day, 8:25:16 batch_cost: 0.5648 data_cost: 0.0016 ips: 7.0825 images/s [03/31 17:32:40] ppdet.engine INFO: Epoch: [43] [ 100/7329] learning_rate: 0.000100 loss_class: 0.553771 loss_bbox: 0.132638 loss_giou: 0.313830 loss_class_aux: 3.567555 loss_bbox_aux: 0.912933 loss_giou_aux: 2.076871 loss_class_dn: 0.304125 loss_bbox_dn: 0.162601 loss_giou_dn: 0.314796 loss_class_aux_dn: 1.633800 loss_bbox_aux_dn: 0.958925 loss_giou_aux_dn: 1.819082 loss: 13.028387 eta: 1 day, 8:24:22 batch_cost: 0.5668 data_cost: 0.0012 ips: 7.0575 images/s [03/31 17:33:39] ppdet.engine INFO: Epoch: [43] [ 200/7329] learning_rate: 0.000100 loss_class: 0.656323 loss_bbox: 0.138671 loss_giou: 0.473480 loss_class_aux: 4.203822 loss_bbox_aux: 0.953872 loss_giou_aux: 3.022910 loss_class_dn: 0.340874 loss_bbox_dn: 0.151840 loss_giou_dn: 0.422189 loss_class_aux_dn: 1.836004 loss_bbox_aux_dn: 0.910704 loss_giou_aux_dn: 2.346920 loss: 15.494337 eta: 1 day, 8:23:26 batch_cost: 0.5328 data_cost: 0.0014 ips: 7.5070 images/s [03/31 17:34:37] ppdet.engine INFO: Epoch: [43] [ 300/7329] learning_rate: 0.000100 loss_class: 0.517561 loss_bbox: 0.128161 loss_giou: 0.344375 loss_class_aux: 3.310752 loss_bbox_aux: 0.813193 loss_giou_aux: 2.194708 loss_class_dn: 0.303211 loss_bbox_dn: 0.124196 loss_giou_dn: 0.316854 loss_class_aux_dn: 1.590498 loss_bbox_aux_dn: 0.719193 loss_giou_aux_dn: 1.852522 loss: 12.766356 eta: 1 day, 8:22:29 batch_cost: 0.5181 data_cost: 0.0013 ips: 7.7201 images/s [03/31 17:35:36] ppdet.engine INFO: Epoch: [43] [ 400/7329] learning_rate: 0.000100 loss_class: 0.568505 loss_bbox: 0.141933 loss_giou: 0.399576 loss_class_aux: 3.733267 loss_bbox_aux: 0.925864 loss_giou_aux: 2.616311 loss_class_dn: 0.341848 loss_bbox_dn: 0.142815 loss_giou_dn: 0.387412 loss_class_aux_dn: 1.837452 loss_bbox_aux_dn: 0.831693 loss_giou_aux_dn: 2.121632 loss: 14.504580 eta: 1 day, 8:21:34 batch_cost: 0.5412 data_cost: 0.0013 ips: 7.3911 images/s [03/31 17:36:47] ppdet.engine INFO: Epoch: [43] [ 500/7329] learning_rate: 0.000100 loss_class: 0.616161 loss_bbox: 0.163796 loss_giou: 0.434593 loss_class_aux: 3.787920 loss_bbox_aux: 1.069456 loss_giou_aux: 2.750684 loss_class_dn: 0.366423 loss_bbox_dn: 0.166904 loss_giou_dn: 0.411773 loss_class_aux_dn: 1.928052 loss_bbox_aux_dn: 1.026636 loss_giou_aux_dn: 2.320168 loss: 15.316133 eta: 1 day, 8:20:45 batch_cost: 0.6485 data_cost: 0.0012 ips: 6.1681 images/s [03/31 17:37:50] ppdet.engine INFO: Epoch: [43] [ 600/7329] learning_rate: 0.000100 loss_class: 0.603356 loss_bbox: 0.142703 loss_giou: 0.445160 loss_class_aux: 3.859136 loss_bbox_aux: 0.929825 loss_giou_aux: 2.727857 loss_class_dn: 0.368223 loss_bbox_dn: 0.144512 loss_giou_dn: 0.410853 loss_class_aux_dn: 1.971830 loss_bbox_aux_dn: 0.871840 loss_giou_aux_dn: 2.348113 loss: 15.841873 eta: 1 day, 8:19:52 batch_cost: 0.5777 data_cost: 0.0014 ips: 6.9242 images/s [03/31 17:38:53] ppdet.engine INFO: Epoch: [43] [ 700/7329] learning_rate: 0.000100 loss_class: 0.564071 loss_bbox: 0.133843 loss_giou: 0.376526 loss_class_aux: 3.645468 loss_bbox_aux: 0.863053 loss_giou_aux: 2.349527 loss_class_dn: 0.302269 loss_bbox_dn: 0.155649 loss_giou_dn: 0.348644 loss_class_aux_dn: 1.670138 loss_bbox_aux_dn: 0.914646 loss_giou_aux_dn: 1.937822 loss: 13.125898 eta: 1 day, 8:18:59 batch_cost: 0.5717 data_cost: 0.0013 ips: 6.9969 images/s [03/31 17:39:53] ppdet.engine INFO: Epoch: [43] [ 800/7329] learning_rate: 0.000100 loss_class: 0.587215 loss_bbox: 0.140639 loss_giou: 0.401103 loss_class_aux: 3.748771 loss_bbox_aux: 0.904096 loss_giou_aux: 2.623407 loss_class_dn: 0.328036 loss_bbox_dn: 0.153134 loss_giou_dn: 0.390133 loss_class_aux_dn: 1.753174 loss_bbox_aux_dn: 0.868076 loss_giou_aux_dn: 2.112633 loss: 14.328375 eta: 1 day, 8:18:03 batch_cost: 0.5406 data_cost: 0.0012 ips: 7.3995 images/s [03/31 17:40:51] ppdet.engine INFO: Epoch: [43] [ 900/7329] learning_rate: 0.000100 loss_class: 0.555554 loss_bbox: 0.157514 loss_giou: 0.421913 loss_class_aux: 3.574193 loss_bbox_aux: 1.015598 loss_giou_aux: 2.794057 loss_class_dn: 0.350002 loss_bbox_dn: 0.152323 loss_giou_dn: 0.402477 loss_class_aux_dn: 1.848667 loss_bbox_aux_dn: 0.907471 loss_giou_aux_dn: 2.215226 loss: 14.826148 eta: 1 day, 8:17:06 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7309 images/s [03/31 17:41:50] ppdet.engine INFO: Epoch: [43] [1000/7329] learning_rate: 0.000100 loss_class: 0.508717 loss_bbox: 0.127578 loss_giou: 0.312223 loss_class_aux: 3.335176 loss_bbox_aux: 0.832543 loss_giou_aux: 1.947924 loss_class_dn: 0.281872 loss_bbox_dn: 0.142710 loss_giou_dn: 0.306973 loss_class_aux_dn: 1.525434 loss_bbox_aux_dn: 0.870925 loss_giou_aux_dn: 1.684416 loss: 12.197916 eta: 1 day, 8:16:10 batch_cost: 0.5338 data_cost: 0.0013 ips: 7.4933 images/s [03/31 17:42:50] ppdet.engine INFO: Epoch: [43] [1100/7329] learning_rate: 0.000100 loss_class: 0.564264 loss_bbox: 0.143169 loss_giou: 0.443716 loss_class_aux: 3.677762 loss_bbox_aux: 1.029204 loss_giou_aux: 2.771022 loss_class_dn: 0.310741 loss_bbox_dn: 0.143228 loss_giou_dn: 0.372788 loss_class_aux_dn: 1.683154 loss_bbox_aux_dn: 0.862522 loss_giou_aux_dn: 2.082517 loss: 13.935536 eta: 1 day, 8:15:15 batch_cost: 0.5476 data_cost: 0.0012 ips: 7.3049 images/s [03/31 17:43:48] ppdet.engine INFO: Epoch: [43] [1200/7329] learning_rate: 0.000100 loss_class: 0.563811 loss_bbox: 0.128479 loss_giou: 0.392198 loss_class_aux: 3.653405 loss_bbox_aux: 0.841017 loss_giou_aux: 2.457528 loss_class_dn: 0.308821 loss_bbox_dn: 0.142554 loss_giou_dn: 0.367968 loss_class_aux_dn: 1.670074 loss_bbox_aux_dn: 0.866117 loss_giou_aux_dn: 2.025923 loss: 13.291906 eta: 1 day, 8:14:19 batch_cost: 0.5216 data_cost: 0.0013 ips: 7.6681 images/s [03/31 17:44:47] ppdet.engine INFO: Epoch: [43] [1300/7329] learning_rate: 0.000100 loss_class: 0.519161 loss_bbox: 0.124543 loss_giou: 0.324135 loss_class_aux: 3.399663 loss_bbox_aux: 0.867920 loss_giou_aux: 2.098212 loss_class_dn: 0.288196 loss_bbox_dn: 0.136804 loss_giou_dn: 0.311225 loss_class_aux_dn: 1.535575 loss_bbox_aux_dn: 0.830284 loss_giou_aux_dn: 1.727498 loss: 11.753872 eta: 1 day, 8:13:23 batch_cost: 0.5384 data_cost: 0.0012 ips: 7.4296 images/s [03/31 17:45:43] ppdet.engine INFO: Epoch: [43] [1400/7329] learning_rate: 0.000100 loss_class: 0.522679 loss_bbox: 0.144390 loss_giou: 0.388146 loss_class_aux: 3.379951 loss_bbox_aux: 0.930325 loss_giou_aux: 2.581294 loss_class_dn: 0.318804 loss_bbox_dn: 0.148499 loss_giou_dn: 0.386522 loss_class_aux_dn: 1.735815 loss_bbox_aux_dn: 0.867889 loss_giou_aux_dn: 2.138925 loss: 14.243387 eta: 1 day, 8:12:25 batch_cost: 0.5024 data_cost: 0.0012 ips: 7.9625 images/s [03/31 17:46:45] ppdet.engine INFO: Epoch: [43] [1500/7329] learning_rate: 0.000100 loss_class: 0.567270 loss_bbox: 0.121761 loss_giou: 0.397417 loss_class_aux: 3.617496 loss_bbox_aux: 0.778328 loss_giou_aux: 2.532926 loss_class_dn: 0.320553 loss_bbox_dn: 0.130319 loss_giou_dn: 0.368426 loss_class_aux_dn: 1.750239 loss_bbox_aux_dn: 0.787957 loss_giou_aux_dn: 2.064018 loss: 14.073260 eta: 1 day, 8:11:32 batch_cost: 0.5708 data_cost: 0.0013 ips: 7.0078 images/s [03/31 17:47:43] ppdet.engine INFO: Epoch: [43] [1600/7329] learning_rate: 0.000100 loss_class: 0.607795 loss_bbox: 0.140535 loss_giou: 0.395747 loss_class_aux: 3.885399 loss_bbox_aux: 0.915289 loss_giou_aux: 2.613030 loss_class_dn: 0.359315 loss_bbox_dn: 0.145282 loss_giou_dn: 0.379837 loss_class_aux_dn: 1.915460 loss_bbox_aux_dn: 0.912641 loss_giou_aux_dn: 2.188661 loss: 15.148823 eta: 1 day, 8:10:35 batch_cost: 0.5202 data_cost: 0.0013 ips: 7.6895 images/s [03/31 17:48:44] ppdet.engine INFO: Epoch: [43] [1700/7329] learning_rate: 0.000100 loss_class: 0.599136 loss_bbox: 0.150566 loss_giou: 0.357681 loss_class_aux: 3.675148 loss_bbox_aux: 1.005254 loss_giou_aux: 2.231015 loss_class_dn: 0.336793 loss_bbox_dn: 0.161896 loss_giou_dn: 0.357707 loss_class_aux_dn: 1.830727 loss_bbox_aux_dn: 0.971844 loss_giou_aux_dn: 1.971497 loss: 14.333359 eta: 1 day, 8:09:40 batch_cost: 0.5470 data_cost: 0.0014 ips: 7.3124 images/s [03/31 17:49:48] ppdet.engine INFO: Epoch: [43] [1800/7329] learning_rate: 0.000100 loss_class: 0.592512 loss_bbox: 0.146837 loss_giou: 0.393321 loss_class_aux: 3.776636 loss_bbox_aux: 1.015537 loss_giou_aux: 2.518594 loss_class_dn: 0.334402 loss_bbox_dn: 0.157919 loss_giou_dn: 0.391082 loss_class_aux_dn: 1.863370 loss_bbox_aux_dn: 0.969842 loss_giou_aux_dn: 2.150123 loss: 15.260717 eta: 1 day, 8:08:47 batch_cost: 0.5875 data_cost: 0.0013 ips: 6.8085 images/s [03/31 17:50:52] ppdet.engine INFO: Epoch: [43] [1900/7329] learning_rate: 0.000100 loss_class: 0.531536 loss_bbox: 0.121446 loss_giou: 0.339168 loss_class_aux: 3.395283 loss_bbox_aux: 0.805301 loss_giou_aux: 2.309817 loss_class_dn: 0.300911 loss_bbox_dn: 0.143037 loss_giou_dn: 0.318198 loss_class_aux_dn: 1.609340 loss_bbox_aux_dn: 0.890039 loss_giou_aux_dn: 1.796780 loss: 13.105839 eta: 1 day, 8:07:54 batch_cost: 0.5757 data_cost: 0.0013 ips: 6.9479 images/s [03/31 17:51:52] ppdet.engine INFO: Epoch: [43] [2000/7329] learning_rate: 0.000100 loss_class: 0.554857 loss_bbox: 0.133945 loss_giou: 0.340992 loss_class_aux: 3.619872 loss_bbox_aux: 0.896541 loss_giou_aux: 2.207601 loss_class_dn: 0.323927 loss_bbox_dn: 0.146900 loss_giou_dn: 0.337754 loss_class_aux_dn: 1.714662 loss_bbox_aux_dn: 0.848673 loss_giou_aux_dn: 1.912993 loss: 12.988142 eta: 1 day, 8:06:59 batch_cost: 0.5508 data_cost: 0.0012 ips: 7.2624 images/s [03/31 17:52:54] ppdet.engine INFO: Epoch: [43] [2100/7329] learning_rate: 0.000100 loss_class: 0.529422 loss_bbox: 0.123432 loss_giou: 0.304566 loss_class_aux: 3.367515 loss_bbox_aux: 0.826170 loss_giou_aux: 1.980630 loss_class_dn: 0.312796 loss_bbox_dn: 0.133129 loss_giou_dn: 0.304725 loss_class_aux_dn: 1.726991 loss_bbox_aux_dn: 0.807109 loss_giou_aux_dn: 1.779564 loss: 12.666677 eta: 1 day, 8:06:05 batch_cost: 0.5604 data_cost: 0.0027 ips: 7.1376 images/s [03/31 17:54:05] ppdet.engine INFO: Epoch: [43] [2200/7329] learning_rate: 0.000100 loss_class: 0.538252 loss_bbox: 0.129973 loss_giou: 0.363071 loss_class_aux: 3.442913 loss_bbox_aux: 0.860079 loss_giou_aux: 2.277167 loss_class_dn: 0.301273 loss_bbox_dn: 0.138437 loss_giou_dn: 0.338171 loss_class_aux_dn: 1.631590 loss_bbox_aux_dn: 0.831280 loss_giou_aux_dn: 1.859203 loss: 13.242575 eta: 1 day, 8:05:15 batch_cost: 0.6208 data_cost: 0.0015 ips: 6.4435 images/s [03/31 17:55:16] ppdet.engine INFO: Epoch: [43] [2300/7329] learning_rate: 0.000100 loss_class: 0.570617 loss_bbox: 0.147870 loss_giou: 0.352309 loss_class_aux: 3.485379 loss_bbox_aux: 0.931345 loss_giou_aux: 2.259937 loss_class_dn: 0.307144 loss_bbox_dn: 0.138203 loss_giou_dn: 0.325078 loss_class_aux_dn: 1.667614 loss_bbox_aux_dn: 0.827425 loss_giou_aux_dn: 1.852425 loss: 12.966369 eta: 1 day, 8:04:27 batch_cost: 0.6487 data_cost: 0.0013 ips: 6.1665 images/s [03/31 17:56:18] ppdet.engine INFO: Epoch: [43] [2400/7329] learning_rate: 0.000100 loss_class: 0.530558 loss_bbox: 0.134531 loss_giou: 0.378062 loss_class_aux: 3.331902 loss_bbox_aux: 0.889434 loss_giou_aux: 2.429794 loss_class_dn: 0.307254 loss_bbox_dn: 0.124107 loss_giou_dn: 0.344910 loss_class_aux_dn: 1.645934 loss_bbox_aux_dn: 0.743590 loss_giou_aux_dn: 1.970285 loss: 13.338459 eta: 1 day, 8:03:33 batch_cost: 0.5676 data_cost: 0.0012 ips: 7.0476 images/s [03/31 17:57:16] ppdet.engine INFO: Epoch: [43] [2500/7329] learning_rate: 0.000100 loss_class: 0.589927 loss_bbox: 0.146180 loss_giou: 0.403711 loss_class_aux: 3.665045 loss_bbox_aux: 0.935845 loss_giou_aux: 2.616194 loss_class_dn: 0.324690 loss_bbox_dn: 0.151582 loss_giou_dn: 0.369890 loss_class_aux_dn: 1.758472 loss_bbox_aux_dn: 0.878590 loss_giou_aux_dn: 2.047362 loss: 14.745369 eta: 1 day, 8:02:36 batch_cost: 0.5163 data_cost: 0.0012 ips: 7.7479 images/s [03/31 17:58:18] ppdet.engine INFO: Epoch: [43] [2600/7329] learning_rate: 0.000100 loss_class: 0.568139 loss_bbox: 0.135592 loss_giou: 0.347690 loss_class_aux: 3.589759 loss_bbox_aux: 0.879235 loss_giou_aux: 2.203561 loss_class_dn: 0.301997 loss_bbox_dn: 0.141459 loss_giou_dn: 0.332941 loss_class_aux_dn: 1.575488 loss_bbox_aux_dn: 0.806600 loss_giou_aux_dn: 1.833359 loss: 13.351484 eta: 1 day, 8:01:42 batch_cost: 0.5713 data_cost: 0.0012 ips: 7.0019 images/s [03/31 17:59:15] ppdet.engine INFO: Epoch: [43] [2700/7329] learning_rate: 0.000100 loss_class: 0.594419 loss_bbox: 0.153176 loss_giou: 0.396389 loss_class_aux: 3.904842 loss_bbox_aux: 1.045441 loss_giou_aux: 2.590935 loss_class_dn: 0.346375 loss_bbox_dn: 0.167286 loss_giou_dn: 0.373924 loss_class_aux_dn: 1.876052 loss_bbox_aux_dn: 1.006498 loss_giou_aux_dn: 2.136273 loss: 15.237211 eta: 1 day, 8:00:46 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7026 images/s [03/31 18:00:13] ppdet.engine INFO: Epoch: [43] [2800/7329] learning_rate: 0.000100 loss_class: 0.564359 loss_bbox: 0.130498 loss_giou: 0.336402 loss_class_aux: 3.591222 loss_bbox_aux: 0.900750 loss_giou_aux: 2.156000 loss_class_dn: 0.308460 loss_bbox_dn: 0.160909 loss_giou_dn: 0.312050 loss_class_aux_dn: 1.710466 loss_bbox_aux_dn: 0.941640 loss_giou_aux_dn: 1.823836 loss: 12.973175 eta: 1 day, 7:59:48 batch_cost: 0.5160 data_cost: 0.0013 ips: 7.7519 images/s [03/31 18:01:11] ppdet.engine INFO: Epoch: [43] [2900/7329] learning_rate: 0.000100 loss_class: 0.634792 loss_bbox: 0.143067 loss_giou: 0.421401 loss_class_aux: 4.246265 loss_bbox_aux: 0.964547 loss_giou_aux: 2.723362 loss_class_dn: 0.362392 loss_bbox_dn: 0.167657 loss_giou_dn: 0.420974 loss_class_aux_dn: 1.949394 loss_bbox_aux_dn: 1.008245 loss_giou_aux_dn: 2.374459 loss: 15.416660 eta: 1 day, 7:58:52 batch_cost: 0.5296 data_cost: 0.0012 ips: 7.5532 images/s [03/31 18:02:12] ppdet.engine INFO: Epoch: [43] [3000/7329] learning_rate: 0.000100 loss_class: 0.535593 loss_bbox: 0.117619 loss_giou: 0.375142 loss_class_aux: 3.516261 loss_bbox_aux: 0.806982 loss_giou_aux: 2.422424 loss_class_dn: 0.321570 loss_bbox_dn: 0.126008 loss_giou_dn: 0.344598 loss_class_aux_dn: 1.763091 loss_bbox_aux_dn: 0.800281 loss_giou_aux_dn: 1.916480 loss: 14.001137 eta: 1 day, 7:57:57 batch_cost: 0.5467 data_cost: 0.0015 ips: 7.3169 images/s [03/31 18:03:08] ppdet.engine INFO: Epoch: [43] [3100/7329] learning_rate: 0.000100 loss_class: 0.479780 loss_bbox: 0.119312 loss_giou: 0.321344 loss_class_aux: 3.102746 loss_bbox_aux: 0.781133 loss_giou_aux: 2.091479 loss_class_dn: 0.281548 loss_bbox_dn: 0.121741 loss_giou_dn: 0.293384 loss_class_aux_dn: 1.550017 loss_bbox_aux_dn: 0.729092 loss_giou_aux_dn: 1.655113 loss: 11.605606 eta: 1 day, 7:56:59 batch_cost: 0.5080 data_cost: 0.0012 ips: 7.8740 images/s [03/31 18:04:05] ppdet.engine INFO: Epoch: [43] [3200/7329] learning_rate: 0.000100 loss_class: 0.585340 loss_bbox: 0.138356 loss_giou: 0.418409 loss_class_aux: 3.757001 loss_bbox_aux: 0.922252 loss_giou_aux: 2.638468 loss_class_dn: 0.361992 loss_bbox_dn: 0.149854 loss_giou_dn: 0.407835 loss_class_aux_dn: 1.916534 loss_bbox_aux_dn: 0.853875 loss_giou_aux_dn: 2.333423 loss: 15.180334 eta: 1 day, 7:56:02 batch_cost: 0.5159 data_cost: 0.0012 ips: 7.7534 images/s [03/31 18:05:05] ppdet.engine INFO: Epoch: [43] [3300/7329] learning_rate: 0.000100 loss_class: 0.566942 loss_bbox: 0.137415 loss_giou: 0.408200 loss_class_aux: 3.550290 loss_bbox_aux: 0.903921 loss_giou_aux: 2.515939 loss_class_dn: 0.330839 loss_bbox_dn: 0.137093 loss_giou_dn: 0.359633 loss_class_aux_dn: 1.748948 loss_bbox_aux_dn: 0.810413 loss_giou_aux_dn: 1.992037 loss: 14.363087 eta: 1 day, 7:55:07 batch_cost: 0.5393 data_cost: 0.0013 ips: 7.4165 images/s [03/31 18:06:09] ppdet.engine INFO: Epoch: [43] [3400/7329] learning_rate: 0.000100 loss_class: 0.586212 loss_bbox: 0.151707 loss_giou: 0.380255 loss_class_aux: 3.731548 loss_bbox_aux: 0.959372 loss_giou_aux: 2.481806 loss_class_dn: 0.318795 loss_bbox_dn: 0.158279 loss_giou_dn: 0.346856 loss_class_aux_dn: 1.722166 loss_bbox_aux_dn: 0.970268 loss_giou_aux_dn: 1.922071 loss: 14.178843 eta: 1 day, 7:54:14 batch_cost: 0.5819 data_cost: 0.0016 ips: 6.8743 images/s [03/31 18:07:10] ppdet.engine INFO: Epoch: [43] [3500/7329] learning_rate: 0.000100 loss_class: 0.568237 loss_bbox: 0.134627 loss_giou: 0.412055 loss_class_aux: 3.607759 loss_bbox_aux: 0.863219 loss_giou_aux: 2.536489 loss_class_dn: 0.321427 loss_bbox_dn: 0.124276 loss_giou_dn: 0.386718 loss_class_aux_dn: 1.770578 loss_bbox_aux_dn: 0.740340 loss_giou_aux_dn: 2.179605 loss: 14.263184 eta: 1 day, 7:53:19 batch_cost: 0.5509 data_cost: 0.0012 ips: 7.2605 images/s [03/31 18:08:15] ppdet.engine INFO: Epoch: [43] [3600/7329] learning_rate: 0.000100 loss_class: 0.525116 loss_bbox: 0.113879 loss_giou: 0.348937 loss_class_aux: 3.512630 loss_bbox_aux: 0.803434 loss_giou_aux: 2.254401 loss_class_dn: 0.308015 loss_bbox_dn: 0.134361 loss_giou_dn: 0.337982 loss_class_aux_dn: 1.680239 loss_bbox_aux_dn: 0.808389 loss_giou_aux_dn: 1.865396 loss: 12.907419 eta: 1 day, 7:52:27 batch_cost: 0.5876 data_cost: 0.0013 ips: 6.8079 images/s [03/31 18:09:13] ppdet.engine INFO: Epoch: [43] [3700/7329] learning_rate: 0.000100 loss_class: 0.560083 loss_bbox: 0.136124 loss_giou: 0.386021 loss_class_aux: 3.580624 loss_bbox_aux: 0.932731 loss_giou_aux: 2.426756 loss_class_dn: 0.336593 loss_bbox_dn: 0.164315 loss_giou_dn: 0.358094 loss_class_aux_dn: 1.801182 loss_bbox_aux_dn: 0.963172 loss_giou_aux_dn: 2.036055 loss: 14.142697 eta: 1 day, 7:51:30 batch_cost: 0.5261 data_cost: 0.0013 ips: 7.6025 images/s [03/31 18:10:11] ppdet.engine INFO: Epoch: [43] [3800/7329] learning_rate: 0.000100 loss_class: 0.591236 loss_bbox: 0.124615 loss_giou: 0.323899 loss_class_aux: 3.749930 loss_bbox_aux: 0.827640 loss_giou_aux: 2.048146 loss_class_dn: 0.301949 loss_bbox_dn: 0.139073 loss_giou_dn: 0.327819 loss_class_aux_dn: 1.636431 loss_bbox_aux_dn: 0.836278 loss_giou_aux_dn: 1.846043 loss: 13.042018 eta: 1 day, 7:50:34 batch_cost: 0.5299 data_cost: 0.0012 ips: 7.5482 images/s [03/31 18:11:11] ppdet.engine INFO: Epoch: [43] [3900/7329] learning_rate: 0.000100 loss_class: 0.608877 loss_bbox: 0.141997 loss_giou: 0.426664 loss_class_aux: 3.880901 loss_bbox_aux: 0.921467 loss_giou_aux: 2.804500 loss_class_dn: 0.359942 loss_bbox_dn: 0.125571 loss_giou_dn: 0.416014 loss_class_aux_dn: 1.907877 loss_bbox_aux_dn: 0.760002 loss_giou_aux_dn: 2.323240 loss: 14.763657 eta: 1 day, 7:49:39 batch_cost: 0.5447 data_cost: 0.0014 ips: 7.3441 images/s [03/31 18:12:10] ppdet.engine INFO: Epoch: [43] [4000/7329] learning_rate: 0.000100 loss_class: 0.533682 loss_bbox: 0.104340 loss_giou: 0.363324 loss_class_aux: 3.398985 loss_bbox_aux: 0.762107 loss_giou_aux: 2.339337 loss_class_dn: 0.301818 loss_bbox_dn: 0.106226 loss_giou_dn: 0.324293 loss_class_aux_dn: 1.625033 loss_bbox_aux_dn: 0.691745 loss_giou_aux_dn: 1.807914 loss: 13.141262 eta: 1 day, 7:48:43 batch_cost: 0.5313 data_cost: 0.0012 ips: 7.5291 images/s [03/31 18:13:16] ppdet.engine INFO: Epoch: [43] [4100/7329] learning_rate: 0.000100 loss_class: 0.633595 loss_bbox: 0.149949 loss_giou: 0.438617 loss_class_aux: 4.081180 loss_bbox_aux: 0.980349 loss_giou_aux: 2.695699 loss_class_dn: 0.357831 loss_bbox_dn: 0.149364 loss_giou_dn: 0.429651 loss_class_aux_dn: 1.933460 loss_bbox_aux_dn: 0.884882 loss_giou_aux_dn: 2.322149 loss: 15.131127 eta: 1 day, 7:47:50 batch_cost: 0.5865 data_cost: 0.0014 ips: 6.8196 images/s [03/31 18:14:14] ppdet.engine INFO: Epoch: [43] [4200/7329] learning_rate: 0.000100 loss_class: 0.647983 loss_bbox: 0.160736 loss_giou: 0.438773 loss_class_aux: 4.181955 loss_bbox_aux: 1.070190 loss_giou_aux: 2.781109 loss_class_dn: 0.382314 loss_bbox_dn: 0.165481 loss_giou_dn: 0.423603 loss_class_aux_dn: 2.101964 loss_bbox_aux_dn: 0.961474 loss_giou_aux_dn: 2.378985 loss: 16.483143 eta: 1 day, 7:46:54 batch_cost: 0.5286 data_cost: 0.0012 ips: 7.5669 images/s [03/31 18:15:11] ppdet.engine INFO: Epoch: [43] [4300/7329] learning_rate: 0.000100 loss_class: 0.595074 loss_bbox: 0.130304 loss_giou: 0.396641 loss_class_aux: 3.792377 loss_bbox_aux: 0.857939 loss_giou_aux: 2.581152 loss_class_dn: 0.325398 loss_bbox_dn: 0.152232 loss_giou_dn: 0.381929 loss_class_aux_dn: 1.760691 loss_bbox_aux_dn: 0.942330 loss_giou_aux_dn: 2.100374 loss: 14.550467 eta: 1 day, 7:45:57 batch_cost: 0.5127 data_cost: 0.0012 ips: 7.8017 images/s [03/31 18:16:09] ppdet.engine INFO: Epoch: [43] [4400/7329] learning_rate: 0.000100 loss_class: 0.594427 loss_bbox: 0.133326 loss_giou: 0.327900 loss_class_aux: 3.864630 loss_bbox_aux: 0.886691 loss_giou_aux: 2.072240 loss_class_dn: 0.314621 loss_bbox_dn: 0.135287 loss_giou_dn: 0.320867 loss_class_aux_dn: 1.732998 loss_bbox_aux_dn: 0.812683 loss_giou_aux_dn: 1.799149 loss: 13.556555 eta: 1 day, 7:45:01 batch_cost: 0.5335 data_cost: 0.0012 ips: 7.4976 images/s [03/31 18:17:08] ppdet.engine INFO: Epoch: [43] [4500/7329] learning_rate: 0.000100 loss_class: 0.528315 loss_bbox: 0.133864 loss_giou: 0.344503 loss_class_aux: 3.489714 loss_bbox_aux: 0.925860 loss_giou_aux: 2.280754 loss_class_dn: 0.297944 loss_bbox_dn: 0.141314 loss_giou_dn: 0.336541 loss_class_aux_dn: 1.600218 loss_bbox_aux_dn: 0.847174 loss_giou_aux_dn: 1.902326 loss: 13.637548 eta: 1 day, 7:44:04 batch_cost: 0.5244 data_cost: 0.0015 ips: 7.6273 images/s [03/31 18:18:05] ppdet.engine INFO: Epoch: [43] [4600/7329] learning_rate: 0.000100 loss_class: 0.536307 loss_bbox: 0.129636 loss_giou: 0.300483 loss_class_aux: 3.321069 loss_bbox_aux: 0.882646 loss_giou_aux: 1.929680 loss_class_dn: 0.291007 loss_bbox_dn: 0.152387 loss_giou_dn: 0.294298 loss_class_aux_dn: 1.600611 loss_bbox_aux_dn: 0.875223 loss_giou_aux_dn: 1.691725 loss: 12.363461 eta: 1 day, 7:43:07 batch_cost: 0.5179 data_cost: 0.0013 ips: 7.7229 images/s [03/31 18:19:08] ppdet.engine INFO: Epoch: [43] [4700/7329] learning_rate: 0.000100 loss_class: 0.606413 loss_bbox: 0.137165 loss_giou: 0.407981 loss_class_aux: 3.878516 loss_bbox_aux: 0.930563 loss_giou_aux: 2.688796 loss_class_dn: 0.341608 loss_bbox_dn: 0.137206 loss_giou_dn: 0.393070 loss_class_aux_dn: 1.884571 loss_bbox_aux_dn: 0.816105 loss_giou_aux_dn: 2.181311 loss: 15.247103 eta: 1 day, 7:42:14 batch_cost: 0.5778 data_cost: 0.0013 ips: 6.9227 images/s [03/31 18:20:09] ppdet.engine INFO: Epoch: [43] [4800/7329] learning_rate: 0.000100 loss_class: 0.577621 loss_bbox: 0.134598 loss_giou: 0.406778 loss_class_aux: 3.787912 loss_bbox_aux: 0.914099 loss_giou_aux: 2.646347 loss_class_dn: 0.348033 loss_bbox_dn: 0.150328 loss_giou_dn: 0.406056 loss_class_aux_dn: 1.875757 loss_bbox_aux_dn: 0.858212 loss_giou_aux_dn: 2.192963 loss: 15.007473 eta: 1 day, 7:41:20 batch_cost: 0.5509 data_cost: 0.0012 ips: 7.2606 images/s [03/31 18:21:10] ppdet.engine INFO: Epoch: [43] [4900/7329] learning_rate: 0.000100 loss_class: 0.516028 loss_bbox: 0.118678 loss_giou: 0.338430 loss_class_aux: 3.329063 loss_bbox_aux: 0.827076 loss_giou_aux: 2.162632 loss_class_dn: 0.287425 loss_bbox_dn: 0.126005 loss_giou_dn: 0.320489 loss_class_aux_dn: 1.545381 loss_bbox_aux_dn: 0.745588 loss_giou_aux_dn: 1.854221 loss: 12.924407 eta: 1 day, 7:40:24 batch_cost: 0.5416 data_cost: 0.0014 ips: 7.3857 images/s [03/31 18:22:13] ppdet.engine INFO: Epoch: [43] [5000/7329] learning_rate: 0.000100 loss_class: 0.583355 loss_bbox: 0.131897 loss_giou: 0.399189 loss_class_aux: 3.555318 loss_bbox_aux: 0.857306 loss_giou_aux: 2.480190 loss_class_dn: 0.324478 loss_bbox_dn: 0.152343 loss_giou_dn: 0.353381 loss_class_aux_dn: 1.721932 loss_bbox_aux_dn: 0.884049 loss_giou_aux_dn: 2.060231 loss: 13.831560 eta: 1 day, 7:39:31 batch_cost: 0.5765 data_cost: 0.0013 ips: 6.9387 images/s [03/31 18:23:16] ppdet.engine INFO: Epoch: [43] [5100/7329] learning_rate: 0.000100 loss_class: 0.531462 loss_bbox: 0.137754 loss_giou: 0.364227 loss_class_aux: 3.400440 loss_bbox_aux: 0.950142 loss_giou_aux: 2.430175 loss_class_dn: 0.314406 loss_bbox_dn: 0.145018 loss_giou_dn: 0.372499 loss_class_aux_dn: 1.714446 loss_bbox_aux_dn: 0.880513 loss_giou_aux_dn: 2.126700 loss: 14.318267 eta: 1 day, 7:38:38 batch_cost: 0.5701 data_cost: 0.0013 ips: 7.0157 images/s [03/31 18:24:15] ppdet.engine INFO: Epoch: [43] [5200/7329] learning_rate: 0.000100 loss_class: 0.638816 loss_bbox: 0.152100 loss_giou: 0.422754 loss_class_aux: 4.062597 loss_bbox_aux: 0.985147 loss_giou_aux: 2.705282 loss_class_dn: 0.348011 loss_bbox_dn: 0.155936 loss_giou_dn: 0.387173 loss_class_aux_dn: 1.868585 loss_bbox_aux_dn: 0.923585 loss_giou_aux_dn: 2.181065 loss: 15.109253 eta: 1 day, 7:37:41 batch_cost: 0.5274 data_cost: 0.0013 ips: 7.5849 images/s [03/31 18:25:12] ppdet.engine INFO: Epoch: [43] [5300/7329] learning_rate: 0.000100 loss_class: 0.629358 loss_bbox: 0.130876 loss_giou: 0.425350 loss_class_aux: 3.942500 loss_bbox_aux: 0.852628 loss_giou_aux: 2.720224 loss_class_dn: 0.381608 loss_bbox_dn: 0.150770 loss_giou_dn: 0.423315 loss_class_aux_dn: 2.051293 loss_bbox_aux_dn: 0.920067 loss_giou_aux_dn: 2.358382 loss: 15.491985 eta: 1 day, 7:36:44 batch_cost: 0.5150 data_cost: 0.0013 ips: 7.7677 images/s [03/31 18:26:08] ppdet.engine INFO: Epoch: [43] [5400/7329] learning_rate: 0.000100 loss_class: 0.659847 loss_bbox: 0.144636 loss_giou: 0.435266 loss_class_aux: 4.266857 loss_bbox_aux: 0.955213 loss_giou_aux: 2.721285 loss_class_dn: 0.347349 loss_bbox_dn: 0.152449 loss_giou_dn: 0.390471 loss_class_aux_dn: 1.874674 loss_bbox_aux_dn: 0.900977 loss_giou_aux_dn: 2.125091 loss: 15.552613 eta: 1 day, 7:35:47 batch_cost: 0.5093 data_cost: 0.0012 ips: 7.8541 images/s [03/31 18:27:05] ppdet.engine INFO: Epoch: [43] [5500/7329] learning_rate: 0.000100 loss_class: 0.537235 loss_bbox: 0.148660 loss_giou: 0.380082 loss_class_aux: 3.341013 loss_bbox_aux: 1.025536 loss_giou_aux: 2.365572 loss_class_dn: 0.302041 loss_bbox_dn: 0.156311 loss_giou_dn: 0.335099 loss_class_aux_dn: 1.574228 loss_bbox_aux_dn: 0.927123 loss_giou_aux_dn: 1.927910 loss: 12.579897 eta: 1 day, 7:34:50 batch_cost: 0.5170 data_cost: 0.0013 ips: 7.7375 images/s [03/31 18:28:05] ppdet.engine INFO: Epoch: [43] [5600/7329] learning_rate: 0.000100 loss_class: 0.537331 loss_bbox: 0.135584 loss_giou: 0.316113 loss_class_aux: 3.249210 loss_bbox_aux: 0.874703 loss_giou_aux: 1.975531 loss_class_dn: 0.312459 loss_bbox_dn: 0.139448 loss_giou_dn: 0.345669 loss_class_aux_dn: 1.710621 loss_bbox_aux_dn: 0.848364 loss_giou_aux_dn: 1.907977 loss: 13.525045 eta: 1 day, 7:33:54 batch_cost: 0.5434 data_cost: 0.0014 ips: 7.3617 images/s [03/31 18:29:12] ppdet.engine INFO: Epoch: [43] [5700/7329] learning_rate: 0.000100 loss_class: 0.533331 loss_bbox: 0.133844 loss_giou: 0.333700 loss_class_aux: 3.509686 loss_bbox_aux: 0.876523 loss_giou_aux: 2.125347 loss_class_dn: 0.297177 loss_bbox_dn: 0.136499 loss_giou_dn: 0.320768 loss_class_aux_dn: 1.626997 loss_bbox_aux_dn: 0.814143 loss_giou_aux_dn: 1.764206 loss: 12.959766 eta: 1 day, 7:33:03 batch_cost: 0.6059 data_cost: 0.0012 ips: 6.6013 images/s [03/31 18:30:15] ppdet.engine INFO: Epoch: [43] [5800/7329] learning_rate: 0.000100 loss_class: 0.612196 loss_bbox: 0.122259 loss_giou: 0.352394 loss_class_aux: 3.857450 loss_bbox_aux: 0.815765 loss_giou_aux: 2.272188 loss_class_dn: 0.314380 loss_bbox_dn: 0.137260 loss_giou_dn: 0.334125 loss_class_aux_dn: 1.706437 loss_bbox_aux_dn: 0.852189 loss_giou_aux_dn: 1.935043 loss: 14.094963 eta: 1 day, 7:32:10 batch_cost: 0.5822 data_cost: 0.0012 ips: 6.8708 images/s [03/31 18:31:16] ppdet.engine INFO: Epoch: [43] [5900/7329] learning_rate: 0.000100 loss_class: 0.594187 loss_bbox: 0.136755 loss_giou: 0.387061 loss_class_aux: 3.715980 loss_bbox_aux: 0.873002 loss_giou_aux: 2.480594 loss_class_dn: 0.337862 loss_bbox_dn: 0.134581 loss_giou_dn: 0.354395 loss_class_aux_dn: 1.859308 loss_bbox_aux_dn: 0.791466 loss_giou_aux_dn: 1.962913 loss: 14.614313 eta: 1 day, 7:31:15 batch_cost: 0.5442 data_cost: 0.0019 ips: 7.3501 images/s [03/31 18:32:16] ppdet.engine INFO: Epoch: [43] [6000/7329] learning_rate: 0.000100 loss_class: 0.588024 loss_bbox: 0.134625 loss_giou: 0.374177 loss_class_aux: 3.738623 loss_bbox_aux: 0.898177 loss_giou_aux: 2.403241 loss_class_dn: 0.345368 loss_bbox_dn: 0.140554 loss_giou_dn: 0.373047 loss_class_aux_dn: 1.880993 loss_bbox_aux_dn: 0.863489 loss_giou_aux_dn: 2.104584 loss: 14.629610 eta: 1 day, 7:30:19 batch_cost: 0.5359 data_cost: 0.0014 ips: 7.4635 images/s [03/31 18:33:11] ppdet.engine INFO: Epoch: [43] [6100/7329] learning_rate: 0.000100 loss_class: 0.560595 loss_bbox: 0.136220 loss_giou: 0.399205 loss_class_aux: 3.555577 loss_bbox_aux: 0.929514 loss_giou_aux: 2.470348 loss_class_dn: 0.301983 loss_bbox_dn: 0.140394 loss_giou_dn: 0.359663 loss_class_aux_dn: 1.667378 loss_bbox_aux_dn: 0.883839 loss_giou_aux_dn: 2.051765 loss: 13.909876 eta: 1 day, 7:29:21 batch_cost: 0.4993 data_cost: 0.0012 ips: 8.0105 images/s [03/31 18:34:08] ppdet.engine INFO: Epoch: [43] [6200/7329] learning_rate: 0.000100 loss_class: 0.604077 loss_bbox: 0.164085 loss_giou: 0.409567 loss_class_aux: 3.967178 loss_bbox_aux: 1.063291 loss_giou_aux: 2.561276 loss_class_dn: 0.333338 loss_bbox_dn: 0.160933 loss_giou_dn: 0.388585 loss_class_aux_dn: 1.825923 loss_bbox_aux_dn: 0.967924 loss_giou_aux_dn: 2.202174 loss: 14.567259 eta: 1 day, 7:28:24 batch_cost: 0.5138 data_cost: 0.0011 ips: 7.7858 images/s [03/31 18:35:05] ppdet.engine INFO: Epoch: [43] [6300/7329] learning_rate: 0.000100 loss_class: 0.541191 loss_bbox: 0.135821 loss_giou: 0.365729 loss_class_aux: 3.413958 loss_bbox_aux: 0.865944 loss_giou_aux: 2.355324 loss_class_dn: 0.313063 loss_bbox_dn: 0.155333 loss_giou_dn: 0.344011 loss_class_aux_dn: 1.669188 loss_bbox_aux_dn: 0.842444 loss_giou_aux_dn: 1.936871 loss: 13.421078 eta: 1 day, 7:27:27 batch_cost: 0.5154 data_cost: 0.0011 ips: 7.7609 images/s [03/31 18:36:04] ppdet.engine INFO: Epoch: [43] [6400/7329] learning_rate: 0.000100 loss_class: 0.537787 loss_bbox: 0.140448 loss_giou: 0.351388 loss_class_aux: 3.264717 loss_bbox_aux: 0.937738 loss_giou_aux: 2.208335 loss_class_dn: 0.317176 loss_bbox_dn: 0.143787 loss_giou_dn: 0.320212 loss_class_aux_dn: 1.704318 loss_bbox_aux_dn: 0.874923 loss_giou_aux_dn: 1.863213 loss: 13.663876 eta: 1 day, 7:26:32 batch_cost: 0.5453 data_cost: 0.0011 ips: 7.3348 images/s [03/31 18:37:04] ppdet.engine INFO: Epoch: [43] [6500/7329] learning_rate: 0.000100 loss_class: 0.503431 loss_bbox: 0.126581 loss_giou: 0.331596 loss_class_aux: 3.193745 loss_bbox_aux: 0.825685 loss_giou_aux: 2.131112 loss_class_dn: 0.302106 loss_bbox_dn: 0.127135 loss_giou_dn: 0.333970 loss_class_aux_dn: 1.645894 loss_bbox_aux_dn: 0.761363 loss_giou_aux_dn: 1.833156 loss: 12.221024 eta: 1 day, 7:25:36 batch_cost: 0.5309 data_cost: 0.0014 ips: 7.5349 images/s [03/31 18:38:02] ppdet.engine INFO: Epoch: [43] [6600/7329] learning_rate: 0.000100 loss_class: 0.540264 loss_bbox: 0.137730 loss_giou: 0.346361 loss_class_aux: 3.476968 loss_bbox_aux: 0.858093 loss_giou_aux: 2.283320 loss_class_dn: 0.311875 loss_bbox_dn: 0.144996 loss_giou_dn: 0.345795 loss_class_aux_dn: 1.681093 loss_bbox_aux_dn: 0.868435 loss_giou_aux_dn: 1.940287 loss: 13.363183 eta: 1 day, 7:24:40 batch_cost: 0.5292 data_cost: 0.0012 ips: 7.5592 images/s [03/31 18:38:58] ppdet.engine INFO: Epoch: [43] [6700/7329] learning_rate: 0.000100 loss_class: 0.618805 loss_bbox: 0.121900 loss_giou: 0.388107 loss_class_aux: 3.888818 loss_bbox_aux: 0.825341 loss_giou_aux: 2.544041 loss_class_dn: 0.368971 loss_bbox_dn: 0.135952 loss_giou_dn: 0.388918 loss_class_aux_dn: 1.995881 loss_bbox_aux_dn: 0.809379 loss_giou_aux_dn: 2.211191 loss: 14.591087 eta: 1 day, 7:23:42 batch_cost: 0.5069 data_cost: 0.0012 ips: 7.8911 images/s [03/31 18:40:01] ppdet.engine INFO: Epoch: [43] [6800/7329] learning_rate: 0.000100 loss_class: 0.589352 loss_bbox: 0.143738 loss_giou: 0.363023 loss_class_aux: 3.605175 loss_bbox_aux: 0.945182 loss_giou_aux: 2.490109 loss_class_dn: 0.300800 loss_bbox_dn: 0.148184 loss_giou_dn: 0.344194 loss_class_aux_dn: 1.603436 loss_bbox_aux_dn: 0.895185 loss_giou_aux_dn: 1.926025 loss: 13.868868 eta: 1 day, 7:22:48 batch_cost: 0.5655 data_cost: 0.0014 ips: 7.0737 images/s [03/31 18:41:02] ppdet.engine INFO: Epoch: [43] [6900/7329] learning_rate: 0.000100 loss_class: 0.587331 loss_bbox: 0.130397 loss_giou: 0.335448 loss_class_aux: 3.745608 loss_bbox_aux: 0.886018 loss_giou_aux: 2.122707 loss_class_dn: 0.302812 loss_bbox_dn: 0.170202 loss_giou_dn: 0.356346 loss_class_aux_dn: 1.639881 loss_bbox_aux_dn: 1.006449 loss_giou_aux_dn: 2.025831 loss: 13.765823 eta: 1 day, 7:21:53 batch_cost: 0.5435 data_cost: 0.0016 ips: 7.3594 images/s [03/31 18:42:03] ppdet.engine INFO: Epoch: [43] [7000/7329] learning_rate: 0.000100 loss_class: 0.571465 loss_bbox: 0.132223 loss_giou: 0.355653 loss_class_aux: 3.805485 loss_bbox_aux: 0.905051 loss_giou_aux: 2.297016 loss_class_dn: 0.346357 loss_bbox_dn: 0.150412 loss_giou_dn: 0.342244 loss_class_aux_dn: 1.819350 loss_bbox_aux_dn: 0.917449 loss_giou_aux_dn: 1.925573 loss: 14.435123 eta: 1 day, 7:20:58 batch_cost: 0.5501 data_cost: 0.0015 ips: 7.2716 images/s [03/31 18:43:03] ppdet.engine INFO: Epoch: [43] [7100/7329] learning_rate: 0.000100 loss_class: 0.545064 loss_bbox: 0.134021 loss_giou: 0.321625 loss_class_aux: 3.450925 loss_bbox_aux: 0.860755 loss_giou_aux: 2.188164 loss_class_dn: 0.293616 loss_bbox_dn: 0.129177 loss_giou_dn: 0.323879 loss_class_aux_dn: 1.596771 loss_bbox_aux_dn: 0.792943 loss_giou_aux_dn: 1.806874 loss: 13.199461 eta: 1 day, 7:20:02 batch_cost: 0.5406 data_cost: 0.0012 ips: 7.3996 images/s [03/31 18:44:04] ppdet.engine INFO: Epoch: [43] [7200/7329] learning_rate: 0.000100 loss_class: 0.561349 loss_bbox: 0.138188 loss_giou: 0.368830 loss_class_aux: 3.580950 loss_bbox_aux: 0.928783 loss_giou_aux: 2.334807 loss_class_dn: 0.323334 loss_bbox_dn: 0.135765 loss_giou_dn: 0.354592 loss_class_aux_dn: 1.750754 loss_bbox_aux_dn: 0.794541 loss_giou_aux_dn: 1.996476 loss: 14.986366 eta: 1 day, 7:19:08 batch_cost: 0.5583 data_cost: 0.0012 ips: 7.1645 images/s [03/31 18:45:02] ppdet.engine INFO: Epoch: [43] [7300/7329] learning_rate: 0.000100 loss_class: 0.603216 loss_bbox: 0.131778 loss_giou: 0.368476 loss_class_aux: 3.800692 loss_bbox_aux: 0.928707 loss_giou_aux: 2.393417 loss_class_dn: 0.318955 loss_bbox_dn: 0.155850 loss_giou_dn: 0.338886 loss_class_aux_dn: 1.745804 loss_bbox_aux_dn: 0.940614 loss_giou_aux_dn: 1.855069 loss: 13.575855 eta: 1 day, 7:18:12 batch_cost: 0.5248 data_cost: 0.0013 ips: 7.6224 images/s [03/31 18:45:25] ppdet.engine INFO: Eval iter: 0 [03/31 18:45:54] ppdet.engine INFO: Eval iter: 100 [03/31 18:46:22] ppdet.engine INFO: Eval iter: 200 [03/31 18:46:49] ppdet.engine INFO: Eval iter: 300 [03/31 18:47:18] ppdet.engine INFO: Eval iter: 400 [03/31 18:47:48] ppdet.engine INFO: Eval iter: 500 [03/31 18:48:17] ppdet.engine INFO: Eval iter: 600 [03/31 18:48:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/31 18:48:47] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.93s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.15s). Accumulating evaluation results... DONE (t=28.55s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 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 ] = 0.700 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 ] = 0.652 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 ] = 0.539 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 ] = 0.882 [03/31 18:51:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.821732169403305 [03/31 18:51:33] ppdet.engine INFO: Best test bbox ap is 0.525. [03/31 18:51:36] ppdet.engine INFO: Epoch: [44] [ 0/7329] learning_rate: 0.000100 loss_class: 0.609736 loss_bbox: 0.146964 loss_giou: 0.411728 loss_class_aux: 3.866843 loss_bbox_aux: 0.956047 loss_giou_aux: 2.556127 loss_class_dn: 0.340358 loss_bbox_dn: 0.164136 loss_giou_dn: 0.386854 loss_class_aux_dn: 1.829794 loss_bbox_aux_dn: 0.973817 loss_giou_aux_dn: 2.196354 loss: 14.500551 eta: 1 day, 7:17:56 batch_cost: 0.5351 data_cost: 0.0014 ips: 7.4753 images/s [03/31 18:52:37] ppdet.engine INFO: Epoch: [44] [ 100/7329] learning_rate: 0.000100 loss_class: 0.621934 loss_bbox: 0.139912 loss_giou: 0.424874 loss_class_aux: 3.948574 loss_bbox_aux: 0.960330 loss_giou_aux: 2.702224 loss_class_dn: 0.376814 loss_bbox_dn: 0.151654 loss_giou_dn: 0.415888 loss_class_aux_dn: 1.996820 loss_bbox_aux_dn: 0.936520 loss_giou_aux_dn: 2.391620 loss: 15.527767 eta: 1 day, 7:17:02 batch_cost: 0.5528 data_cost: 0.0013 ips: 7.2357 images/s [03/31 18:53:35] ppdet.engine INFO: Epoch: [44] [ 200/7329] learning_rate: 0.000100 loss_class: 0.607905 loss_bbox: 0.150979 loss_giou: 0.453461 loss_class_aux: 3.742178 loss_bbox_aux: 0.976438 loss_giou_aux: 2.772448 loss_class_dn: 0.334778 loss_bbox_dn: 0.140290 loss_giou_dn: 0.395765 loss_class_aux_dn: 1.807930 loss_bbox_aux_dn: 0.867819 loss_giou_aux_dn: 2.174842 loss: 14.040649 eta: 1 day, 7:16:05 batch_cost: 0.5195 data_cost: 0.0014 ips: 7.6997 images/s [03/31 18:54:35] ppdet.engine INFO: Epoch: [44] [ 300/7329] learning_rate: 0.000100 loss_class: 0.612253 loss_bbox: 0.152790 loss_giou: 0.430469 loss_class_aux: 3.855451 loss_bbox_aux: 0.956527 loss_giou_aux: 2.716341 loss_class_dn: 0.353087 loss_bbox_dn: 0.156876 loss_giou_dn: 0.381067 loss_class_aux_dn: 1.892801 loss_bbox_aux_dn: 0.913594 loss_giou_aux_dn: 2.118653 loss: 14.575924 eta: 1 day, 7:15:10 batch_cost: 0.5447 data_cost: 0.0012 ips: 7.3441 images/s [03/31 18:55:33] ppdet.engine INFO: Epoch: [44] [ 400/7329] learning_rate: 0.000100 loss_class: 0.571024 loss_bbox: 0.137254 loss_giou: 0.410983 loss_class_aux: 3.538346 loss_bbox_aux: 0.904949 loss_giou_aux: 2.634717 loss_class_dn: 0.335216 loss_bbox_dn: 0.143513 loss_giou_dn: 0.366918 loss_class_aux_dn: 1.802359 loss_bbox_aux_dn: 0.853576 loss_giou_aux_dn: 2.051552 loss: 14.617203 eta: 1 day, 7:14:13 batch_cost: 0.5298 data_cost: 0.0012 ips: 7.5504 images/s [03/31 18:56:31] ppdet.engine INFO: Epoch: [44] [ 500/7329] learning_rate: 0.000100 loss_class: 0.637967 loss_bbox: 0.144496 loss_giou: 0.430692 loss_class_aux: 4.030495 loss_bbox_aux: 0.945138 loss_giou_aux: 2.751629 loss_class_dn: 0.367402 loss_bbox_dn: 0.152056 loss_giou_dn: 0.407859 loss_class_aux_dn: 1.991882 loss_bbox_aux_dn: 0.930414 loss_giou_aux_dn: 2.237988 loss: 15.440292 eta: 1 day, 7:13:17 batch_cost: 0.5256 data_cost: 0.0013 ips: 7.6098 images/s [03/31 18:57:38] ppdet.engine INFO: Epoch: [44] [ 600/7329] learning_rate: 0.000100 loss_class: 0.540587 loss_bbox: 0.148097 loss_giou: 0.380800 loss_class_aux: 3.625359 loss_bbox_aux: 0.958864 loss_giou_aux: 2.323924 loss_class_dn: 0.320391 loss_bbox_dn: 0.159587 loss_giou_dn: 0.351662 loss_class_aux_dn: 1.714121 loss_bbox_aux_dn: 0.923193 loss_giou_aux_dn: 1.981598 loss: 13.945259 eta: 1 day, 7:12:25 batch_cost: 0.5989 data_cost: 0.0013 ips: 6.6787 images/s [03/31 18:58:36] ppdet.engine INFO: Epoch: [44] [ 700/7329] learning_rate: 0.000100 loss_class: 0.552649 loss_bbox: 0.128965 loss_giou: 0.433389 loss_class_aux: 3.415149 loss_bbox_aux: 0.860623 loss_giou_aux: 2.767166 loss_class_dn: 0.317854 loss_bbox_dn: 0.144650 loss_giou_dn: 0.381173 loss_class_aux_dn: 1.657723 loss_bbox_aux_dn: 0.869157 loss_giou_aux_dn: 2.078862 loss: 13.098987 eta: 1 day, 7:11:29 batch_cost: 0.5215 data_cost: 0.0013 ips: 7.6701 images/s [03/31 18:59:38] ppdet.engine INFO: Epoch: [44] [ 800/7329] learning_rate: 0.000100 loss_class: 0.543367 loss_bbox: 0.148418 loss_giou: 0.388992 loss_class_aux: 3.493062 loss_bbox_aux: 0.960702 loss_giou_aux: 2.453410 loss_class_dn: 0.322118 loss_bbox_dn: 0.156489 loss_giou_dn: 0.365992 loss_class_aux_dn: 1.735393 loss_bbox_aux_dn: 0.978460 loss_giou_aux_dn: 2.049478 loss: 14.633659 eta: 1 day, 7:10:35 batch_cost: 0.5630 data_cost: 0.0014 ips: 7.1043 images/s [03/31 19:00:39] ppdet.engine INFO: Epoch: [44] [ 900/7329] learning_rate: 0.000100 loss_class: 0.521357 loss_bbox: 0.122159 loss_giou: 0.317600 loss_class_aux: 3.320994 loss_bbox_aux: 0.822025 loss_giou_aux: 2.017406 loss_class_dn: 0.294072 loss_bbox_dn: 0.124800 loss_giou_dn: 0.296711 loss_class_aux_dn: 1.585017 loss_bbox_aux_dn: 0.758543 loss_giou_aux_dn: 1.673017 loss: 11.979852 eta: 1 day, 7:09:41 batch_cost: 0.5629 data_cost: 0.0013 ips: 7.1057 images/s [03/31 19:01:36] ppdet.engine INFO: Epoch: [44] [1000/7329] learning_rate: 0.000100 loss_class: 0.586931 loss_bbox: 0.154082 loss_giou: 0.381142 loss_class_aux: 3.641656 loss_bbox_aux: 0.986743 loss_giou_aux: 2.462696 loss_class_dn: 0.355764 loss_bbox_dn: 0.170447 loss_giou_dn: 0.359262 loss_class_aux_dn: 1.870720 loss_bbox_aux_dn: 0.995502 loss_giou_aux_dn: 2.048869 loss: 14.236103 eta: 1 day, 7:08:43 batch_cost: 0.5105 data_cost: 0.0014 ips: 7.8351 images/s [03/31 19:02:33] ppdet.engine INFO: Epoch: [44] [1100/7329] learning_rate: 0.000100 loss_class: 0.619227 loss_bbox: 0.143190 loss_giou: 0.378556 loss_class_aux: 3.845165 loss_bbox_aux: 0.981892 loss_giou_aux: 2.380416 loss_class_dn: 0.341813 loss_bbox_dn: 0.161980 loss_giou_dn: 0.386640 loss_class_aux_dn: 1.848205 loss_bbox_aux_dn: 0.952108 loss_giou_aux_dn: 2.174868 loss: 15.352654 eta: 1 day, 7:07:46 batch_cost: 0.5151 data_cost: 0.0012 ips: 7.7649 images/s [03/31 19:03:34] ppdet.engine INFO: Epoch: [44] [1200/7329] learning_rate: 0.000100 loss_class: 0.595307 loss_bbox: 0.139070 loss_giou: 0.369617 loss_class_aux: 3.771059 loss_bbox_aux: 0.893695 loss_giou_aux: 2.318071 loss_class_dn: 0.311008 loss_bbox_dn: 0.160935 loss_giou_dn: 0.336685 loss_class_aux_dn: 1.699049 loss_bbox_aux_dn: 0.918555 loss_giou_aux_dn: 1.842300 loss: 13.555290 eta: 1 day, 7:06:52 batch_cost: 0.5569 data_cost: 0.0013 ips: 7.1826 images/s [03/31 19:04:37] ppdet.engine INFO: Epoch: [44] [1300/7329] learning_rate: 0.000100 loss_class: 0.630306 loss_bbox: 0.136320 loss_giou: 0.380053 loss_class_aux: 3.825100 loss_bbox_aux: 1.021418 loss_giou_aux: 2.516744 loss_class_dn: 0.340002 loss_bbox_dn: 0.161283 loss_giou_dn: 0.375296 loss_class_aux_dn: 1.849961 loss_bbox_aux_dn: 0.955270 loss_giou_aux_dn: 2.068886 loss: 14.992381 eta: 1 day, 7:05:58 batch_cost: 0.5649 data_cost: 0.0014 ips: 7.0806 images/s [03/31 19:05:43] ppdet.engine INFO: Epoch: [44] [1400/7329] learning_rate: 0.000100 loss_class: 0.514760 loss_bbox: 0.144983 loss_giou: 0.398860 loss_class_aux: 3.455946 loss_bbox_aux: 0.947496 loss_giou_aux: 2.554861 loss_class_dn: 0.324053 loss_bbox_dn: 0.147748 loss_giou_dn: 0.367131 loss_class_aux_dn: 1.680935 loss_bbox_aux_dn: 0.875091 loss_giou_aux_dn: 2.049812 loss: 13.704872 eta: 1 day, 7:05:06 batch_cost: 0.5891 data_cost: 0.0015 ips: 6.7899 images/s [03/31 19:06:38] ppdet.engine INFO: Epoch: [44] [1500/7329] learning_rate: 0.000100 loss_class: 0.579130 loss_bbox: 0.150633 loss_giou: 0.395793 loss_class_aux: 3.625256 loss_bbox_aux: 0.953792 loss_giou_aux: 2.528583 loss_class_dn: 0.307784 loss_bbox_dn: 0.145666 loss_giou_dn: 0.368881 loss_class_aux_dn: 1.663612 loss_bbox_aux_dn: 0.849082 loss_giou_aux_dn: 2.032910 loss: 14.110922 eta: 1 day, 7:04:08 batch_cost: 0.5008 data_cost: 0.0013 ips: 7.9868 images/s [03/31 19:07:39] ppdet.engine INFO: Epoch: [44] [1600/7329] learning_rate: 0.000100 loss_class: 0.542678 loss_bbox: 0.122940 loss_giou: 0.320204 loss_class_aux: 3.380916 loss_bbox_aux: 0.853850 loss_giou_aux: 2.118650 loss_class_dn: 0.286042 loss_bbox_dn: 0.132909 loss_giou_dn: 0.310859 loss_class_aux_dn: 1.561793 loss_bbox_aux_dn: 0.801492 loss_giou_aux_dn: 1.736174 loss: 12.656447 eta: 1 day, 7:03:12 batch_cost: 0.5451 data_cost: 0.0013 ips: 7.3375 images/s [03/31 19:08:36] ppdet.engine INFO: Epoch: [44] [1700/7329] learning_rate: 0.000100 loss_class: 0.592168 loss_bbox: 0.139348 loss_giou: 0.436694 loss_class_aux: 3.776535 loss_bbox_aux: 0.938265 loss_giou_aux: 2.714746 loss_class_dn: 0.349062 loss_bbox_dn: 0.149859 loss_giou_dn: 0.419585 loss_class_aux_dn: 1.851113 loss_bbox_aux_dn: 0.856567 loss_giou_aux_dn: 2.237710 loss: 15.003099 eta: 1 day, 7:02:15 batch_cost: 0.5162 data_cost: 0.0013 ips: 7.7496 images/s [03/31 19:09:32] ppdet.engine INFO: Epoch: [44] [1800/7329] learning_rate: 0.000100 loss_class: 0.538094 loss_bbox: 0.129384 loss_giou: 0.348040 loss_class_aux: 3.475840 loss_bbox_aux: 0.853353 loss_giou_aux: 2.188883 loss_class_dn: 0.299750 loss_bbox_dn: 0.137153 loss_giou_dn: 0.325448 loss_class_aux_dn: 1.699302 loss_bbox_aux_dn: 0.832773 loss_giou_aux_dn: 1.914999 loss: 13.106397 eta: 1 day, 7:01:18 batch_cost: 0.5061 data_cost: 0.0011 ips: 7.9029 images/s [03/31 19:10:28] ppdet.engine INFO: Epoch: [44] [1900/7329] learning_rate: 0.000100 loss_class: 0.693184 loss_bbox: 0.146371 loss_giou: 0.495348 loss_class_aux: 4.320704 loss_bbox_aux: 0.987889 loss_giou_aux: 3.245850 loss_class_dn: 0.388907 loss_bbox_dn: 0.145813 loss_giou_dn: 0.452094 loss_class_aux_dn: 2.055458 loss_bbox_aux_dn: 0.915197 loss_giou_aux_dn: 2.526815 loss: 16.667265 eta: 1 day, 7:00:20 batch_cost: 0.5032 data_cost: 0.0012 ips: 7.9493 images/s [03/31 19:11:24] ppdet.engine INFO: Epoch: [44] [2000/7329] learning_rate: 0.000100 loss_class: 0.507352 loss_bbox: 0.127332 loss_giou: 0.318384 loss_class_aux: 3.283676 loss_bbox_aux: 0.835392 loss_giou_aux: 2.006083 loss_class_dn: 0.288912 loss_bbox_dn: 0.135106 loss_giou_dn: 0.312216 loss_class_aux_dn: 1.602984 loss_bbox_aux_dn: 0.767306 loss_giou_aux_dn: 1.782318 loss: 12.185823 eta: 1 day, 6:59:23 batch_cost: 0.5114 data_cost: 0.0012 ips: 7.8213 images/s [03/31 19:12:28] ppdet.engine INFO: Epoch: [44] [2100/7329] learning_rate: 0.000100 loss_class: 0.589938 loss_bbox: 0.149451 loss_giou: 0.351785 loss_class_aux: 3.807540 loss_bbox_aux: 0.989105 loss_giou_aux: 2.314414 loss_class_dn: 0.342190 loss_bbox_dn: 0.170026 loss_giou_dn: 0.355760 loss_class_aux_dn: 1.833257 loss_bbox_aux_dn: 0.979221 loss_giou_aux_dn: 2.015536 loss: 14.907028 eta: 1 day, 6:58:29 batch_cost: 0.5654 data_cost: 0.0015 ips: 7.0746 images/s [03/31 19:13:26] ppdet.engine INFO: Epoch: [44] [2200/7329] learning_rate: 0.000100 loss_class: 0.662858 loss_bbox: 0.142130 loss_giou: 0.487505 loss_class_aux: 4.289099 loss_bbox_aux: 0.916193 loss_giou_aux: 3.100816 loss_class_dn: 0.388837 loss_bbox_dn: 0.148015 loss_giou_dn: 0.454693 loss_class_aux_dn: 2.066829 loss_bbox_aux_dn: 0.915944 loss_giou_aux_dn: 2.554291 loss: 15.963069 eta: 1 day, 6:57:32 batch_cost: 0.5233 data_cost: 0.0013 ips: 7.6442 images/s [03/31 19:14:27] ppdet.engine INFO: Epoch: [44] [2300/7329] learning_rate: 0.000100 loss_class: 0.597829 loss_bbox: 0.127321 loss_giou: 0.344240 loss_class_aux: 3.862122 loss_bbox_aux: 0.846740 loss_giou_aux: 2.178031 loss_class_dn: 0.328870 loss_bbox_dn: 0.132806 loss_giou_dn: 0.361106 loss_class_aux_dn: 1.792896 loss_bbox_aux_dn: 0.771685 loss_giou_aux_dn: 1.970966 loss: 14.144733 eta: 1 day, 6:56:37 batch_cost: 0.5377 data_cost: 0.0014 ips: 7.4396 images/s [03/31 19:15:24] ppdet.engine INFO: Epoch: [44] [2400/7329] learning_rate: 0.000100 loss_class: 0.584297 loss_bbox: 0.122948 loss_giou: 0.408223 loss_class_aux: 3.702892 loss_bbox_aux: 0.866198 loss_giou_aux: 2.547892 loss_class_dn: 0.335777 loss_bbox_dn: 0.131677 loss_giou_dn: 0.375236 loss_class_aux_dn: 1.786202 loss_bbox_aux_dn: 0.811258 loss_giou_aux_dn: 2.103596 loss: 14.574968 eta: 1 day, 6:55:40 batch_cost: 0.5196 data_cost: 0.0013 ips: 7.6977 images/s [03/31 19:16:20] ppdet.engine INFO: Epoch: [44] [2500/7329] learning_rate: 0.000100 loss_class: 0.606391 loss_bbox: 0.158140 loss_giou: 0.433636 loss_class_aux: 3.818180 loss_bbox_aux: 1.051786 loss_giou_aux: 2.813385 loss_class_dn: 0.352002 loss_bbox_dn: 0.166088 loss_giou_dn: 0.402712 loss_class_aux_dn: 1.881781 loss_bbox_aux_dn: 1.011463 loss_giou_aux_dn: 2.255272 loss: 14.327787 eta: 1 day, 6:54:42 batch_cost: 0.5048 data_cost: 0.0012 ips: 7.9232 images/s [03/31 19:17:17] ppdet.engine INFO: Epoch: [44] [2600/7329] learning_rate: 0.000100 loss_class: 0.590244 loss_bbox: 0.136329 loss_giou: 0.393146 loss_class_aux: 3.806293 loss_bbox_aux: 0.912989 loss_giou_aux: 2.520731 loss_class_dn: 0.307912 loss_bbox_dn: 0.172538 loss_giou_dn: 0.355684 loss_class_aux_dn: 1.613044 loss_bbox_aux_dn: 0.998972 loss_giou_aux_dn: 1.970993 loss: 13.386752 eta: 1 day, 6:53:45 batch_cost: 0.5075 data_cost: 0.0014 ips: 7.8816 images/s [03/31 19:18:16] ppdet.engine INFO: Epoch: [44] [2700/7329] learning_rate: 0.000100 loss_class: 0.621689 loss_bbox: 0.138179 loss_giou: 0.417398 loss_class_aux: 3.970347 loss_bbox_aux: 0.880727 loss_giou_aux: 2.738179 loss_class_dn: 0.345820 loss_bbox_dn: 0.131413 loss_giou_dn: 0.396767 loss_class_aux_dn: 1.884294 loss_bbox_aux_dn: 0.804267 loss_giou_aux_dn: 2.244936 loss: 15.125811 eta: 1 day, 6:52:49 batch_cost: 0.5343 data_cost: 0.0014 ips: 7.4862 images/s [03/31 19:19:19] ppdet.engine INFO: Epoch: [44] [2800/7329] learning_rate: 0.000100 loss_class: 0.495083 loss_bbox: 0.120744 loss_giou: 0.380328 loss_class_aux: 3.187207 loss_bbox_aux: 0.789075 loss_giou_aux: 2.540682 loss_class_dn: 0.300751 loss_bbox_dn: 0.126112 loss_giou_dn: 0.326542 loss_class_aux_dn: 1.625371 loss_bbox_aux_dn: 0.735079 loss_giou_aux_dn: 1.908109 loss: 13.089388 eta: 1 day, 6:51:55 batch_cost: 0.5648 data_cost: 0.0015 ips: 7.0826 images/s [03/31 19:20:24] ppdet.engine INFO: Epoch: [44] [2900/7329] learning_rate: 0.000100 loss_class: 0.544332 loss_bbox: 0.117800 loss_giou: 0.323916 loss_class_aux: 3.404714 loss_bbox_aux: 0.831765 loss_giou_aux: 2.075712 loss_class_dn: 0.290336 loss_bbox_dn: 0.149871 loss_giou_dn: 0.317864 loss_class_aux_dn: 1.590214 loss_bbox_aux_dn: 0.865117 loss_giou_aux_dn: 1.828988 loss: 13.148584 eta: 1 day, 6:51:02 batch_cost: 0.5771 data_cost: 0.0017 ips: 6.9307 images/s [03/31 19:21:25] ppdet.engine INFO: Epoch: [44] [3000/7329] learning_rate: 0.000100 loss_class: 0.603850 loss_bbox: 0.131546 loss_giou: 0.410639 loss_class_aux: 3.735094 loss_bbox_aux: 0.843760 loss_giou_aux: 2.615661 loss_class_dn: 0.342219 loss_bbox_dn: 0.141399 loss_giou_dn: 0.371645 loss_class_aux_dn: 1.836715 loss_bbox_aux_dn: 0.839474 loss_giou_aux_dn: 2.066185 loss: 14.621925 eta: 1 day, 6:50:08 batch_cost: 0.5531 data_cost: 0.0013 ips: 7.2317 images/s [03/31 19:22:24] ppdet.engine INFO: Epoch: [44] [3100/7329] learning_rate: 0.000100 loss_class: 0.526175 loss_bbox: 0.136051 loss_giou: 0.370381 loss_class_aux: 3.463892 loss_bbox_aux: 0.914683 loss_giou_aux: 2.344559 loss_class_dn: 0.325377 loss_bbox_dn: 0.148168 loss_giou_dn: 0.312904 loss_class_aux_dn: 1.752846 loss_bbox_aux_dn: 0.867643 loss_giou_aux_dn: 1.755294 loss: 13.161623 eta: 1 day, 6:49:12 batch_cost: 0.5368 data_cost: 0.0012 ips: 7.4516 images/s [03/31 19:23:27] ppdet.engine INFO: Epoch: [44] [3200/7329] learning_rate: 0.000100 loss_class: 0.563773 loss_bbox: 0.142386 loss_giou: 0.382355 loss_class_aux: 3.554249 loss_bbox_aux: 0.899007 loss_giou_aux: 2.479906 loss_class_dn: 0.320859 loss_bbox_dn: 0.140298 loss_giou_dn: 0.359800 loss_class_aux_dn: 1.738082 loss_bbox_aux_dn: 0.837575 loss_giou_aux_dn: 1.978266 loss: 13.743956 eta: 1 day, 6:48:18 batch_cost: 0.5638 data_cost: 0.0015 ips: 7.0953 images/s [03/31 19:24:28] ppdet.engine INFO: Epoch: [44] [3300/7329] learning_rate: 0.000100 loss_class: 0.590901 loss_bbox: 0.136355 loss_giou: 0.394655 loss_class_aux: 3.756802 loss_bbox_aux: 0.918246 loss_giou_aux: 2.543911 loss_class_dn: 0.330269 loss_bbox_dn: 0.142623 loss_giou_dn: 0.373121 loss_class_aux_dn: 1.780425 loss_bbox_aux_dn: 0.898818 loss_giou_aux_dn: 2.058215 loss: 14.523797 eta: 1 day, 6:47:24 batch_cost: 0.5575 data_cost: 0.0013 ips: 7.1750 images/s [03/31 19:25:27] ppdet.engine INFO: Epoch: [44] [3400/7329] learning_rate: 0.000100 loss_class: 0.565586 loss_bbox: 0.149670 loss_giou: 0.355642 loss_class_aux: 3.612600 loss_bbox_aux: 0.936100 loss_giou_aux: 2.279045 loss_class_dn: 0.311639 loss_bbox_dn: 0.146116 loss_giou_dn: 0.327808 loss_class_aux_dn: 1.691856 loss_bbox_aux_dn: 0.855744 loss_giou_aux_dn: 1.825698 loss: 13.306469 eta: 1 day, 6:46:28 batch_cost: 0.5361 data_cost: 0.0012 ips: 7.4611 images/s [03/31 19:26:28] ppdet.engine INFO: Epoch: [44] [3500/7329] learning_rate: 0.000100 loss_class: 0.549828 loss_bbox: 0.121483 loss_giou: 0.293312 loss_class_aux: 3.513060 loss_bbox_aux: 0.831356 loss_giou_aux: 1.894562 loss_class_dn: 0.282618 loss_bbox_dn: 0.139907 loss_giou_dn: 0.281180 loss_class_aux_dn: 1.544953 loss_bbox_aux_dn: 0.834695 loss_giou_aux_dn: 1.618084 loss: 12.164604 eta: 1 day, 6:45:33 batch_cost: 0.5496 data_cost: 0.0012 ips: 7.2784 images/s [03/31 19:27:33] ppdet.engine INFO: Epoch: [44] [3600/7329] learning_rate: 0.000100 loss_class: 0.520515 loss_bbox: 0.126627 loss_giou: 0.346981 loss_class_aux: 3.185116 loss_bbox_aux: 0.796201 loss_giou_aux: 2.241105 loss_class_dn: 0.299464 loss_bbox_dn: 0.122052 loss_giou_dn: 0.349623 loss_class_aux_dn: 1.651276 loss_bbox_aux_dn: 0.728232 loss_giou_aux_dn: 1.918952 loss: 13.059021 eta: 1 day, 6:44:41 batch_cost: 0.5891 data_cost: 0.0014 ips: 6.7902 images/s [03/31 19:28:28] ppdet.engine INFO: Epoch: [44] [3700/7329] learning_rate: 0.000100 loss_class: 0.626578 loss_bbox: 0.145561 loss_giou: 0.411219 loss_class_aux: 3.944943 loss_bbox_aux: 0.932485 loss_giou_aux: 2.700027 loss_class_dn: 0.346253 loss_bbox_dn: 0.155993 loss_giou_dn: 0.417049 loss_class_aux_dn: 1.822074 loss_bbox_aux_dn: 0.913972 loss_giou_aux_dn: 2.333256 loss: 15.485460 eta: 1 day, 6:43:43 batch_cost: 0.4986 data_cost: 0.0012 ips: 8.0225 images/s [03/31 19:29:29] ppdet.engine INFO: Epoch: [44] [3800/7329] learning_rate: 0.000100 loss_class: 0.532565 loss_bbox: 0.135329 loss_giou: 0.353561 loss_class_aux: 3.476434 loss_bbox_aux: 0.836115 loss_giou_aux: 2.225715 loss_class_dn: 0.323317 loss_bbox_dn: 0.131785 loss_giou_dn: 0.353014 loss_class_aux_dn: 1.785550 loss_bbox_aux_dn: 0.828103 loss_giou_aux_dn: 1.993660 loss: 13.910444 eta: 1 day, 6:42:48 batch_cost: 0.5598 data_cost: 0.0012 ips: 7.1451 images/s [03/31 19:30:29] ppdet.engine INFO: Epoch: [44] [3900/7329] learning_rate: 0.000100 loss_class: 0.586552 loss_bbox: 0.130966 loss_giou: 0.420182 loss_class_aux: 3.749680 loss_bbox_aux: 0.873185 loss_giou_aux: 2.691580 loss_class_dn: 0.328130 loss_bbox_dn: 0.133093 loss_giou_dn: 0.371347 loss_class_aux_dn: 1.762298 loss_bbox_aux_dn: 0.826896 loss_giou_aux_dn: 2.117777 loss: 14.866785 eta: 1 day, 6:41:53 batch_cost: 0.5346 data_cost: 0.0013 ips: 7.4826 images/s [03/31 19:31:25] ppdet.engine INFO: Epoch: [44] [4000/7329] learning_rate: 0.000100 loss_class: 0.552587 loss_bbox: 0.132679 loss_giou: 0.401413 loss_class_aux: 3.633619 loss_bbox_aux: 0.861695 loss_giou_aux: 2.549940 loss_class_dn: 0.333267 loss_bbox_dn: 0.133985 loss_giou_dn: 0.381286 loss_class_aux_dn: 1.796618 loss_bbox_aux_dn: 0.807901 loss_giou_aux_dn: 2.105703 loss: 13.667501 eta: 1 day, 6:40:55 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8986 images/s [03/31 19:32:26] ppdet.engine INFO: Epoch: [44] [4100/7329] learning_rate: 0.000100 loss_class: 0.584745 loss_bbox: 0.132874 loss_giou: 0.362783 loss_class_aux: 3.762790 loss_bbox_aux: 0.902319 loss_giou_aux: 2.368876 loss_class_dn: 0.324805 loss_bbox_dn: 0.145639 loss_giou_dn: 0.339980 loss_class_aux_dn: 1.777149 loss_bbox_aux_dn: 0.874697 loss_giou_aux_dn: 1.836223 loss: 13.690611 eta: 1 day, 6:40:01 batch_cost: 0.5565 data_cost: 0.0015 ips: 7.1875 images/s [03/31 19:33:33] ppdet.engine INFO: Epoch: [44] [4200/7329] learning_rate: 0.000100 loss_class: 0.507294 loss_bbox: 0.130491 loss_giou: 0.306918 loss_class_aux: 3.374235 loss_bbox_aux: 0.870163 loss_giou_aux: 1.998725 loss_class_dn: 0.312301 loss_bbox_dn: 0.155712 loss_giou_dn: 0.309755 loss_class_aux_dn: 1.674695 loss_bbox_aux_dn: 0.915507 loss_giou_aux_dn: 1.785236 loss: 13.251112 eta: 1 day, 6:39:09 batch_cost: 0.6079 data_cost: 0.0015 ips: 6.5803 images/s [03/31 19:34:41] ppdet.engine INFO: Epoch: [44] [4300/7329] learning_rate: 0.000100 loss_class: 0.583781 loss_bbox: 0.138909 loss_giou: 0.378583 loss_class_aux: 3.661555 loss_bbox_aux: 0.927500 loss_giou_aux: 2.342654 loss_class_dn: 0.318081 loss_bbox_dn: 0.136485 loss_giou_dn: 0.383219 loss_class_aux_dn: 1.709494 loss_bbox_aux_dn: 0.850845 loss_giou_aux_dn: 2.125590 loss: 14.182865 eta: 1 day, 6:38:18 batch_cost: 0.6103 data_cost: 0.0013 ips: 6.5537 images/s [03/31 19:35:47] ppdet.engine INFO: Epoch: [44] [4400/7329] learning_rate: 0.000100 loss_class: 0.631374 loss_bbox: 0.162619 loss_giou: 0.422152 loss_class_aux: 4.078465 loss_bbox_aux: 1.062665 loss_giou_aux: 2.595744 loss_class_dn: 0.352862 loss_bbox_dn: 0.170891 loss_giou_dn: 0.394410 loss_class_aux_dn: 1.923153 loss_bbox_aux_dn: 1.058044 loss_giou_aux_dn: 2.181636 loss: 15.410273 eta: 1 day, 6:37:26 batch_cost: 0.5954 data_cost: 0.0017 ips: 6.7181 images/s [03/31 19:36:48] ppdet.engine INFO: Epoch: [44] [4500/7329] learning_rate: 0.000100 loss_class: 0.545538 loss_bbox: 0.135299 loss_giou: 0.370170 loss_class_aux: 3.491999 loss_bbox_aux: 0.885821 loss_giou_aux: 2.401749 loss_class_dn: 0.316927 loss_bbox_dn: 0.148631 loss_giou_dn: 0.352459 loss_class_aux_dn: 1.720330 loss_bbox_aux_dn: 0.872646 loss_giou_aux_dn: 1.985889 loss: 13.293818 eta: 1 day, 6:36:32 batch_cost: 0.5592 data_cost: 0.0014 ips: 7.1532 images/s [03/31 19:37:46] ppdet.engine INFO: Epoch: [44] [4600/7329] learning_rate: 0.000100 loss_class: 0.522776 loss_bbox: 0.112966 loss_giou: 0.337859 loss_class_aux: 3.298470 loss_bbox_aux: 0.729657 loss_giou_aux: 2.138118 loss_class_dn: 0.289522 loss_bbox_dn: 0.118511 loss_giou_dn: 0.315947 loss_class_aux_dn: 1.581855 loss_bbox_aux_dn: 0.724589 loss_giou_aux_dn: 1.726431 loss: 12.544016 eta: 1 day, 6:35:35 batch_cost: 0.5229 data_cost: 0.0015 ips: 7.6495 images/s [03/31 19:38:43] ppdet.engine INFO: Epoch: [44] [4700/7329] learning_rate: 0.000100 loss_class: 0.605532 loss_bbox: 0.138427 loss_giou: 0.508313 loss_class_aux: 4.009686 loss_bbox_aux: 0.942619 loss_giou_aux: 3.138399 loss_class_dn: 0.345818 loss_bbox_dn: 0.141824 loss_giou_dn: 0.434786 loss_class_aux_dn: 1.908493 loss_bbox_aux_dn: 0.841155 loss_giou_aux_dn: 2.402819 loss: 15.070089 eta: 1 day, 6:34:38 batch_cost: 0.5102 data_cost: 0.0012 ips: 7.8394 images/s [03/31 19:39:43] ppdet.engine INFO: Epoch: [44] [4800/7329] learning_rate: 0.000100 loss_class: 0.576784 loss_bbox: 0.147887 loss_giou: 0.399560 loss_class_aux: 3.537298 loss_bbox_aux: 0.941901 loss_giou_aux: 2.553920 loss_class_dn: 0.349977 loss_bbox_dn: 0.133973 loss_giou_dn: 0.383629 loss_class_aux_dn: 1.874587 loss_bbox_aux_dn: 0.810265 loss_giou_aux_dn: 2.106536 loss: 14.395772 eta: 1 day, 6:33:43 batch_cost: 0.5528 data_cost: 0.0013 ips: 7.2363 images/s [03/31 19:40:46] ppdet.engine INFO: Epoch: [44] [4900/7329] learning_rate: 0.000100 loss_class: 0.564394 loss_bbox: 0.132440 loss_giou: 0.339826 loss_class_aux: 3.517445 loss_bbox_aux: 0.831976 loss_giou_aux: 2.152915 loss_class_dn: 0.306155 loss_bbox_dn: 0.129793 loss_giou_dn: 0.343321 loss_class_aux_dn: 1.634888 loss_bbox_aux_dn: 0.760145 loss_giou_aux_dn: 2.002416 loss: 13.277489 eta: 1 day, 6:32:50 batch_cost: 0.5680 data_cost: 0.0014 ips: 7.0427 images/s [03/31 19:41:44] ppdet.engine INFO: Epoch: [44] [5000/7329] learning_rate: 0.000100 loss_class: 0.575348 loss_bbox: 0.139710 loss_giou: 0.304231 loss_class_aux: 3.572786 loss_bbox_aux: 0.893984 loss_giou_aux: 1.973768 loss_class_dn: 0.293296 loss_bbox_dn: 0.150474 loss_giou_dn: 0.321698 loss_class_aux_dn: 1.601596 loss_bbox_aux_dn: 0.911758 loss_giou_aux_dn: 1.804915 loss: 13.209933 eta: 1 day, 6:31:54 batch_cost: 0.5320 data_cost: 0.0012 ips: 7.5184 images/s [03/31 19:42:42] ppdet.engine INFO: Epoch: [44] [5100/7329] learning_rate: 0.000100 loss_class: 0.588220 loss_bbox: 0.143772 loss_giou: 0.342588 loss_class_aux: 3.538538 loss_bbox_aux: 0.903844 loss_giou_aux: 2.118275 loss_class_dn: 0.305999 loss_bbox_dn: 0.146276 loss_giou_dn: 0.310117 loss_class_aux_dn: 1.648800 loss_bbox_aux_dn: 0.889995 loss_giou_aux_dn: 1.744355 loss: 13.510643 eta: 1 day, 6:30:57 batch_cost: 0.5205 data_cost: 0.0012 ips: 7.6847 images/s [03/31 19:43:42] ppdet.engine INFO: Epoch: [44] [5200/7329] learning_rate: 0.000100 loss_class: 0.555251 loss_bbox: 0.142059 loss_giou: 0.398242 loss_class_aux: 3.660304 loss_bbox_aux: 0.934089 loss_giou_aux: 2.591118 loss_class_dn: 0.319535 loss_bbox_dn: 0.148161 loss_giou_dn: 0.386207 loss_class_aux_dn: 1.672277 loss_bbox_aux_dn: 0.874092 loss_giou_aux_dn: 2.108922 loss: 14.171195 eta: 1 day, 6:30:02 batch_cost: 0.5404 data_cost: 0.0014 ips: 7.4018 images/s [03/31 19:44:45] ppdet.engine INFO: Epoch: [44] [5300/7329] learning_rate: 0.000100 loss_class: 0.661928 loss_bbox: 0.150755 loss_giou: 0.449984 loss_class_aux: 4.148535 loss_bbox_aux: 0.993847 loss_giou_aux: 2.894818 loss_class_dn: 0.379064 loss_bbox_dn: 0.143456 loss_giou_dn: 0.439528 loss_class_aux_dn: 2.032218 loss_bbox_aux_dn: 0.851859 loss_giou_aux_dn: 2.480207 loss: 17.094475 eta: 1 day, 6:29:08 batch_cost: 0.5711 data_cost: 0.0014 ips: 7.0039 images/s [03/31 19:45:42] ppdet.engine INFO: Epoch: [44] [5400/7329] learning_rate: 0.000100 loss_class: 0.522853 loss_bbox: 0.127532 loss_giou: 0.353485 loss_class_aux: 3.382301 loss_bbox_aux: 0.843330 loss_giou_aux: 2.248734 loss_class_dn: 0.292501 loss_bbox_dn: 0.148791 loss_giou_dn: 0.324285 loss_class_aux_dn: 1.584916 loss_bbox_aux_dn: 0.926713 loss_giou_aux_dn: 1.769939 loss: 12.666140 eta: 1 day, 6:28:11 batch_cost: 0.5138 data_cost: 0.0012 ips: 7.7850 images/s [03/31 19:46:44] ppdet.engine INFO: Epoch: [44] [5500/7329] learning_rate: 0.000100 loss_class: 0.524048 loss_bbox: 0.128082 loss_giou: 0.331997 loss_class_aux: 3.218582 loss_bbox_aux: 0.845810 loss_giou_aux: 2.238407 loss_class_dn: 0.294855 loss_bbox_dn: 0.144174 loss_giou_dn: 0.308966 loss_class_aux_dn: 1.581750 loss_bbox_aux_dn: 0.835451 loss_giou_aux_dn: 1.720395 loss: 13.192663 eta: 1 day, 6:27:17 batch_cost: 0.5614 data_cost: 0.0015 ips: 7.1249 images/s [03/31 19:47:40] ppdet.engine INFO: Epoch: [44] [5600/7329] learning_rate: 0.000100 loss_class: 0.579867 loss_bbox: 0.157956 loss_giou: 0.418069 loss_class_aux: 3.761529 loss_bbox_aux: 1.035852 loss_giou_aux: 2.665012 loss_class_dn: 0.338340 loss_bbox_dn: 0.147070 loss_giou_dn: 0.396682 loss_class_aux_dn: 1.798738 loss_bbox_aux_dn: 0.884063 loss_giou_aux_dn: 2.187078 loss: 14.505614 eta: 1 day, 6:26:20 batch_cost: 0.5102 data_cost: 0.0013 ips: 7.8401 images/s [03/31 19:48:38] ppdet.engine INFO: Epoch: [44] [5700/7329] learning_rate: 0.000100 loss_class: 0.527899 loss_bbox: 0.146928 loss_giou: 0.392297 loss_class_aux: 3.562070 loss_bbox_aux: 0.989530 loss_giou_aux: 2.484175 loss_class_dn: 0.318965 loss_bbox_dn: 0.157129 loss_giou_dn: 0.372860 loss_class_aux_dn: 1.735363 loss_bbox_aux_dn: 0.944944 loss_giou_aux_dn: 2.069354 loss: 13.974203 eta: 1 day, 6:25:23 batch_cost: 0.5273 data_cost: 0.0012 ips: 7.5864 images/s [03/31 19:49:41] ppdet.engine INFO: Epoch: [44] [5800/7329] learning_rate: 0.000100 loss_class: 0.625151 loss_bbox: 0.143014 loss_giou: 0.374788 loss_class_aux: 3.904027 loss_bbox_aux: 0.961069 loss_giou_aux: 2.515329 loss_class_dn: 0.331118 loss_bbox_dn: 0.146195 loss_giou_dn: 0.355110 loss_class_aux_dn: 1.788790 loss_bbox_aux_dn: 0.901579 loss_giou_aux_dn: 2.033747 loss: 13.765434 eta: 1 day, 6:24:30 batch_cost: 0.5752 data_cost: 0.0012 ips: 6.9543 images/s [03/31 19:50:47] ppdet.engine INFO: Epoch: [44] [5900/7329] learning_rate: 0.000100 loss_class: 0.564756 loss_bbox: 0.124846 loss_giou: 0.383263 loss_class_aux: 3.648874 loss_bbox_aux: 0.870546 loss_giou_aux: 2.446155 loss_class_dn: 0.324328 loss_bbox_dn: 0.151224 loss_giou_dn: 0.381396 loss_class_aux_dn: 1.777716 loss_bbox_aux_dn: 0.925012 loss_giou_aux_dn: 2.183204 loss: 14.792095 eta: 1 day, 6:23:38 batch_cost: 0.5967 data_cost: 0.0015 ips: 6.7031 images/s [03/31 19:51:52] ppdet.engine INFO: Epoch: [44] [6000/7329] learning_rate: 0.000100 loss_class: 0.640136 loss_bbox: 0.147020 loss_giou: 0.436264 loss_class_aux: 4.067615 loss_bbox_aux: 0.945074 loss_giou_aux: 2.724612 loss_class_dn: 0.368230 loss_bbox_dn: 0.162155 loss_giou_dn: 0.401388 loss_class_aux_dn: 1.967585 loss_bbox_aux_dn: 0.961108 loss_giou_aux_dn: 2.288570 loss: 15.561874 eta: 1 day, 6:22:46 batch_cost: 0.5867 data_cost: 0.0014 ips: 6.8178 images/s [03/31 19:52:53] ppdet.engine INFO: Epoch: [44] [6100/7329] learning_rate: 0.000100 loss_class: 0.558411 loss_bbox: 0.127444 loss_giou: 0.345953 loss_class_aux: 3.464872 loss_bbox_aux: 0.862319 loss_giou_aux: 2.248683 loss_class_dn: 0.305797 loss_bbox_dn: 0.125615 loss_giou_dn: 0.339802 loss_class_aux_dn: 1.657202 loss_bbox_aux_dn: 0.796255 loss_giou_aux_dn: 1.921701 loss: 13.075157 eta: 1 day, 6:21:51 batch_cost: 0.5576 data_cost: 0.0012 ips: 7.1736 images/s [03/31 19:53:55] ppdet.engine INFO: Epoch: [44] [6200/7329] learning_rate: 0.000100 loss_class: 0.564371 loss_bbox: 0.129446 loss_giou: 0.357319 loss_class_aux: 3.475386 loss_bbox_aux: 0.885754 loss_giou_aux: 2.260472 loss_class_dn: 0.315211 loss_bbox_dn: 0.138591 loss_giou_dn: 0.333645 loss_class_aux_dn: 1.708690 loss_bbox_aux_dn: 0.810264 loss_giou_aux_dn: 1.912143 loss: 13.070952 eta: 1 day, 6:20:57 batch_cost: 0.5544 data_cost: 0.0015 ips: 7.2144 images/s [03/31 19:54:58] ppdet.engine INFO: Epoch: [44] [6300/7329] learning_rate: 0.000100 loss_class: 0.593472 loss_bbox: 0.134354 loss_giou: 0.350036 loss_class_aux: 3.706153 loss_bbox_aux: 0.917010 loss_giou_aux: 2.214797 loss_class_dn: 0.319268 loss_bbox_dn: 0.153375 loss_giou_dn: 0.340575 loss_class_aux_dn: 1.736714 loss_bbox_aux_dn: 0.922693 loss_giou_aux_dn: 1.891607 loss: 13.707315 eta: 1 day, 6:20:03 batch_cost: 0.5653 data_cost: 0.0014 ips: 7.0753 images/s [03/31 19:55:53] ppdet.engine INFO: Epoch: [44] [6400/7329] learning_rate: 0.000100 loss_class: 0.544925 loss_bbox: 0.127353 loss_giou: 0.368917 loss_class_aux: 3.620435 loss_bbox_aux: 0.891970 loss_giou_aux: 2.270391 loss_class_dn: 0.306334 loss_bbox_dn: 0.145575 loss_giou_dn: 0.325452 loss_class_aux_dn: 1.648096 loss_bbox_aux_dn: 0.861545 loss_giou_aux_dn: 1.800722 loss: 13.482368 eta: 1 day, 6:19:05 batch_cost: 0.5042 data_cost: 0.0011 ips: 7.9327 images/s [03/31 19:56:51] ppdet.engine INFO: Epoch: [44] [6500/7329] learning_rate: 0.000100 loss_class: 0.591848 loss_bbox: 0.147063 loss_giou: 0.386480 loss_class_aux: 3.662520 loss_bbox_aux: 0.958934 loss_giou_aux: 2.452961 loss_class_dn: 0.335130 loss_bbox_dn: 0.158875 loss_giou_dn: 0.364937 loss_class_aux_dn: 1.791866 loss_bbox_aux_dn: 0.964027 loss_giou_aux_dn: 2.091276 loss: 14.519462 eta: 1 day, 6:18:09 batch_cost: 0.5259 data_cost: 0.0011 ips: 7.6059 images/s [03/31 19:57:54] ppdet.engine INFO: Epoch: [44] [6600/7329] learning_rate: 0.000100 loss_class: 0.638342 loss_bbox: 0.146097 loss_giou: 0.362172 loss_class_aux: 4.112950 loss_bbox_aux: 0.957660 loss_giou_aux: 2.352142 loss_class_dn: 0.342953 loss_bbox_dn: 0.170187 loss_giou_dn: 0.365525 loss_class_aux_dn: 1.826817 loss_bbox_aux_dn: 1.021550 loss_giou_aux_dn: 2.116867 loss: 15.308859 eta: 1 day, 6:17:15 batch_cost: 0.5718 data_cost: 0.0013 ips: 6.9954 images/s [03/31 19:58:59] ppdet.engine INFO: Epoch: [44] [6700/7329] learning_rate: 0.000100 loss_class: 0.601866 loss_bbox: 0.138023 loss_giou: 0.389829 loss_class_aux: 3.806574 loss_bbox_aux: 0.901502 loss_giou_aux: 2.583812 loss_class_dn: 0.335905 loss_bbox_dn: 0.149808 loss_giou_dn: 0.380377 loss_class_aux_dn: 1.817670 loss_bbox_aux_dn: 0.907023 loss_giou_aux_dn: 2.123790 loss: 15.114664 eta: 1 day, 6:16:23 batch_cost: 0.5840 data_cost: 0.0015 ips: 6.8495 images/s [03/31 20:00:01] ppdet.engine INFO: Epoch: [44] [6800/7329] learning_rate: 0.000100 loss_class: 0.611620 loss_bbox: 0.135360 loss_giou: 0.448838 loss_class_aux: 3.809134 loss_bbox_aux: 0.869312 loss_giou_aux: 2.836136 loss_class_dn: 0.347443 loss_bbox_dn: 0.137519 loss_giou_dn: 0.419702 loss_class_aux_dn: 1.871586 loss_bbox_aux_dn: 0.865947 loss_giou_aux_dn: 2.309897 loss: 15.273865 eta: 1 day, 6:15:29 batch_cost: 0.5706 data_cost: 0.0012 ips: 7.0101 images/s [03/31 20:01:00] ppdet.engine INFO: Epoch: [44] [6900/7329] learning_rate: 0.000100 loss_class: 0.586630 loss_bbox: 0.146230 loss_giou: 0.405176 loss_class_aux: 3.807464 loss_bbox_aux: 0.937147 loss_giou_aux: 2.497321 loss_class_dn: 0.341873 loss_bbox_dn: 0.152785 loss_giou_dn: 0.371675 loss_class_aux_dn: 1.845270 loss_bbox_aux_dn: 0.956030 loss_giou_aux_dn: 2.136646 loss: 14.614195 eta: 1 day, 6:14:33 batch_cost: 0.5315 data_cost: 0.0013 ips: 7.5256 images/s [03/31 20:02:03] ppdet.engine INFO: Epoch: [44] [7000/7329] learning_rate: 0.000100 loss_class: 0.572705 loss_bbox: 0.131149 loss_giou: 0.350461 loss_class_aux: 3.612134 loss_bbox_aux: 0.884759 loss_giou_aux: 2.237176 loss_class_dn: 0.297360 loss_bbox_dn: 0.145383 loss_giou_dn: 0.324948 loss_class_aux_dn: 1.571149 loss_bbox_aux_dn: 0.869381 loss_giou_aux_dn: 1.813112 loss: 13.208692 eta: 1 day, 6:13:39 batch_cost: 0.5633 data_cost: 0.0014 ips: 7.1005 images/s [03/31 20:03:00] ppdet.engine INFO: Epoch: [44] [7100/7329] learning_rate: 0.000100 loss_class: 0.574346 loss_bbox: 0.134902 loss_giou: 0.368555 loss_class_aux: 3.643715 loss_bbox_aux: 0.866481 loss_giou_aux: 2.361058 loss_class_dn: 0.325732 loss_bbox_dn: 0.143105 loss_giou_dn: 0.373664 loss_class_aux_dn: 1.770359 loss_bbox_aux_dn: 0.835502 loss_giou_aux_dn: 2.043665 loss: 13.649949 eta: 1 day, 6:12:42 batch_cost: 0.5190 data_cost: 0.0013 ips: 7.7078 images/s [03/31 20:03:57] ppdet.engine INFO: Epoch: [44] [7200/7329] learning_rate: 0.000100 loss_class: 0.595764 loss_bbox: 0.142778 loss_giou: 0.399825 loss_class_aux: 3.565953 loss_bbox_aux: 0.907022 loss_giou_aux: 2.502364 loss_class_dn: 0.334468 loss_bbox_dn: 0.150797 loss_giou_dn: 0.382392 loss_class_aux_dn: 1.767804 loss_bbox_aux_dn: 0.891255 loss_giou_aux_dn: 2.116571 loss: 14.411966 eta: 1 day, 6:11:45 batch_cost: 0.5172 data_cost: 0.0012 ips: 7.7338 images/s [03/31 20:05:00] ppdet.engine INFO: Epoch: [44] [7300/7329] learning_rate: 0.000100 loss_class: 0.542474 loss_bbox: 0.134927 loss_giou: 0.338082 loss_class_aux: 3.614513 loss_bbox_aux: 0.847514 loss_giou_aux: 2.222251 loss_class_dn: 0.312284 loss_bbox_dn: 0.158173 loss_giou_dn: 0.325427 loss_class_aux_dn: 1.691864 loss_bbox_aux_dn: 0.928150 loss_giou_aux_dn: 1.765528 loss: 13.000027 eta: 1 day, 6:10:52 batch_cost: 0.5675 data_cost: 0.0012 ips: 7.0485 images/s [03/31 20:05:21] ppdet.engine INFO: Eval iter: 0 [03/31 20:05:52] ppdet.engine INFO: Eval iter: 100 [03/31 20:06:19] ppdet.engine INFO: Eval iter: 200 [03/31 20:06:48] ppdet.engine INFO: Eval iter: 300 [03/31 20:07:17] ppdet.engine INFO: Eval iter: 400 [03/31 20:07:46] ppdet.engine INFO: Eval iter: 500 [03/31 20:08:15] ppdet.engine INFO: Eval iter: 600 [03/31 20:08:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [03/31 20:08:46] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.27s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.66s). Accumulating evaluation results... DONE (t=30.35s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 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 ] = 0.389 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 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.540 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 ] = 0.879 [03/31 20:11:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.580346662065804 [03/31 20:11:38] ppdet.engine INFO: Best test bbox ap is 0.526. [03/31 20:11:42] ppdet.engine INFO: Epoch: [45] [ 0/7329] learning_rate: 0.000100 loss_class: 0.536159 loss_bbox: 0.117233 loss_giou: 0.323201 loss_class_aux: 3.642155 loss_bbox_aux: 0.745091 loss_giou_aux: 2.139837 loss_class_dn: 0.295426 loss_bbox_dn: 0.146518 loss_giou_dn: 0.312076 loss_class_aux_dn: 1.607132 loss_bbox_aux_dn: 0.865439 loss_giou_aux_dn: 1.736707 loss: 12.604105 eta: 1 day, 6:10:35 batch_cost: 0.5540 data_cost: 0.0013 ips: 7.2196 images/s [03/31 20:12:43] ppdet.engine INFO: Epoch: [45] [ 100/7329] learning_rate: 0.000100 loss_class: 0.521171 loss_bbox: 0.125662 loss_giou: 0.393303 loss_class_aux: 3.375638 loss_bbox_aux: 0.829523 loss_giou_aux: 2.509113 loss_class_dn: 0.311892 loss_bbox_dn: 0.139898 loss_giou_dn: 0.362624 loss_class_aux_dn: 1.663280 loss_bbox_aux_dn: 0.821726 loss_giou_aux_dn: 1.992103 loss: 13.558641 eta: 1 day, 6:09:41 batch_cost: 0.5569 data_cost: 0.0015 ips: 7.1828 images/s [03/31 20:13:41] ppdet.engine INFO: Epoch: [45] [ 200/7329] learning_rate: 0.000100 loss_class: 0.527514 loss_bbox: 0.123971 loss_giou: 0.352954 loss_class_aux: 3.438172 loss_bbox_aux: 0.822988 loss_giou_aux: 2.293827 loss_class_dn: 0.303311 loss_bbox_dn: 0.134073 loss_giou_dn: 0.324647 loss_class_aux_dn: 1.644193 loss_bbox_aux_dn: 0.780144 loss_giou_aux_dn: 1.825237 loss: 12.969353 eta: 1 day, 6:08:44 batch_cost: 0.5231 data_cost: 0.0014 ips: 7.6469 images/s [03/31 20:14:44] ppdet.engine INFO: Epoch: [45] [ 300/7329] learning_rate: 0.000100 loss_class: 0.525839 loss_bbox: 0.114038 loss_giou: 0.382907 loss_class_aux: 3.294674 loss_bbox_aux: 0.786501 loss_giou_aux: 2.453588 loss_class_dn: 0.297732 loss_bbox_dn: 0.125085 loss_giou_dn: 0.372174 loss_class_aux_dn: 1.662967 loss_bbox_aux_dn: 0.774456 loss_giou_aux_dn: 2.025518 loss: 13.487007 eta: 1 day, 6:07:51 batch_cost: 0.5702 data_cost: 0.0013 ips: 7.0157 images/s [03/31 20:15:42] ppdet.engine INFO: Epoch: [45] [ 400/7329] learning_rate: 0.000100 loss_class: 0.531620 loss_bbox: 0.125986 loss_giou: 0.290439 loss_class_aux: 3.344114 loss_bbox_aux: 0.790452 loss_giou_aux: 1.913992 loss_class_dn: 0.311079 loss_bbox_dn: 0.133993 loss_giou_dn: 0.322181 loss_class_aux_dn: 1.665523 loss_bbox_aux_dn: 0.832259 loss_giou_aux_dn: 1.757816 loss: 13.007256 eta: 1 day, 6:06:55 batch_cost: 0.5290 data_cost: 0.0013 ips: 7.5620 images/s [03/31 20:16:42] ppdet.engine INFO: Epoch: [45] [ 500/7329] learning_rate: 0.000100 loss_class: 0.610444 loss_bbox: 0.137371 loss_giou: 0.454895 loss_class_aux: 3.867929 loss_bbox_aux: 0.947645 loss_giou_aux: 2.801063 loss_class_dn: 0.357978 loss_bbox_dn: 0.136253 loss_giou_dn: 0.408955 loss_class_aux_dn: 1.945952 loss_bbox_aux_dn: 0.828647 loss_giou_aux_dn: 2.320330 loss: 15.699188 eta: 1 day, 6:05:59 batch_cost: 0.5401 data_cost: 0.0013 ips: 7.4061 images/s [03/31 20:17:41] ppdet.engine INFO: Epoch: [45] [ 600/7329] learning_rate: 0.000100 loss_class: 0.546779 loss_bbox: 0.132204 loss_giou: 0.381439 loss_class_aux: 3.516135 loss_bbox_aux: 0.890080 loss_giou_aux: 2.397518 loss_class_dn: 0.319833 loss_bbox_dn: 0.152723 loss_giou_dn: 0.341094 loss_class_aux_dn: 1.731259 loss_bbox_aux_dn: 0.877333 loss_giou_aux_dn: 1.940750 loss: 13.893822 eta: 1 day, 6:05:03 batch_cost: 0.5344 data_cost: 0.0013 ips: 7.4851 images/s [03/31 20:18:40] ppdet.engine INFO: Epoch: [45] [ 700/7329] learning_rate: 0.000100 loss_class: 0.586211 loss_bbox: 0.148156 loss_giou: 0.351799 loss_class_aux: 3.820878 loss_bbox_aux: 0.945392 loss_giou_aux: 2.277256 loss_class_dn: 0.332166 loss_bbox_dn: 0.156877 loss_giou_dn: 0.359713 loss_class_aux_dn: 1.781693 loss_bbox_aux_dn: 0.924724 loss_giou_aux_dn: 2.017097 loss: 13.922976 eta: 1 day, 6:04:08 batch_cost: 0.5328 data_cost: 0.0013 ips: 7.5075 images/s [03/31 20:19:37] ppdet.engine INFO: Epoch: [45] [ 800/7329] learning_rate: 0.000100 loss_class: 0.636930 loss_bbox: 0.150803 loss_giou: 0.405883 loss_class_aux: 3.986417 loss_bbox_aux: 0.967995 loss_giou_aux: 2.562618 loss_class_dn: 0.340330 loss_bbox_dn: 0.156291 loss_giou_dn: 0.377616 loss_class_aux_dn: 1.811170 loss_bbox_aux_dn: 0.862364 loss_giou_aux_dn: 2.129376 loss: 15.856403 eta: 1 day, 6:03:10 batch_cost: 0.5085 data_cost: 0.0012 ips: 7.8656 images/s [03/31 20:20:34] ppdet.engine INFO: Epoch: [45] [ 900/7329] learning_rate: 0.000100 loss_class: 0.552797 loss_bbox: 0.128977 loss_giou: 0.377370 loss_class_aux: 3.605288 loss_bbox_aux: 0.879913 loss_giou_aux: 2.319574 loss_class_dn: 0.307496 loss_bbox_dn: 0.137776 loss_giou_dn: 0.327558 loss_class_aux_dn: 1.697988 loss_bbox_aux_dn: 0.868783 loss_giou_aux_dn: 1.827599 loss: 13.272279 eta: 1 day, 6:02:13 batch_cost: 0.5155 data_cost: 0.0012 ips: 7.7589 images/s [03/31 20:21:34] ppdet.engine INFO: Epoch: [45] [1000/7329] learning_rate: 0.000100 loss_class: 0.494456 loss_bbox: 0.121398 loss_giou: 0.378987 loss_class_aux: 3.196913 loss_bbox_aux: 0.825310 loss_giou_aux: 2.447951 loss_class_dn: 0.300499 loss_bbox_dn: 0.134949 loss_giou_dn: 0.364994 loss_class_aux_dn: 1.609303 loss_bbox_aux_dn: 0.793917 loss_giou_aux_dn: 2.044118 loss: 13.337887 eta: 1 day, 6:01:18 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3288 images/s [03/31 20:22:33] ppdet.engine INFO: Epoch: [45] [1100/7329] learning_rate: 0.000100 loss_class: 0.614501 loss_bbox: 0.136755 loss_giou: 0.433346 loss_class_aux: 3.858021 loss_bbox_aux: 0.881071 loss_giou_aux: 2.775794 loss_class_dn: 0.344812 loss_bbox_dn: 0.154904 loss_giou_dn: 0.373820 loss_class_aux_dn: 1.866147 loss_bbox_aux_dn: 0.888255 loss_giou_aux_dn: 2.072760 loss: 14.191925 eta: 1 day, 6:00:23 batch_cost: 0.5412 data_cost: 0.0012 ips: 7.3915 images/s [03/31 20:23:31] ppdet.engine INFO: Epoch: [45] [1200/7329] learning_rate: 0.000100 loss_class: 0.556577 loss_bbox: 0.147982 loss_giou: 0.377487 loss_class_aux: 3.502274 loss_bbox_aux: 0.966211 loss_giou_aux: 2.446784 loss_class_dn: 0.337086 loss_bbox_dn: 0.129002 loss_giou_dn: 0.369771 loss_class_aux_dn: 1.781748 loss_bbox_aux_dn: 0.795530 loss_giou_aux_dn: 2.128013 loss: 14.190384 eta: 1 day, 5:59:26 batch_cost: 0.5201 data_cost: 0.0012 ips: 7.6905 images/s [03/31 20:24:30] ppdet.engine INFO: Epoch: [45] [1300/7329] learning_rate: 0.000100 loss_class: 0.574368 loss_bbox: 0.135638 loss_giou: 0.388770 loss_class_aux: 3.692446 loss_bbox_aux: 0.936499 loss_giou_aux: 2.427593 loss_class_dn: 0.300029 loss_bbox_dn: 0.135753 loss_giou_dn: 0.338277 loss_class_aux_dn: 1.630182 loss_bbox_aux_dn: 0.844981 loss_giou_aux_dn: 1.916737 loss: 13.613857 eta: 1 day, 5:58:30 batch_cost: 0.5330 data_cost: 0.0012 ips: 7.5054 images/s [03/31 20:25:31] ppdet.engine INFO: Epoch: [45] [1400/7329] learning_rate: 0.000100 loss_class: 0.542970 loss_bbox: 0.130157 loss_giou: 0.377836 loss_class_aux: 3.402991 loss_bbox_aux: 0.871927 loss_giou_aux: 2.465386 loss_class_dn: 0.310620 loss_bbox_dn: 0.142041 loss_giou_dn: 0.356064 loss_class_aux_dn: 1.631175 loss_bbox_aux_dn: 0.851761 loss_giou_aux_dn: 1.995496 loss: 13.312152 eta: 1 day, 5:57:36 batch_cost: 0.5545 data_cost: 0.0012 ips: 7.2139 images/s [03/31 20:26:30] ppdet.engine INFO: Epoch: [45] [1500/7329] learning_rate: 0.000100 loss_class: 0.533306 loss_bbox: 0.128101 loss_giou: 0.352756 loss_class_aux: 3.347188 loss_bbox_aux: 0.848120 loss_giou_aux: 2.298193 loss_class_dn: 0.306220 loss_bbox_dn: 0.123884 loss_giou_dn: 0.340286 loss_class_aux_dn: 1.647183 loss_bbox_aux_dn: 0.775854 loss_giou_aux_dn: 1.923276 loss: 13.044265 eta: 1 day, 5:56:40 batch_cost: 0.5392 data_cost: 0.0013 ips: 7.4177 images/s [03/31 20:27:30] ppdet.engine INFO: Epoch: [45] [1600/7329] learning_rate: 0.000100 loss_class: 0.586414 loss_bbox: 0.143534 loss_giou: 0.437658 loss_class_aux: 3.810884 loss_bbox_aux: 0.901934 loss_giou_aux: 2.810932 loss_class_dn: 0.357695 loss_bbox_dn: 0.127097 loss_giou_dn: 0.420139 loss_class_aux_dn: 1.888716 loss_bbox_aux_dn: 0.793613 loss_giou_aux_dn: 2.358557 loss: 16.006321 eta: 1 day, 5:55:45 batch_cost: 0.5366 data_cost: 0.0014 ips: 7.4542 images/s [03/31 20:28:26] ppdet.engine INFO: Epoch: [45] [1700/7329] learning_rate: 0.000100 loss_class: 0.598556 loss_bbox: 0.129919 loss_giou: 0.423438 loss_class_aux: 3.840112 loss_bbox_aux: 0.846107 loss_giou_aux: 2.648010 loss_class_dn: 0.345132 loss_bbox_dn: 0.135229 loss_giou_dn: 0.390405 loss_class_aux_dn: 1.874273 loss_bbox_aux_dn: 0.807107 loss_giou_aux_dn: 2.218647 loss: 14.746199 eta: 1 day, 5:54:47 batch_cost: 0.5046 data_cost: 0.0013 ips: 7.9272 images/s [03/31 20:29:21] ppdet.engine INFO: Epoch: [45] [1800/7329] learning_rate: 0.000100 loss_class: 0.525941 loss_bbox: 0.129438 loss_giou: 0.365864 loss_class_aux: 3.330909 loss_bbox_aux: 0.856366 loss_giou_aux: 2.322006 loss_class_dn: 0.313495 loss_bbox_dn: 0.125588 loss_giou_dn: 0.330254 loss_class_aux_dn: 1.679729 loss_bbox_aux_dn: 0.770023 loss_giou_aux_dn: 1.827102 loss: 12.757689 eta: 1 day, 5:53:50 batch_cost: 0.5020 data_cost: 0.0012 ips: 7.9687 images/s [03/31 20:30:26] ppdet.engine INFO: Epoch: [45] [1900/7329] learning_rate: 0.000100 loss_class: 0.596512 loss_bbox: 0.136151 loss_giou: 0.409178 loss_class_aux: 3.805698 loss_bbox_aux: 0.890058 loss_giou_aux: 2.567876 loss_class_dn: 0.342650 loss_bbox_dn: 0.134349 loss_giou_dn: 0.363780 loss_class_aux_dn: 1.870237 loss_bbox_aux_dn: 0.798555 loss_giou_aux_dn: 2.018826 loss: 14.763159 eta: 1 day, 5:52:57 batch_cost: 0.5865 data_cost: 0.0013 ips: 6.8198 images/s [03/31 20:31:23] ppdet.engine INFO: Epoch: [45] [2000/7329] learning_rate: 0.000100 loss_class: 0.609032 loss_bbox: 0.122988 loss_giou: 0.391824 loss_class_aux: 3.893202 loss_bbox_aux: 0.791834 loss_giou_aux: 2.480889 loss_class_dn: 0.330036 loss_bbox_dn: 0.123553 loss_giou_dn: 0.388623 loss_class_aux_dn: 1.768541 loss_bbox_aux_dn: 0.730947 loss_giou_aux_dn: 2.156713 loss: 14.277807 eta: 1 day, 5:52:00 batch_cost: 0.5166 data_cost: 0.0014 ips: 7.7434 images/s [03/31 20:32:21] ppdet.engine INFO: Epoch: [45] [2100/7329] learning_rate: 0.000100 loss_class: 0.597770 loss_bbox: 0.118854 loss_giou: 0.372536 loss_class_aux: 3.859438 loss_bbox_aux: 0.764181 loss_giou_aux: 2.370534 loss_class_dn: 0.334713 loss_bbox_dn: 0.142860 loss_giou_dn: 0.345180 loss_class_aux_dn: 1.807024 loss_bbox_aux_dn: 0.835978 loss_giou_aux_dn: 1.960136 loss: 14.385225 eta: 1 day, 5:51:03 batch_cost: 0.5182 data_cost: 0.0012 ips: 7.7191 images/s [03/31 20:33:20] ppdet.engine INFO: Epoch: [45] [2200/7329] learning_rate: 0.000100 loss_class: 0.490425 loss_bbox: 0.117524 loss_giou: 0.337227 loss_class_aux: 3.256635 loss_bbox_aux: 0.819745 loss_giou_aux: 2.040262 loss_class_dn: 0.283769 loss_bbox_dn: 0.127438 loss_giou_dn: 0.305044 loss_class_aux_dn: 1.560780 loss_bbox_aux_dn: 0.801401 loss_giou_aux_dn: 1.750932 loss: 12.308197 eta: 1 day, 5:50:08 batch_cost: 0.5444 data_cost: 0.0012 ips: 7.3469 images/s [03/31 20:34:18] ppdet.engine INFO: Epoch: [45] [2300/7329] learning_rate: 0.000100 loss_class: 0.553419 loss_bbox: 0.142559 loss_giou: 0.366899 loss_class_aux: 3.432359 loss_bbox_aux: 0.936635 loss_giou_aux: 2.263576 loss_class_dn: 0.320307 loss_bbox_dn: 0.146692 loss_giou_dn: 0.334868 loss_class_aux_dn: 1.722169 loss_bbox_aux_dn: 0.856766 loss_giou_aux_dn: 1.924653 loss: 13.792753 eta: 1 day, 5:49:12 batch_cost: 0.5228 data_cost: 0.0012 ips: 7.6514 images/s [03/31 20:35:16] ppdet.engine INFO: Epoch: [45] [2400/7329] learning_rate: 0.000100 loss_class: 0.550469 loss_bbox: 0.141356 loss_giou: 0.388932 loss_class_aux: 3.598473 loss_bbox_aux: 0.937656 loss_giou_aux: 2.470081 loss_class_dn: 0.329448 loss_bbox_dn: 0.155050 loss_giou_dn: 0.349058 loss_class_aux_dn: 1.755402 loss_bbox_aux_dn: 0.950420 loss_giou_aux_dn: 1.931632 loss: 14.337091 eta: 1 day, 5:48:15 batch_cost: 0.5233 data_cost: 0.0014 ips: 7.6443 images/s [03/31 20:36:13] ppdet.engine INFO: Epoch: [45] [2500/7329] learning_rate: 0.000100 loss_class: 0.558549 loss_bbox: 0.147712 loss_giou: 0.409052 loss_class_aux: 3.635324 loss_bbox_aux: 0.969108 loss_giou_aux: 2.613320 loss_class_dn: 0.338928 loss_bbox_dn: 0.144342 loss_giou_dn: 0.388919 loss_class_aux_dn: 1.833143 loss_bbox_aux_dn: 0.898709 loss_giou_aux_dn: 2.178539 loss: 14.541112 eta: 1 day, 5:47:18 batch_cost: 0.5070 data_cost: 0.0013 ips: 7.8903 images/s [03/31 20:37:08] ppdet.engine INFO: Epoch: [45] [2600/7329] learning_rate: 0.000100 loss_class: 0.602525 loss_bbox: 0.144596 loss_giou: 0.394687 loss_class_aux: 3.860891 loss_bbox_aux: 0.960535 loss_giou_aux: 2.516094 loss_class_dn: 0.330596 loss_bbox_dn: 0.145007 loss_giou_dn: 0.360664 loss_class_aux_dn: 1.767345 loss_bbox_aux_dn: 0.916693 loss_giou_aux_dn: 2.018683 loss: 14.840844 eta: 1 day, 5:46:20 batch_cost: 0.5009 data_cost: 0.0013 ips: 7.9856 images/s [03/31 20:38:07] ppdet.engine INFO: Epoch: [45] [2700/7329] learning_rate: 0.000100 loss_class: 0.563333 loss_bbox: 0.131660 loss_giou: 0.397087 loss_class_aux: 3.721270 loss_bbox_aux: 0.866230 loss_giou_aux: 2.521272 loss_class_dn: 0.318025 loss_bbox_dn: 0.131878 loss_giou_dn: 0.350388 loss_class_aux_dn: 1.734891 loss_bbox_aux_dn: 0.817375 loss_giou_aux_dn: 1.991181 loss: 13.758804 eta: 1 day, 5:45:25 batch_cost: 0.5333 data_cost: 0.0017 ips: 7.5001 images/s [03/31 20:39:09] ppdet.engine INFO: Epoch: [45] [2800/7329] learning_rate: 0.000100 loss_class: 0.628513 loss_bbox: 0.145514 loss_giou: 0.408554 loss_class_aux: 3.928861 loss_bbox_aux: 0.961453 loss_giou_aux: 2.625196 loss_class_dn: 0.342926 loss_bbox_dn: 0.148723 loss_giou_dn: 0.377814 loss_class_aux_dn: 1.817206 loss_bbox_aux_dn: 0.875753 loss_giou_aux_dn: 2.161604 loss: 14.794281 eta: 1 day, 5:44:31 batch_cost: 0.5625 data_cost: 0.0013 ips: 7.1108 images/s [03/31 20:40:10] ppdet.engine INFO: Epoch: [45] [2900/7329] learning_rate: 0.000100 loss_class: 0.494295 loss_bbox: 0.131951 loss_giou: 0.296859 loss_class_aux: 3.265062 loss_bbox_aux: 0.867981 loss_giou_aux: 2.011915 loss_class_dn: 0.296994 loss_bbox_dn: 0.133505 loss_giou_dn: 0.306325 loss_class_aux_dn: 1.566093 loss_bbox_aux_dn: 0.821422 loss_giou_aux_dn: 1.686858 loss: 13.042427 eta: 1 day, 5:43:36 batch_cost: 0.5553 data_cost: 0.0012 ips: 7.2029 images/s [03/31 20:41:10] ppdet.engine INFO: Epoch: [45] [3000/7329] learning_rate: 0.000100 loss_class: 0.593965 loss_bbox: 0.137519 loss_giou: 0.405473 loss_class_aux: 3.729342 loss_bbox_aux: 0.892190 loss_giou_aux: 2.616499 loss_class_dn: 0.331887 loss_bbox_dn: 0.142156 loss_giou_dn: 0.359259 loss_class_aux_dn: 1.795829 loss_bbox_aux_dn: 0.832049 loss_giou_aux_dn: 1.982758 loss: 13.519941 eta: 1 day, 5:42:41 batch_cost: 0.5523 data_cost: 0.0011 ips: 7.2424 images/s [03/31 20:42:17] ppdet.engine INFO: Epoch: [45] [3100/7329] learning_rate: 0.000100 loss_class: 0.564338 loss_bbox: 0.132810 loss_giou: 0.363680 loss_class_aux: 3.466624 loss_bbox_aux: 0.841340 loss_giou_aux: 2.298554 loss_class_dn: 0.311120 loss_bbox_dn: 0.128194 loss_giou_dn: 0.354574 loss_class_aux_dn: 1.687904 loss_bbox_aux_dn: 0.741166 loss_giou_aux_dn: 1.976168 loss: 13.120489 eta: 1 day, 5:41:50 batch_cost: 0.6083 data_cost: 0.0013 ips: 6.5755 images/s [03/31 20:43:19] ppdet.engine INFO: Epoch: [45] [3200/7329] learning_rate: 0.000100 loss_class: 0.574761 loss_bbox: 0.146850 loss_giou: 0.356696 loss_class_aux: 3.699533 loss_bbox_aux: 0.967484 loss_giou_aux: 2.346779 loss_class_dn: 0.343122 loss_bbox_dn: 0.157519 loss_giou_dn: 0.379708 loss_class_aux_dn: 1.865264 loss_bbox_aux_dn: 0.940235 loss_giou_aux_dn: 2.099183 loss: 15.130622 eta: 1 day, 5:40:56 batch_cost: 0.5649 data_cost: 0.0012 ips: 7.0811 images/s [03/31 20:44:19] ppdet.engine INFO: Epoch: [45] [3300/7329] learning_rate: 0.000100 loss_class: 0.611144 loss_bbox: 0.127638 loss_giou: 0.387128 loss_class_aux: 3.808211 loss_bbox_aux: 0.856191 loss_giou_aux: 2.478789 loss_class_dn: 0.323596 loss_bbox_dn: 0.130301 loss_giou_dn: 0.379208 loss_class_aux_dn: 1.786270 loss_bbox_aux_dn: 0.786837 loss_giou_aux_dn: 2.136708 loss: 14.349073 eta: 1 day, 5:40:01 batch_cost: 0.5474 data_cost: 0.0014 ips: 7.3072 images/s [03/31 20:45:15] ppdet.engine INFO: Epoch: [45] [3400/7329] learning_rate: 0.000100 loss_class: 0.579889 loss_bbox: 0.151256 loss_giou: 0.362064 loss_class_aux: 3.660914 loss_bbox_aux: 1.001133 loss_giou_aux: 2.357905 loss_class_dn: 0.306546 loss_bbox_dn: 0.163612 loss_giou_dn: 0.370036 loss_class_aux_dn: 1.696409 loss_bbox_aux_dn: 0.950262 loss_giou_aux_dn: 1.992912 loss: 13.597584 eta: 1 day, 5:39:04 batch_cost: 0.5053 data_cost: 0.0013 ips: 7.9158 images/s [03/31 20:46:20] ppdet.engine INFO: Epoch: [45] [3500/7329] learning_rate: 0.000100 loss_class: 0.539964 loss_bbox: 0.124254 loss_giou: 0.346752 loss_class_aux: 3.544110 loss_bbox_aux: 0.799300 loss_giou_aux: 2.249582 loss_class_dn: 0.310197 loss_bbox_dn: 0.132227 loss_giou_dn: 0.329652 loss_class_aux_dn: 1.688849 loss_bbox_aux_dn: 0.778593 loss_giou_aux_dn: 1.842744 loss: 13.029538 eta: 1 day, 5:38:11 batch_cost: 0.5912 data_cost: 0.0012 ips: 6.7654 images/s [03/31 20:47:23] ppdet.engine INFO: Epoch: [45] [3600/7329] learning_rate: 0.000100 loss_class: 0.576009 loss_bbox: 0.134955 loss_giou: 0.354509 loss_class_aux: 3.571166 loss_bbox_aux: 0.882068 loss_giou_aux: 2.338111 loss_class_dn: 0.306309 loss_bbox_dn: 0.148012 loss_giou_dn: 0.359903 loss_class_aux_dn: 1.632421 loss_bbox_aux_dn: 0.926561 loss_giou_aux_dn: 2.052674 loss: 13.320688 eta: 1 day, 5:37:18 batch_cost: 0.5710 data_cost: 0.0013 ips: 7.0048 images/s [03/31 20:48:25] ppdet.engine INFO: Epoch: [45] [3700/7329] learning_rate: 0.000100 loss_class: 0.569255 loss_bbox: 0.135681 loss_giou: 0.359143 loss_class_aux: 3.639586 loss_bbox_aux: 0.859119 loss_giou_aux: 2.227434 loss_class_dn: 0.312381 loss_bbox_dn: 0.155908 loss_giou_dn: 0.374468 loss_class_aux_dn: 1.688910 loss_bbox_aux_dn: 0.926145 loss_giou_aux_dn: 2.138666 loss: 13.522602 eta: 1 day, 5:36:24 batch_cost: 0.5701 data_cost: 0.0014 ips: 7.0164 images/s [03/31 20:49:28] ppdet.engine INFO: Epoch: [45] [3800/7329] learning_rate: 0.000100 loss_class: 0.595809 loss_bbox: 0.125927 loss_giou: 0.352177 loss_class_aux: 3.730409 loss_bbox_aux: 0.830630 loss_giou_aux: 2.292169 loss_class_dn: 0.317902 loss_bbox_dn: 0.135141 loss_giou_dn: 0.360667 loss_class_aux_dn: 1.736264 loss_bbox_aux_dn: 0.788537 loss_giou_aux_dn: 2.008904 loss: 13.450172 eta: 1 day, 5:35:30 batch_cost: 0.5711 data_cost: 0.0012 ips: 7.0036 images/s [03/31 20:50:24] ppdet.engine INFO: Epoch: [45] [3900/7329] learning_rate: 0.000100 loss_class: 0.506490 loss_bbox: 0.136851 loss_giou: 0.354787 loss_class_aux: 3.295722 loss_bbox_aux: 0.882811 loss_giou_aux: 2.221380 loss_class_dn: 0.323454 loss_bbox_dn: 0.147020 loss_giou_dn: 0.348567 loss_class_aux_dn: 1.676652 loss_bbox_aux_dn: 0.866306 loss_giou_aux_dn: 1.998208 loss: 13.315054 eta: 1 day, 5:34:33 batch_cost: 0.5071 data_cost: 0.0013 ips: 7.8886 images/s [03/31 20:51:23] ppdet.engine INFO: Epoch: [45] [4000/7329] learning_rate: 0.000100 loss_class: 0.586066 loss_bbox: 0.147973 loss_giou: 0.362807 loss_class_aux: 3.622351 loss_bbox_aux: 0.981526 loss_giou_aux: 2.361521 loss_class_dn: 0.346031 loss_bbox_dn: 0.154658 loss_giou_dn: 0.369481 loss_class_aux_dn: 1.826648 loss_bbox_aux_dn: 0.906981 loss_giou_aux_dn: 2.087417 loss: 15.141143 eta: 1 day, 5:33:37 batch_cost: 0.5371 data_cost: 0.0013 ips: 7.4469 images/s [03/31 20:52:24] ppdet.engine INFO: Epoch: [45] [4100/7329] learning_rate: 0.000100 loss_class: 0.614486 loss_bbox: 0.130485 loss_giou: 0.397944 loss_class_aux: 3.780742 loss_bbox_aux: 0.855373 loss_giou_aux: 2.532516 loss_class_dn: 0.344563 loss_bbox_dn: 0.146511 loss_giou_dn: 0.395412 loss_class_aux_dn: 1.855650 loss_bbox_aux_dn: 0.866319 loss_giou_aux_dn: 2.266729 loss: 15.070181 eta: 1 day, 5:32:43 batch_cost: 0.5576 data_cost: 0.0012 ips: 7.1734 images/s [03/31 20:53:24] ppdet.engine INFO: Epoch: [45] [4200/7329] learning_rate: 0.000100 loss_class: 0.587393 loss_bbox: 0.152318 loss_giou: 0.389089 loss_class_aux: 3.713282 loss_bbox_aux: 0.975205 loss_giou_aux: 2.461294 loss_class_dn: 0.322245 loss_bbox_dn: 0.155529 loss_giou_dn: 0.361951 loss_class_aux_dn: 1.734311 loss_bbox_aux_dn: 0.930283 loss_giou_aux_dn: 2.029403 loss: 14.188641 eta: 1 day, 5:31:48 batch_cost: 0.5419 data_cost: 0.0014 ips: 7.3810 images/s [03/31 20:54:28] ppdet.engine INFO: Epoch: [45] [4300/7329] learning_rate: 0.000100 loss_class: 0.502267 loss_bbox: 0.114313 loss_giou: 0.262372 loss_class_aux: 3.226043 loss_bbox_aux: 0.775312 loss_giou_aux: 1.772727 loss_class_dn: 0.288797 loss_bbox_dn: 0.140445 loss_giou_dn: 0.299306 loss_class_aux_dn: 1.600393 loss_bbox_aux_dn: 0.843952 loss_giou_aux_dn: 1.722346 loss: 11.833808 eta: 1 day, 5:30:54 batch_cost: 0.5756 data_cost: 0.0014 ips: 6.9498 images/s [03/31 20:55:26] ppdet.engine INFO: Epoch: [45] [4400/7329] learning_rate: 0.000100 loss_class: 0.584919 loss_bbox: 0.129094 loss_giou: 0.388522 loss_class_aux: 3.853299 loss_bbox_aux: 0.895585 loss_giou_aux: 2.501450 loss_class_dn: 0.339855 loss_bbox_dn: 0.154919 loss_giou_dn: 0.366009 loss_class_aux_dn: 1.833887 loss_bbox_aux_dn: 0.984855 loss_giou_aux_dn: 2.027705 loss: 14.322368 eta: 1 day, 5:29:58 batch_cost: 0.5283 data_cost: 0.0014 ips: 7.5714 images/s [03/31 20:56:26] ppdet.engine INFO: Epoch: [45] [4500/7329] learning_rate: 0.000100 loss_class: 0.561797 loss_bbox: 0.127429 loss_giou: 0.387503 loss_class_aux: 3.500122 loss_bbox_aux: 0.838402 loss_giou_aux: 2.410476 loss_class_dn: 0.299711 loss_bbox_dn: 0.144018 loss_giou_dn: 0.339854 loss_class_aux_dn: 1.617459 loss_bbox_aux_dn: 0.881085 loss_giou_aux_dn: 1.908672 loss: 12.687425 eta: 1 day, 5:29:03 batch_cost: 0.5397 data_cost: 0.0014 ips: 7.4117 images/s [03/31 20:57:32] ppdet.engine INFO: Epoch: [45] [4600/7329] learning_rate: 0.000100 loss_class: 0.554903 loss_bbox: 0.122432 loss_giou: 0.367690 loss_class_aux: 3.539636 loss_bbox_aux: 0.811761 loss_giou_aux: 2.307168 loss_class_dn: 0.300877 loss_bbox_dn: 0.134660 loss_giou_dn: 0.350056 loss_class_aux_dn: 1.635278 loss_bbox_aux_dn: 0.819507 loss_giou_aux_dn: 1.939125 loss: 12.687958 eta: 1 day, 5:28:11 batch_cost: 0.6043 data_cost: 0.0013 ips: 6.6195 images/s [03/31 20:58:34] ppdet.engine INFO: Epoch: [45] [4700/7329] learning_rate: 0.000100 loss_class: 0.598884 loss_bbox: 0.131001 loss_giou: 0.440054 loss_class_aux: 3.786007 loss_bbox_aux: 0.885167 loss_giou_aux: 2.908669 loss_class_dn: 0.341574 loss_bbox_dn: 0.133385 loss_giou_dn: 0.411122 loss_class_aux_dn: 1.809440 loss_bbox_aux_dn: 0.787290 loss_giou_aux_dn: 2.261196 loss: 14.683544 eta: 1 day, 5:27:17 batch_cost: 0.5660 data_cost: 0.0013 ips: 7.0677 images/s [03/31 20:59:33] ppdet.engine INFO: Epoch: [45] [4800/7329] learning_rate: 0.000100 loss_class: 0.549798 loss_bbox: 0.125772 loss_giou: 0.384503 loss_class_aux: 3.515238 loss_bbox_aux: 0.847369 loss_giou_aux: 2.428168 loss_class_dn: 0.324813 loss_bbox_dn: 0.138753 loss_giou_dn: 0.357651 loss_class_aux_dn: 1.748271 loss_bbox_aux_dn: 0.781423 loss_giou_aux_dn: 1.968516 loss: 13.452057 eta: 1 day, 5:26:21 batch_cost: 0.5302 data_cost: 0.0014 ips: 7.5449 images/s [03/31 21:00:32] ppdet.engine INFO: Epoch: [45] [4900/7329] learning_rate: 0.000100 loss_class: 0.572424 loss_bbox: 0.129167 loss_giou: 0.416660 loss_class_aux: 3.690888 loss_bbox_aux: 0.850756 loss_giou_aux: 2.645260 loss_class_dn: 0.331166 loss_bbox_dn: 0.127763 loss_giou_dn: 0.384327 loss_class_aux_dn: 1.730152 loss_bbox_aux_dn: 0.750883 loss_giou_aux_dn: 2.097708 loss: 13.518667 eta: 1 day, 5:25:26 batch_cost: 0.5417 data_cost: 0.0012 ips: 7.3839 images/s [03/31 21:01:33] ppdet.engine INFO: Epoch: [45] [5000/7329] learning_rate: 0.000100 loss_class: 0.585673 loss_bbox: 0.137208 loss_giou: 0.401079 loss_class_aux: 3.793709 loss_bbox_aux: 0.894638 loss_giou_aux: 2.576952 loss_class_dn: 0.353819 loss_bbox_dn: 0.148117 loss_giou_dn: 0.386006 loss_class_aux_dn: 1.852099 loss_bbox_aux_dn: 0.898450 loss_giou_aux_dn: 2.188925 loss: 15.173263 eta: 1 day, 5:24:31 batch_cost: 0.5520 data_cost: 0.0012 ips: 7.2465 images/s [03/31 21:02:29] ppdet.engine INFO: Epoch: [45] [5100/7329] learning_rate: 0.000100 loss_class: 0.546082 loss_bbox: 0.125703 loss_giou: 0.388760 loss_class_aux: 3.395333 loss_bbox_aux: 0.909888 loss_giou_aux: 2.430156 loss_class_dn: 0.311140 loss_bbox_dn: 0.141785 loss_giou_dn: 0.345996 loss_class_aux_dn: 1.725905 loss_bbox_aux_dn: 0.890088 loss_giou_aux_dn: 1.909128 loss: 13.384711 eta: 1 day, 5:23:34 batch_cost: 0.5044 data_cost: 0.0013 ips: 7.9302 images/s [03/31 21:03:26] ppdet.engine INFO: Epoch: [45] [5200/7329] learning_rate: 0.000100 loss_class: 0.490953 loss_bbox: 0.133228 loss_giou: 0.307928 loss_class_aux: 3.182474 loss_bbox_aux: 0.875116 loss_giou_aux: 1.930492 loss_class_dn: 0.265693 loss_bbox_dn: 0.147732 loss_giou_dn: 0.311067 loss_class_aux_dn: 1.422941 loss_bbox_aux_dn: 0.898636 loss_giou_aux_dn: 1.705516 loss: 12.139730 eta: 1 day, 5:22:37 batch_cost: 0.5173 data_cost: 0.0012 ips: 7.7319 images/s [03/31 21:04:26] ppdet.engine INFO: Epoch: [45] [5300/7329] learning_rate: 0.000100 loss_class: 0.698307 loss_bbox: 0.159132 loss_giou: 0.480905 loss_class_aux: 4.372785 loss_bbox_aux: 1.073761 loss_giou_aux: 2.992377 loss_class_dn: 0.388795 loss_bbox_dn: 0.164023 loss_giou_dn: 0.471038 loss_class_aux_dn: 2.061590 loss_bbox_aux_dn: 0.970338 loss_giou_aux_dn: 2.569374 loss: 17.065102 eta: 1 day, 5:21:42 batch_cost: 0.5451 data_cost: 0.0012 ips: 7.3375 images/s [03/31 21:05:25] ppdet.engine INFO: Epoch: [45] [5400/7329] learning_rate: 0.000100 loss_class: 0.564411 loss_bbox: 0.137857 loss_giou: 0.336250 loss_class_aux: 3.669466 loss_bbox_aux: 0.913675 loss_giou_aux: 2.175151 loss_class_dn: 0.317019 loss_bbox_dn: 0.145737 loss_giou_dn: 0.324247 loss_class_aux_dn: 1.765984 loss_bbox_aux_dn: 0.915597 loss_giou_aux_dn: 1.871212 loss: 13.261759 eta: 1 day, 5:20:46 batch_cost: 0.5360 data_cost: 0.0012 ips: 7.4622 images/s [03/31 21:06:26] ppdet.engine INFO: Epoch: [45] [5500/7329] learning_rate: 0.000100 loss_class: 0.526066 loss_bbox: 0.138544 loss_giou: 0.351697 loss_class_aux: 3.352253 loss_bbox_aux: 0.896396 loss_giou_aux: 2.251765 loss_class_dn: 0.324998 loss_bbox_dn: 0.144730 loss_giou_dn: 0.353946 loss_class_aux_dn: 1.756050 loss_bbox_aux_dn: 0.851592 loss_giou_aux_dn: 1.926719 loss: 13.605297 eta: 1 day, 5:19:52 batch_cost: 0.5551 data_cost: 0.0011 ips: 7.2064 images/s [03/31 21:07:32] ppdet.engine INFO: Epoch: [45] [5600/7329] learning_rate: 0.000100 loss_class: 0.520055 loss_bbox: 0.125851 loss_giou: 0.338212 loss_class_aux: 3.403084 loss_bbox_aux: 0.865899 loss_giou_aux: 2.145666 loss_class_dn: 0.306562 loss_bbox_dn: 0.134731 loss_giou_dn: 0.318739 loss_class_aux_dn: 1.679768 loss_bbox_aux_dn: 0.814977 loss_giou_aux_dn: 1.806159 loss: 13.276214 eta: 1 day, 5:18:59 batch_cost: 0.5898 data_cost: 0.0013 ips: 6.7823 images/s [03/31 21:08:34] ppdet.engine INFO: Epoch: [45] [5700/7329] learning_rate: 0.000100 loss_class: 0.633222 loss_bbox: 0.136372 loss_giou: 0.387333 loss_class_aux: 3.935826 loss_bbox_aux: 0.907006 loss_giou_aux: 2.467294 loss_class_dn: 0.325576 loss_bbox_dn: 0.173358 loss_giou_dn: 0.354956 loss_class_aux_dn: 1.814341 loss_bbox_aux_dn: 1.046475 loss_giou_aux_dn: 2.045457 loss: 14.274946 eta: 1 day, 5:18:06 batch_cost: 0.5691 data_cost: 0.0015 ips: 7.0290 images/s [03/31 21:09:33] ppdet.engine INFO: Epoch: [45] [5800/7329] learning_rate: 0.000100 loss_class: 0.534651 loss_bbox: 0.126053 loss_giou: 0.303429 loss_class_aux: 3.420562 loss_bbox_aux: 0.822256 loss_giou_aux: 1.898985 loss_class_dn: 0.279278 loss_bbox_dn: 0.125336 loss_giou_dn: 0.290828 loss_class_aux_dn: 1.521247 loss_bbox_aux_dn: 0.767001 loss_giou_aux_dn: 1.726895 loss: 11.955412 eta: 1 day, 5:17:10 batch_cost: 0.5306 data_cost: 0.0012 ips: 7.5393 images/s [03/31 21:10:35] ppdet.engine INFO: Epoch: [45] [5900/7329] learning_rate: 0.000100 loss_class: 0.578567 loss_bbox: 0.145441 loss_giou: 0.393163 loss_class_aux: 3.789498 loss_bbox_aux: 0.940059 loss_giou_aux: 2.443254 loss_class_dn: 0.347345 loss_bbox_dn: 0.152702 loss_giou_dn: 0.386012 loss_class_aux_dn: 1.944941 loss_bbox_aux_dn: 0.953333 loss_giou_aux_dn: 2.177588 loss: 14.845620 eta: 1 day, 5:16:15 batch_cost: 0.5579 data_cost: 0.0014 ips: 7.1701 images/s [03/31 21:11:36] ppdet.engine INFO: Epoch: [45] [6000/7329] learning_rate: 0.000100 loss_class: 0.581571 loss_bbox: 0.143152 loss_giou: 0.384107 loss_class_aux: 3.757464 loss_bbox_aux: 0.906589 loss_giou_aux: 2.427625 loss_class_dn: 0.332976 loss_bbox_dn: 0.133058 loss_giou_dn: 0.361382 loss_class_aux_dn: 1.832767 loss_bbox_aux_dn: 0.783837 loss_giou_aux_dn: 2.039523 loss: 14.578672 eta: 1 day, 5:15:21 batch_cost: 0.5504 data_cost: 0.0013 ips: 7.2676 images/s [03/31 21:12:35] ppdet.engine INFO: Epoch: [45] [6100/7329] learning_rate: 0.000100 loss_class: 0.548313 loss_bbox: 0.135699 loss_giou: 0.336988 loss_class_aux: 3.580161 loss_bbox_aux: 0.892674 loss_giou_aux: 2.223703 loss_class_dn: 0.312012 loss_bbox_dn: 0.153725 loss_giou_dn: 0.327406 loss_class_aux_dn: 1.686231 loss_bbox_aux_dn: 0.898102 loss_giou_aux_dn: 1.881583 loss: 13.718053 eta: 1 day, 5:14:25 batch_cost: 0.5403 data_cost: 0.0013 ips: 7.4036 images/s [03/31 21:13:32] ppdet.engine INFO: Epoch: [45] [6200/7329] learning_rate: 0.000100 loss_class: 0.527991 loss_bbox: 0.125903 loss_giou: 0.326706 loss_class_aux: 3.353497 loss_bbox_aux: 0.823173 loss_giou_aux: 2.111749 loss_class_dn: 0.284725 loss_bbox_dn: 0.141818 loss_giou_dn: 0.310576 loss_class_aux_dn: 1.553038 loss_bbox_aux_dn: 0.874740 loss_giou_aux_dn: 1.804343 loss: 13.158760 eta: 1 day, 5:13:28 batch_cost: 0.5076 data_cost: 0.0013 ips: 7.8801 images/s [03/31 21:14:31] ppdet.engine INFO: Epoch: [45] [6300/7329] learning_rate: 0.000100 loss_class: 0.632834 loss_bbox: 0.136650 loss_giou: 0.419527 loss_class_aux: 3.884145 loss_bbox_aux: 0.934642 loss_giou_aux: 2.663795 loss_class_dn: 0.355947 loss_bbox_dn: 0.153782 loss_giou_dn: 0.376358 loss_class_aux_dn: 1.900549 loss_bbox_aux_dn: 0.917039 loss_giou_aux_dn: 2.161387 loss: 15.309225 eta: 1 day, 5:12:32 batch_cost: 0.5386 data_cost: 0.0012 ips: 7.4266 images/s [03/31 21:15:32] ppdet.engine INFO: Epoch: [45] [6400/7329] learning_rate: 0.000100 loss_class: 0.580780 loss_bbox: 0.141525 loss_giou: 0.417265 loss_class_aux: 3.553787 loss_bbox_aux: 0.874588 loss_giou_aux: 2.704847 loss_class_dn: 0.373849 loss_bbox_dn: 0.158669 loss_giou_dn: 0.414723 loss_class_aux_dn: 1.996844 loss_bbox_aux_dn: 0.911210 loss_giou_aux_dn: 2.271375 loss: 15.615200 eta: 1 day, 5:11:38 batch_cost: 0.5514 data_cost: 0.0013 ips: 7.2547 images/s [03/31 21:16:30] ppdet.engine INFO: Epoch: [45] [6500/7329] learning_rate: 0.000100 loss_class: 0.622616 loss_bbox: 0.140612 loss_giou: 0.478897 loss_class_aux: 3.948080 loss_bbox_aux: 0.919354 loss_giou_aux: 2.959706 loss_class_dn: 0.347332 loss_bbox_dn: 0.142772 loss_giou_dn: 0.421047 loss_class_aux_dn: 1.858528 loss_bbox_aux_dn: 0.844779 loss_giou_aux_dn: 2.373141 loss: 14.680223 eta: 1 day, 5:10:41 batch_cost: 0.5234 data_cost: 0.0012 ips: 7.6422 images/s [03/31 21:17:27] ppdet.engine INFO: Epoch: [45] [6600/7329] learning_rate: 0.000100 loss_class: 0.567352 loss_bbox: 0.127563 loss_giou: 0.361475 loss_class_aux: 3.678102 loss_bbox_aux: 0.871066 loss_giou_aux: 2.360296 loss_class_dn: 0.305534 loss_bbox_dn: 0.152082 loss_giou_dn: 0.350956 loss_class_aux_dn: 1.660290 loss_bbox_aux_dn: 0.875437 loss_giou_aux_dn: 1.938641 loss: 13.616385 eta: 1 day, 5:09:45 batch_cost: 0.5152 data_cost: 0.0015 ips: 7.7640 images/s [03/31 21:18:27] ppdet.engine INFO: Epoch: [45] [6700/7329] learning_rate: 0.000100 loss_class: 0.613622 loss_bbox: 0.136202 loss_giou: 0.399841 loss_class_aux: 3.803176 loss_bbox_aux: 0.883184 loss_giou_aux: 2.420276 loss_class_dn: 0.338657 loss_bbox_dn: 0.137077 loss_giou_dn: 0.364535 loss_class_aux_dn: 1.848366 loss_bbox_aux_dn: 0.869117 loss_giou_aux_dn: 2.113743 loss: 14.413958 eta: 1 day, 5:08:49 batch_cost: 0.5419 data_cost: 0.0013 ips: 7.3812 images/s [03/31 21:19:24] ppdet.engine INFO: Epoch: [45] [6800/7329] learning_rate: 0.000100 loss_class: 0.538148 loss_bbox: 0.128907 loss_giou: 0.405760 loss_class_aux: 3.380500 loss_bbox_aux: 0.850914 loss_giou_aux: 2.611660 loss_class_dn: 0.328904 loss_bbox_dn: 0.133129 loss_giou_dn: 0.366639 loss_class_aux_dn: 1.755772 loss_bbox_aux_dn: 0.809142 loss_giou_aux_dn: 2.069040 loss: 13.924929 eta: 1 day, 5:07:52 batch_cost: 0.5106 data_cost: 0.0012 ips: 7.8335 images/s [03/31 21:20:24] ppdet.engine INFO: Epoch: [45] [6900/7329] learning_rate: 0.000100 loss_class: 0.492266 loss_bbox: 0.125239 loss_giou: 0.300825 loss_class_aux: 3.268077 loss_bbox_aux: 0.810899 loss_giou_aux: 1.949584 loss_class_dn: 0.286582 loss_bbox_dn: 0.130817 loss_giou_dn: 0.308277 loss_class_aux_dn: 1.574031 loss_bbox_aux_dn: 0.786201 loss_giou_aux_dn: 1.787997 loss: 12.811790 eta: 1 day, 5:06:57 batch_cost: 0.5458 data_cost: 0.0015 ips: 7.3290 images/s [03/31 21:21:35] ppdet.engine INFO: Epoch: [45] [7000/7329] learning_rate: 0.000100 loss_class: 0.568208 loss_bbox: 0.126145 loss_giou: 0.401257 loss_class_aux: 3.643521 loss_bbox_aux: 0.854159 loss_giou_aux: 2.481128 loss_class_dn: 0.329309 loss_bbox_dn: 0.155362 loss_giou_dn: 0.366315 loss_class_aux_dn: 1.798452 loss_bbox_aux_dn: 0.912242 loss_giou_aux_dn: 2.084130 loss: 14.078646 eta: 1 day, 5:06:07 batch_cost: 0.6323 data_cost: 0.0015 ips: 6.3261 images/s [03/31 21:22:39] ppdet.engine INFO: Epoch: [45] [7100/7329] learning_rate: 0.000100 loss_class: 0.562682 loss_bbox: 0.118141 loss_giou: 0.336532 loss_class_aux: 3.372580 loss_bbox_aux: 0.809593 loss_giou_aux: 2.171412 loss_class_dn: 0.302079 loss_bbox_dn: 0.126528 loss_giou_dn: 0.333286 loss_class_aux_dn: 1.636390 loss_bbox_aux_dn: 0.791689 loss_giou_aux_dn: 1.881647 loss: 13.421785 eta: 1 day, 5:05:14 batch_cost: 0.5806 data_cost: 0.0014 ips: 6.8896 images/s [03/31 21:23:40] ppdet.engine INFO: Epoch: [45] [7200/7329] learning_rate: 0.000100 loss_class: 0.555973 loss_bbox: 0.124219 loss_giou: 0.367806 loss_class_aux: 3.610368 loss_bbox_aux: 0.884441 loss_giou_aux: 2.333869 loss_class_dn: 0.311256 loss_bbox_dn: 0.145835 loss_giou_dn: 0.343137 loss_class_aux_dn: 1.635937 loss_bbox_aux_dn: 0.870718 loss_giou_aux_dn: 1.931163 loss: 13.308890 eta: 1 day, 5:04:19 batch_cost: 0.5548 data_cost: 0.0014 ips: 7.2102 images/s [03/31 21:24:45] ppdet.engine INFO: Epoch: [45] [7300/7329] learning_rate: 0.000100 loss_class: 0.541601 loss_bbox: 0.123425 loss_giou: 0.376563 loss_class_aux: 3.521286 loss_bbox_aux: 0.809749 loss_giou_aux: 2.428936 loss_class_dn: 0.321739 loss_bbox_dn: 0.139859 loss_giou_dn: 0.367861 loss_class_aux_dn: 1.689234 loss_bbox_aux_dn: 0.853231 loss_giou_aux_dn: 2.142703 loss: 13.363121 eta: 1 day, 5:03:27 batch_cost: 0.5895 data_cost: 0.0012 ips: 6.7858 images/s [03/31 21:25:08] ppdet.engine INFO: Eval iter: 0 [03/31 21:25:36] ppdet.engine INFO: Eval iter: 100 [03/31 21:26:03] ppdet.engine INFO: Eval iter: 200 [03/31 21:26:33] ppdet.engine INFO: Eval iter: 300 [03/31 21:27:03] ppdet.engine INFO: Eval iter: 400 [03/31 21:27:31] ppdet.engine INFO: Eval iter: 500 [03/31 21:28:01] ppdet.engine INFO: Eval iter: 600 [03/31 21:28:31] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [03/31 21:28:32] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.29s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.72s). Accumulating evaluation results... DONE (t=28.45s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 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 ] = 0.698 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 ] = 0.652 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 ] = 0.541 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 ] = 0.880 [03/31 21:31:14] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.633640712925878 [03/31 21:31:14] ppdet.engine INFO: Best test bbox ap is 0.526. [03/31 21:31:15] ppdet.engine INFO: Epoch: [46] [ 0/7329] learning_rate: 0.000100 loss_class: 0.521454 loss_bbox: 0.124688 loss_giou: 0.397262 loss_class_aux: 3.306156 loss_bbox_aux: 0.853545 loss_giou_aux: 2.509180 loss_class_dn: 0.300505 loss_bbox_dn: 0.127373 loss_giou_dn: 0.362690 loss_class_aux_dn: 1.611356 loss_bbox_aux_dn: 0.797490 loss_giou_aux_dn: 2.056787 loss: 13.352294 eta: 1 day, 5:03:11 batch_cost: 0.6026 data_cost: 0.0013 ips: 6.6377 images/s [03/31 21:32:22] ppdet.engine INFO: Epoch: [46] [ 100/7329] learning_rate: 0.000100 loss_class: 0.554311 loss_bbox: 0.145581 loss_giou: 0.363520 loss_class_aux: 3.442708 loss_bbox_aux: 0.967483 loss_giou_aux: 2.350294 loss_class_dn: 0.319170 loss_bbox_dn: 0.161711 loss_giou_dn: 0.344259 loss_class_aux_dn: 1.685702 loss_bbox_aux_dn: 0.944362 loss_giou_aux_dn: 1.909205 loss: 13.435181 eta: 1 day, 5:02:18 batch_cost: 0.5879 data_cost: 0.0015 ips: 6.8044 images/s [03/31 21:33:25] ppdet.engine INFO: Epoch: [46] [ 200/7329] learning_rate: 0.000100 loss_class: 0.583766 loss_bbox: 0.121111 loss_giou: 0.395460 loss_class_aux: 3.923624 loss_bbox_aux: 0.818733 loss_giou_aux: 2.575651 loss_class_dn: 0.346312 loss_bbox_dn: 0.136207 loss_giou_dn: 0.394047 loss_class_aux_dn: 1.828066 loss_bbox_aux_dn: 0.818575 loss_giou_aux_dn: 2.228767 loss: 13.916774 eta: 1 day, 5:01:25 batch_cost: 0.5761 data_cost: 0.0016 ips: 6.9436 images/s [03/31 21:34:31] ppdet.engine INFO: Epoch: [46] [ 300/7329] learning_rate: 0.000100 loss_class: 0.601321 loss_bbox: 0.135934 loss_giou: 0.463539 loss_class_aux: 3.847433 loss_bbox_aux: 0.899934 loss_giou_aux: 2.998133 loss_class_dn: 0.354186 loss_bbox_dn: 0.119723 loss_giou_dn: 0.426206 loss_class_aux_dn: 1.882394 loss_bbox_aux_dn: 0.737685 loss_giou_aux_dn: 2.420656 loss: 15.883717 eta: 1 day, 5:00:32 batch_cost: 0.5879 data_cost: 0.0014 ips: 6.8043 images/s [03/31 21:35:30] ppdet.engine INFO: Epoch: [46] [ 400/7329] learning_rate: 0.000100 loss_class: 0.576292 loss_bbox: 0.133615 loss_giou: 0.423235 loss_class_aux: 3.571017 loss_bbox_aux: 0.941591 loss_giou_aux: 2.720442 loss_class_dn: 0.335206 loss_bbox_dn: 0.157448 loss_giou_dn: 0.373476 loss_class_aux_dn: 1.788957 loss_bbox_aux_dn: 0.979862 loss_giou_aux_dn: 2.161326 loss: 14.543175 eta: 1 day, 4:59:37 batch_cost: 0.5379 data_cost: 0.0014 ips: 7.4358 images/s [03/31 21:36:29] ppdet.engine INFO: Epoch: [46] [ 500/7329] learning_rate: 0.000100 loss_class: 0.519209 loss_bbox: 0.130256 loss_giou: 0.369526 loss_class_aux: 3.496392 loss_bbox_aux: 0.817315 loss_giou_aux: 2.374699 loss_class_dn: 0.326084 loss_bbox_dn: 0.134770 loss_giou_dn: 0.328996 loss_class_aux_dn: 1.729347 loss_bbox_aux_dn: 0.772053 loss_giou_aux_dn: 1.872116 loss: 14.443027 eta: 1 day, 4:58:41 batch_cost: 0.5373 data_cost: 0.0013 ips: 7.4440 images/s [03/31 21:37:33] ppdet.engine INFO: Epoch: [46] [ 600/7329] learning_rate: 0.000100 loss_class: 0.575060 loss_bbox: 0.135032 loss_giou: 0.430747 loss_class_aux: 3.684978 loss_bbox_aux: 0.827778 loss_giou_aux: 2.729641 loss_class_dn: 0.361473 loss_bbox_dn: 0.142388 loss_giou_dn: 0.400896 loss_class_aux_dn: 1.944963 loss_bbox_aux_dn: 0.823637 loss_giou_aux_dn: 2.238610 loss: 15.130718 eta: 1 day, 4:57:48 batch_cost: 0.5800 data_cost: 0.0013 ips: 6.8961 images/s [03/31 21:38:38] ppdet.engine INFO: Epoch: [46] [ 700/7329] learning_rate: 0.000100 loss_class: 0.499406 loss_bbox: 0.122163 loss_giou: 0.364138 loss_class_aux: 3.189439 loss_bbox_aux: 0.797721 loss_giou_aux: 2.363544 loss_class_dn: 0.324883 loss_bbox_dn: 0.114016 loss_giou_dn: 0.357388 loss_class_aux_dn: 1.741639 loss_bbox_aux_dn: 0.689422 loss_giou_aux_dn: 2.011380 loss: 13.978664 eta: 1 day, 4:56:55 batch_cost: 0.5817 data_cost: 0.0013 ips: 6.8768 images/s [03/31 21:39:42] ppdet.engine INFO: Epoch: [46] [ 800/7329] learning_rate: 0.000100 loss_class: 0.556091 loss_bbox: 0.131447 loss_giou: 0.318750 loss_class_aux: 3.600986 loss_bbox_aux: 0.911977 loss_giou_aux: 2.068871 loss_class_dn: 0.305554 loss_bbox_dn: 0.143162 loss_giou_dn: 0.309116 loss_class_aux_dn: 1.669137 loss_bbox_aux_dn: 0.903294 loss_giou_aux_dn: 1.767364 loss: 13.021217 eta: 1 day, 4:56:02 batch_cost: 0.5749 data_cost: 0.0018 ips: 6.9577 images/s [03/31 21:40:45] ppdet.engine INFO: Epoch: [46] [ 900/7329] learning_rate: 0.000100 loss_class: 0.559184 loss_bbox: 0.143520 loss_giou: 0.436552 loss_class_aux: 3.762954 loss_bbox_aux: 0.908597 loss_giou_aux: 2.771484 loss_class_dn: 0.350514 loss_bbox_dn: 0.140417 loss_giou_dn: 0.399989 loss_class_aux_dn: 1.846809 loss_bbox_aux_dn: 0.792795 loss_giou_aux_dn: 2.144981 loss: 14.140560 eta: 1 day, 4:55:08 batch_cost: 0.5656 data_cost: 0.0017 ips: 7.0723 images/s [03/31 21:41:48] ppdet.engine INFO: Epoch: [46] [1000/7329] learning_rate: 0.000100 loss_class: 0.574747 loss_bbox: 0.138574 loss_giou: 0.412361 loss_class_aux: 3.643524 loss_bbox_aux: 0.912211 loss_giou_aux: 2.686614 loss_class_dn: 0.339269 loss_bbox_dn: 0.138172 loss_giou_dn: 0.408000 loss_class_aux_dn: 1.806185 loss_bbox_aux_dn: 0.802068 loss_giou_aux_dn: 2.301196 loss: 13.939025 eta: 1 day, 4:54:14 batch_cost: 0.5772 data_cost: 0.0013 ips: 6.9304 images/s [03/31 21:42:52] ppdet.engine INFO: Epoch: [46] [1100/7329] learning_rate: 0.000100 loss_class: 0.561985 loss_bbox: 0.128428 loss_giou: 0.355260 loss_class_aux: 3.582066 loss_bbox_aux: 0.889125 loss_giou_aux: 2.245173 loss_class_dn: 0.306881 loss_bbox_dn: 0.137111 loss_giou_dn: 0.358146 loss_class_aux_dn: 1.673214 loss_bbox_aux_dn: 0.827279 loss_giou_aux_dn: 1.994242 loss: 12.984152 eta: 1 day, 4:53:21 batch_cost: 0.5724 data_cost: 0.0014 ips: 6.9887 images/s [03/31 21:43:57] ppdet.engine INFO: Epoch: [46] [1200/7329] learning_rate: 0.000100 loss_class: 0.506400 loss_bbox: 0.133610 loss_giou: 0.343830 loss_class_aux: 3.341964 loss_bbox_aux: 0.903614 loss_giou_aux: 2.146250 loss_class_dn: 0.310847 loss_bbox_dn: 0.135785 loss_giou_dn: 0.330247 loss_class_aux_dn: 1.627816 loss_bbox_aux_dn: 0.807450 loss_giou_aux_dn: 1.777612 loss: 13.710076 eta: 1 day, 4:52:29 batch_cost: 0.5997 data_cost: 0.0012 ips: 6.6694 images/s [03/31 21:45:00] ppdet.engine INFO: Epoch: [46] [1300/7329] learning_rate: 0.000100 loss_class: 0.549113 loss_bbox: 0.156876 loss_giou: 0.354032 loss_class_aux: 3.577558 loss_bbox_aux: 1.027284 loss_giou_aux: 2.236512 loss_class_dn: 0.326624 loss_bbox_dn: 0.160523 loss_giou_dn: 0.336910 loss_class_aux_dn: 1.755825 loss_bbox_aux_dn: 0.949480 loss_giou_aux_dn: 1.919156 loss: 14.062168 eta: 1 day, 4:51:35 batch_cost: 0.5672 data_cost: 0.0012 ips: 7.0528 images/s [03/31 21:45:59] ppdet.engine INFO: Epoch: [46] [1400/7329] learning_rate: 0.000100 loss_class: 0.532603 loss_bbox: 0.146543 loss_giou: 0.346549 loss_class_aux: 3.336524 loss_bbox_aux: 0.948481 loss_giou_aux: 2.096751 loss_class_dn: 0.288132 loss_bbox_dn: 0.148533 loss_giou_dn: 0.307979 loss_class_aux_dn: 1.598978 loss_bbox_aux_dn: 0.937438 loss_giou_aux_dn: 1.717963 loss: 12.665058 eta: 1 day, 4:50:39 batch_cost: 0.5295 data_cost: 0.0013 ips: 7.5540 images/s [03/31 21:47:01] ppdet.engine INFO: Epoch: [46] [1500/7329] learning_rate: 0.000100 loss_class: 0.564766 loss_bbox: 0.141845 loss_giou: 0.352330 loss_class_aux: 3.598227 loss_bbox_aux: 0.945830 loss_giou_aux: 2.284454 loss_class_dn: 0.330325 loss_bbox_dn: 0.167671 loss_giou_dn: 0.351452 loss_class_aux_dn: 1.725798 loss_bbox_aux_dn: 0.965213 loss_giou_aux_dn: 1.925878 loss: 13.699400 eta: 1 day, 4:49:45 batch_cost: 0.5606 data_cost: 0.0013 ips: 7.1358 images/s [03/31 21:48:10] ppdet.engine INFO: Epoch: [46] [1600/7329] learning_rate: 0.000100 loss_class: 0.587032 loss_bbox: 0.143877 loss_giou: 0.419501 loss_class_aux: 3.770549 loss_bbox_aux: 1.001929 loss_giou_aux: 2.601780 loss_class_dn: 0.344869 loss_bbox_dn: 0.154262 loss_giou_dn: 0.363271 loss_class_aux_dn: 1.911311 loss_bbox_aux_dn: 0.923994 loss_giou_aux_dn: 2.044987 loss: 13.831898 eta: 1 day, 4:48:53 batch_cost: 0.6092 data_cost: 0.0016 ips: 6.5658 images/s [03/31 21:49:14] ppdet.engine INFO: Epoch: [46] [1700/7329] learning_rate: 0.000100 loss_class: 0.596115 loss_bbox: 0.146870 loss_giou: 0.446040 loss_class_aux: 3.826908 loss_bbox_aux: 0.990091 loss_giou_aux: 2.734712 loss_class_dn: 0.348851 loss_bbox_dn: 0.158974 loss_giou_dn: 0.404198 loss_class_aux_dn: 1.899608 loss_bbox_aux_dn: 0.961325 loss_giou_aux_dn: 2.289303 loss: 15.350252 eta: 1 day, 4:48:00 batch_cost: 0.5885 data_cost: 0.0013 ips: 6.7974 images/s [03/31 21:50:10] ppdet.engine INFO: Epoch: [46] [1800/7329] learning_rate: 0.000100 loss_class: 0.536018 loss_bbox: 0.166280 loss_giou: 0.367411 loss_class_aux: 3.524514 loss_bbox_aux: 1.024549 loss_giou_aux: 2.335826 loss_class_dn: 0.322896 loss_bbox_dn: 0.164133 loss_giou_dn: 0.344289 loss_class_aux_dn: 1.741608 loss_bbox_aux_dn: 0.975899 loss_giou_aux_dn: 1.935121 loss: 13.379419 eta: 1 day, 4:47:03 batch_cost: 0.4989 data_cost: 0.0012 ips: 8.0169 images/s [03/31 21:51:15] ppdet.engine INFO: Epoch: [46] [1900/7329] learning_rate: 0.000100 loss_class: 0.557707 loss_bbox: 0.135148 loss_giou: 0.399018 loss_class_aux: 3.493655 loss_bbox_aux: 0.849926 loss_giou_aux: 2.618027 loss_class_dn: 0.321786 loss_bbox_dn: 0.132142 loss_giou_dn: 0.354692 loss_class_aux_dn: 1.691843 loss_bbox_aux_dn: 0.782723 loss_giou_aux_dn: 1.909737 loss: 13.065947 eta: 1 day, 4:46:10 batch_cost: 0.5849 data_cost: 0.0017 ips: 6.8382 images/s [03/31 21:52:19] ppdet.engine INFO: Epoch: [46] [2000/7329] learning_rate: 0.000100 loss_class: 0.573243 loss_bbox: 0.134733 loss_giou: 0.383702 loss_class_aux: 3.666779 loss_bbox_aux: 0.862041 loss_giou_aux: 2.433141 loss_class_dn: 0.308866 loss_bbox_dn: 0.135720 loss_giou_dn: 0.348879 loss_class_aux_dn: 1.687816 loss_bbox_aux_dn: 0.808275 loss_giou_aux_dn: 1.992591 loss: 13.813599 eta: 1 day, 4:45:17 batch_cost: 0.5804 data_cost: 0.0014 ips: 6.8913 images/s [03/31 21:53:20] ppdet.engine INFO: Epoch: [46] [2100/7329] learning_rate: 0.000100 loss_class: 0.546388 loss_bbox: 0.133109 loss_giou: 0.402957 loss_class_aux: 3.562529 loss_bbox_aux: 0.902957 loss_giou_aux: 2.526171 loss_class_dn: 0.344348 loss_bbox_dn: 0.140121 loss_giou_dn: 0.388418 loss_class_aux_dn: 1.793612 loss_bbox_aux_dn: 0.820492 loss_giou_aux_dn: 2.155736 loss: 14.317019 eta: 1 day, 4:44:22 batch_cost: 0.5472 data_cost: 0.0016 ips: 7.3104 images/s [03/31 21:54:17] ppdet.engine INFO: Epoch: [46] [2200/7329] learning_rate: 0.000100 loss_class: 0.560394 loss_bbox: 0.119736 loss_giou: 0.352668 loss_class_aux: 3.583002 loss_bbox_aux: 0.809149 loss_giou_aux: 2.313023 loss_class_dn: 0.317293 loss_bbox_dn: 0.130567 loss_giou_dn: 0.356649 loss_class_aux_dn: 1.732889 loss_bbox_aux_dn: 0.775845 loss_giou_aux_dn: 1.982493 loss: 13.097359 eta: 1 day, 4:43:25 batch_cost: 0.5231 data_cost: 0.0012 ips: 7.6471 images/s [03/31 21:55:23] ppdet.engine INFO: Epoch: [46] [2300/7329] learning_rate: 0.000100 loss_class: 0.608950 loss_bbox: 0.127908 loss_giou: 0.378228 loss_class_aux: 3.665855 loss_bbox_aux: 0.846476 loss_giou_aux: 2.442881 loss_class_dn: 0.339182 loss_bbox_dn: 0.143340 loss_giou_dn: 0.371714 loss_class_aux_dn: 1.839124 loss_bbox_aux_dn: 0.854678 loss_giou_aux_dn: 2.088014 loss: 13.605018 eta: 1 day, 4:42:33 batch_cost: 0.6033 data_cost: 0.0012 ips: 6.6301 images/s [03/31 21:56:22] ppdet.engine INFO: Epoch: [46] [2400/7329] learning_rate: 0.000100 loss_class: 0.582844 loss_bbox: 0.146925 loss_giou: 0.389009 loss_class_aux: 3.665810 loss_bbox_aux: 0.945202 loss_giou_aux: 2.437500 loss_class_dn: 0.328131 loss_bbox_dn: 0.137469 loss_giou_dn: 0.381034 loss_class_aux_dn: 1.780171 loss_bbox_aux_dn: 0.815329 loss_giou_aux_dn: 2.102231 loss: 14.406187 eta: 1 day, 4:41:37 batch_cost: 0.5301 data_cost: 0.0012 ips: 7.5460 images/s [03/31 21:57:20] ppdet.engine INFO: Epoch: [46] [2500/7329] learning_rate: 0.000100 loss_class: 0.549737 loss_bbox: 0.124100 loss_giou: 0.405929 loss_class_aux: 3.522149 loss_bbox_aux: 0.888714 loss_giou_aux: 2.561273 loss_class_dn: 0.323600 loss_bbox_dn: 0.137127 loss_giou_dn: 0.368428 loss_class_aux_dn: 1.746590 loss_bbox_aux_dn: 0.794764 loss_giou_aux_dn: 2.050750 loss: 14.286024 eta: 1 day, 4:40:41 batch_cost: 0.5260 data_cost: 0.0013 ips: 7.6049 images/s [03/31 21:58:22] ppdet.engine INFO: Epoch: [46] [2600/7329] learning_rate: 0.000100 loss_class: 0.546784 loss_bbox: 0.130443 loss_giou: 0.355767 loss_class_aux: 3.432984 loss_bbox_aux: 0.838289 loss_giou_aux: 2.167355 loss_class_dn: 0.316614 loss_bbox_dn: 0.132770 loss_giou_dn: 0.338845 loss_class_aux_dn: 1.724371 loss_bbox_aux_dn: 0.799674 loss_giou_aux_dn: 1.856216 loss: 13.025368 eta: 1 day, 4:39:47 batch_cost: 0.5669 data_cost: 0.0012 ips: 7.0562 images/s [03/31 21:59:30] ppdet.engine INFO: Epoch: [46] [2700/7329] learning_rate: 0.000100 loss_class: 0.542484 loss_bbox: 0.127810 loss_giou: 0.334873 loss_class_aux: 3.619430 loss_bbox_aux: 0.862449 loss_giou_aux: 2.057847 loss_class_dn: 0.319861 loss_bbox_dn: 0.149505 loss_giou_dn: 0.326023 loss_class_aux_dn: 1.709903 loss_bbox_aux_dn: 0.871729 loss_giou_aux_dn: 1.820964 loss: 13.088331 eta: 1 day, 4:38:57 batch_cost: 0.6237 data_cost: 0.0012 ips: 6.4131 images/s [03/31 22:00:31] ppdet.engine INFO: Epoch: [46] [2800/7329] learning_rate: 0.000100 loss_class: 0.601393 loss_bbox: 0.150162 loss_giou: 0.397218 loss_class_aux: 3.767526 loss_bbox_aux: 0.941085 loss_giou_aux: 2.490650 loss_class_dn: 0.331335 loss_bbox_dn: 0.157423 loss_giou_dn: 0.367046 loss_class_aux_dn: 1.794970 loss_bbox_aux_dn: 0.915861 loss_giou_aux_dn: 2.033193 loss: 14.474928 eta: 1 day, 4:38:02 batch_cost: 0.5501 data_cost: 0.0013 ips: 7.2714 images/s [03/31 22:01:28] ppdet.engine INFO: Epoch: [46] [2900/7329] learning_rate: 0.000100 loss_class: 0.581132 loss_bbox: 0.143107 loss_giou: 0.363832 loss_class_aux: 3.523032 loss_bbox_aux: 0.955924 loss_giou_aux: 2.356544 loss_class_dn: 0.311669 loss_bbox_dn: 0.136162 loss_giou_dn: 0.352220 loss_class_aux_dn: 1.708963 loss_bbox_aux_dn: 0.849985 loss_giou_aux_dn: 1.984750 loss: 13.089853 eta: 1 day, 4:37:06 batch_cost: 0.5245 data_cost: 0.0012 ips: 7.6262 images/s [03/31 22:02:31] ppdet.engine INFO: Epoch: [46] [3000/7329] learning_rate: 0.000100 loss_class: 0.556964 loss_bbox: 0.143630 loss_giou: 0.391372 loss_class_aux: 3.612402 loss_bbox_aux: 0.977596 loss_giou_aux: 2.541649 loss_class_dn: 0.332615 loss_bbox_dn: 0.154030 loss_giou_dn: 0.347644 loss_class_aux_dn: 1.785731 loss_bbox_aux_dn: 0.944856 loss_giou_aux_dn: 1.948419 loss: 14.125698 eta: 1 day, 4:36:11 batch_cost: 0.5591 data_cost: 0.0017 ips: 7.1537 images/s [03/31 22:03:31] ppdet.engine INFO: Epoch: [46] [3100/7329] learning_rate: 0.000100 loss_class: 0.546539 loss_bbox: 0.128682 loss_giou: 0.350129 loss_class_aux: 3.511815 loss_bbox_aux: 0.874333 loss_giou_aux: 2.342709 loss_class_dn: 0.332175 loss_bbox_dn: 0.136835 loss_giou_dn: 0.353732 loss_class_aux_dn: 1.795906 loss_bbox_aux_dn: 0.856923 loss_giou_aux_dn: 1.965985 loss: 13.871309 eta: 1 day, 4:35:16 batch_cost: 0.5399 data_cost: 0.0012 ips: 7.4090 images/s [03/31 22:04:27] ppdet.engine INFO: Epoch: [46] [3200/7329] learning_rate: 0.000100 loss_class: 0.588427 loss_bbox: 0.133340 loss_giou: 0.339530 loss_class_aux: 3.727711 loss_bbox_aux: 0.865932 loss_giou_aux: 2.120590 loss_class_dn: 0.307828 loss_bbox_dn: 0.149577 loss_giou_dn: 0.321994 loss_class_aux_dn: 1.677044 loss_bbox_aux_dn: 0.902152 loss_giou_aux_dn: 1.809839 loss: 13.263494 eta: 1 day, 4:34:19 batch_cost: 0.5132 data_cost: 0.0012 ips: 7.7937 images/s [03/31 22:05:30] ppdet.engine INFO: Epoch: [46] [3300/7329] learning_rate: 0.000100 loss_class: 0.591658 loss_bbox: 0.150911 loss_giou: 0.454107 loss_class_aux: 3.777630 loss_bbox_aux: 0.929934 loss_giou_aux: 2.859360 loss_class_dn: 0.347831 loss_bbox_dn: 0.149089 loss_giou_dn: 0.373527 loss_class_aux_dn: 1.853711 loss_bbox_aux_dn: 0.892807 loss_giou_aux_dn: 2.103356 loss: 15.209814 eta: 1 day, 4:33:25 batch_cost: 0.5666 data_cost: 0.0013 ips: 7.0594 images/s [03/31 22:06:36] ppdet.engine INFO: Epoch: [46] [3400/7329] learning_rate: 0.000100 loss_class: 0.614846 loss_bbox: 0.135431 loss_giou: 0.418756 loss_class_aux: 3.710549 loss_bbox_aux: 0.865066 loss_giou_aux: 2.648726 loss_class_dn: 0.339265 loss_bbox_dn: 0.137475 loss_giou_dn: 0.391265 loss_class_aux_dn: 1.809790 loss_bbox_aux_dn: 0.823362 loss_giou_aux_dn: 2.163385 loss: 15.124701 eta: 1 day, 4:32:33 batch_cost: 0.5978 data_cost: 0.0015 ips: 6.6910 images/s [03/31 22:07:42] ppdet.engine INFO: Epoch: [46] [3500/7329] learning_rate: 0.000100 loss_class: 0.635796 loss_bbox: 0.144050 loss_giou: 0.396768 loss_class_aux: 3.962834 loss_bbox_aux: 0.973197 loss_giou_aux: 2.552581 loss_class_dn: 0.350415 loss_bbox_dn: 0.141791 loss_giou_dn: 0.392013 loss_class_aux_dn: 1.858475 loss_bbox_aux_dn: 0.870938 loss_giou_aux_dn: 2.132274 loss: 14.707193 eta: 1 day, 4:31:41 batch_cost: 0.6046 data_cost: 0.0022 ips: 6.6159 images/s [03/31 22:08:46] ppdet.engine INFO: Epoch: [46] [3600/7329] learning_rate: 0.000100 loss_class: 0.569734 loss_bbox: 0.149029 loss_giou: 0.376994 loss_class_aux: 3.758218 loss_bbox_aux: 0.964579 loss_giou_aux: 2.357654 loss_class_dn: 0.332609 loss_bbox_dn: 0.142011 loss_giou_dn: 0.346376 loss_class_aux_dn: 1.817724 loss_bbox_aux_dn: 0.861215 loss_giou_aux_dn: 1.918765 loss: 14.004197 eta: 1 day, 4:30:48 batch_cost: 0.5817 data_cost: 0.0014 ips: 6.8765 images/s [03/31 22:09:44] ppdet.engine INFO: Epoch: [46] [3700/7329] learning_rate: 0.000100 loss_class: 0.561835 loss_bbox: 0.119497 loss_giou: 0.349681 loss_class_aux: 3.583057 loss_bbox_aux: 0.779869 loss_giou_aux: 2.175789 loss_class_dn: 0.322456 loss_bbox_dn: 0.121385 loss_giou_dn: 0.308150 loss_class_aux_dn: 1.782201 loss_bbox_aux_dn: 0.732934 loss_giou_aux_dn: 1.774574 loss: 13.812607 eta: 1 day, 4:29:51 batch_cost: 0.5215 data_cost: 0.0012 ips: 7.6709 images/s [03/31 22:10:45] ppdet.engine INFO: Epoch: [46] [3800/7329] learning_rate: 0.000100 loss_class: 0.552115 loss_bbox: 0.148036 loss_giou: 0.339208 loss_class_aux: 3.685454 loss_bbox_aux: 0.952206 loss_giou_aux: 2.153462 loss_class_dn: 0.322671 loss_bbox_dn: 0.164516 loss_giou_dn: 0.339882 loss_class_aux_dn: 1.819862 loss_bbox_aux_dn: 0.984215 loss_giou_aux_dn: 1.924007 loss: 13.510561 eta: 1 day, 4:28:57 batch_cost: 0.5517 data_cost: 0.0012 ips: 7.2503 images/s [03/31 22:11:48] ppdet.engine INFO: Epoch: [46] [3900/7329] learning_rate: 0.000100 loss_class: 0.513789 loss_bbox: 0.132413 loss_giou: 0.340114 loss_class_aux: 3.319333 loss_bbox_aux: 0.907230 loss_giou_aux: 2.120896 loss_class_dn: 0.312404 loss_bbox_dn: 0.141316 loss_giou_dn: 0.331251 loss_class_aux_dn: 1.644629 loss_bbox_aux_dn: 0.841246 loss_giou_aux_dn: 1.842317 loss: 13.086821 eta: 1 day, 4:28:03 batch_cost: 0.5801 data_cost: 0.0013 ips: 6.8950 images/s [03/31 22:12:53] ppdet.engine INFO: Epoch: [46] [4000/7329] learning_rate: 0.000100 loss_class: 0.613822 loss_bbox: 0.141873 loss_giou: 0.422492 loss_class_aux: 3.840615 loss_bbox_aux: 0.931122 loss_giou_aux: 2.723967 loss_class_dn: 0.316917 loss_bbox_dn: 0.148919 loss_giou_dn: 0.394223 loss_class_aux_dn: 1.750275 loss_bbox_aux_dn: 0.900743 loss_giou_aux_dn: 2.165823 loss: 14.291063 eta: 1 day, 4:27:11 batch_cost: 0.5863 data_cost: 0.0015 ips: 6.8226 images/s [03/31 22:13:54] ppdet.engine INFO: Epoch: [46] [4100/7329] learning_rate: 0.000100 loss_class: 0.547199 loss_bbox: 0.127306 loss_giou: 0.336771 loss_class_aux: 3.570336 loss_bbox_aux: 0.851815 loss_giou_aux: 2.158025 loss_class_dn: 0.311331 loss_bbox_dn: 0.142574 loss_giou_dn: 0.337245 loss_class_aux_dn: 1.685276 loss_bbox_aux_dn: 0.853307 loss_giou_aux_dn: 1.938821 loss: 13.026903 eta: 1 day, 4:26:16 batch_cost: 0.5522 data_cost: 0.0013 ips: 7.2439 images/s [03/31 22:15:01] ppdet.engine INFO: Epoch: [46] [4200/7329] learning_rate: 0.000100 loss_class: 0.571947 loss_bbox: 0.144774 loss_giou: 0.382550 loss_class_aux: 3.682732 loss_bbox_aux: 0.942363 loss_giou_aux: 2.512015 loss_class_dn: 0.322569 loss_bbox_dn: 0.134336 loss_giou_dn: 0.391200 loss_class_aux_dn: 1.756000 loss_bbox_aux_dn: 0.791265 loss_giou_aux_dn: 2.206378 loss: 14.549348 eta: 1 day, 4:25:24 batch_cost: 0.6111 data_cost: 0.0013 ips: 6.5461 images/s [03/31 22:15:59] ppdet.engine INFO: Epoch: [46] [4300/7329] learning_rate: 0.000100 loss_class: 0.578981 loss_bbox: 0.129880 loss_giou: 0.344161 loss_class_aux: 3.737136 loss_bbox_aux: 0.843929 loss_giou_aux: 2.151309 loss_class_dn: 0.313196 loss_bbox_dn: 0.127168 loss_giou_dn: 0.328643 loss_class_aux_dn: 1.701505 loss_bbox_aux_dn: 0.765410 loss_giou_aux_dn: 1.920235 loss: 13.449544 eta: 1 day, 4:24:28 batch_cost: 0.5266 data_cost: 0.0012 ips: 7.5955 images/s [03/31 22:16:56] ppdet.engine INFO: Epoch: [46] [4400/7329] learning_rate: 0.000100 loss_class: 0.532542 loss_bbox: 0.128471 loss_giou: 0.310603 loss_class_aux: 3.472253 loss_bbox_aux: 0.818444 loss_giou_aux: 1.981233 loss_class_dn: 0.272851 loss_bbox_dn: 0.124347 loss_giou_dn: 0.287013 loss_class_aux_dn: 1.484362 loss_bbox_aux_dn: 0.767567 loss_giou_aux_dn: 1.623405 loss: 12.089649 eta: 1 day, 4:23:31 batch_cost: 0.5170 data_cost: 0.0017 ips: 7.7368 images/s [03/31 22:17:55] ppdet.engine INFO: Epoch: [46] [4500/7329] learning_rate: 0.000100 loss_class: 0.582031 loss_bbox: 0.120542 loss_giou: 0.369405 loss_class_aux: 3.717895 loss_bbox_aux: 0.805134 loss_giou_aux: 2.287834 loss_class_dn: 0.330143 loss_bbox_dn: 0.140139 loss_giou_dn: 0.346962 loss_class_aux_dn: 1.777930 loss_bbox_aux_dn: 0.825661 loss_giou_aux_dn: 1.952146 loss: 13.826941 eta: 1 day, 4:22:36 batch_cost: 0.5389 data_cost: 0.0013 ips: 7.4223 images/s [03/31 22:18:52] ppdet.engine INFO: Epoch: [46] [4600/7329] learning_rate: 0.000100 loss_class: 0.543952 loss_bbox: 0.135791 loss_giou: 0.376988 loss_class_aux: 3.310095 loss_bbox_aux: 0.899709 loss_giou_aux: 2.337924 loss_class_dn: 0.309554 loss_bbox_dn: 0.153165 loss_giou_dn: 0.317621 loss_class_aux_dn: 1.688668 loss_bbox_aux_dn: 0.889240 loss_giou_aux_dn: 1.857146 loss: 13.273162 eta: 1 day, 4:21:39 batch_cost: 0.5123 data_cost: 0.0012 ips: 7.8078 images/s [03/31 22:19:53] ppdet.engine INFO: Epoch: [46] [4700/7329] learning_rate: 0.000100 loss_class: 0.572612 loss_bbox: 0.129336 loss_giou: 0.383765 loss_class_aux: 3.581972 loss_bbox_aux: 0.825951 loss_giou_aux: 2.469776 loss_class_dn: 0.336310 loss_bbox_dn: 0.145311 loss_giou_dn: 0.357811 loss_class_aux_dn: 1.807015 loss_bbox_aux_dn: 0.881689 loss_giou_aux_dn: 1.969084 loss: 14.376011 eta: 1 day, 4:20:45 batch_cost: 0.5587 data_cost: 0.0012 ips: 7.1598 images/s [03/31 22:20:51] ppdet.engine INFO: Epoch: [46] [4800/7329] learning_rate: 0.000100 loss_class: 0.617069 loss_bbox: 0.135613 loss_giou: 0.392885 loss_class_aux: 3.934216 loss_bbox_aux: 0.897658 loss_giou_aux: 2.525374 loss_class_dn: 0.357664 loss_bbox_dn: 0.137538 loss_giou_dn: 0.370383 loss_class_aux_dn: 1.924443 loss_bbox_aux_dn: 0.816350 loss_giou_aux_dn: 2.136500 loss: 14.860191 eta: 1 day, 4:19:48 batch_cost: 0.5235 data_cost: 0.0013 ips: 7.6409 images/s [03/31 22:21:52] ppdet.engine INFO: Epoch: [46] [4900/7329] learning_rate: 0.000100 loss_class: 0.634912 loss_bbox: 0.148886 loss_giou: 0.418067 loss_class_aux: 4.177289 loss_bbox_aux: 0.969736 loss_giou_aux: 2.597579 loss_class_dn: 0.363141 loss_bbox_dn: 0.155670 loss_giou_dn: 0.389378 loss_class_aux_dn: 1.986374 loss_bbox_aux_dn: 0.918576 loss_giou_aux_dn: 2.167969 loss: 15.524352 eta: 1 day, 4:18:54 batch_cost: 0.5526 data_cost: 0.0013 ips: 7.2381 images/s [03/31 22:22:56] ppdet.engine INFO: Epoch: [46] [5000/7329] learning_rate: 0.000100 loss_class: 0.610200 loss_bbox: 0.141552 loss_giou: 0.444960 loss_class_aux: 3.982088 loss_bbox_aux: 0.956729 loss_giou_aux: 2.778950 loss_class_dn: 0.334462 loss_bbox_dn: 0.156556 loss_giou_dn: 0.382037 loss_class_aux_dn: 1.806894 loss_bbox_aux_dn: 0.913401 loss_giou_aux_dn: 2.066063 loss: 14.419167 eta: 1 day, 4:18:01 batch_cost: 0.5846 data_cost: 0.0013 ips: 6.8424 images/s [03/31 22:23:56] ppdet.engine INFO: Epoch: [46] [5100/7329] learning_rate: 0.000100 loss_class: 0.623852 loss_bbox: 0.135633 loss_giou: 0.355731 loss_class_aux: 3.978936 loss_bbox_aux: 0.904747 loss_giou_aux: 2.280611 loss_class_dn: 0.325394 loss_bbox_dn: 0.140254 loss_giou_dn: 0.334143 loss_class_aux_dn: 1.738930 loss_bbox_aux_dn: 0.806388 loss_giou_aux_dn: 1.926708 loss: 13.282909 eta: 1 day, 4:17:05 batch_cost: 0.5386 data_cost: 0.0012 ips: 7.4267 images/s [03/31 22:24:55] ppdet.engine INFO: Epoch: [46] [5200/7329] learning_rate: 0.000100 loss_class: 0.574986 loss_bbox: 0.133420 loss_giou: 0.356840 loss_class_aux: 3.579049 loss_bbox_aux: 0.876515 loss_giou_aux: 2.292470 loss_class_dn: 0.313817 loss_bbox_dn: 0.144682 loss_giou_dn: 0.359431 loss_class_aux_dn: 1.683828 loss_bbox_aux_dn: 0.843042 loss_giou_aux_dn: 1.993227 loss: 13.890773 eta: 1 day, 4:16:09 batch_cost: 0.5312 data_cost: 0.0014 ips: 7.5306 images/s [03/31 22:25:52] ppdet.engine INFO: Epoch: [46] [5300/7329] learning_rate: 0.000100 loss_class: 0.590489 loss_bbox: 0.146502 loss_giou: 0.429875 loss_class_aux: 3.680495 loss_bbox_aux: 1.000545 loss_giou_aux: 2.573898 loss_class_dn: 0.338861 loss_bbox_dn: 0.155827 loss_giou_dn: 0.375964 loss_class_aux_dn: 1.881079 loss_bbox_aux_dn: 0.927242 loss_giou_aux_dn: 2.050353 loss: 13.555887 eta: 1 day, 4:15:13 batch_cost: 0.5203 data_cost: 0.0013 ips: 7.6876 images/s [03/31 22:26:51] ppdet.engine INFO: Epoch: [46] [5400/7329] learning_rate: 0.000100 loss_class: 0.599934 loss_bbox: 0.129502 loss_giou: 0.436790 loss_class_aux: 3.806566 loss_bbox_aux: 0.861561 loss_giou_aux: 2.823228 loss_class_dn: 0.345818 loss_bbox_dn: 0.136333 loss_giou_dn: 0.410680 loss_class_aux_dn: 1.855818 loss_bbox_aux_dn: 0.759733 loss_giou_aux_dn: 2.271729 loss: 14.298432 eta: 1 day, 4:14:17 batch_cost: 0.5287 data_cost: 0.0012 ips: 7.5651 images/s [03/31 22:27:50] ppdet.engine INFO: Epoch: [46] [5500/7329] learning_rate: 0.000100 loss_class: 0.519345 loss_bbox: 0.131229 loss_giou: 0.334066 loss_class_aux: 3.280338 loss_bbox_aux: 0.848746 loss_giou_aux: 2.137173 loss_class_dn: 0.286696 loss_bbox_dn: 0.133288 loss_giou_dn: 0.325296 loss_class_aux_dn: 1.579931 loss_bbox_aux_dn: 0.815958 loss_giou_aux_dn: 1.797329 loss: 13.147301 eta: 1 day, 4:13:22 batch_cost: 0.5409 data_cost: 0.0012 ips: 7.3951 images/s [03/31 22:28:49] ppdet.engine INFO: Epoch: [46] [5600/7329] learning_rate: 0.000100 loss_class: 0.568130 loss_bbox: 0.145827 loss_giou: 0.369937 loss_class_aux: 3.712394 loss_bbox_aux: 0.913887 loss_giou_aux: 2.412872 loss_class_dn: 0.308152 loss_bbox_dn: 0.137022 loss_giou_dn: 0.357100 loss_class_aux_dn: 1.652822 loss_bbox_aux_dn: 0.858346 loss_giou_aux_dn: 2.032621 loss: 13.817497 eta: 1 day, 4:12:26 batch_cost: 0.5309 data_cost: 0.0012 ips: 7.5347 images/s [03/31 22:29:47] ppdet.engine INFO: Epoch: [46] [5700/7329] learning_rate: 0.000100 loss_class: 0.569018 loss_bbox: 0.135825 loss_giou: 0.334620 loss_class_aux: 3.563015 loss_bbox_aux: 0.925776 loss_giou_aux: 2.209070 loss_class_dn: 0.314163 loss_bbox_dn: 0.135065 loss_giou_dn: 0.339551 loss_class_aux_dn: 1.729795 loss_bbox_aux_dn: 0.816541 loss_giou_aux_dn: 1.888482 loss: 13.974148 eta: 1 day, 4:11:30 batch_cost: 0.5309 data_cost: 0.0013 ips: 7.5350 images/s [03/31 22:30:43] ppdet.engine INFO: Epoch: [46] [5800/7329] learning_rate: 0.000100 loss_class: 0.491797 loss_bbox: 0.134365 loss_giou: 0.276722 loss_class_aux: 3.141706 loss_bbox_aux: 0.881710 loss_giou_aux: 1.846695 loss_class_dn: 0.280939 loss_bbox_dn: 0.150708 loss_giou_dn: 0.279260 loss_class_aux_dn: 1.510212 loss_bbox_aux_dn: 0.911343 loss_giou_aux_dn: 1.631948 loss: 11.454768 eta: 1 day, 4:10:32 batch_cost: 0.5015 data_cost: 0.0012 ips: 7.9768 images/s [03/31 22:31:40] ppdet.engine INFO: Epoch: [46] [5900/7329] learning_rate: 0.000100 loss_class: 0.600907 loss_bbox: 0.124511 loss_giou: 0.338358 loss_class_aux: 3.879045 loss_bbox_aux: 0.855465 loss_giou_aux: 2.146777 loss_class_dn: 0.311817 loss_bbox_dn: 0.132985 loss_giou_dn: 0.329155 loss_class_aux_dn: 1.697115 loss_bbox_aux_dn: 0.809801 loss_giou_aux_dn: 1.822604 loss: 13.160311 eta: 1 day, 4:09:36 batch_cost: 0.5150 data_cost: 0.0013 ips: 7.7668 images/s [03/31 22:32:41] ppdet.engine INFO: Epoch: [46] [6000/7329] learning_rate: 0.000100 loss_class: 0.566216 loss_bbox: 0.128506 loss_giou: 0.357127 loss_class_aux: 3.712781 loss_bbox_aux: 0.829911 loss_giou_aux: 2.335736 loss_class_dn: 0.312439 loss_bbox_dn: 0.138607 loss_giou_dn: 0.353314 loss_class_aux_dn: 1.704046 loss_bbox_aux_dn: 0.794629 loss_giou_aux_dn: 1.957955 loss: 13.343624 eta: 1 day, 4:08:41 batch_cost: 0.5539 data_cost: 0.0012 ips: 7.2212 images/s [03/31 22:33:41] ppdet.engine INFO: Epoch: [46] [6100/7329] learning_rate: 0.000100 loss_class: 0.544584 loss_bbox: 0.137807 loss_giou: 0.369889 loss_class_aux: 3.566453 loss_bbox_aux: 0.922233 loss_giou_aux: 2.370310 loss_class_dn: 0.330539 loss_bbox_dn: 0.142841 loss_giou_dn: 0.368087 loss_class_aux_dn: 1.776950 loss_bbox_aux_dn: 0.818146 loss_giou_aux_dn: 2.037815 loss: 14.033490 eta: 1 day, 4:07:46 batch_cost: 0.5476 data_cost: 0.0012 ips: 7.3042 images/s [03/31 22:34:43] ppdet.engine INFO: Epoch: [46] [6200/7329] learning_rate: 0.000100 loss_class: 0.629772 loss_bbox: 0.137982 loss_giou: 0.388983 loss_class_aux: 3.961857 loss_bbox_aux: 0.972271 loss_giou_aux: 2.405413 loss_class_dn: 0.335277 loss_bbox_dn: 0.151173 loss_giou_dn: 0.394314 loss_class_aux_dn: 1.818583 loss_bbox_aux_dn: 0.892995 loss_giou_aux_dn: 2.195312 loss: 14.835571 eta: 1 day, 4:06:51 batch_cost: 0.5556 data_cost: 0.0014 ips: 7.1997 images/s [03/31 22:35:42] ppdet.engine INFO: Epoch: [46] [6300/7329] learning_rate: 0.000100 loss_class: 0.533503 loss_bbox: 0.116496 loss_giou: 0.322857 loss_class_aux: 3.421072 loss_bbox_aux: 0.784985 loss_giou_aux: 2.107826 loss_class_dn: 0.280596 loss_bbox_dn: 0.148820 loss_giou_dn: 0.310940 loss_class_aux_dn: 1.537975 loss_bbox_aux_dn: 0.898949 loss_giou_aux_dn: 1.741054 loss: 12.896671 eta: 1 day, 4:05:56 batch_cost: 0.5387 data_cost: 0.0012 ips: 7.4255 images/s [03/31 22:36:39] ppdet.engine INFO: Epoch: [46] [6400/7329] learning_rate: 0.000100 loss_class: 0.532043 loss_bbox: 0.133497 loss_giou: 0.345428 loss_class_aux: 3.291795 loss_bbox_aux: 0.908390 loss_giou_aux: 2.289583 loss_class_dn: 0.319265 loss_bbox_dn: 0.146087 loss_giou_dn: 0.349931 loss_class_aux_dn: 1.704243 loss_bbox_aux_dn: 0.863355 loss_giou_aux_dn: 1.944820 loss: 13.753726 eta: 1 day, 4:04:59 batch_cost: 0.5164 data_cost: 0.0012 ips: 7.7466 images/s [03/31 22:37:42] ppdet.engine INFO: Epoch: [46] [6500/7329] learning_rate: 0.000100 loss_class: 0.637215 loss_bbox: 0.134613 loss_giou: 0.400434 loss_class_aux: 4.058131 loss_bbox_aux: 0.899196 loss_giou_aux: 2.559598 loss_class_dn: 0.329262 loss_bbox_dn: 0.148969 loss_giou_dn: 0.366744 loss_class_aux_dn: 1.786946 loss_bbox_aux_dn: 0.853202 loss_giou_aux_dn: 2.038183 loss: 14.339443 eta: 1 day, 4:04:05 batch_cost: 0.5670 data_cost: 0.0012 ips: 7.0550 images/s [03/31 22:38:40] ppdet.engine INFO: Epoch: [46] [6600/7329] learning_rate: 0.000100 loss_class: 0.548388 loss_bbox: 0.116988 loss_giou: 0.378230 loss_class_aux: 3.283641 loss_bbox_aux: 0.763199 loss_giou_aux: 2.487278 loss_class_dn: 0.287239 loss_bbox_dn: 0.116534 loss_giou_dn: 0.340793 loss_class_aux_dn: 1.556281 loss_bbox_aux_dn: 0.719335 loss_giou_aux_dn: 1.904916 loss: 12.335711 eta: 1 day, 4:03:09 batch_cost: 0.5198 data_cost: 0.0012 ips: 7.6950 images/s [03/31 22:39:38] ppdet.engine INFO: Epoch: [46] [6700/7329] learning_rate: 0.000100 loss_class: 0.591738 loss_bbox: 0.126295 loss_giou: 0.387175 loss_class_aux: 3.714288 loss_bbox_aux: 0.820634 loss_giou_aux: 2.601962 loss_class_dn: 0.339293 loss_bbox_dn: 0.128036 loss_giou_dn: 0.370662 loss_class_aux_dn: 1.780709 loss_bbox_aux_dn: 0.725421 loss_giou_aux_dn: 2.071403 loss: 14.654232 eta: 1 day, 4:02:13 batch_cost: 0.5295 data_cost: 0.0013 ips: 7.5539 images/s [03/31 22:40:36] ppdet.engine INFO: Epoch: [46] [6800/7329] learning_rate: 0.000100 loss_class: 0.553008 loss_bbox: 0.141423 loss_giou: 0.344470 loss_class_aux: 3.552078 loss_bbox_aux: 0.928674 loss_giou_aux: 2.205492 loss_class_dn: 0.308568 loss_bbox_dn: 0.147158 loss_giou_dn: 0.364562 loss_class_aux_dn: 1.640173 loss_bbox_aux_dn: 0.887326 loss_giou_aux_dn: 2.006542 loss: 13.742105 eta: 1 day, 4:01:16 batch_cost: 0.5167 data_cost: 0.0012 ips: 7.7408 images/s [03/31 22:41:36] ppdet.engine INFO: Epoch: [46] [6900/7329] learning_rate: 0.000100 loss_class: 0.532069 loss_bbox: 0.134690 loss_giou: 0.351653 loss_class_aux: 3.423914 loss_bbox_aux: 0.913180 loss_giou_aux: 2.175022 loss_class_dn: 0.311948 loss_bbox_dn: 0.141773 loss_giou_dn: 0.339843 loss_class_aux_dn: 1.692313 loss_bbox_aux_dn: 0.848924 loss_giou_aux_dn: 1.900901 loss: 12.894152 eta: 1 day, 4:00:21 batch_cost: 0.5448 data_cost: 0.0013 ips: 7.3425 images/s [03/31 22:42:34] ppdet.engine INFO: Epoch: [46] [7000/7329] learning_rate: 0.000100 loss_class: 0.633382 loss_bbox: 0.158245 loss_giou: 0.465496 loss_class_aux: 4.066478 loss_bbox_aux: 1.096033 loss_giou_aux: 2.937405 loss_class_dn: 0.361873 loss_bbox_dn: 0.163151 loss_giou_dn: 0.431670 loss_class_aux_dn: 1.959118 loss_bbox_aux_dn: 0.927311 loss_giou_aux_dn: 2.368524 loss: 15.956696 eta: 1 day, 3:59:25 batch_cost: 0.5290 data_cost: 0.0012 ips: 7.5613 images/s [03/31 22:43:30] ppdet.engine INFO: Epoch: [46] [7100/7329] learning_rate: 0.000100 loss_class: 0.502137 loss_bbox: 0.141462 loss_giou: 0.322349 loss_class_aux: 3.312751 loss_bbox_aux: 0.941158 loss_giou_aux: 1.996137 loss_class_dn: 0.286794 loss_bbox_dn: 0.138969 loss_giou_dn: 0.309209 loss_class_aux_dn: 1.551067 loss_bbox_aux_dn: 0.850297 loss_giou_aux_dn: 1.753159 loss: 12.238203 eta: 1 day, 3:58:28 batch_cost: 0.5096 data_cost: 0.0014 ips: 7.8494 images/s [03/31 22:44:26] ppdet.engine INFO: Epoch: [46] [7200/7329] learning_rate: 0.000100 loss_class: 0.504651 loss_bbox: 0.135262 loss_giou: 0.313594 loss_class_aux: 3.298802 loss_bbox_aux: 0.901202 loss_giou_aux: 2.071700 loss_class_dn: 0.285567 loss_bbox_dn: 0.127910 loss_giou_dn: 0.299125 loss_class_aux_dn: 1.549521 loss_bbox_aux_dn: 0.797675 loss_giou_aux_dn: 1.688617 loss: 12.010487 eta: 1 day, 3:57:31 batch_cost: 0.5054 data_cost: 0.0012 ips: 7.9151 images/s [03/31 22:45:25] ppdet.engine INFO: Epoch: [46] [7300/7329] learning_rate: 0.000100 loss_class: 0.599297 loss_bbox: 0.142795 loss_giou: 0.417177 loss_class_aux: 3.731210 loss_bbox_aux: 0.922545 loss_giou_aux: 2.685117 loss_class_dn: 0.350096 loss_bbox_dn: 0.161598 loss_giou_dn: 0.414331 loss_class_aux_dn: 1.849451 loss_bbox_aux_dn: 0.942122 loss_giou_aux_dn: 2.309043 loss: 15.001144 eta: 1 day, 3:56:35 batch_cost: 0.5316 data_cost: 0.0012 ips: 7.5247 images/s [03/31 22:45:51] ppdet.engine INFO: Eval iter: 0 [03/31 22:46:20] ppdet.engine INFO: Eval iter: 100 [03/31 22:46:49] ppdet.engine INFO: Eval iter: 200 [03/31 22:47:18] ppdet.engine INFO: Eval iter: 300 [03/31 22:47:46] ppdet.engine INFO: Eval iter: 400 [03/31 22:48:15] ppdet.engine INFO: Eval iter: 500 [03/31 22:48:44] ppdet.engine INFO: Eval iter: 600 [03/31 22:49:14] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [03/31 22:49:15] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.27s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.54s). Accumulating evaluation results... DONE (t=28.85s). 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 ] = 0.569 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 ] = 0.573 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 ] = 0.388 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 ] = 0.719 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 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [03/31 22:51:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.586600872862817 [03/31 22:51:59] ppdet.engine INFO: Best test bbox ap is 0.526. [03/31 22:52:01] ppdet.engine INFO: Epoch: [47] [ 0/7329] learning_rate: 0.000100 loss_class: 0.599297 loss_bbox: 0.146326 loss_giou: 0.417177 loss_class_aux: 3.687122 loss_bbox_aux: 0.943292 loss_giou_aux: 2.698818 loss_class_dn: 0.352402 loss_bbox_dn: 0.161598 loss_giou_dn: 0.433684 loss_class_aux_dn: 1.853384 loss_bbox_aux_dn: 0.961033 loss_giou_aux_dn: 2.362727 loss: 15.138115 eta: 1 day, 3:56:21 batch_cost: 0.5723 data_cost: 0.0014 ips: 6.9894 images/s [03/31 22:53:06] ppdet.engine INFO: Epoch: [47] [ 100/7329] learning_rate: 0.000100 loss_class: 0.606226 loss_bbox: 0.129129 loss_giou: 0.372030 loss_class_aux: 3.725172 loss_bbox_aux: 0.857455 loss_giou_aux: 2.294401 loss_class_dn: 0.340573 loss_bbox_dn: 0.142154 loss_giou_dn: 0.349060 loss_class_aux_dn: 1.849802 loss_bbox_aux_dn: 0.901642 loss_giou_aux_dn: 2.003845 loss: 14.091669 eta: 1 day, 3:55:28 batch_cost: 0.5790 data_cost: 0.0015 ips: 6.9082 images/s [03/31 22:54:05] ppdet.engine INFO: Epoch: [47] [ 200/7329] learning_rate: 0.000100 loss_class: 0.589720 loss_bbox: 0.128020 loss_giou: 0.399639 loss_class_aux: 3.895155 loss_bbox_aux: 0.879932 loss_giou_aux: 2.542509 loss_class_dn: 0.344666 loss_bbox_dn: 0.132384 loss_giou_dn: 0.378490 loss_class_aux_dn: 1.835253 loss_bbox_aux_dn: 0.785501 loss_giou_aux_dn: 2.125554 loss: 14.213446 eta: 1 day, 3:54:32 batch_cost: 0.5343 data_cost: 0.0014 ips: 7.4862 images/s [03/31 22:55:07] ppdet.engine INFO: Epoch: [47] [ 300/7329] learning_rate: 0.000100 loss_class: 0.615500 loss_bbox: 0.135199 loss_giou: 0.336405 loss_class_aux: 3.888760 loss_bbox_aux: 0.893508 loss_giou_aux: 2.133023 loss_class_dn: 0.330091 loss_bbox_dn: 0.150470 loss_giou_dn: 0.329660 loss_class_aux_dn: 1.807056 loss_bbox_aux_dn: 0.900770 loss_giou_aux_dn: 1.846726 loss: 14.064030 eta: 1 day, 3:53:39 batch_cost: 0.5677 data_cost: 0.0012 ips: 7.0456 images/s [03/31 22:56:09] ppdet.engine INFO: Epoch: [47] [ 400/7329] learning_rate: 0.000100 loss_class: 0.518698 loss_bbox: 0.127190 loss_giou: 0.343426 loss_class_aux: 3.318084 loss_bbox_aux: 0.855233 loss_giou_aux: 2.210440 loss_class_dn: 0.284790 loss_bbox_dn: 0.139842 loss_giou_dn: 0.295974 loss_class_aux_dn: 1.584565 loss_bbox_aux_dn: 0.857565 loss_giou_aux_dn: 1.726319 loss: 12.543341 eta: 1 day, 3:52:44 batch_cost: 0.5559 data_cost: 0.0013 ips: 7.1957 images/s [03/31 22:57:10] ppdet.engine INFO: Epoch: [47] [ 500/7329] learning_rate: 0.000100 loss_class: 0.604992 loss_bbox: 0.132774 loss_giou: 0.404750 loss_class_aux: 3.904017 loss_bbox_aux: 0.898383 loss_giou_aux: 2.563667 loss_class_dn: 0.344955 loss_bbox_dn: 0.143150 loss_giou_dn: 0.394400 loss_class_aux_dn: 1.839166 loss_bbox_aux_dn: 0.840829 loss_giou_aux_dn: 2.221851 loss: 15.041269 eta: 1 day, 3:51:50 batch_cost: 0.5625 data_cost: 0.0012 ips: 7.1105 images/s [03/31 22:58:17] ppdet.engine INFO: Epoch: [47] [ 600/7329] learning_rate: 0.000100 loss_class: 0.568980 loss_bbox: 0.122079 loss_giou: 0.357479 loss_class_aux: 3.546744 loss_bbox_aux: 0.810446 loss_giou_aux: 2.280469 loss_class_dn: 0.340212 loss_bbox_dn: 0.123609 loss_giou_dn: 0.372900 loss_class_aux_dn: 1.837375 loss_bbox_aux_dn: 0.728481 loss_giou_aux_dn: 2.144952 loss: 14.024454 eta: 1 day, 3:50:58 batch_cost: 0.6121 data_cost: 0.0012 ips: 6.5348 images/s [03/31 22:59:17] ppdet.engine INFO: Epoch: [47] [ 700/7329] learning_rate: 0.000100 loss_class: 0.482707 loss_bbox: 0.126268 loss_giou: 0.345375 loss_class_aux: 3.009007 loss_bbox_aux: 0.782650 loss_giou_aux: 2.169846 loss_class_dn: 0.275753 loss_bbox_dn: 0.128232 loss_giou_dn: 0.304224 loss_class_aux_dn: 1.508186 loss_bbox_aux_dn: 0.782829 loss_giou_aux_dn: 1.697787 loss: 12.483876 eta: 1 day, 3:50:03 batch_cost: 0.5473 data_cost: 0.0014 ips: 7.3084 images/s [03/31 23:00:27] ppdet.engine INFO: Epoch: [47] [ 800/7329] learning_rate: 0.000100 loss_class: 0.543636 loss_bbox: 0.134800 loss_giou: 0.330961 loss_class_aux: 3.262599 loss_bbox_aux: 0.861139 loss_giou_aux: 2.127636 loss_class_dn: 0.291094 loss_bbox_dn: 0.137057 loss_giou_dn: 0.308922 loss_class_aux_dn: 1.591771 loss_bbox_aux_dn: 0.829423 loss_giou_aux_dn: 1.731149 loss: 12.332130 eta: 1 day, 3:49:12 batch_cost: 0.6178 data_cost: 0.0016 ips: 6.4743 images/s [03/31 23:01:29] ppdet.engine INFO: Epoch: [47] [ 900/7329] learning_rate: 0.000100 loss_class: 0.547579 loss_bbox: 0.139416 loss_giou: 0.338049 loss_class_aux: 3.524230 loss_bbox_aux: 0.943037 loss_giou_aux: 2.200440 loss_class_dn: 0.304184 loss_bbox_dn: 0.157977 loss_giou_dn: 0.320899 loss_class_aux_dn: 1.650587 loss_bbox_aux_dn: 0.912186 loss_giou_aux_dn: 1.794557 loss: 13.002201 eta: 1 day, 3:48:18 batch_cost: 0.5593 data_cost: 0.0013 ips: 7.1520 images/s [03/31 23:02:30] ppdet.engine INFO: Epoch: [47] [1000/7329] learning_rate: 0.000100 loss_class: 0.616142 loss_bbox: 0.157782 loss_giou: 0.490456 loss_class_aux: 3.974963 loss_bbox_aux: 0.987896 loss_giou_aux: 3.082244 loss_class_dn: 0.366086 loss_bbox_dn: 0.142997 loss_giou_dn: 0.455458 loss_class_aux_dn: 1.936761 loss_bbox_aux_dn: 0.888565 loss_giou_aux_dn: 2.537048 loss: 16.673714 eta: 1 day, 3:47:23 batch_cost: 0.5471 data_cost: 0.0014 ips: 7.3106 images/s [03/31 23:03:28] ppdet.engine INFO: Epoch: [47] [1100/7329] learning_rate: 0.000100 loss_class: 0.513440 loss_bbox: 0.121582 loss_giou: 0.288898 loss_class_aux: 3.241642 loss_bbox_aux: 0.811537 loss_giou_aux: 1.881450 loss_class_dn: 0.283212 loss_bbox_dn: 0.135449 loss_giou_dn: 0.292897 loss_class_aux_dn: 1.566142 loss_bbox_aux_dn: 0.800933 loss_giou_aux_dn: 1.635288 loss: 11.891162 eta: 1 day, 3:46:26 batch_cost: 0.5245 data_cost: 0.0013 ips: 7.6270 images/s [03/31 23:04:27] ppdet.engine INFO: Epoch: [47] [1200/7329] learning_rate: 0.000100 loss_class: 0.646866 loss_bbox: 0.133558 loss_giou: 0.411197 loss_class_aux: 4.222517 loss_bbox_aux: 0.871366 loss_giou_aux: 2.666428 loss_class_dn: 0.353906 loss_bbox_dn: 0.136153 loss_giou_dn: 0.401236 loss_class_aux_dn: 1.930600 loss_bbox_aux_dn: 0.801076 loss_giou_aux_dn: 2.251256 loss: 15.510275 eta: 1 day, 3:45:31 batch_cost: 0.5315 data_cost: 0.0013 ips: 7.5254 images/s [03/31 23:05:31] ppdet.engine INFO: Epoch: [47] [1300/7329] learning_rate: 0.000100 loss_class: 0.602229 loss_bbox: 0.135770 loss_giou: 0.362606 loss_class_aux: 3.866782 loss_bbox_aux: 0.886260 loss_giou_aux: 2.405487 loss_class_dn: 0.335305 loss_bbox_dn: 0.136671 loss_giou_dn: 0.353834 loss_class_aux_dn: 1.862528 loss_bbox_aux_dn: 0.823433 loss_giou_aux_dn: 1.955214 loss: 14.145591 eta: 1 day, 3:44:38 batch_cost: 0.5872 data_cost: 0.0013 ips: 6.8116 images/s [03/31 23:06:36] ppdet.engine INFO: Epoch: [47] [1400/7329] learning_rate: 0.000100 loss_class: 0.572197 loss_bbox: 0.136887 loss_giou: 0.334119 loss_class_aux: 3.510087 loss_bbox_aux: 0.901611 loss_giou_aux: 2.208628 loss_class_dn: 0.321186 loss_bbox_dn: 0.155180 loss_giou_dn: 0.322326 loss_class_aux_dn: 1.722230 loss_bbox_aux_dn: 0.936111 loss_giou_aux_dn: 1.759337 loss: 13.584532 eta: 1 day, 3:43:45 batch_cost: 0.5869 data_cost: 0.0014 ips: 6.8155 images/s [03/31 23:07:42] ppdet.engine INFO: Epoch: [47] [1500/7329] learning_rate: 0.000100 loss_class: 0.638451 loss_bbox: 0.149144 loss_giou: 0.395371 loss_class_aux: 4.001514 loss_bbox_aux: 0.958352 loss_giou_aux: 2.551288 loss_class_dn: 0.370953 loss_bbox_dn: 0.160965 loss_giou_dn: 0.390653 loss_class_aux_dn: 2.001014 loss_bbox_aux_dn: 0.962168 loss_giou_aux_dn: 2.180646 loss: 15.864692 eta: 1 day, 3:42:53 batch_cost: 0.5999 data_cost: 0.0014 ips: 6.6673 images/s [03/31 23:08:42] ppdet.engine INFO: Epoch: [47] [1600/7329] learning_rate: 0.000100 loss_class: 0.602834 loss_bbox: 0.135151 loss_giou: 0.408672 loss_class_aux: 3.826934 loss_bbox_aux: 0.877315 loss_giou_aux: 2.658731 loss_class_dn: 0.335941 loss_bbox_dn: 0.135944 loss_giou_dn: 0.381186 loss_class_aux_dn: 1.816500 loss_bbox_aux_dn: 0.798947 loss_giou_aux_dn: 2.165231 loss: 14.563667 eta: 1 day, 3:41:57 batch_cost: 0.5434 data_cost: 0.0012 ips: 7.3606 images/s [03/31 23:09:40] ppdet.engine INFO: Epoch: [47] [1700/7329] learning_rate: 0.000100 loss_class: 0.647486 loss_bbox: 0.138860 loss_giou: 0.405450 loss_class_aux: 3.967790 loss_bbox_aux: 0.876371 loss_giou_aux: 2.636103 loss_class_dn: 0.369979 loss_bbox_dn: 0.140402 loss_giou_dn: 0.380778 loss_class_aux_dn: 1.978879 loss_bbox_aux_dn: 0.812530 loss_giou_aux_dn: 2.130275 loss: 14.696560 eta: 1 day, 3:41:01 batch_cost: 0.5256 data_cost: 0.0013 ips: 7.6110 images/s [03/31 23:10:42] ppdet.engine INFO: Epoch: [47] [1800/7329] learning_rate: 0.000100 loss_class: 0.572208 loss_bbox: 0.123941 loss_giou: 0.370497 loss_class_aux: 3.568184 loss_bbox_aux: 0.856195 loss_giou_aux: 2.414485 loss_class_dn: 0.300113 loss_bbox_dn: 0.151206 loss_giou_dn: 0.358902 loss_class_aux_dn: 1.605536 loss_bbox_aux_dn: 0.922509 loss_giou_aux_dn: 2.000416 loss: 13.074937 eta: 1 day, 3:40:07 batch_cost: 0.5609 data_cost: 0.0013 ips: 7.1320 images/s [03/31 23:11:40] ppdet.engine INFO: Epoch: [47] [1900/7329] learning_rate: 0.000100 loss_class: 0.604116 loss_bbox: 0.134091 loss_giou: 0.366615 loss_class_aux: 3.768774 loss_bbox_aux: 0.878169 loss_giou_aux: 2.399919 loss_class_dn: 0.344492 loss_bbox_dn: 0.135495 loss_giou_dn: 0.365885 loss_class_aux_dn: 1.870225 loss_bbox_aux_dn: 0.820399 loss_giou_aux_dn: 2.062268 loss: 14.256636 eta: 1 day, 3:39:11 batch_cost: 0.5257 data_cost: 0.0013 ips: 7.6085 images/s [03/31 23:12:43] ppdet.engine INFO: Epoch: [47] [2000/7329] learning_rate: 0.000100 loss_class: 0.624579 loss_bbox: 0.119788 loss_giou: 0.401504 loss_class_aux: 3.911235 loss_bbox_aux: 0.852927 loss_giou_aux: 2.540727 loss_class_dn: 0.351377 loss_bbox_dn: 0.143391 loss_giou_dn: 0.385145 loss_class_aux_dn: 1.880193 loss_bbox_aux_dn: 0.823780 loss_giou_aux_dn: 2.190307 loss: 14.529594 eta: 1 day, 3:38:17 batch_cost: 0.5593 data_cost: 0.0014 ips: 7.1518 images/s [03/31 23:13:43] ppdet.engine INFO: Epoch: [47] [2100/7329] learning_rate: 0.000100 loss_class: 0.589124 loss_bbox: 0.145741 loss_giou: 0.399179 loss_class_aux: 3.779635 loss_bbox_aux: 1.004805 loss_giou_aux: 2.477158 loss_class_dn: 0.323835 loss_bbox_dn: 0.158368 loss_giou_dn: 0.371068 loss_class_aux_dn: 1.743027 loss_bbox_aux_dn: 0.961641 loss_giou_aux_dn: 2.136677 loss: 15.152106 eta: 1 day, 3:37:21 batch_cost: 0.5343 data_cost: 0.0014 ips: 7.4866 images/s [03/31 23:14:44] ppdet.engine INFO: Epoch: [47] [2200/7329] learning_rate: 0.000100 loss_class: 0.658596 loss_bbox: 0.139898 loss_giou: 0.465294 loss_class_aux: 4.213950 loss_bbox_aux: 0.927312 loss_giou_aux: 2.994661 loss_class_dn: 0.398345 loss_bbox_dn: 0.143072 loss_giou_dn: 0.435813 loss_class_aux_dn: 2.103225 loss_bbox_aux_dn: 0.822674 loss_giou_aux_dn: 2.428649 loss: 15.990861 eta: 1 day, 3:36:26 batch_cost: 0.5528 data_cost: 0.0017 ips: 7.2356 images/s [03/31 23:15:50] ppdet.engine INFO: Epoch: [47] [2300/7329] learning_rate: 0.000100 loss_class: 0.628663 loss_bbox: 0.145392 loss_giou: 0.435531 loss_class_aux: 4.180487 loss_bbox_aux: 0.956250 loss_giou_aux: 2.845556 loss_class_dn: 0.370698 loss_bbox_dn: 0.162704 loss_giou_dn: 0.395709 loss_class_aux_dn: 2.048730 loss_bbox_aux_dn: 0.954545 loss_giou_aux_dn: 2.267061 loss: 16.107101 eta: 1 day, 3:35:34 batch_cost: 0.6000 data_cost: 0.0013 ips: 6.6665 images/s [03/31 23:16:48] ppdet.engine INFO: Epoch: [47] [2400/7329] learning_rate: 0.000100 loss_class: 0.584785 loss_bbox: 0.131806 loss_giou: 0.363800 loss_class_aux: 3.562732 loss_bbox_aux: 0.846044 loss_giou_aux: 2.357954 loss_class_dn: 0.303525 loss_bbox_dn: 0.136948 loss_giou_dn: 0.351571 loss_class_aux_dn: 1.668161 loss_bbox_aux_dn: 0.795190 loss_giou_aux_dn: 2.027839 loss: 14.079762 eta: 1 day, 3:34:38 batch_cost: 0.5290 data_cost: 0.0012 ips: 7.5616 images/s [03/31 23:17:50] ppdet.engine INFO: Epoch: [47] [2500/7329] learning_rate: 0.000100 loss_class: 0.514534 loss_bbox: 0.140778 loss_giou: 0.351432 loss_class_aux: 3.275861 loss_bbox_aux: 0.867739 loss_giou_aux: 2.153528 loss_class_dn: 0.286612 loss_bbox_dn: 0.124121 loss_giou_dn: 0.315640 loss_class_aux_dn: 1.559659 loss_bbox_aux_dn: 0.733342 loss_giou_aux_dn: 1.779675 loss: 12.203070 eta: 1 day, 3:33:44 batch_cost: 0.5651 data_cost: 0.0013 ips: 7.0787 images/s [03/31 23:18:46] ppdet.engine INFO: Epoch: [47] [2600/7329] learning_rate: 0.000100 loss_class: 0.541637 loss_bbox: 0.135911 loss_giou: 0.322124 loss_class_aux: 3.436708 loss_bbox_aux: 0.913054 loss_giou_aux: 2.167453 loss_class_dn: 0.327556 loss_bbox_dn: 0.141585 loss_giou_dn: 0.351823 loss_class_aux_dn: 1.774373 loss_bbox_aux_dn: 0.828695 loss_giou_aux_dn: 1.922289 loss: 13.109535 eta: 1 day, 3:32:47 batch_cost: 0.5075 data_cost: 0.0013 ips: 7.8819 images/s [03/31 23:19:48] ppdet.engine INFO: Epoch: [47] [2700/7329] learning_rate: 0.000100 loss_class: 0.572912 loss_bbox: 0.133067 loss_giou: 0.369624 loss_class_aux: 3.522821 loss_bbox_aux: 0.868986 loss_giou_aux: 2.474077 loss_class_dn: 0.303474 loss_bbox_dn: 0.132575 loss_giou_dn: 0.357189 loss_class_aux_dn: 1.631385 loss_bbox_aux_dn: 0.800426 loss_giou_aux_dn: 1.981400 loss: 13.717621 eta: 1 day, 3:31:52 batch_cost: 0.5561 data_cost: 0.0016 ips: 7.1926 images/s [03/31 23:20:56] ppdet.engine INFO: Epoch: [47] [2800/7329] learning_rate: 0.000100 loss_class: 0.497926 loss_bbox: 0.132650 loss_giou: 0.332749 loss_class_aux: 3.207953 loss_bbox_aux: 0.846594 loss_giou_aux: 2.112849 loss_class_dn: 0.306636 loss_bbox_dn: 0.142944 loss_giou_dn: 0.338794 loss_class_aux_dn: 1.637602 loss_bbox_aux_dn: 0.834705 loss_giou_aux_dn: 1.906206 loss: 12.760527 eta: 1 day, 3:31:01 batch_cost: 0.6280 data_cost: 0.0013 ips: 6.3696 images/s [03/31 23:21:56] ppdet.engine INFO: Epoch: [47] [2900/7329] learning_rate: 0.000100 loss_class: 0.648829 loss_bbox: 0.142415 loss_giou: 0.380970 loss_class_aux: 4.060283 loss_bbox_aux: 0.931211 loss_giou_aux: 2.430137 loss_class_dn: 0.323638 loss_bbox_dn: 0.143684 loss_giou_dn: 0.365034 loss_class_aux_dn: 1.715615 loss_bbox_aux_dn: 0.871743 loss_giou_aux_dn: 2.074101 loss: 14.003062 eta: 1 day, 3:30:06 batch_cost: 0.5406 data_cost: 0.0015 ips: 7.3990 images/s [03/31 23:23:00] ppdet.engine INFO: Epoch: [47] [3000/7329] learning_rate: 0.000100 loss_class: 0.585646 loss_bbox: 0.145757 loss_giou: 0.404092 loss_class_aux: 3.885709 loss_bbox_aux: 1.013287 loss_giou_aux: 2.493822 loss_class_dn: 0.318643 loss_bbox_dn: 0.158987 loss_giou_dn: 0.369450 loss_class_aux_dn: 1.731330 loss_bbox_aux_dn: 0.974616 loss_giou_aux_dn: 2.084017 loss: 14.186986 eta: 1 day, 3:29:13 batch_cost: 0.5798 data_cost: 0.0016 ips: 6.8985 images/s [03/31 23:23:59] ppdet.engine INFO: Epoch: [47] [3100/7329] learning_rate: 0.000100 loss_class: 0.509251 loss_bbox: 0.128916 loss_giou: 0.377314 loss_class_aux: 3.348914 loss_bbox_aux: 0.857211 loss_giou_aux: 2.386549 loss_class_dn: 0.326928 loss_bbox_dn: 0.128170 loss_giou_dn: 0.377485 loss_class_aux_dn: 1.731910 loss_bbox_aux_dn: 0.771007 loss_giou_aux_dn: 2.065708 loss: 13.505833 eta: 1 day, 3:28:17 batch_cost: 0.5263 data_cost: 0.0012 ips: 7.6009 images/s [03/31 23:24:59] ppdet.engine INFO: Epoch: [47] [3200/7329] learning_rate: 0.000100 loss_class: 0.604858 loss_bbox: 0.135775 loss_giou: 0.402674 loss_class_aux: 3.832306 loss_bbox_aux: 0.890869 loss_giou_aux: 2.528100 loss_class_dn: 0.340292 loss_bbox_dn: 0.141952 loss_giou_dn: 0.370369 loss_class_aux_dn: 1.873437 loss_bbox_aux_dn: 0.886968 loss_giou_aux_dn: 2.039980 loss: 14.769297 eta: 1 day, 3:27:22 batch_cost: 0.5482 data_cost: 0.0012 ips: 7.2973 images/s [03/31 23:26:05] ppdet.engine INFO: Epoch: [47] [3300/7329] learning_rate: 0.000100 loss_class: 0.570279 loss_bbox: 0.132892 loss_giou: 0.423361 loss_class_aux: 3.718665 loss_bbox_aux: 0.832484 loss_giou_aux: 2.630618 loss_class_dn: 0.336128 loss_bbox_dn: 0.141184 loss_giou_dn: 0.392688 loss_class_aux_dn: 1.821490 loss_bbox_aux_dn: 0.813542 loss_giou_aux_dn: 2.157596 loss: 13.497840 eta: 1 day, 3:26:29 batch_cost: 0.5988 data_cost: 0.0013 ips: 6.6796 images/s [03/31 23:27:12] ppdet.engine INFO: Epoch: [47] [3400/7329] learning_rate: 0.000100 loss_class: 0.543212 loss_bbox: 0.134335 loss_giou: 0.354415 loss_class_aux: 3.572765 loss_bbox_aux: 0.918687 loss_giou_aux: 2.242219 loss_class_dn: 0.323272 loss_bbox_dn: 0.136560 loss_giou_dn: 0.343948 loss_class_aux_dn: 1.729171 loss_bbox_aux_dn: 0.821521 loss_giou_aux_dn: 1.927637 loss: 13.367321 eta: 1 day, 3:25:37 batch_cost: 0.6052 data_cost: 0.0015 ips: 6.6098 images/s [03/31 23:28:20] ppdet.engine INFO: Epoch: [47] [3500/7329] learning_rate: 0.000100 loss_class: 0.639729 loss_bbox: 0.152796 loss_giou: 0.450188 loss_class_aux: 4.052572 loss_bbox_aux: 0.972208 loss_giou_aux: 2.874684 loss_class_dn: 0.368743 loss_bbox_dn: 0.147874 loss_giou_dn: 0.427258 loss_class_aux_dn: 2.002032 loss_bbox_aux_dn: 0.864905 loss_giou_aux_dn: 2.339172 loss: 15.683924 eta: 1 day, 3:24:46 batch_cost: 0.6241 data_cost: 0.0011 ips: 6.4095 images/s [03/31 23:29:29] ppdet.engine INFO: Epoch: [47] [3600/7329] learning_rate: 0.000100 loss_class: 0.624565 loss_bbox: 0.137713 loss_giou: 0.437859 loss_class_aux: 4.019794 loss_bbox_aux: 0.932989 loss_giou_aux: 2.844105 loss_class_dn: 0.343072 loss_bbox_dn: 0.135758 loss_giou_dn: 0.399878 loss_class_aux_dn: 1.877290 loss_bbox_aux_dn: 0.835952 loss_giou_aux_dn: 2.194627 loss: 15.236837 eta: 1 day, 3:23:56 batch_cost: 0.6394 data_cost: 0.0012 ips: 6.2556 images/s [03/31 23:30:26] ppdet.engine INFO: Epoch: [47] [3700/7329] learning_rate: 0.000100 loss_class: 0.595742 loss_bbox: 0.139971 loss_giou: 0.394791 loss_class_aux: 3.838477 loss_bbox_aux: 0.947112 loss_giou_aux: 2.447040 loss_class_dn: 0.322360 loss_bbox_dn: 0.146200 loss_giou_dn: 0.352108 loss_class_aux_dn: 1.733367 loss_bbox_aux_dn: 0.878969 loss_giou_aux_dn: 1.951335 loss: 13.962224 eta: 1 day, 3:23:00 batch_cost: 0.5156 data_cost: 0.0013 ips: 7.7583 images/s [03/31 23:31:25] ppdet.engine INFO: Epoch: [47] [3800/7329] learning_rate: 0.000100 loss_class: 0.581251 loss_bbox: 0.159582 loss_giou: 0.405320 loss_class_aux: 3.660538 loss_bbox_aux: 1.038938 loss_giou_aux: 2.532823 loss_class_dn: 0.341682 loss_bbox_dn: 0.156636 loss_giou_dn: 0.366937 loss_class_aux_dn: 1.862098 loss_bbox_aux_dn: 0.943965 loss_giou_aux_dn: 2.073988 loss: 14.698954 eta: 1 day, 3:22:03 batch_cost: 0.5251 data_cost: 0.0014 ips: 7.6177 images/s [03/31 23:32:22] ppdet.engine INFO: Epoch: [47] [3900/7329] learning_rate: 0.000100 loss_class: 0.539554 loss_bbox: 0.122531 loss_giou: 0.377882 loss_class_aux: 3.406277 loss_bbox_aux: 0.837835 loss_giou_aux: 2.394361 loss_class_dn: 0.312075 loss_bbox_dn: 0.126989 loss_giou_dn: 0.356819 loss_class_aux_dn: 1.722084 loss_bbox_aux_dn: 0.822322 loss_giou_aux_dn: 2.015366 loss: 13.483537 eta: 1 day, 3:21:07 batch_cost: 0.5162 data_cost: 0.0013 ips: 7.7491 images/s [03/31 23:33:21] ppdet.engine INFO: Epoch: [47] [4000/7329] learning_rate: 0.000100 loss_class: 0.600722 loss_bbox: 0.134412 loss_giou: 0.354875 loss_class_aux: 3.718326 loss_bbox_aux: 0.918459 loss_giou_aux: 2.338995 loss_class_dn: 0.335756 loss_bbox_dn: 0.144039 loss_giou_dn: 0.337737 loss_class_aux_dn: 1.802761 loss_bbox_aux_dn: 0.823755 loss_giou_aux_dn: 1.897760 loss: 13.964837 eta: 1 day, 3:20:11 batch_cost: 0.5315 data_cost: 0.0016 ips: 7.5257 images/s [03/31 23:34:17] ppdet.engine INFO: Epoch: [47] [4100/7329] learning_rate: 0.000100 loss_class: 0.574000 loss_bbox: 0.133700 loss_giou: 0.381866 loss_class_aux: 3.626416 loss_bbox_aux: 0.917091 loss_giou_aux: 2.384439 loss_class_dn: 0.316544 loss_bbox_dn: 0.155499 loss_giou_dn: 0.376339 loss_class_aux_dn: 1.727442 loss_bbox_aux_dn: 0.966526 loss_giou_aux_dn: 2.068755 loss: 13.814207 eta: 1 day, 3:19:14 batch_cost: 0.5068 data_cost: 0.0013 ips: 7.8931 images/s [03/31 23:35:15] ppdet.engine INFO: Epoch: [47] [4200/7329] learning_rate: 0.000100 loss_class: 0.600280 loss_bbox: 0.144729 loss_giou: 0.348890 loss_class_aux: 3.730085 loss_bbox_aux: 0.936474 loss_giou_aux: 2.237877 loss_class_dn: 0.342961 loss_bbox_dn: 0.150192 loss_giou_dn: 0.320780 loss_class_aux_dn: 1.909608 loss_bbox_aux_dn: 0.930861 loss_giou_aux_dn: 1.768562 loss: 14.223954 eta: 1 day, 3:18:18 batch_cost: 0.5203 data_cost: 0.0013 ips: 7.6874 images/s [03/31 23:36:25] ppdet.engine INFO: Epoch: [47] [4300/7329] learning_rate: 0.000100 loss_class: 0.554519 loss_bbox: 0.126738 loss_giou: 0.418554 loss_class_aux: 3.568514 loss_bbox_aux: 0.867567 loss_giou_aux: 2.613420 loss_class_dn: 0.320499 loss_bbox_dn: 0.144700 loss_giou_dn: 0.374147 loss_class_aux_dn: 1.746406 loss_bbox_aux_dn: 0.821795 loss_giou_aux_dn: 2.074744 loss: 13.229298 eta: 1 day, 3:17:28 batch_cost: 0.6502 data_cost: 0.0012 ips: 6.1524 images/s [03/31 23:37:26] ppdet.engine INFO: Epoch: [47] [4400/7329] learning_rate: 0.000100 loss_class: 0.515041 loss_bbox: 0.125645 loss_giou: 0.327902 loss_class_aux: 3.330369 loss_bbox_aux: 0.824138 loss_giou_aux: 2.103350 loss_class_dn: 0.280076 loss_bbox_dn: 0.125210 loss_giou_dn: 0.303429 loss_class_aux_dn: 1.570305 loss_bbox_aux_dn: 0.765827 loss_giou_aux_dn: 1.701947 loss: 12.968851 eta: 1 day, 3:16:33 batch_cost: 0.5491 data_cost: 0.0013 ips: 7.2851 images/s [03/31 23:38:23] ppdet.engine INFO: Epoch: [47] [4500/7329] learning_rate: 0.000100 loss_class: 0.546917 loss_bbox: 0.116552 loss_giou: 0.347323 loss_class_aux: 3.460794 loss_bbox_aux: 0.767899 loss_giou_aux: 2.167579 loss_class_dn: 0.297410 loss_bbox_dn: 0.124042 loss_giou_dn: 0.349162 loss_class_aux_dn: 1.590649 loss_bbox_aux_dn: 0.770410 loss_giou_aux_dn: 1.946449 loss: 13.223940 eta: 1 day, 3:15:37 batch_cost: 0.5207 data_cost: 0.0013 ips: 7.6821 images/s [03/31 23:39:20] ppdet.engine INFO: Epoch: [47] [4600/7329] learning_rate: 0.000100 loss_class: 0.582618 loss_bbox: 0.145397 loss_giou: 0.361604 loss_class_aux: 3.788066 loss_bbox_aux: 0.984327 loss_giou_aux: 2.359315 loss_class_dn: 0.320105 loss_bbox_dn: 0.158100 loss_giou_dn: 0.349884 loss_class_aux_dn: 1.729574 loss_bbox_aux_dn: 0.939632 loss_giou_aux_dn: 1.985335 loss: 14.256214 eta: 1 day, 3:14:40 batch_cost: 0.5140 data_cost: 0.0013 ips: 7.7823 images/s [03/31 23:40:19] ppdet.engine INFO: Epoch: [47] [4700/7329] learning_rate: 0.000100 loss_class: 0.629422 loss_bbox: 0.152586 loss_giou: 0.436194 loss_class_aux: 3.970536 loss_bbox_aux: 0.984008 loss_giou_aux: 2.773997 loss_class_dn: 0.353231 loss_bbox_dn: 0.155683 loss_giou_dn: 0.377772 loss_class_aux_dn: 1.902972 loss_bbox_aux_dn: 0.867933 loss_giou_aux_dn: 2.063309 loss: 14.703108 eta: 1 day, 3:13:44 batch_cost: 0.5319 data_cost: 0.0013 ips: 7.5197 images/s [03/31 23:41:17] ppdet.engine INFO: Epoch: [47] [4800/7329] learning_rate: 0.000100 loss_class: 0.561587 loss_bbox: 0.147715 loss_giou: 0.355137 loss_class_aux: 3.582705 loss_bbox_aux: 0.979196 loss_giou_aux: 2.280813 loss_class_dn: 0.309738 loss_bbox_dn: 0.152797 loss_giou_dn: 0.342199 loss_class_aux_dn: 1.701584 loss_bbox_aux_dn: 0.915543 loss_giou_aux_dn: 1.963964 loss: 14.106285 eta: 1 day, 3:12:48 batch_cost: 0.5207 data_cost: 0.0013 ips: 7.6816 images/s [03/31 23:42:14] ppdet.engine INFO: Epoch: [47] [4900/7329] learning_rate: 0.000100 loss_class: 0.546782 loss_bbox: 0.128721 loss_giou: 0.374656 loss_class_aux: 3.457429 loss_bbox_aux: 0.881633 loss_giou_aux: 2.374420 loss_class_dn: 0.321279 loss_bbox_dn: 0.136033 loss_giou_dn: 0.363078 loss_class_aux_dn: 1.754840 loss_bbox_aux_dn: 0.794867 loss_giou_aux_dn: 2.054004 loss: 13.891403 eta: 1 day, 3:11:51 batch_cost: 0.5207 data_cost: 0.0014 ips: 7.6813 images/s [03/31 23:43:10] ppdet.engine INFO: Epoch: [47] [5000/7329] learning_rate: 0.000100 loss_class: 0.630486 loss_bbox: 0.121493 loss_giou: 0.355834 loss_class_aux: 3.845925 loss_bbox_aux: 0.856184 loss_giou_aux: 2.289967 loss_class_dn: 0.328853 loss_bbox_dn: 0.128332 loss_giou_dn: 0.333916 loss_class_aux_dn: 1.813061 loss_bbox_aux_dn: 0.776475 loss_giou_aux_dn: 1.888031 loss: 13.557503 eta: 1 day, 3:10:54 batch_cost: 0.5034 data_cost: 0.0012 ips: 7.9463 images/s [03/31 23:44:06] ppdet.engine INFO: Epoch: [47] [5100/7329] learning_rate: 0.000100 loss_class: 0.571789 loss_bbox: 0.125538 loss_giou: 0.408099 loss_class_aux: 3.655200 loss_bbox_aux: 0.892656 loss_giou_aux: 2.655853 loss_class_dn: 0.331737 loss_bbox_dn: 0.138684 loss_giou_dn: 0.386757 loss_class_aux_dn: 1.746236 loss_bbox_aux_dn: 0.831268 loss_giou_aux_dn: 2.092421 loss: 14.363533 eta: 1 day, 3:09:57 batch_cost: 0.5030 data_cost: 0.0012 ips: 7.9521 images/s [03/31 23:45:06] ppdet.engine INFO: Epoch: [47] [5200/7329] learning_rate: 0.000100 loss_class: 0.572324 loss_bbox: 0.131109 loss_giou: 0.383977 loss_class_aux: 3.703358 loss_bbox_aux: 0.855254 loss_giou_aux: 2.373485 loss_class_dn: 0.318669 loss_bbox_dn: 0.139422 loss_giou_dn: 0.351164 loss_class_aux_dn: 1.703557 loss_bbox_aux_dn: 0.820399 loss_giou_aux_dn: 1.988583 loss: 13.535608 eta: 1 day, 3:09:01 batch_cost: 0.5398 data_cost: 0.0012 ips: 7.4100 images/s [03/31 23:46:11] ppdet.engine INFO: Epoch: [47] [5300/7329] learning_rate: 0.000100 loss_class: 0.576960 loss_bbox: 0.123781 loss_giou: 0.357536 loss_class_aux: 3.672185 loss_bbox_aux: 0.821928 loss_giou_aux: 2.249983 loss_class_dn: 0.325141 loss_bbox_dn: 0.136709 loss_giou_dn: 0.333295 loss_class_aux_dn: 1.774264 loss_bbox_aux_dn: 0.842060 loss_giou_aux_dn: 1.889636 loss: 13.473715 eta: 1 day, 3:08:08 batch_cost: 0.5867 data_cost: 0.0013 ips: 6.8179 images/s [03/31 23:47:15] ppdet.engine INFO: Epoch: [47] [5400/7329] learning_rate: 0.000100 loss_class: 0.517974 loss_bbox: 0.125903 loss_giou: 0.349997 loss_class_aux: 3.276884 loss_bbox_aux: 0.881153 loss_giou_aux: 2.154069 loss_class_dn: 0.292144 loss_bbox_dn: 0.134136 loss_giou_dn: 0.315948 loss_class_aux_dn: 1.545733 loss_bbox_aux_dn: 0.842051 loss_giou_aux_dn: 1.741714 loss: 12.436687 eta: 1 day, 3:07:15 batch_cost: 0.5742 data_cost: 0.0015 ips: 6.9668 images/s [03/31 23:48:18] ppdet.engine INFO: Epoch: [47] [5500/7329] learning_rate: 0.000100 loss_class: 0.569731 loss_bbox: 0.141868 loss_giou: 0.391129 loss_class_aux: 3.639921 loss_bbox_aux: 0.937467 loss_giou_aux: 2.448365 loss_class_dn: 0.343356 loss_bbox_dn: 0.146892 loss_giou_dn: 0.384390 loss_class_aux_dn: 1.828477 loss_bbox_aux_dn: 0.876723 loss_giou_aux_dn: 2.152310 loss: 14.604058 eta: 1 day, 3:06:21 batch_cost: 0.5748 data_cost: 0.0013 ips: 6.9595 images/s [03/31 23:49:24] ppdet.engine INFO: Epoch: [47] [5600/7329] learning_rate: 0.000100 loss_class: 0.556026 loss_bbox: 0.127377 loss_giou: 0.391885 loss_class_aux: 3.611256 loss_bbox_aux: 0.870251 loss_giou_aux: 2.468162 loss_class_dn: 0.323294 loss_bbox_dn: 0.128268 loss_giou_dn: 0.341310 loss_class_aux_dn: 1.766827 loss_bbox_aux_dn: 0.808249 loss_giou_aux_dn: 1.977140 loss: 13.711420 eta: 1 day, 3:05:28 batch_cost: 0.5910 data_cost: 0.0015 ips: 6.7680 images/s [03/31 23:50:27] ppdet.engine INFO: Epoch: [47] [5700/7329] learning_rate: 0.000100 loss_class: 0.598611 loss_bbox: 0.145514 loss_giou: 0.381556 loss_class_aux: 3.829882 loss_bbox_aux: 0.964966 loss_giou_aux: 2.371161 loss_class_dn: 0.342929 loss_bbox_dn: 0.141038 loss_giou_dn: 0.373670 loss_class_aux_dn: 1.832414 loss_bbox_aux_dn: 0.864224 loss_giou_aux_dn: 2.112766 loss: 14.776440 eta: 1 day, 3:04:35 batch_cost: 0.5791 data_cost: 0.0012 ips: 6.9070 images/s [03/31 23:51:25] ppdet.engine INFO: Epoch: [47] [5800/7329] learning_rate: 0.000100 loss_class: 0.549834 loss_bbox: 0.138285 loss_giou: 0.328862 loss_class_aux: 3.479383 loss_bbox_aux: 0.901208 loss_giou_aux: 2.102529 loss_class_dn: 0.293210 loss_bbox_dn: 0.148524 loss_giou_dn: 0.322024 loss_class_aux_dn: 1.581239 loss_bbox_aux_dn: 0.885281 loss_giou_aux_dn: 1.835975 loss: 12.737738 eta: 1 day, 3:03:39 batch_cost: 0.5233 data_cost: 0.0013 ips: 7.6439 images/s [03/31 23:52:22] ppdet.engine INFO: Epoch: [47] [5900/7329] learning_rate: 0.000100 loss_class: 0.581177 loss_bbox: 0.134796 loss_giou: 0.396033 loss_class_aux: 3.638282 loss_bbox_aux: 0.880178 loss_giou_aux: 2.400094 loss_class_dn: 0.332354 loss_bbox_dn: 0.151311 loss_giou_dn: 0.382991 loss_class_aux_dn: 1.759436 loss_bbox_aux_dn: 0.907532 loss_giou_aux_dn: 2.058099 loss: 14.573099 eta: 1 day, 3:02:42 batch_cost: 0.5191 data_cost: 0.0012 ips: 7.7059 images/s [03/31 23:53:20] ppdet.engine INFO: Epoch: [47] [6000/7329] learning_rate: 0.000100 loss_class: 0.542182 loss_bbox: 0.130419 loss_giou: 0.367474 loss_class_aux: 3.515068 loss_bbox_aux: 0.879967 loss_giou_aux: 2.293359 loss_class_dn: 0.314986 loss_bbox_dn: 0.150244 loss_giou_dn: 0.338294 loss_class_aux_dn: 1.701101 loss_bbox_aux_dn: 0.856434 loss_giou_aux_dn: 1.894559 loss: 13.209152 eta: 1 day, 3:01:46 batch_cost: 0.5281 data_cost: 0.0012 ips: 7.5745 images/s [03/31 23:54:21] ppdet.engine INFO: Epoch: [47] [6100/7329] learning_rate: 0.000100 loss_class: 0.571321 loss_bbox: 0.130866 loss_giou: 0.404892 loss_class_aux: 3.534657 loss_bbox_aux: 0.815730 loss_giou_aux: 2.533500 loss_class_dn: 0.335709 loss_bbox_dn: 0.116478 loss_giou_dn: 0.378164 loss_class_aux_dn: 1.779112 loss_bbox_aux_dn: 0.680989 loss_giou_aux_dn: 2.036697 loss: 14.364414 eta: 1 day, 3:00:52 batch_cost: 0.5580 data_cost: 0.0011 ips: 7.1690 images/s [03/31 23:55:19] ppdet.engine INFO: Epoch: [47] [6200/7329] learning_rate: 0.000100 loss_class: 0.522594 loss_bbox: 0.120082 loss_giou: 0.370054 loss_class_aux: 3.455870 loss_bbox_aux: 0.779143 loss_giou_aux: 2.382469 loss_class_dn: 0.314729 loss_bbox_dn: 0.132255 loss_giou_dn: 0.349655 loss_class_aux_dn: 1.684856 loss_bbox_aux_dn: 0.765308 loss_giou_aux_dn: 1.953062 loss: 13.273054 eta: 1 day, 2:59:56 batch_cost: 0.5242 data_cost: 0.0013 ips: 7.6301 images/s [03/31 23:56:24] ppdet.engine INFO: Epoch: [47] [6300/7329] learning_rate: 0.000100 loss_class: 0.595830 loss_bbox: 0.130008 loss_giou: 0.398828 loss_class_aux: 3.749712 loss_bbox_aux: 0.866289 loss_giou_aux: 2.588967 loss_class_dn: 0.340023 loss_bbox_dn: 0.132392 loss_giou_dn: 0.377003 loss_class_aux_dn: 1.781279 loss_bbox_aux_dn: 0.822053 loss_giou_aux_dn: 2.110974 loss: 14.724554 eta: 1 day, 2:59:03 batch_cost: 0.5963 data_cost: 0.0011 ips: 6.7078 images/s [03/31 23:57:22] ppdet.engine INFO: Epoch: [47] [6400/7329] learning_rate: 0.000100 loss_class: 0.623766 loss_bbox: 0.152087 loss_giou: 0.417731 loss_class_aux: 3.920137 loss_bbox_aux: 0.987140 loss_giou_aux: 2.735794 loss_class_dn: 0.342824 loss_bbox_dn: 0.145892 loss_giou_dn: 0.394458 loss_class_aux_dn: 1.851679 loss_bbox_aux_dn: 0.904283 loss_giou_aux_dn: 2.174123 loss: 14.563832 eta: 1 day, 2:58:08 batch_cost: 0.5311 data_cost: 0.0011 ips: 7.5322 images/s [03/31 23:58:19] ppdet.engine INFO: Epoch: [47] [6500/7329] learning_rate: 0.000100 loss_class: 0.531540 loss_bbox: 0.135659 loss_giou: 0.439706 loss_class_aux: 3.535136 loss_bbox_aux: 0.886857 loss_giou_aux: 2.716202 loss_class_dn: 0.343947 loss_bbox_dn: 0.139118 loss_giou_dn: 0.411635 loss_class_aux_dn: 1.858752 loss_bbox_aux_dn: 0.842940 loss_giou_aux_dn: 2.234298 loss: 14.926432 eta: 1 day, 2:57:10 batch_cost: 0.5025 data_cost: 0.0015 ips: 7.9603 images/s [03/31 23:59:16] ppdet.engine INFO: Epoch: [47] [6600/7329] learning_rate: 0.000100 loss_class: 0.583139 loss_bbox: 0.133579 loss_giou: 0.424877 loss_class_aux: 3.660504 loss_bbox_aux: 0.890200 loss_giou_aux: 2.664072 loss_class_dn: 0.339317 loss_bbox_dn: 0.150996 loss_giou_dn: 0.391414 loss_class_aux_dn: 1.831939 loss_bbox_aux_dn: 0.848053 loss_giou_aux_dn: 2.164265 loss: 14.720125 eta: 1 day, 2:56:14 batch_cost: 0.5195 data_cost: 0.0013 ips: 7.7003 images/s [04/01 00:00:17] ppdet.engine INFO: Epoch: [47] [6700/7329] learning_rate: 0.000100 loss_class: 0.626215 loss_bbox: 0.146337 loss_giou: 0.404512 loss_class_aux: 3.936097 loss_bbox_aux: 0.953124 loss_giou_aux: 2.618354 loss_class_dn: 0.346317 loss_bbox_dn: 0.136159 loss_giou_dn: 0.398157 loss_class_aux_dn: 1.865323 loss_bbox_aux_dn: 0.827723 loss_giou_aux_dn: 2.243544 loss: 14.781408 eta: 1 day, 2:55:19 batch_cost: 0.5414 data_cost: 0.0020 ips: 7.3882 images/s [04/01 00:01:22] ppdet.engine INFO: Epoch: [47] [6800/7329] learning_rate: 0.000100 loss_class: 0.556767 loss_bbox: 0.116228 loss_giou: 0.380532 loss_class_aux: 3.568670 loss_bbox_aux: 0.776664 loss_giou_aux: 2.480241 loss_class_dn: 0.325207 loss_bbox_dn: 0.123842 loss_giou_dn: 0.365306 loss_class_aux_dn: 1.709764 loss_bbox_aux_dn: 0.744194 loss_giou_aux_dn: 2.066648 loss: 13.195642 eta: 1 day, 2:54:25 batch_cost: 0.5816 data_cost: 0.0014 ips: 6.8780 images/s [04/01 00:02:24] ppdet.engine INFO: Epoch: [47] [6900/7329] learning_rate: 0.000100 loss_class: 0.528794 loss_bbox: 0.119996 loss_giou: 0.349395 loss_class_aux: 3.308176 loss_bbox_aux: 0.811330 loss_giou_aux: 2.205020 loss_class_dn: 0.301737 loss_bbox_dn: 0.124500 loss_giou_dn: 0.321179 loss_class_aux_dn: 1.661643 loss_bbox_aux_dn: 0.795379 loss_giou_aux_dn: 1.818140 loss: 13.029415 eta: 1 day, 2:53:31 batch_cost: 0.5549 data_cost: 0.0013 ips: 7.2087 images/s [04/01 00:03:23] ppdet.engine INFO: Epoch: [47] [7000/7329] learning_rate: 0.000100 loss_class: 0.587000 loss_bbox: 0.139474 loss_giou: 0.384574 loss_class_aux: 3.810959 loss_bbox_aux: 0.930110 loss_giou_aux: 2.371850 loss_class_dn: 0.343672 loss_bbox_dn: 0.157563 loss_giou_dn: 0.397673 loss_class_aux_dn: 1.859745 loss_bbox_aux_dn: 0.917557 loss_giou_aux_dn: 2.226057 loss: 15.027117 eta: 1 day, 2:52:35 batch_cost: 0.5249 data_cost: 0.0012 ips: 7.6206 images/s [04/01 00:04:22] ppdet.engine INFO: Epoch: [47] [7100/7329] learning_rate: 0.000100 loss_class: 0.530343 loss_bbox: 0.127972 loss_giou: 0.366857 loss_class_aux: 3.443837 loss_bbox_aux: 0.844513 loss_giou_aux: 2.267914 loss_class_dn: 0.290529 loss_bbox_dn: 0.155769 loss_giou_dn: 0.320794 loss_class_aux_dn: 1.597386 loss_bbox_aux_dn: 0.923980 loss_giou_aux_dn: 1.762445 loss: 13.171848 eta: 1 day, 2:51:39 batch_cost: 0.5385 data_cost: 0.0014 ips: 7.4281 images/s [04/01 00:05:20] ppdet.engine INFO: Epoch: [47] [7200/7329] learning_rate: 0.000100 loss_class: 0.499705 loss_bbox: 0.121643 loss_giou: 0.339320 loss_class_aux: 3.344521 loss_bbox_aux: 0.790333 loss_giou_aux: 2.196766 loss_class_dn: 0.297126 loss_bbox_dn: 0.133477 loss_giou_dn: 0.307905 loss_class_aux_dn: 1.645426 loss_bbox_aux_dn: 0.769288 loss_giou_aux_dn: 1.787276 loss: 12.996420 eta: 1 day, 2:50:43 batch_cost: 0.5228 data_cost: 0.0012 ips: 7.6508 images/s [04/01 00:06:20] ppdet.engine INFO: Epoch: [47] [7300/7329] learning_rate: 0.000100 loss_class: 0.547573 loss_bbox: 0.122074 loss_giou: 0.402735 loss_class_aux: 3.526096 loss_bbox_aux: 0.817376 loss_giou_aux: 2.508031 loss_class_dn: 0.336254 loss_bbox_dn: 0.134290 loss_giou_dn: 0.400372 loss_class_aux_dn: 1.804183 loss_bbox_aux_dn: 0.792144 loss_giou_aux_dn: 2.256458 loss: 14.238078 eta: 1 day, 2:49:48 batch_cost: 0.5495 data_cost: 0.0013 ips: 7.2793 images/s [04/01 00:06:42] ppdet.engine INFO: Eval iter: 0 [04/01 00:07:10] ppdet.engine INFO: Eval iter: 100 [04/01 00:07:39] ppdet.engine INFO: Eval iter: 200 [04/01 00:08:07] ppdet.engine INFO: Eval iter: 300 [04/01 00:08:36] ppdet.engine INFO: Eval iter: 400 [04/01 00:09:06] ppdet.engine INFO: Eval iter: 500 [04/01 00:09:37] ppdet.engine INFO: Eval iter: 600 [04/01 00:10:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/01 00:10:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=21.79s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.13s). Accumulating evaluation results... DONE (t=29.49s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 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 ] = 0.654 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 ] = 0.541 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 ] = 0.882 [04/01 00:12:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.404779094371985 [04/01 00:12:57] ppdet.engine INFO: Best test bbox ap is 0.526. [04/01 00:13:00] ppdet.engine INFO: Epoch: [48] [ 0/7329] learning_rate: 0.000100 loss_class: 0.536466 loss_bbox: 0.123696 loss_giou: 0.361559 loss_class_aux: 3.470699 loss_bbox_aux: 0.827525 loss_giou_aux: 2.331820 loss_class_dn: 0.329670 loss_bbox_dn: 0.137708 loss_giou_dn: 0.383652 loss_class_aux_dn: 1.791504 loss_bbox_aux_dn: 0.813155 loss_giou_aux_dn: 2.134895 loss: 14.172365 eta: 1 day, 2:49:31 batch_cost: 0.5499 data_cost: 0.0013 ips: 7.2735 images/s [04/01 00:14:02] ppdet.engine INFO: Epoch: [48] [ 100/7329] learning_rate: 0.000100 loss_class: 0.552229 loss_bbox: 0.126747 loss_giou: 0.378397 loss_class_aux: 3.523613 loss_bbox_aux: 0.834437 loss_giou_aux: 2.375297 loss_class_dn: 0.306644 loss_bbox_dn: 0.127939 loss_giou_dn: 0.356359 loss_class_aux_dn: 1.677490 loss_bbox_aux_dn: 0.779154 loss_giou_aux_dn: 2.013287 loss: 13.675670 eta: 1 day, 2:48:37 batch_cost: 0.5635 data_cost: 0.0014 ips: 7.0979 images/s [04/01 00:15:00] ppdet.engine INFO: Epoch: [48] [ 200/7329] learning_rate: 0.000100 loss_class: 0.558214 loss_bbox: 0.119374 loss_giou: 0.400504 loss_class_aux: 3.651194 loss_bbox_aux: 0.768812 loss_giou_aux: 2.487519 loss_class_dn: 0.320116 loss_bbox_dn: 0.127347 loss_giou_dn: 0.379207 loss_class_aux_dn: 1.683055 loss_bbox_aux_dn: 0.746865 loss_giou_aux_dn: 2.070341 loss: 14.583582 eta: 1 day, 2:47:41 batch_cost: 0.5198 data_cost: 0.0012 ips: 7.6959 images/s [04/01 00:16:05] ppdet.engine INFO: Epoch: [48] [ 300/7329] learning_rate: 0.000100 loss_class: 0.603680 loss_bbox: 0.151107 loss_giou: 0.427019 loss_class_aux: 3.847429 loss_bbox_aux: 0.983671 loss_giou_aux: 2.720280 loss_class_dn: 0.352044 loss_bbox_dn: 0.150278 loss_giou_dn: 0.404569 loss_class_aux_dn: 1.840015 loss_bbox_aux_dn: 0.921959 loss_giou_aux_dn: 2.235734 loss: 15.388641 eta: 1 day, 2:46:48 batch_cost: 0.5814 data_cost: 0.0018 ips: 6.8798 images/s [04/01 00:17:04] ppdet.engine INFO: Epoch: [48] [ 400/7329] learning_rate: 0.000100 loss_class: 0.600631 loss_bbox: 0.131202 loss_giou: 0.403446 loss_class_aux: 4.026414 loss_bbox_aux: 0.877986 loss_giou_aux: 2.627670 loss_class_dn: 0.366683 loss_bbox_dn: 0.146680 loss_giou_dn: 0.365558 loss_class_aux_dn: 1.973661 loss_bbox_aux_dn: 0.894519 loss_giou_aux_dn: 2.063357 loss: 15.235720 eta: 1 day, 2:45:52 batch_cost: 0.5278 data_cost: 0.0012 ips: 7.5781 images/s [04/01 00:18:06] ppdet.engine INFO: Epoch: [48] [ 500/7329] learning_rate: 0.000100 loss_class: 0.505807 loss_bbox: 0.118827 loss_giou: 0.359884 loss_class_aux: 3.152241 loss_bbox_aux: 0.819254 loss_giou_aux: 2.291977 loss_class_dn: 0.313806 loss_bbox_dn: 0.119732 loss_giou_dn: 0.341565 loss_class_aux_dn: 1.675495 loss_bbox_aux_dn: 0.721728 loss_giou_aux_dn: 1.983124 loss: 13.004657 eta: 1 day, 2:44:57 batch_cost: 0.5626 data_cost: 0.0014 ips: 7.1101 images/s [04/01 00:19:03] ppdet.engine INFO: Epoch: [48] [ 600/7329] learning_rate: 0.000100 loss_class: 0.564575 loss_bbox: 0.133644 loss_giou: 0.341966 loss_class_aux: 3.689612 loss_bbox_aux: 0.886371 loss_giou_aux: 2.212479 loss_class_dn: 0.292156 loss_bbox_dn: 0.134287 loss_giou_dn: 0.334604 loss_class_aux_dn: 1.588997 loss_bbox_aux_dn: 0.802590 loss_giou_aux_dn: 1.813733 loss: 12.793678 eta: 1 day, 2:44:01 batch_cost: 0.5223 data_cost: 0.0012 ips: 7.6583 images/s [04/01 00:20:09] ppdet.engine INFO: Epoch: [48] [ 700/7329] learning_rate: 0.000100 loss_class: 0.609705 loss_bbox: 0.130669 loss_giou: 0.384898 loss_class_aux: 3.867869 loss_bbox_aux: 0.858343 loss_giou_aux: 2.427809 loss_class_dn: 0.351070 loss_bbox_dn: 0.144249 loss_giou_dn: 0.364909 loss_class_aux_dn: 1.895728 loss_bbox_aux_dn: 0.862857 loss_giou_aux_dn: 2.010647 loss: 14.519476 eta: 1 day, 2:43:08 batch_cost: 0.5878 data_cost: 0.0015 ips: 6.8050 images/s [04/01 00:21:13] ppdet.engine INFO: Epoch: [48] [ 800/7329] learning_rate: 0.000100 loss_class: 0.560881 loss_bbox: 0.137850 loss_giou: 0.393324 loss_class_aux: 3.489555 loss_bbox_aux: 0.920597 loss_giou_aux: 2.523742 loss_class_dn: 0.317428 loss_bbox_dn: 0.143616 loss_giou_dn: 0.361159 loss_class_aux_dn: 1.678788 loss_bbox_aux_dn: 0.818973 loss_giou_aux_dn: 1.995039 loss: 13.340147 eta: 1 day, 2:42:15 batch_cost: 0.5796 data_cost: 0.0013 ips: 6.9013 images/s [04/01 00:22:13] ppdet.engine INFO: Epoch: [48] [ 900/7329] learning_rate: 0.000100 loss_class: 0.578458 loss_bbox: 0.144491 loss_giou: 0.383437 loss_class_aux: 3.818639 loss_bbox_aux: 0.948150 loss_giou_aux: 2.415970 loss_class_dn: 0.335343 loss_bbox_dn: 0.160936 loss_giou_dn: 0.358352 loss_class_aux_dn: 1.829029 loss_bbox_aux_dn: 0.923714 loss_giou_aux_dn: 2.075698 loss: 14.188892 eta: 1 day, 2:41:20 batch_cost: 0.5489 data_cost: 0.0012 ips: 7.2879 images/s [04/01 00:23:19] ppdet.engine INFO: Epoch: [48] [1000/7329] learning_rate: 0.000100 loss_class: 0.528243 loss_bbox: 0.139908 loss_giou: 0.345070 loss_class_aux: 3.493325 loss_bbox_aux: 0.898826 loss_giou_aux: 2.206437 loss_class_dn: 0.318456 loss_bbox_dn: 0.135565 loss_giou_dn: 0.297515 loss_class_aux_dn: 1.707775 loss_bbox_aux_dn: 0.809595 loss_giou_aux_dn: 1.698757 loss: 13.048515 eta: 1 day, 2:40:28 batch_cost: 0.5989 data_cost: 0.0013 ips: 6.6786 images/s [04/01 00:24:37] ppdet.engine INFO: Epoch: [48] [1100/7329] learning_rate: 0.000100 loss_class: 0.605229 loss_bbox: 0.130258 loss_giou: 0.412556 loss_class_aux: 3.987228 loss_bbox_aux: 0.911924 loss_giou_aux: 2.611754 loss_class_dn: 0.356888 loss_bbox_dn: 0.144697 loss_giou_dn: 0.368736 loss_class_aux_dn: 1.948510 loss_bbox_aux_dn: 0.900342 loss_giou_aux_dn: 2.098657 loss: 14.694146 eta: 1 day, 2:39:42 batch_cost: 0.7309 data_cost: 0.0013 ips: 5.4727 images/s [04/01 00:25:37] ppdet.engine INFO: Epoch: [48] [1200/7329] learning_rate: 0.000100 loss_class: 0.605151 loss_bbox: 0.140424 loss_giou: 0.402400 loss_class_aux: 3.858453 loss_bbox_aux: 0.940291 loss_giou_aux: 2.572925 loss_class_dn: 0.341637 loss_bbox_dn: 0.140919 loss_giou_dn: 0.372630 loss_class_aux_dn: 1.851149 loss_bbox_aux_dn: 0.856935 loss_giou_aux_dn: 2.136662 loss: 14.325466 eta: 1 day, 2:38:46 batch_cost: 0.5373 data_cost: 0.0013 ips: 7.4443 images/s [04/01 00:26:34] ppdet.engine INFO: Epoch: [48] [1300/7329] learning_rate: 0.000100 loss_class: 0.471756 loss_bbox: 0.130890 loss_giou: 0.335509 loss_class_aux: 3.149326 loss_bbox_aux: 0.867900 loss_giou_aux: 2.109776 loss_class_dn: 0.285188 loss_bbox_dn: 0.133843 loss_giou_dn: 0.312075 loss_class_aux_dn: 1.535232 loss_bbox_aux_dn: 0.820128 loss_giou_aux_dn: 1.727080 loss: 12.071925 eta: 1 day, 2:37:50 batch_cost: 0.5154 data_cost: 0.0012 ips: 7.7616 images/s [04/01 00:27:35] ppdet.engine INFO: Epoch: [48] [1400/7329] learning_rate: 0.000100 loss_class: 0.559520 loss_bbox: 0.136569 loss_giou: 0.392215 loss_class_aux: 3.563300 loss_bbox_aux: 0.897375 loss_giou_aux: 2.511793 loss_class_dn: 0.324368 loss_bbox_dn: 0.140032 loss_giou_dn: 0.364729 loss_class_aux_dn: 1.716334 loss_bbox_aux_dn: 0.791203 loss_giou_aux_dn: 1.990209 loss: 13.466030 eta: 1 day, 2:36:55 batch_cost: 0.5552 data_cost: 0.0013 ips: 7.2048 images/s [04/01 00:28:45] ppdet.engine INFO: Epoch: [48] [1500/7329] learning_rate: 0.000100 loss_class: 0.581681 loss_bbox: 0.123184 loss_giou: 0.364672 loss_class_aux: 3.771708 loss_bbox_aux: 0.825581 loss_giou_aux: 2.325692 loss_class_dn: 0.333342 loss_bbox_dn: 0.131274 loss_giou_dn: 0.365258 loss_class_aux_dn: 1.790522 loss_bbox_aux_dn: 0.826607 loss_giou_aux_dn: 2.096045 loss: 14.456886 eta: 1 day, 2:36:04 batch_cost: 0.6373 data_cost: 0.0016 ips: 6.2769 images/s [04/01 00:29:42] ppdet.engine INFO: Epoch: [48] [1600/7329] learning_rate: 0.000100 loss_class: 0.614166 loss_bbox: 0.139550 loss_giou: 0.359448 loss_class_aux: 3.929065 loss_bbox_aux: 0.940562 loss_giou_aux: 2.272463 loss_class_dn: 0.343547 loss_bbox_dn: 0.158109 loss_giou_dn: 0.357990 loss_class_aux_dn: 1.877762 loss_bbox_aux_dn: 0.990890 loss_giou_aux_dn: 2.008861 loss: 14.072212 eta: 1 day, 2:35:08 batch_cost: 0.5098 data_cost: 0.0012 ips: 7.8465 images/s [04/01 00:30:39] ppdet.engine INFO: Epoch: [48] [1700/7329] learning_rate: 0.000100 loss_class: 0.587017 loss_bbox: 0.141966 loss_giou: 0.375476 loss_class_aux: 3.816640 loss_bbox_aux: 0.908237 loss_giou_aux: 2.488417 loss_class_dn: 0.318546 loss_bbox_dn: 0.141887 loss_giou_dn: 0.355940 loss_class_aux_dn: 1.726717 loss_bbox_aux_dn: 0.900855 loss_giou_aux_dn: 2.025288 loss: 13.141850 eta: 1 day, 2:34:11 batch_cost: 0.5213 data_cost: 0.0012 ips: 7.6730 images/s [04/01 00:31:37] ppdet.engine INFO: Epoch: [48] [1800/7329] learning_rate: 0.000100 loss_class: 0.637087 loss_bbox: 0.145651 loss_giou: 0.422630 loss_class_aux: 3.922520 loss_bbox_aux: 0.986107 loss_giou_aux: 2.711065 loss_class_dn: 0.330562 loss_bbox_dn: 0.156505 loss_giou_dn: 0.406442 loss_class_aux_dn: 1.740167 loss_bbox_aux_dn: 0.889636 loss_giou_aux_dn: 2.307442 loss: 14.773523 eta: 1 day, 2:33:15 batch_cost: 0.5227 data_cost: 0.0012 ips: 7.6522 images/s [04/01 00:32:38] ppdet.engine INFO: Epoch: [48] [1900/7329] learning_rate: 0.000100 loss_class: 0.607790 loss_bbox: 0.153069 loss_giou: 0.421220 loss_class_aux: 3.859067 loss_bbox_aux: 0.961234 loss_giou_aux: 2.669218 loss_class_dn: 0.347247 loss_bbox_dn: 0.133723 loss_giou_dn: 0.392160 loss_class_aux_dn: 1.897906 loss_bbox_aux_dn: 0.824613 loss_giou_aux_dn: 2.112142 loss: 14.671420 eta: 1 day, 2:32:20 batch_cost: 0.5450 data_cost: 0.0017 ips: 7.3390 images/s [04/01 00:33:36] ppdet.engine INFO: Epoch: [48] [2000/7329] learning_rate: 0.000100 loss_class: 0.558423 loss_bbox: 0.135462 loss_giou: 0.389710 loss_class_aux: 3.693913 loss_bbox_aux: 0.905747 loss_giou_aux: 2.447887 loss_class_dn: 0.330653 loss_bbox_dn: 0.145994 loss_giou_dn: 0.368440 loss_class_aux_dn: 1.779569 loss_bbox_aux_dn: 0.887773 loss_giou_aux_dn: 2.054909 loss: 14.013494 eta: 1 day, 2:31:24 batch_cost: 0.5335 data_cost: 0.0013 ips: 7.4979 images/s [04/01 00:34:37] ppdet.engine INFO: Epoch: [48] [2100/7329] learning_rate: 0.000100 loss_class: 0.573403 loss_bbox: 0.132954 loss_giou: 0.369023 loss_class_aux: 3.676165 loss_bbox_aux: 0.862509 loss_giou_aux: 2.370640 loss_class_dn: 0.327870 loss_bbox_dn: 0.167211 loss_giou_dn: 0.345964 loss_class_aux_dn: 1.802223 loss_bbox_aux_dn: 0.954880 loss_giou_aux_dn: 1.946792 loss: 13.471378 eta: 1 day, 2:30:29 batch_cost: 0.5475 data_cost: 0.0013 ips: 7.3066 images/s [04/01 00:35:42] ppdet.engine INFO: Epoch: [48] [2200/7329] learning_rate: 0.000100 loss_class: 0.549607 loss_bbox: 0.132749 loss_giou: 0.335383 loss_class_aux: 3.635817 loss_bbox_aux: 0.895019 loss_giou_aux: 2.262465 loss_class_dn: 0.305685 loss_bbox_dn: 0.157696 loss_giou_dn: 0.334917 loss_class_aux_dn: 1.702675 loss_bbox_aux_dn: 0.914661 loss_giou_aux_dn: 1.893898 loss: 13.439640 eta: 1 day, 2:29:37 batch_cost: 0.5958 data_cost: 0.0013 ips: 6.7131 images/s [04/01 00:36:57] ppdet.engine INFO: Epoch: [48] [2300/7329] learning_rate: 0.000100 loss_class: 0.567599 loss_bbox: 0.143970 loss_giou: 0.374124 loss_class_aux: 3.531156 loss_bbox_aux: 0.941428 loss_giou_aux: 2.407164 loss_class_dn: 0.330625 loss_bbox_dn: 0.150014 loss_giou_dn: 0.374871 loss_class_aux_dn: 1.797136 loss_bbox_aux_dn: 0.890531 loss_giou_aux_dn: 2.146820 loss: 14.556438 eta: 1 day, 2:28:47 batch_cost: 0.6658 data_cost: 0.0016 ips: 6.0076 images/s [04/01 00:38:01] ppdet.engine INFO: Epoch: [48] [2400/7329] learning_rate: 0.000100 loss_class: 0.587200 loss_bbox: 0.125387 loss_giou: 0.381332 loss_class_aux: 3.626691 loss_bbox_aux: 0.884275 loss_giou_aux: 2.389952 loss_class_dn: 0.340792 loss_bbox_dn: 0.138195 loss_giou_dn: 0.363281 loss_class_aux_dn: 1.846835 loss_bbox_aux_dn: 0.829097 loss_giou_aux_dn: 2.016859 loss: 14.221825 eta: 1 day, 2:27:54 batch_cost: 0.5811 data_cost: 0.0014 ips: 6.8840 images/s [04/01 00:39:00] ppdet.engine INFO: Epoch: [48] [2500/7329] learning_rate: 0.000100 loss_class: 0.599025 loss_bbox: 0.155516 loss_giou: 0.449903 loss_class_aux: 3.851879 loss_bbox_aux: 1.002536 loss_giou_aux: 2.788658 loss_class_dn: 0.350107 loss_bbox_dn: 0.150139 loss_giou_dn: 0.381133 loss_class_aux_dn: 1.853441 loss_bbox_aux_dn: 0.898169 loss_giou_aux_dn: 2.212955 loss: 14.681992 eta: 1 day, 2:26:58 batch_cost: 0.5305 data_cost: 0.0012 ips: 7.5407 images/s [04/01 00:40:00] ppdet.engine INFO: Epoch: [48] [2600/7329] learning_rate: 0.000100 loss_class: 0.634738 loss_bbox: 0.157333 loss_giou: 0.471819 loss_class_aux: 4.016913 loss_bbox_aux: 1.024251 loss_giou_aux: 3.043503 loss_class_dn: 0.374476 loss_bbox_dn: 0.152568 loss_giou_dn: 0.431360 loss_class_aux_dn: 1.974221 loss_bbox_aux_dn: 0.921308 loss_giou_aux_dn: 2.414954 loss: 16.128225 eta: 1 day, 2:26:03 batch_cost: 0.5458 data_cost: 0.0012 ips: 7.3285 images/s [04/01 00:40:58] ppdet.engine INFO: Epoch: [48] [2700/7329] learning_rate: 0.000100 loss_class: 0.622926 loss_bbox: 0.145442 loss_giou: 0.452670 loss_class_aux: 3.895377 loss_bbox_aux: 0.960092 loss_giou_aux: 2.791900 loss_class_dn: 0.353191 loss_bbox_dn: 0.147030 loss_giou_dn: 0.398984 loss_class_aux_dn: 1.862481 loss_bbox_aux_dn: 0.927324 loss_giou_aux_dn: 2.195797 loss: 14.917727 eta: 1 day, 2:25:07 batch_cost: 0.5290 data_cost: 0.0013 ips: 7.5615 images/s [04/01 00:41:56] ppdet.engine INFO: Epoch: [48] [2800/7329] learning_rate: 0.000100 loss_class: 0.545305 loss_bbox: 0.117180 loss_giou: 0.361936 loss_class_aux: 3.448235 loss_bbox_aux: 0.753797 loss_giou_aux: 2.351193 loss_class_dn: 0.310538 loss_bbox_dn: 0.123120 loss_giou_dn: 0.321130 loss_class_aux_dn: 1.638206 loss_bbox_aux_dn: 0.761159 loss_giou_aux_dn: 1.870588 loss: 13.045040 eta: 1 day, 2:24:11 batch_cost: 0.5210 data_cost: 0.0013 ips: 7.6775 images/s [04/01 00:42:56] ppdet.engine INFO: Epoch: [48] [2900/7329] learning_rate: 0.000100 loss_class: 0.627866 loss_bbox: 0.138146 loss_giou: 0.370638 loss_class_aux: 4.024111 loss_bbox_aux: 0.915830 loss_giou_aux: 2.297187 loss_class_dn: 0.338446 loss_bbox_dn: 0.152360 loss_giou_dn: 0.351882 loss_class_aux_dn: 1.893250 loss_bbox_aux_dn: 0.900017 loss_giou_aux_dn: 1.994648 loss: 15.087772 eta: 1 day, 2:23:16 batch_cost: 0.5441 data_cost: 0.0012 ips: 7.3518 images/s [04/01 00:43:53] ppdet.engine INFO: Epoch: [48] [3000/7329] learning_rate: 0.000100 loss_class: 0.569527 loss_bbox: 0.145974 loss_giou: 0.385571 loss_class_aux: 3.551991 loss_bbox_aux: 0.962773 loss_giou_aux: 2.415126 loss_class_dn: 0.328895 loss_bbox_dn: 0.150351 loss_giou_dn: 0.373711 loss_class_aux_dn: 1.763293 loss_bbox_aux_dn: 0.890286 loss_giou_aux_dn: 2.028841 loss: 14.488434 eta: 1 day, 2:22:19 batch_cost: 0.5099 data_cost: 0.0013 ips: 7.8449 images/s [04/01 00:44:53] ppdet.engine INFO: Epoch: [48] [3100/7329] learning_rate: 0.000100 loss_class: 0.547002 loss_bbox: 0.130091 loss_giou: 0.393540 loss_class_aux: 3.589303 loss_bbox_aux: 0.830717 loss_giou_aux: 2.429383 loss_class_dn: 0.329208 loss_bbox_dn: 0.131553 loss_giou_dn: 0.362832 loss_class_aux_dn: 1.726111 loss_bbox_aux_dn: 0.818621 loss_giou_aux_dn: 2.108541 loss: 14.194468 eta: 1 day, 2:21:24 batch_cost: 0.5528 data_cost: 0.0013 ips: 7.2361 images/s [04/01 00:45:50] ppdet.engine INFO: Epoch: [48] [3200/7329] learning_rate: 0.000100 loss_class: 0.534640 loss_bbox: 0.144292 loss_giou: 0.377868 loss_class_aux: 3.440342 loss_bbox_aux: 0.942276 loss_giou_aux: 2.413633 loss_class_dn: 0.321122 loss_bbox_dn: 0.158638 loss_giou_dn: 0.358739 loss_class_aux_dn: 1.728168 loss_bbox_aux_dn: 0.931939 loss_giou_aux_dn: 2.013714 loss: 14.414497 eta: 1 day, 2:20:28 batch_cost: 0.5136 data_cost: 0.0013 ips: 7.7884 images/s [04/01 00:46:48] ppdet.engine INFO: Epoch: [48] [3300/7329] learning_rate: 0.000100 loss_class: 0.609137 loss_bbox: 0.150548 loss_giou: 0.449080 loss_class_aux: 3.862757 loss_bbox_aux: 0.998270 loss_giou_aux: 2.875881 loss_class_dn: 0.346481 loss_bbox_dn: 0.159795 loss_giou_dn: 0.399588 loss_class_aux_dn: 1.901347 loss_bbox_aux_dn: 0.923590 loss_giou_aux_dn: 2.159498 loss: 14.954845 eta: 1 day, 2:19:31 batch_cost: 0.5180 data_cost: 0.0012 ips: 7.7216 images/s [04/01 00:47:46] ppdet.engine INFO: Epoch: [48] [3400/7329] learning_rate: 0.000100 loss_class: 0.511270 loss_bbox: 0.109264 loss_giou: 0.264294 loss_class_aux: 3.176972 loss_bbox_aux: 0.770296 loss_giou_aux: 1.716936 loss_class_dn: 0.284348 loss_bbox_dn: 0.117533 loss_giou_dn: 0.260012 loss_class_aux_dn: 1.540692 loss_bbox_aux_dn: 0.703591 loss_giou_aux_dn: 1.503469 loss: 11.713654 eta: 1 day, 2:18:35 batch_cost: 0.5283 data_cost: 0.0012 ips: 7.5716 images/s [04/01 00:48:45] ppdet.engine INFO: Epoch: [48] [3500/7329] learning_rate: 0.000100 loss_class: 0.584226 loss_bbox: 0.132208 loss_giou: 0.433054 loss_class_aux: 3.649722 loss_bbox_aux: 0.871714 loss_giou_aux: 2.695385 loss_class_dn: 0.319599 loss_bbox_dn: 0.140610 loss_giou_dn: 0.386208 loss_class_aux_dn: 1.763740 loss_bbox_aux_dn: 0.798756 loss_giou_aux_dn: 2.159520 loss: 13.837075 eta: 1 day, 2:17:40 batch_cost: 0.5328 data_cost: 0.0013 ips: 7.5075 images/s [04/01 00:49:53] ppdet.engine INFO: Epoch: [48] [3600/7329] learning_rate: 0.000100 loss_class: 0.547552 loss_bbox: 0.140083 loss_giou: 0.342647 loss_class_aux: 3.473051 loss_bbox_aux: 0.909632 loss_giou_aux: 2.087986 loss_class_dn: 0.298586 loss_bbox_dn: 0.165879 loss_giou_dn: 0.327619 loss_class_aux_dn: 1.631457 loss_bbox_aux_dn: 0.988506 loss_giou_aux_dn: 1.866594 loss: 13.195812 eta: 1 day, 2:16:48 batch_cost: 0.6214 data_cost: 0.0015 ips: 6.4372 images/s [04/01 00:50:52] ppdet.engine INFO: Epoch: [48] [3700/7329] learning_rate: 0.000100 loss_class: 0.569395 loss_bbox: 0.135818 loss_giou: 0.379562 loss_class_aux: 3.641062 loss_bbox_aux: 0.879491 loss_giou_aux: 2.451378 loss_class_dn: 0.304767 loss_bbox_dn: 0.142107 loss_giou_dn: 0.346542 loss_class_aux_dn: 1.622224 loss_bbox_aux_dn: 0.856992 loss_giou_aux_dn: 1.940003 loss: 13.733086 eta: 1 day, 2:15:52 batch_cost: 0.5282 data_cost: 0.0013 ips: 7.5733 images/s [04/01 00:51:50] ppdet.engine INFO: Epoch: [48] [3800/7329] learning_rate: 0.000100 loss_class: 0.492289 loss_bbox: 0.126097 loss_giou: 0.284095 loss_class_aux: 3.195361 loss_bbox_aux: 0.802065 loss_giou_aux: 1.832357 loss_class_dn: 0.267917 loss_bbox_dn: 0.132389 loss_giou_dn: 0.300641 loss_class_aux_dn: 1.505112 loss_bbox_aux_dn: 0.812681 loss_giou_aux_dn: 1.672660 loss: 11.206011 eta: 1 day, 2:14:56 batch_cost: 0.5277 data_cost: 0.0013 ips: 7.5804 images/s [04/01 00:52:55] ppdet.engine INFO: Epoch: [48] [3900/7329] learning_rate: 0.000100 loss_class: 0.551540 loss_bbox: 0.135675 loss_giou: 0.342800 loss_class_aux: 3.532400 loss_bbox_aux: 0.891798 loss_giou_aux: 2.216352 loss_class_dn: 0.323824 loss_bbox_dn: 0.133702 loss_giou_dn: 0.331825 loss_class_aux_dn: 1.736226 loss_bbox_aux_dn: 0.804206 loss_giou_aux_dn: 1.913225 loss: 13.318598 eta: 1 day, 2:14:03 batch_cost: 0.5835 data_cost: 0.0014 ips: 6.8548 images/s [04/01 00:53:51] ppdet.engine INFO: Epoch: [48] [4000/7329] learning_rate: 0.000100 loss_class: 0.568477 loss_bbox: 0.131855 loss_giou: 0.373365 loss_class_aux: 3.763431 loss_bbox_aux: 0.859681 loss_giou_aux: 2.334855 loss_class_dn: 0.326918 loss_bbox_dn: 0.127677 loss_giou_dn: 0.345792 loss_class_aux_dn: 1.738847 loss_bbox_aux_dn: 0.785346 loss_giou_aux_dn: 1.941581 loss: 14.077322 eta: 1 day, 2:13:06 batch_cost: 0.5018 data_cost: 0.0012 ips: 7.9712 images/s [04/01 00:54:50] ppdet.engine INFO: Epoch: [48] [4100/7329] learning_rate: 0.000100 loss_class: 0.591489 loss_bbox: 0.141898 loss_giou: 0.536230 loss_class_aux: 3.770803 loss_bbox_aux: 0.923555 loss_giou_aux: 3.337799 loss_class_dn: 0.382157 loss_bbox_dn: 0.145033 loss_giou_dn: 0.458890 loss_class_aux_dn: 2.052822 loss_bbox_aux_dn: 0.830739 loss_giou_aux_dn: 2.526814 loss: 16.468594 eta: 1 day, 2:12:10 batch_cost: 0.5341 data_cost: 0.0012 ips: 7.4887 images/s [04/01 00:55:54] ppdet.engine INFO: Epoch: [48] [4200/7329] learning_rate: 0.000100 loss_class: 0.588667 loss_bbox: 0.148083 loss_giou: 0.409844 loss_class_aux: 3.795824 loss_bbox_aux: 0.938137 loss_giou_aux: 2.619633 loss_class_dn: 0.336761 loss_bbox_dn: 0.138912 loss_giou_dn: 0.377320 loss_class_aux_dn: 1.776660 loss_bbox_aux_dn: 0.883801 loss_giou_aux_dn: 2.086623 loss: 14.896826 eta: 1 day, 2:11:17 batch_cost: 0.5803 data_cost: 0.0013 ips: 6.8930 images/s [04/01 00:56:56] ppdet.engine INFO: Epoch: [48] [4300/7329] learning_rate: 0.000100 loss_class: 0.636525 loss_bbox: 0.150762 loss_giou: 0.401809 loss_class_aux: 4.015676 loss_bbox_aux: 0.967679 loss_giou_aux: 2.586555 loss_class_dn: 0.335900 loss_bbox_dn: 0.150020 loss_giou_dn: 0.372288 loss_class_aux_dn: 1.826838 loss_bbox_aux_dn: 0.885266 loss_giou_aux_dn: 2.062573 loss: 14.683974 eta: 1 day, 2:10:22 batch_cost: 0.5575 data_cost: 0.0013 ips: 7.1747 images/s [04/01 00:57:59] ppdet.engine INFO: Epoch: [48] [4400/7329] learning_rate: 0.000100 loss_class: 0.539860 loss_bbox: 0.122791 loss_giou: 0.367964 loss_class_aux: 3.618484 loss_bbox_aux: 0.814366 loss_giou_aux: 2.420310 loss_class_dn: 0.329639 loss_bbox_dn: 0.123030 loss_giou_dn: 0.346994 loss_class_aux_dn: 1.736736 loss_bbox_aux_dn: 0.728957 loss_giou_aux_dn: 1.904698 loss: 13.897664 eta: 1 day, 2:09:29 batch_cost: 0.5814 data_cost: 0.0012 ips: 6.8795 images/s [04/01 00:58:57] ppdet.engine INFO: Epoch: [48] [4500/7329] learning_rate: 0.000100 loss_class: 0.559112 loss_bbox: 0.125516 loss_giou: 0.370165 loss_class_aux: 3.599883 loss_bbox_aux: 0.826875 loss_giou_aux: 2.311831 loss_class_dn: 0.310470 loss_bbox_dn: 0.131740 loss_giou_dn: 0.352146 loss_class_aux_dn: 1.669975 loss_bbox_aux_dn: 0.795806 loss_giou_aux_dn: 1.915869 loss: 13.414566 eta: 1 day, 2:08:33 batch_cost: 0.5210 data_cost: 0.0012 ips: 7.6775 images/s [04/01 00:59:56] ppdet.engine INFO: Epoch: [48] [4600/7329] learning_rate: 0.000100 loss_class: 0.574131 loss_bbox: 0.148080 loss_giou: 0.391284 loss_class_aux: 3.653321 loss_bbox_aux: 0.955692 loss_giou_aux: 2.502420 loss_class_dn: 0.324029 loss_bbox_dn: 0.138870 loss_giou_dn: 0.383398 loss_class_aux_dn: 1.741251 loss_bbox_aux_dn: 0.851199 loss_giou_aux_dn: 2.146240 loss: 14.860641 eta: 1 day, 2:07:37 batch_cost: 0.5319 data_cost: 0.0015 ips: 7.5197 images/s [04/01 01:00:54] ppdet.engine INFO: Epoch: [48] [4700/7329] learning_rate: 0.000100 loss_class: 0.494782 loss_bbox: 0.134361 loss_giou: 0.282870 loss_class_aux: 3.114958 loss_bbox_aux: 0.859714 loss_giou_aux: 1.756747 loss_class_dn: 0.252535 loss_bbox_dn: 0.143401 loss_giou_dn: 0.277883 loss_class_aux_dn: 1.357701 loss_bbox_aux_dn: 0.870840 loss_giou_aux_dn: 1.555980 loss: 11.858760 eta: 1 day, 2:06:41 batch_cost: 0.5190 data_cost: 0.0013 ips: 7.7078 images/s [04/01 01:01:51] ppdet.engine INFO: Epoch: [48] [4800/7329] learning_rate: 0.000100 loss_class: 0.481577 loss_bbox: 0.111411 loss_giou: 0.359131 loss_class_aux: 3.064067 loss_bbox_aux: 0.737077 loss_giou_aux: 2.243880 loss_class_dn: 0.298250 loss_bbox_dn: 0.111709 loss_giou_dn: 0.304908 loss_class_aux_dn: 1.582103 loss_bbox_aux_dn: 0.681721 loss_giou_aux_dn: 1.699007 loss: 12.210596 eta: 1 day, 2:05:44 batch_cost: 0.5152 data_cost: 0.0013 ips: 7.7647 images/s [04/01 01:02:48] ppdet.engine INFO: Epoch: [48] [4900/7329] learning_rate: 0.000100 loss_class: 0.635725 loss_bbox: 0.124798 loss_giou: 0.369587 loss_class_aux: 4.004231 loss_bbox_aux: 0.849148 loss_giou_aux: 2.341305 loss_class_dn: 0.347506 loss_bbox_dn: 0.135643 loss_giou_dn: 0.370007 loss_class_aux_dn: 1.896480 loss_bbox_aux_dn: 0.834411 loss_giou_aux_dn: 2.108443 loss: 14.620270 eta: 1 day, 2:04:47 batch_cost: 0.5116 data_cost: 0.0012 ips: 7.8194 images/s [04/01 01:03:46] ppdet.engine INFO: Epoch: [48] [5000/7329] learning_rate: 0.000100 loss_class: 0.612798 loss_bbox: 0.136359 loss_giou: 0.371994 loss_class_aux: 3.773419 loss_bbox_aux: 0.915991 loss_giou_aux: 2.348886 loss_class_dn: 0.324693 loss_bbox_dn: 0.136288 loss_giou_dn: 0.329245 loss_class_aux_dn: 1.769839 loss_bbox_aux_dn: 0.854124 loss_giou_aux_dn: 1.887766 loss: 13.719200 eta: 1 day, 2:03:51 batch_cost: 0.5243 data_cost: 0.0013 ips: 7.6289 images/s [04/01 01:04:44] ppdet.engine INFO: Epoch: [48] [5100/7329] learning_rate: 0.000100 loss_class: 0.544885 loss_bbox: 0.119928 loss_giou: 0.394425 loss_class_aux: 3.444935 loss_bbox_aux: 0.738663 loss_giou_aux: 2.504124 loss_class_dn: 0.316848 loss_bbox_dn: 0.126892 loss_giou_dn: 0.375021 loss_class_aux_dn: 1.686736 loss_bbox_aux_dn: 0.797227 loss_giou_aux_dn: 2.112701 loss: 13.640514 eta: 1 day, 2:02:55 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6373 images/s [04/01 01:05:45] ppdet.engine INFO: Epoch: [48] [5200/7329] learning_rate: 0.000100 loss_class: 0.540528 loss_bbox: 0.129982 loss_giou: 0.328193 loss_class_aux: 3.339116 loss_bbox_aux: 0.885564 loss_giou_aux: 2.157870 loss_class_dn: 0.319285 loss_bbox_dn: 0.141550 loss_giou_dn: 0.320455 loss_class_aux_dn: 1.703279 loss_bbox_aux_dn: 0.835792 loss_giou_aux_dn: 1.843733 loss: 12.937391 eta: 1 day, 2:02:01 batch_cost: 0.5593 data_cost: 0.0013 ips: 7.1523 images/s [04/01 01:06:47] ppdet.engine INFO: Epoch: [48] [5300/7329] learning_rate: 0.000100 loss_class: 0.546011 loss_bbox: 0.129920 loss_giou: 0.368729 loss_class_aux: 3.539673 loss_bbox_aux: 0.880440 loss_giou_aux: 2.389127 loss_class_dn: 0.310159 loss_bbox_dn: 0.146297 loss_giou_dn: 0.352208 loss_class_aux_dn: 1.677661 loss_bbox_aux_dn: 0.866772 loss_giou_aux_dn: 2.030250 loss: 13.378276 eta: 1 day, 2:01:07 batch_cost: 0.5649 data_cost: 0.0013 ips: 7.0807 images/s [04/01 01:07:52] ppdet.engine INFO: Epoch: [48] [5400/7329] learning_rate: 0.000100 loss_class: 0.630481 loss_bbox: 0.142827 loss_giou: 0.459911 loss_class_aux: 4.137435 loss_bbox_aux: 0.967398 loss_giou_aux: 2.901343 loss_class_dn: 0.344191 loss_bbox_dn: 0.163292 loss_giou_dn: 0.407269 loss_class_aux_dn: 1.824087 loss_bbox_aux_dn: 0.933331 loss_giou_aux_dn: 2.284427 loss: 15.792456 eta: 1 day, 2:00:14 batch_cost: 0.5918 data_cost: 0.0013 ips: 6.7589 images/s [04/01 01:08:53] ppdet.engine INFO: Epoch: [48] [5500/7329] learning_rate: 0.000100 loss_class: 0.569923 loss_bbox: 0.118398 loss_giou: 0.360421 loss_class_aux: 3.596834 loss_bbox_aux: 0.851533 loss_giou_aux: 2.340659 loss_class_dn: 0.337845 loss_bbox_dn: 0.146479 loss_giou_dn: 0.377872 loss_class_aux_dn: 1.798350 loss_bbox_aux_dn: 0.851540 loss_giou_aux_dn: 2.092126 loss: 14.425642 eta: 1 day, 1:59:19 batch_cost: 0.5521 data_cost: 0.0015 ips: 7.2454 images/s [04/01 01:09:53] ppdet.engine INFO: Epoch: [48] [5600/7329] learning_rate: 0.000100 loss_class: 0.639906 loss_bbox: 0.146301 loss_giou: 0.494771 loss_class_aux: 4.091058 loss_bbox_aux: 0.967404 loss_giou_aux: 3.088441 loss_class_dn: 0.358881 loss_bbox_dn: 0.155268 loss_giou_dn: 0.417417 loss_class_aux_dn: 1.930564 loss_bbox_aux_dn: 0.875394 loss_giou_aux_dn: 2.303155 loss: 15.233290 eta: 1 day, 1:58:24 batch_cost: 0.5382 data_cost: 0.0014 ips: 7.4316 images/s [04/01 01:10:49] ppdet.engine INFO: Epoch: [48] [5700/7329] learning_rate: 0.000100 loss_class: 0.603975 loss_bbox: 0.130509 loss_giou: 0.382891 loss_class_aux: 3.799191 loss_bbox_aux: 0.900359 loss_giou_aux: 2.410128 loss_class_dn: 0.325511 loss_bbox_dn: 0.137790 loss_giou_dn: 0.367383 loss_class_aux_dn: 1.756774 loss_bbox_aux_dn: 0.837035 loss_giou_aux_dn: 2.034081 loss: 13.316483 eta: 1 day, 1:57:27 batch_cost: 0.5082 data_cost: 0.0012 ips: 7.8704 images/s [04/01 01:11:46] ppdet.engine INFO: Epoch: [48] [5800/7329] learning_rate: 0.000100 loss_class: 0.607653 loss_bbox: 0.133051 loss_giou: 0.405666 loss_class_aux: 3.944242 loss_bbox_aux: 0.873253 loss_giou_aux: 2.518471 loss_class_dn: 0.359758 loss_bbox_dn: 0.125031 loss_giou_dn: 0.402560 loss_class_aux_dn: 1.937284 loss_bbox_aux_dn: 0.702279 loss_giou_aux_dn: 2.238488 loss: 15.055174 eta: 1 day, 1:56:30 batch_cost: 0.5105 data_cost: 0.0012 ips: 7.8348 images/s [04/01 01:12:44] ppdet.engine INFO: Epoch: [48] [5900/7329] learning_rate: 0.000100 loss_class: 0.521945 loss_bbox: 0.134254 loss_giou: 0.334178 loss_class_aux: 3.130788 loss_bbox_aux: 0.920227 loss_giou_aux: 2.095630 loss_class_dn: 0.286476 loss_bbox_dn: 0.135831 loss_giou_dn: 0.314955 loss_class_aux_dn: 1.571973 loss_bbox_aux_dn: 0.779499 loss_giou_aux_dn: 1.745250 loss: 12.365347 eta: 1 day, 1:55:34 batch_cost: 0.5265 data_cost: 0.0013 ips: 7.5974 images/s [04/01 01:13:44] ppdet.engine INFO: Epoch: [48] [6000/7329] learning_rate: 0.000100 loss_class: 0.554548 loss_bbox: 0.138262 loss_giou: 0.391972 loss_class_aux: 3.632103 loss_bbox_aux: 0.906400 loss_giou_aux: 2.516232 loss_class_dn: 0.342297 loss_bbox_dn: 0.144140 loss_giou_dn: 0.375423 loss_class_aux_dn: 1.824439 loss_bbox_aux_dn: 0.850953 loss_giou_aux_dn: 2.126365 loss: 14.743483 eta: 1 day, 1:54:39 batch_cost: 0.5492 data_cost: 0.0012 ips: 7.2838 images/s [04/01 01:14:46] ppdet.engine INFO: Epoch: [48] [6100/7329] learning_rate: 0.000100 loss_class: 0.581713 loss_bbox: 0.138700 loss_giou: 0.419573 loss_class_aux: 3.731880 loss_bbox_aux: 0.968858 loss_giou_aux: 2.607158 loss_class_dn: 0.343007 loss_bbox_dn: 0.138558 loss_giou_dn: 0.373096 loss_class_aux_dn: 1.820383 loss_bbox_aux_dn: 0.814658 loss_giou_aux_dn: 2.066209 loss: 13.885308 eta: 1 day, 1:53:45 batch_cost: 0.5619 data_cost: 0.0012 ips: 7.1186 images/s [04/01 01:15:49] ppdet.engine INFO: Epoch: [48] [6200/7329] learning_rate: 0.000100 loss_class: 0.570781 loss_bbox: 0.135328 loss_giou: 0.393018 loss_class_aux: 3.671353 loss_bbox_aux: 0.900789 loss_giou_aux: 2.539164 loss_class_dn: 0.343994 loss_bbox_dn: 0.139248 loss_giou_dn: 0.363914 loss_class_aux_dn: 1.865982 loss_bbox_aux_dn: 0.818841 loss_giou_aux_dn: 2.092366 loss: 14.796726 eta: 1 day, 1:52:51 batch_cost: 0.5746 data_cost: 0.0013 ips: 6.9615 images/s [04/01 01:16:51] ppdet.engine INFO: Epoch: [48] [6300/7329] learning_rate: 0.000100 loss_class: 0.607713 loss_bbox: 0.139599 loss_giou: 0.382847 loss_class_aux: 3.908208 loss_bbox_aux: 0.951783 loss_giou_aux: 2.592336 loss_class_dn: 0.355857 loss_bbox_dn: 0.153548 loss_giou_dn: 0.361479 loss_class_aux_dn: 1.901234 loss_bbox_aux_dn: 0.913539 loss_giou_aux_dn: 2.021030 loss: 14.990623 eta: 1 day, 1:51:57 batch_cost: 0.5653 data_cost: 0.0012 ips: 7.0755 images/s [04/01 01:17:48] ppdet.engine INFO: Epoch: [48] [6400/7329] learning_rate: 0.000100 loss_class: 0.545416 loss_bbox: 0.119477 loss_giou: 0.369348 loss_class_aux: 3.392801 loss_bbox_aux: 0.788785 loss_giou_aux: 2.363143 loss_class_dn: 0.311339 loss_bbox_dn: 0.124921 loss_giou_dn: 0.353100 loss_class_aux_dn: 1.658625 loss_bbox_aux_dn: 0.715346 loss_giou_aux_dn: 1.914023 loss: 12.927282 eta: 1 day, 1:51:01 batch_cost: 0.5174 data_cost: 0.0013 ips: 7.7314 images/s [04/01 01:18:44] ppdet.engine INFO: Epoch: [48] [6500/7329] learning_rate: 0.000100 loss_class: 0.465623 loss_bbox: 0.127932 loss_giou: 0.347986 loss_class_aux: 3.161784 loss_bbox_aux: 0.817052 loss_giou_aux: 2.258738 loss_class_dn: 0.281847 loss_bbox_dn: 0.127945 loss_giou_dn: 0.320505 loss_class_aux_dn: 1.523222 loss_bbox_aux_dn: 0.755993 loss_giou_aux_dn: 1.718947 loss: 12.006372 eta: 1 day, 1:50:04 batch_cost: 0.5038 data_cost: 0.0012 ips: 7.9389 images/s [04/01 01:19:40] ppdet.engine INFO: Epoch: [48] [6600/7329] learning_rate: 0.000100 loss_class: 0.542301 loss_bbox: 0.137777 loss_giou: 0.334630 loss_class_aux: 3.549587 loss_bbox_aux: 0.890366 loss_giou_aux: 2.165416 loss_class_dn: 0.310077 loss_bbox_dn: 0.137415 loss_giou_dn: 0.325521 loss_class_aux_dn: 1.694860 loss_bbox_aux_dn: 0.845679 loss_giou_aux_dn: 1.850613 loss: 13.328089 eta: 1 day, 1:49:06 batch_cost: 0.5016 data_cost: 0.0012 ips: 7.9747 images/s [04/01 01:20:41] ppdet.engine INFO: Epoch: [48] [6700/7329] learning_rate: 0.000100 loss_class: 0.540716 loss_bbox: 0.130176 loss_giou: 0.347734 loss_class_aux: 3.458292 loss_bbox_aux: 0.875616 loss_giou_aux: 2.245448 loss_class_dn: 0.298200 loss_bbox_dn: 0.136636 loss_giou_dn: 0.344037 loss_class_aux_dn: 1.623928 loss_bbox_aux_dn: 0.792904 loss_giou_aux_dn: 1.856779 loss: 12.834751 eta: 1 day, 1:48:12 batch_cost: 0.5579 data_cost: 0.0013 ips: 7.1699 images/s [04/01 01:21:38] ppdet.engine INFO: Epoch: [48] [6800/7329] learning_rate: 0.000100 loss_class: 0.587958 loss_bbox: 0.143886 loss_giou: 0.420592 loss_class_aux: 3.710220 loss_bbox_aux: 0.922945 loss_giou_aux: 2.565212 loss_class_dn: 0.321887 loss_bbox_dn: 0.161523 loss_giou_dn: 0.384860 loss_class_aux_dn: 1.709801 loss_bbox_aux_dn: 0.956999 loss_giou_aux_dn: 2.141214 loss: 13.695357 eta: 1 day, 1:47:15 batch_cost: 0.5145 data_cost: 0.0012 ips: 7.7749 images/s [04/01 01:22:38] ppdet.engine INFO: Epoch: [48] [6900/7329] learning_rate: 0.000100 loss_class: 0.589649 loss_bbox: 0.130143 loss_giou: 0.370938 loss_class_aux: 3.668665 loss_bbox_aux: 0.889167 loss_giou_aux: 2.355037 loss_class_dn: 0.318837 loss_bbox_dn: 0.133411 loss_giou_dn: 0.338525 loss_class_aux_dn: 1.744980 loss_bbox_aux_dn: 0.840913 loss_giou_aux_dn: 1.869490 loss: 13.596832 eta: 1 day, 1:46:20 batch_cost: 0.5436 data_cost: 0.0013 ips: 7.3589 images/s [04/01 01:23:37] ppdet.engine INFO: Epoch: [48] [7000/7329] learning_rate: 0.000100 loss_class: 0.589053 loss_bbox: 0.135914 loss_giou: 0.403457 loss_class_aux: 3.701952 loss_bbox_aux: 0.908373 loss_giou_aux: 2.568849 loss_class_dn: 0.330019 loss_bbox_dn: 0.151606 loss_giou_dn: 0.397621 loss_class_aux_dn: 1.806625 loss_bbox_aux_dn: 0.937535 loss_giou_aux_dn: 2.168469 loss: 14.773348 eta: 1 day, 1:45:25 batch_cost: 0.5311 data_cost: 0.0013 ips: 7.5309 images/s [04/01 01:24:39] ppdet.engine INFO: Epoch: [48] [7100/7329] learning_rate: 0.000100 loss_class: 0.542299 loss_bbox: 0.134472 loss_giou: 0.362424 loss_class_aux: 3.517384 loss_bbox_aux: 0.881733 loss_giou_aux: 2.289339 loss_class_dn: 0.298313 loss_bbox_dn: 0.146688 loss_giou_dn: 0.329806 loss_class_aux_dn: 1.609009 loss_bbox_aux_dn: 0.900388 loss_giou_aux_dn: 1.905251 loss: 13.260912 eta: 1 day, 1:44:30 batch_cost: 0.5667 data_cost: 0.0012 ips: 7.0586 images/s [04/01 01:25:37] ppdet.engine INFO: Epoch: [48] [7200/7329] learning_rate: 0.000100 loss_class: 0.479380 loss_bbox: 0.108293 loss_giou: 0.269731 loss_class_aux: 3.149923 loss_bbox_aux: 0.726858 loss_giou_aux: 1.742075 loss_class_dn: 0.255245 loss_bbox_dn: 0.124188 loss_giou_dn: 0.247987 loss_class_aux_dn: 1.374758 loss_bbox_aux_dn: 0.763271 loss_giou_aux_dn: 1.440567 loss: 11.374147 eta: 1 day, 1:43:34 batch_cost: 0.5226 data_cost: 0.0012 ips: 7.6537 images/s [04/01 01:26:38] ppdet.engine INFO: Epoch: [48] [7300/7329] learning_rate: 0.000100 loss_class: 0.542714 loss_bbox: 0.132441 loss_giou: 0.361483 loss_class_aux: 3.399822 loss_bbox_aux: 0.855903 loss_giou_aux: 2.297733 loss_class_dn: 0.302798 loss_bbox_dn: 0.123547 loss_giou_dn: 0.318374 loss_class_aux_dn: 1.649343 loss_bbox_aux_dn: 0.725367 loss_giou_aux_dn: 1.837224 loss: 13.077608 eta: 1 day, 1:42:40 batch_cost: 0.5573 data_cost: 0.0012 ips: 7.1772 images/s [04/01 01:26:59] ppdet.engine INFO: Eval iter: 0 [04/01 01:27:26] ppdet.engine INFO: Eval iter: 100 [04/01 01:27:54] ppdet.engine INFO: Eval iter: 200 [04/01 01:28:23] ppdet.engine INFO: Eval iter: 300 [04/01 01:28:52] ppdet.engine INFO: Eval iter: 400 [04/01 01:29:23] ppdet.engine INFO: Eval iter: 500 [04/01 01:29:52] ppdet.engine INFO: Eval iter: 600 [04/01 01:30:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/01 01:30:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.91s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.55s). Accumulating evaluation results... DONE (t=29.23s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.696 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 ] = 0.654 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 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/01 01:33:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.602622015861648 [04/01 01:33:10] ppdet.engine INFO: Best test bbox ap is 0.526. [04/01 01:33:11] ppdet.engine INFO: Epoch: [49] [ 0/7329] learning_rate: 0.000100 loss_class: 0.524696 loss_bbox: 0.117958 loss_giou: 0.382875 loss_class_aux: 3.216025 loss_bbox_aux: 0.731781 loss_giou_aux: 2.397174 loss_class_dn: 0.307659 loss_bbox_dn: 0.113777 loss_giou_dn: 0.321678 loss_class_aux_dn: 1.634050 loss_bbox_aux_dn: 0.681017 loss_giou_aux_dn: 1.852582 loss: 12.992325 eta: 1 day, 1:42:23 batch_cost: 0.5594 data_cost: 0.0014 ips: 7.1506 images/s [04/01 01:34:15] ppdet.engine INFO: Epoch: [49] [ 100/7329] learning_rate: 0.000100 loss_class: 0.545444 loss_bbox: 0.122467 loss_giou: 0.378558 loss_class_aux: 3.491541 loss_bbox_aux: 0.868288 loss_giou_aux: 2.383644 loss_class_dn: 0.306520 loss_bbox_dn: 0.132478 loss_giou_dn: 0.332780 loss_class_aux_dn: 1.657030 loss_bbox_aux_dn: 0.782510 loss_giou_aux_dn: 1.891676 loss: 13.412514 eta: 1 day, 1:41:30 batch_cost: 0.5777 data_cost: 0.0013 ips: 6.9244 images/s [04/01 01:35:29] ppdet.engine INFO: Epoch: [49] [ 200/7329] learning_rate: 0.000100 loss_class: 0.547155 loss_bbox: 0.151228 loss_giou: 0.384114 loss_class_aux: 3.622504 loss_bbox_aux: 0.992435 loss_giou_aux: 2.448749 loss_class_dn: 0.331633 loss_bbox_dn: 0.147824 loss_giou_dn: 0.360699 loss_class_aux_dn: 1.756265 loss_bbox_aux_dn: 0.903415 loss_giou_aux_dn: 2.031990 loss: 13.864470 eta: 1 day, 1:40:41 batch_cost: 0.6742 data_cost: 0.0021 ips: 5.9328 images/s [04/01 01:36:35] ppdet.engine INFO: Epoch: [49] [ 300/7329] learning_rate: 0.000100 loss_class: 0.536435 loss_bbox: 0.126185 loss_giou: 0.368712 loss_class_aux: 3.360329 loss_bbox_aux: 0.826499 loss_giou_aux: 2.359203 loss_class_dn: 0.303213 loss_bbox_dn: 0.131574 loss_giou_dn: 0.317381 loss_class_aux_dn: 1.626048 loss_bbox_aux_dn: 0.800276 loss_giou_aux_dn: 1.797750 loss: 13.199652 eta: 1 day, 1:39:49 batch_cost: 0.6072 data_cost: 0.0013 ips: 6.5878 images/s [04/01 01:37:35] ppdet.engine INFO: Epoch: [49] [ 400/7329] learning_rate: 0.000100 loss_class: 0.570094 loss_bbox: 0.131449 loss_giou: 0.300280 loss_class_aux: 3.639696 loss_bbox_aux: 0.897452 loss_giou_aux: 2.037056 loss_class_dn: 0.310844 loss_bbox_dn: 0.154062 loss_giou_dn: 0.304766 loss_class_aux_dn: 1.649066 loss_bbox_aux_dn: 0.894663 loss_giou_aux_dn: 1.798392 loss: 12.940878 eta: 1 day, 1:38:53 batch_cost: 0.5443 data_cost: 0.0012 ips: 7.3486 images/s [04/01 01:38:35] ppdet.engine INFO: Epoch: [49] [ 500/7329] learning_rate: 0.000100 loss_class: 0.585358 loss_bbox: 0.140946 loss_giou: 0.395433 loss_class_aux: 3.834069 loss_bbox_aux: 0.903366 loss_giou_aux: 2.506333 loss_class_dn: 0.331731 loss_bbox_dn: 0.142529 loss_giou_dn: 0.365549 loss_class_aux_dn: 1.797992 loss_bbox_aux_dn: 0.840323 loss_giou_aux_dn: 2.074435 loss: 14.545977 eta: 1 day, 1:37:58 batch_cost: 0.5405 data_cost: 0.0013 ips: 7.4010 images/s [04/01 01:39:36] ppdet.engine INFO: Epoch: [49] [ 600/7329] learning_rate: 0.000100 loss_class: 0.565252 loss_bbox: 0.111884 loss_giou: 0.348958 loss_class_aux: 3.609672 loss_bbox_aux: 0.814048 loss_giou_aux: 2.247670 loss_class_dn: 0.303221 loss_bbox_dn: 0.121981 loss_giou_dn: 0.330352 loss_class_aux_dn: 1.643126 loss_bbox_aux_dn: 0.746778 loss_giou_aux_dn: 1.927703 loss: 13.342008 eta: 1 day, 1:37:04 batch_cost: 0.5601 data_cost: 0.0013 ips: 7.1411 images/s [04/01 01:40:36] ppdet.engine INFO: Epoch: [49] [ 700/7329] learning_rate: 0.000100 loss_class: 0.536230 loss_bbox: 0.124771 loss_giou: 0.324187 loss_class_aux: 3.414258 loss_bbox_aux: 0.825801 loss_giou_aux: 2.014784 loss_class_dn: 0.294589 loss_bbox_dn: 0.128134 loss_giou_dn: 0.292184 loss_class_aux_dn: 1.592079 loss_bbox_aux_dn: 0.780918 loss_giou_aux_dn: 1.644975 loss: 12.372287 eta: 1 day, 1:36:09 batch_cost: 0.5442 data_cost: 0.0013 ips: 7.3498 images/s [04/01 01:41:36] ppdet.engine INFO: Epoch: [49] [ 800/7329] learning_rate: 0.000100 loss_class: 0.553234 loss_bbox: 0.127270 loss_giou: 0.399462 loss_class_aux: 3.594428 loss_bbox_aux: 0.859526 loss_giou_aux: 2.590816 loss_class_dn: 0.346786 loss_bbox_dn: 0.136708 loss_giou_dn: 0.384507 loss_class_aux_dn: 1.826669 loss_bbox_aux_dn: 0.781654 loss_giou_aux_dn: 2.092843 loss: 14.237018 eta: 1 day, 1:35:13 batch_cost: 0.5439 data_cost: 0.0013 ips: 7.3549 images/s [04/01 01:42:36] ppdet.engine INFO: Epoch: [49] [ 900/7329] learning_rate: 0.000100 loss_class: 0.550348 loss_bbox: 0.128574 loss_giou: 0.347183 loss_class_aux: 3.520106 loss_bbox_aux: 0.873281 loss_giou_aux: 2.216934 loss_class_dn: 0.301722 loss_bbox_dn: 0.144514 loss_giou_dn: 0.342430 loss_class_aux_dn: 1.674179 loss_bbox_aux_dn: 0.850366 loss_giou_aux_dn: 2.018303 loss: 13.552605 eta: 1 day, 1:34:18 batch_cost: 0.5397 data_cost: 0.0012 ips: 7.4120 images/s [04/01 01:43:34] ppdet.engine INFO: Epoch: [49] [1000/7329] learning_rate: 0.000100 loss_class: 0.617564 loss_bbox: 0.131675 loss_giou: 0.388634 loss_class_aux: 3.820495 loss_bbox_aux: 0.853528 loss_giou_aux: 2.495966 loss_class_dn: 0.325588 loss_bbox_dn: 0.140188 loss_giou_dn: 0.363994 loss_class_aux_dn: 1.747617 loss_bbox_aux_dn: 0.800370 loss_giou_aux_dn: 2.047009 loss: 14.359917 eta: 1 day, 1:33:22 batch_cost: 0.5209 data_cost: 0.0016 ips: 7.6791 images/s [04/01 01:44:33] ppdet.engine INFO: Epoch: [49] [1100/7329] learning_rate: 0.000100 loss_class: 0.606987 loss_bbox: 0.153114 loss_giou: 0.378192 loss_class_aux: 3.885502 loss_bbox_aux: 1.072671 loss_giou_aux: 2.388860 loss_class_dn: 0.338026 loss_bbox_dn: 0.154574 loss_giou_dn: 0.364992 loss_class_aux_dn: 1.856587 loss_bbox_aux_dn: 0.937763 loss_giou_aux_dn: 2.108354 loss: 14.611051 eta: 1 day, 1:32:26 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5085 images/s [04/01 01:45:31] ppdet.engine INFO: Epoch: [49] [1200/7329] learning_rate: 0.000100 loss_class: 0.597120 loss_bbox: 0.138258 loss_giou: 0.435574 loss_class_aux: 3.719486 loss_bbox_aux: 0.943751 loss_giou_aux: 2.758117 loss_class_dn: 0.337945 loss_bbox_dn: 0.157970 loss_giou_dn: 0.389720 loss_class_aux_dn: 1.816486 loss_bbox_aux_dn: 0.949722 loss_giou_aux_dn: 2.160116 loss: 15.217829 eta: 1 day, 1:31:30 batch_cost: 0.5280 data_cost: 0.0013 ips: 7.5760 images/s [04/01 01:46:34] ppdet.engine INFO: Epoch: [49] [1300/7329] learning_rate: 0.000100 loss_class: 0.571242 loss_bbox: 0.137245 loss_giou: 0.341254 loss_class_aux: 3.658814 loss_bbox_aux: 0.858778 loss_giou_aux: 2.156572 loss_class_dn: 0.337282 loss_bbox_dn: 0.127297 loss_giou_dn: 0.323537 loss_class_aux_dn: 1.793108 loss_bbox_aux_dn: 0.771945 loss_giou_aux_dn: 1.851133 loss: 13.612571 eta: 1 day, 1:30:36 batch_cost: 0.5684 data_cost: 0.0013 ips: 7.0374 images/s [04/01 01:47:35] ppdet.engine INFO: Epoch: [49] [1400/7329] learning_rate: 0.000100 loss_class: 0.585014 loss_bbox: 0.155829 loss_giou: 0.391495 loss_class_aux: 3.537585 loss_bbox_aux: 1.043931 loss_giou_aux: 2.541705 loss_class_dn: 0.345137 loss_bbox_dn: 0.157722 loss_giou_dn: 0.365434 loss_class_aux_dn: 1.824083 loss_bbox_aux_dn: 0.968188 loss_giou_aux_dn: 2.155745 loss: 14.742065 eta: 1 day, 1:29:41 batch_cost: 0.5491 data_cost: 0.0014 ips: 7.2842 images/s [04/01 01:48:33] ppdet.engine INFO: Epoch: [49] [1500/7329] learning_rate: 0.000100 loss_class: 0.553313 loss_bbox: 0.139042 loss_giou: 0.354387 loss_class_aux: 3.485881 loss_bbox_aux: 0.937573 loss_giou_aux: 2.249298 loss_class_dn: 0.314659 loss_bbox_dn: 0.143171 loss_giou_dn: 0.327914 loss_class_aux_dn: 1.715114 loss_bbox_aux_dn: 0.853840 loss_giou_aux_dn: 1.893737 loss: 13.271017 eta: 1 day, 1:28:45 batch_cost: 0.5255 data_cost: 0.0017 ips: 7.6117 images/s [04/01 01:49:34] ppdet.engine INFO: Epoch: [49] [1600/7329] learning_rate: 0.000100 loss_class: 0.522759 loss_bbox: 0.130112 loss_giou: 0.318898 loss_class_aux: 3.398826 loss_bbox_aux: 0.849759 loss_giou_aux: 2.046460 loss_class_dn: 0.277140 loss_bbox_dn: 0.126167 loss_giou_dn: 0.290864 loss_class_aux_dn: 1.517683 loss_bbox_aux_dn: 0.770117 loss_giou_aux_dn: 1.678116 loss: 12.164890 eta: 1 day, 1:27:51 batch_cost: 0.5507 data_cost: 0.0015 ips: 7.2640 images/s [04/01 01:50:40] ppdet.engine INFO: Epoch: [49] [1700/7329] learning_rate: 0.000100 loss_class: 0.499075 loss_bbox: 0.111301 loss_giou: 0.364965 loss_class_aux: 3.323030 loss_bbox_aux: 0.750585 loss_giou_aux: 2.260235 loss_class_dn: 0.281155 loss_bbox_dn: 0.130963 loss_giou_dn: 0.343767 loss_class_aux_dn: 1.538827 loss_bbox_aux_dn: 0.791292 loss_giou_aux_dn: 1.934600 loss: 12.686511 eta: 1 day, 1:26:58 batch_cost: 0.5903 data_cost: 0.0012 ips: 6.7757 images/s [04/01 01:51:42] ppdet.engine INFO: Epoch: [49] [1800/7329] learning_rate: 0.000100 loss_class: 0.549240 loss_bbox: 0.123830 loss_giou: 0.398162 loss_class_aux: 3.571331 loss_bbox_aux: 0.797222 loss_giou_aux: 2.529322 loss_class_dn: 0.324210 loss_bbox_dn: 0.139104 loss_giou_dn: 0.377651 loss_class_aux_dn: 1.756759 loss_bbox_aux_dn: 0.833064 loss_giou_aux_dn: 2.068618 loss: 14.035574 eta: 1 day, 1:26:03 batch_cost: 0.5591 data_cost: 0.0013 ips: 7.1549 images/s [04/01 01:52:40] ppdet.engine INFO: Epoch: [49] [1900/7329] learning_rate: 0.000100 loss_class: 0.542467 loss_bbox: 0.142525 loss_giou: 0.394455 loss_class_aux: 3.465769 loss_bbox_aux: 0.962111 loss_giou_aux: 2.537071 loss_class_dn: 0.332605 loss_bbox_dn: 0.142642 loss_giou_dn: 0.354047 loss_class_aux_dn: 1.809281 loss_bbox_aux_dn: 0.842693 loss_giou_aux_dn: 1.969508 loss: 13.996074 eta: 1 day, 1:25:07 batch_cost: 0.5284 data_cost: 0.0012 ips: 7.5703 images/s [04/01 01:53:39] ppdet.engine INFO: Epoch: [49] [2000/7329] learning_rate: 0.000100 loss_class: 0.537456 loss_bbox: 0.116768 loss_giou: 0.381606 loss_class_aux: 3.464161 loss_bbox_aux: 0.781240 loss_giou_aux: 2.403466 loss_class_dn: 0.293830 loss_bbox_dn: 0.142628 loss_giou_dn: 0.338971 loss_class_aux_dn: 1.617718 loss_bbox_aux_dn: 0.839169 loss_giou_aux_dn: 1.900374 loss: 12.704876 eta: 1 day, 1:24:12 batch_cost: 0.5307 data_cost: 0.0014 ips: 7.5370 images/s [04/01 01:54:41] ppdet.engine INFO: Epoch: [49] [2100/7329] learning_rate: 0.000100 loss_class: 0.608172 loss_bbox: 0.140522 loss_giou: 0.343390 loss_class_aux: 3.862944 loss_bbox_aux: 0.918416 loss_giou_aux: 2.178750 loss_class_dn: 0.325483 loss_bbox_dn: 0.148606 loss_giou_dn: 0.348877 loss_class_aux_dn: 1.787010 loss_bbox_aux_dn: 0.911253 loss_giou_aux_dn: 1.991728 loss: 14.393484 eta: 1 day, 1:23:18 batch_cost: 0.5667 data_cost: 0.0013 ips: 7.0588 images/s [04/01 01:55:37] ppdet.engine INFO: Epoch: [49] [2200/7329] learning_rate: 0.000100 loss_class: 0.537717 loss_bbox: 0.128886 loss_giou: 0.386315 loss_class_aux: 3.593218 loss_bbox_aux: 0.848399 loss_giou_aux: 2.425984 loss_class_dn: 0.325550 loss_bbox_dn: 0.133060 loss_giou_dn: 0.371300 loss_class_aux_dn: 1.724219 loss_bbox_aux_dn: 0.754122 loss_giou_aux_dn: 2.022073 loss: 13.453276 eta: 1 day, 1:22:21 batch_cost: 0.5054 data_cost: 0.0013 ips: 7.9145 images/s [04/01 01:56:33] ppdet.engine INFO: Epoch: [49] [2300/7329] learning_rate: 0.000100 loss_class: 0.625487 loss_bbox: 0.137361 loss_giou: 0.414703 loss_class_aux: 3.886757 loss_bbox_aux: 0.961978 loss_giou_aux: 2.695129 loss_class_dn: 0.349516 loss_bbox_dn: 0.152220 loss_giou_dn: 0.410068 loss_class_aux_dn: 1.839542 loss_bbox_aux_dn: 0.931261 loss_giou_aux_dn: 2.317719 loss: 15.530212 eta: 1 day, 1:21:23 batch_cost: 0.4986 data_cost: 0.0013 ips: 8.0221 images/s [04/01 01:57:31] ppdet.engine INFO: Epoch: [49] [2400/7329] learning_rate: 0.000100 loss_class: 0.601746 loss_bbox: 0.166542 loss_giou: 0.419383 loss_class_aux: 4.061331 loss_bbox_aux: 1.067046 loss_giou_aux: 2.643149 loss_class_dn: 0.340853 loss_bbox_dn: 0.145734 loss_giou_dn: 0.383976 loss_class_aux_dn: 1.825787 loss_bbox_aux_dn: 0.876889 loss_giou_aux_dn: 2.141573 loss: 14.976578 eta: 1 day, 1:20:27 batch_cost: 0.5271 data_cost: 0.0012 ips: 7.5881 images/s [04/01 01:58:31] ppdet.engine INFO: Epoch: [49] [2500/7329] learning_rate: 0.000100 loss_class: 0.613128 loss_bbox: 0.137601 loss_giou: 0.365910 loss_class_aux: 3.937523 loss_bbox_aux: 0.976599 loss_giou_aux: 2.325724 loss_class_dn: 0.330570 loss_bbox_dn: 0.163861 loss_giou_dn: 0.343775 loss_class_aux_dn: 1.813868 loss_bbox_aux_dn: 0.979394 loss_giou_aux_dn: 1.987241 loss: 14.062536 eta: 1 day, 1:19:32 batch_cost: 0.5399 data_cost: 0.0014 ips: 7.4092 images/s [04/01 01:59:31] ppdet.engine INFO: Epoch: [49] [2600/7329] learning_rate: 0.000100 loss_class: 0.520084 loss_bbox: 0.130375 loss_giou: 0.333010 loss_class_aux: 3.366959 loss_bbox_aux: 0.856951 loss_giou_aux: 2.124397 loss_class_dn: 0.284384 loss_bbox_dn: 0.135001 loss_giou_dn: 0.319359 loss_class_aux_dn: 1.565225 loss_bbox_aux_dn: 0.787073 loss_giou_aux_dn: 1.764032 loss: 12.598628 eta: 1 day, 1:18:37 batch_cost: 0.5453 data_cost: 0.0016 ips: 7.3348 images/s [04/01 02:00:34] ppdet.engine INFO: Epoch: [49] [2700/7329] learning_rate: 0.000100 loss_class: 0.548408 loss_bbox: 0.133829 loss_giou: 0.370114 loss_class_aux: 3.611807 loss_bbox_aux: 0.886026 loss_giou_aux: 2.341726 loss_class_dn: 0.317991 loss_bbox_dn: 0.154292 loss_giou_dn: 0.360867 loss_class_aux_dn: 1.691682 loss_bbox_aux_dn: 0.861434 loss_giou_aux_dn: 2.038609 loss: 13.640098 eta: 1 day, 1:17:43 batch_cost: 0.5640 data_cost: 0.0014 ips: 7.0922 images/s [04/01 02:01:32] ppdet.engine INFO: Epoch: [49] [2800/7329] learning_rate: 0.000100 loss_class: 0.561620 loss_bbox: 0.126415 loss_giou: 0.384849 loss_class_aux: 3.506871 loss_bbox_aux: 0.834484 loss_giou_aux: 2.483439 loss_class_dn: 0.326728 loss_bbox_dn: 0.135259 loss_giou_dn: 0.364496 loss_class_aux_dn: 1.728263 loss_bbox_aux_dn: 0.831949 loss_giou_aux_dn: 2.063629 loss: 13.950497 eta: 1 day, 1:16:47 batch_cost: 0.5274 data_cost: 0.0013 ips: 7.5845 images/s [04/01 02:02:34] ppdet.engine INFO: Epoch: [49] [2900/7329] learning_rate: 0.000100 loss_class: 0.584177 loss_bbox: 0.136351 loss_giou: 0.375492 loss_class_aux: 3.622790 loss_bbox_aux: 0.893129 loss_giou_aux: 2.449131 loss_class_dn: 0.331152 loss_bbox_dn: 0.140509 loss_giou_dn: 0.366459 loss_class_aux_dn: 1.799627 loss_bbox_aux_dn: 0.833314 loss_giou_aux_dn: 2.037405 loss: 13.939075 eta: 1 day, 1:15:53 batch_cost: 0.5654 data_cost: 0.0013 ips: 7.0750 images/s [04/01 02:03:33] ppdet.engine INFO: Epoch: [49] [3000/7329] learning_rate: 0.000100 loss_class: 0.647375 loss_bbox: 0.149145 loss_giou: 0.416309 loss_class_aux: 4.149151 loss_bbox_aux: 0.931671 loss_giou_aux: 2.596070 loss_class_dn: 0.365150 loss_bbox_dn: 0.163834 loss_giou_dn: 0.402675 loss_class_aux_dn: 1.981166 loss_bbox_aux_dn: 0.985713 loss_giou_aux_dn: 2.170123 loss: 15.659732 eta: 1 day, 1:14:57 batch_cost: 0.5296 data_cost: 0.0013 ips: 7.5523 images/s [04/01 02:04:35] ppdet.engine INFO: Epoch: [49] [3100/7329] learning_rate: 0.000100 loss_class: 0.525625 loss_bbox: 0.136485 loss_giou: 0.332664 loss_class_aux: 3.361953 loss_bbox_aux: 0.856387 loss_giou_aux: 2.129059 loss_class_dn: 0.297369 loss_bbox_dn: 0.143498 loss_giou_dn: 0.309573 loss_class_aux_dn: 1.606055 loss_bbox_aux_dn: 0.860738 loss_giou_aux_dn: 1.725377 loss: 12.578415 eta: 1 day, 1:14:03 batch_cost: 0.5613 data_cost: 0.0014 ips: 7.1261 images/s [04/01 02:05:39] ppdet.engine INFO: Epoch: [49] [3200/7329] learning_rate: 0.000100 loss_class: 0.576748 loss_bbox: 0.136723 loss_giou: 0.347997 loss_class_aux: 3.655902 loss_bbox_aux: 0.917234 loss_giou_aux: 2.206331 loss_class_dn: 0.363182 loss_bbox_dn: 0.143150 loss_giou_dn: 0.356520 loss_class_aux_dn: 1.943891 loss_bbox_aux_dn: 0.838538 loss_giou_aux_dn: 2.030190 loss: 15.439901 eta: 1 day, 1:13:10 batch_cost: 0.5901 data_cost: 0.0014 ips: 6.7789 images/s [04/01 02:06:39] ppdet.engine INFO: Epoch: [49] [3300/7329] learning_rate: 0.000100 loss_class: 0.570522 loss_bbox: 0.130534 loss_giou: 0.384469 loss_class_aux: 3.690943 loss_bbox_aux: 0.902293 loss_giou_aux: 2.439043 loss_class_dn: 0.327008 loss_bbox_dn: 0.142831 loss_giou_dn: 0.345189 loss_class_aux_dn: 1.750862 loss_bbox_aux_dn: 0.823820 loss_giou_aux_dn: 1.989161 loss: 13.965076 eta: 1 day, 1:12:14 batch_cost: 0.5310 data_cost: 0.0013 ips: 7.5328 images/s [04/01 02:07:35] ppdet.engine INFO: Epoch: [49] [3400/7329] learning_rate: 0.000100 loss_class: 0.580959 loss_bbox: 0.137563 loss_giou: 0.415863 loss_class_aux: 3.891433 loss_bbox_aux: 0.902934 loss_giou_aux: 2.672103 loss_class_dn: 0.349300 loss_bbox_dn: 0.146148 loss_giou_dn: 0.372066 loss_class_aux_dn: 1.837252 loss_bbox_aux_dn: 0.861970 loss_giou_aux_dn: 2.125752 loss: 14.897350 eta: 1 day, 1:11:17 batch_cost: 0.5032 data_cost: 0.0013 ips: 7.9485 images/s [04/01 02:08:37] ppdet.engine INFO: Epoch: [49] [3500/7329] learning_rate: 0.000100 loss_class: 0.514183 loss_bbox: 0.123142 loss_giou: 0.309416 loss_class_aux: 3.307410 loss_bbox_aux: 0.835497 loss_giou_aux: 2.044614 loss_class_dn: 0.304285 loss_bbox_dn: 0.132236 loss_giou_dn: 0.304547 loss_class_aux_dn: 1.586355 loss_bbox_aux_dn: 0.797147 loss_giou_aux_dn: 1.738449 loss: 12.443092 eta: 1 day, 1:10:23 batch_cost: 0.5745 data_cost: 0.0012 ips: 6.9625 images/s [04/01 02:09:37] ppdet.engine INFO: Epoch: [49] [3600/7329] learning_rate: 0.000100 loss_class: 0.620879 loss_bbox: 0.155293 loss_giou: 0.351603 loss_class_aux: 3.924923 loss_bbox_aux: 1.034589 loss_giou_aux: 2.250450 loss_class_dn: 0.355121 loss_bbox_dn: 0.161166 loss_giou_dn: 0.353953 loss_class_aux_dn: 1.921398 loss_bbox_aux_dn: 0.975014 loss_giou_aux_dn: 2.017093 loss: 14.679134 eta: 1 day, 1:09:28 batch_cost: 0.5461 data_cost: 0.0012 ips: 7.3251 images/s [04/01 02:10:41] ppdet.engine INFO: Epoch: [49] [3700/7329] learning_rate: 0.000100 loss_class: 0.513028 loss_bbox: 0.135911 loss_giou: 0.376258 loss_class_aux: 3.341395 loss_bbox_aux: 0.893342 loss_giou_aux: 2.337709 loss_class_dn: 0.319343 loss_bbox_dn: 0.144924 loss_giou_dn: 0.360524 loss_class_aux_dn: 1.734731 loss_bbox_aux_dn: 0.818469 loss_giou_aux_dn: 1.988589 loss: 13.232576 eta: 1 day, 1:08:34 batch_cost: 0.5753 data_cost: 0.0012 ips: 6.9531 images/s [04/01 02:11:41] ppdet.engine INFO: Epoch: [49] [3800/7329] learning_rate: 0.000100 loss_class: 0.548666 loss_bbox: 0.133749 loss_giou: 0.438761 loss_class_aux: 3.515546 loss_bbox_aux: 0.842937 loss_giou_aux: 2.768883 loss_class_dn: 0.348079 loss_bbox_dn: 0.134885 loss_giou_dn: 0.414123 loss_class_aux_dn: 1.862273 loss_bbox_aux_dn: 0.839507 loss_giou_aux_dn: 2.274242 loss: 14.935120 eta: 1 day, 1:07:39 batch_cost: 0.5436 data_cost: 0.0012 ips: 7.3581 images/s [04/01 02:12:38] ppdet.engine INFO: Epoch: [49] [3900/7329] learning_rate: 0.000100 loss_class: 0.585810 loss_bbox: 0.136137 loss_giou: 0.396158 loss_class_aux: 3.541794 loss_bbox_aux: 0.924939 loss_giou_aux: 2.488357 loss_class_dn: 0.324109 loss_bbox_dn: 0.136578 loss_giou_dn: 0.356382 loss_class_aux_dn: 1.723727 loss_bbox_aux_dn: 0.849667 loss_giou_aux_dn: 1.998473 loss: 13.815425 eta: 1 day, 1:06:43 batch_cost: 0.5162 data_cost: 0.0012 ips: 7.7496 images/s [04/01 02:13:36] ppdet.engine INFO: Epoch: [49] [4000/7329] learning_rate: 0.000100 loss_class: 0.603816 loss_bbox: 0.131392 loss_giou: 0.433029 loss_class_aux: 3.811437 loss_bbox_aux: 0.834464 loss_giou_aux: 2.804377 loss_class_dn: 0.361293 loss_bbox_dn: 0.152508 loss_giou_dn: 0.412115 loss_class_aux_dn: 1.938206 loss_bbox_aux_dn: 0.898957 loss_giou_aux_dn: 2.258083 loss: 15.953130 eta: 1 day, 1:05:47 batch_cost: 0.5249 data_cost: 0.0014 ips: 7.6202 images/s [04/01 02:14:32] ppdet.engine INFO: Epoch: [49] [4100/7329] learning_rate: 0.000100 loss_class: 0.581719 loss_bbox: 0.138001 loss_giou: 0.420017 loss_class_aux: 3.711550 loss_bbox_aux: 0.871559 loss_giou_aux: 2.713372 loss_class_dn: 0.336835 loss_bbox_dn: 0.127361 loss_giou_dn: 0.417614 loss_class_aux_dn: 1.784874 loss_bbox_aux_dn: 0.784846 loss_giou_aux_dn: 2.294684 loss: 14.647137 eta: 1 day, 1:04:50 batch_cost: 0.4989 data_cost: 0.0013 ips: 8.0183 images/s [04/01 02:15:29] ppdet.engine INFO: Epoch: [49] [4200/7329] learning_rate: 0.000100 loss_class: 0.611592 loss_bbox: 0.149667 loss_giou: 0.454712 loss_class_aux: 3.963267 loss_bbox_aux: 0.968994 loss_giou_aux: 2.847513 loss_class_dn: 0.355640 loss_bbox_dn: 0.149330 loss_giou_dn: 0.412296 loss_class_aux_dn: 1.879625 loss_bbox_aux_dn: 0.896630 loss_giou_aux_dn: 2.296462 loss: 15.483768 eta: 1 day, 1:03:53 batch_cost: 0.5150 data_cost: 0.0015 ips: 7.7670 images/s [04/01 02:16:24] ppdet.engine INFO: Epoch: [49] [4300/7329] learning_rate: 0.000100 loss_class: 0.520576 loss_bbox: 0.126908 loss_giou: 0.283371 loss_class_aux: 3.325781 loss_bbox_aux: 0.901331 loss_giou_aux: 1.775136 loss_class_dn: 0.279534 loss_bbox_dn: 0.157636 loss_giou_dn: 0.265706 loss_class_aux_dn: 1.537180 loss_bbox_aux_dn: 0.944804 loss_giou_aux_dn: 1.492063 loss: 12.266814 eta: 1 day, 1:02:56 batch_cost: 0.4986 data_cost: 0.0012 ips: 8.0221 images/s [04/01 02:17:20] ppdet.engine INFO: Epoch: [49] [4400/7329] learning_rate: 0.000100 loss_class: 0.515412 loss_bbox: 0.131409 loss_giou: 0.339000 loss_class_aux: 3.352148 loss_bbox_aux: 0.849907 loss_giou_aux: 2.108031 loss_class_dn: 0.299382 loss_bbox_dn: 0.136578 loss_giou_dn: 0.322705 loss_class_aux_dn: 1.609085 loss_bbox_aux_dn: 0.867030 loss_giou_aux_dn: 1.803373 loss: 12.721680 eta: 1 day, 1:01:59 batch_cost: 0.5056 data_cost: 0.0012 ips: 7.9120 images/s [04/01 02:18:22] ppdet.engine INFO: Epoch: [49] [4500/7329] learning_rate: 0.000100 loss_class: 0.560196 loss_bbox: 0.142821 loss_giou: 0.401096 loss_class_aux: 3.612186 loss_bbox_aux: 0.911276 loss_giou_aux: 2.578421 loss_class_dn: 0.316289 loss_bbox_dn: 0.149415 loss_giou_dn: 0.348428 loss_class_aux_dn: 1.679169 loss_bbox_aux_dn: 0.931026 loss_giou_aux_dn: 1.935303 loss: 14.219071 eta: 1 day, 1:01:04 batch_cost: 0.5496 data_cost: 0.0014 ips: 7.2783 images/s [04/01 02:19:22] ppdet.engine INFO: Epoch: [49] [4600/7329] learning_rate: 0.000100 loss_class: 0.591045 loss_bbox: 0.143897 loss_giou: 0.396711 loss_class_aux: 3.715974 loss_bbox_aux: 0.959449 loss_giou_aux: 2.523754 loss_class_dn: 0.333846 loss_bbox_dn: 0.155623 loss_giou_dn: 0.358967 loss_class_aux_dn: 1.837815 loss_bbox_aux_dn: 0.907184 loss_giou_aux_dn: 2.026019 loss: 14.104814 eta: 1 day, 1:00:09 batch_cost: 0.5457 data_cost: 0.0013 ips: 7.3303 images/s [04/01 02:20:20] ppdet.engine INFO: Epoch: [49] [4700/7329] learning_rate: 0.000100 loss_class: 0.569330 loss_bbox: 0.134011 loss_giou: 0.354494 loss_class_aux: 3.624302 loss_bbox_aux: 0.833277 loss_giou_aux: 2.302547 loss_class_dn: 0.328298 loss_bbox_dn: 0.134880 loss_giou_dn: 0.362519 loss_class_aux_dn: 1.783813 loss_bbox_aux_dn: 0.783496 loss_giou_aux_dn: 2.000328 loss: 14.281258 eta: 1 day, 0:59:13 batch_cost: 0.5259 data_cost: 0.0013 ips: 7.6053 images/s [04/01 02:21:21] ppdet.engine INFO: Epoch: [49] [4800/7329] learning_rate: 0.000100 loss_class: 0.571557 loss_bbox: 0.150872 loss_giou: 0.334839 loss_class_aux: 3.627267 loss_bbox_aux: 0.994030 loss_giou_aux: 2.082309 loss_class_dn: 0.311854 loss_bbox_dn: 0.157080 loss_giou_dn: 0.319885 loss_class_aux_dn: 1.682261 loss_bbox_aux_dn: 0.918930 loss_giou_aux_dn: 1.858215 loss: 13.696484 eta: 1 day, 0:58:18 batch_cost: 0.5459 data_cost: 0.0013 ips: 7.3272 images/s [04/01 02:22:17] ppdet.engine INFO: Epoch: [49] [4900/7329] learning_rate: 0.000100 loss_class: 0.546531 loss_bbox: 0.134206 loss_giou: 0.341453 loss_class_aux: 3.387944 loss_bbox_aux: 0.833316 loss_giou_aux: 2.240533 loss_class_dn: 0.309283 loss_bbox_dn: 0.138330 loss_giou_dn: 0.316163 loss_class_aux_dn: 1.667026 loss_bbox_aux_dn: 0.823974 loss_giou_aux_dn: 1.773080 loss: 12.720694 eta: 1 day, 0:57:22 batch_cost: 0.5092 data_cost: 0.0013 ips: 7.8552 images/s [04/01 02:23:13] ppdet.engine INFO: Epoch: [49] [5000/7329] learning_rate: 0.000100 loss_class: 0.576712 loss_bbox: 0.135658 loss_giou: 0.363699 loss_class_aux: 3.803280 loss_bbox_aux: 0.907308 loss_giou_aux: 2.275613 loss_class_dn: 0.327405 loss_bbox_dn: 0.139926 loss_giou_dn: 0.350236 loss_class_aux_dn: 1.736740 loss_bbox_aux_dn: 0.846430 loss_giou_aux_dn: 1.923625 loss: 14.456631 eta: 1 day, 0:56:25 batch_cost: 0.5065 data_cost: 0.0012 ips: 7.8975 images/s [04/01 02:24:09] ppdet.engine INFO: Epoch: [49] [5100/7329] learning_rate: 0.000100 loss_class: 0.552366 loss_bbox: 0.129946 loss_giou: 0.352248 loss_class_aux: 3.582749 loss_bbox_aux: 0.907855 loss_giou_aux: 2.283698 loss_class_dn: 0.325051 loss_bbox_dn: 0.135280 loss_giou_dn: 0.364643 loss_class_aux_dn: 1.758795 loss_bbox_aux_dn: 0.825507 loss_giou_aux_dn: 2.065884 loss: 13.142421 eta: 1 day, 0:55:28 batch_cost: 0.4997 data_cost: 0.0013 ips: 8.0045 images/s [04/01 02:25:07] ppdet.engine INFO: Epoch: [49] [5200/7329] learning_rate: 0.000100 loss_class: 0.570649 loss_bbox: 0.133045 loss_giou: 0.347411 loss_class_aux: 3.635420 loss_bbox_aux: 0.896712 loss_giou_aux: 2.254637 loss_class_dn: 0.321853 loss_bbox_dn: 0.138701 loss_giou_dn: 0.346509 loss_class_aux_dn: 1.692111 loss_bbox_aux_dn: 0.806239 loss_giou_aux_dn: 1.962642 loss: 13.693239 eta: 1 day, 0:54:32 batch_cost: 0.5268 data_cost: 0.0012 ips: 7.5928 images/s [04/01 02:26:06] ppdet.engine INFO: Epoch: [49] [5300/7329] learning_rate: 0.000100 loss_class: 0.604485 loss_bbox: 0.130248 loss_giou: 0.369222 loss_class_aux: 4.094469 loss_bbox_aux: 0.885144 loss_giou_aux: 2.431950 loss_class_dn: 0.337243 loss_bbox_dn: 0.141839 loss_giou_dn: 0.350372 loss_class_aux_dn: 1.838879 loss_bbox_aux_dn: 0.867118 loss_giou_aux_dn: 1.994586 loss: 14.436753 eta: 1 day, 0:53:36 batch_cost: 0.5327 data_cost: 0.0015 ips: 7.5090 images/s [04/01 02:27:06] ppdet.engine INFO: Epoch: [49] [5400/7329] learning_rate: 0.000100 loss_class: 0.511842 loss_bbox: 0.122223 loss_giou: 0.370714 loss_class_aux: 3.191527 loss_bbox_aux: 0.848325 loss_giou_aux: 2.304454 loss_class_dn: 0.282838 loss_bbox_dn: 0.130412 loss_giou_dn: 0.285040 loss_class_aux_dn: 1.564420 loss_bbox_aux_dn: 0.813418 loss_giou_aux_dn: 1.620796 loss: 12.071280 eta: 1 day, 0:52:41 batch_cost: 0.5423 data_cost: 0.0013 ips: 7.3754 images/s [04/01 02:28:06] ppdet.engine INFO: Epoch: [49] [5500/7329] learning_rate: 0.000100 loss_class: 0.579213 loss_bbox: 0.138398 loss_giou: 0.388349 loss_class_aux: 3.605739 loss_bbox_aux: 0.909818 loss_giou_aux: 2.363715 loss_class_dn: 0.312067 loss_bbox_dn: 0.148940 loss_giou_dn: 0.338914 loss_class_aux_dn: 1.692678 loss_bbox_aux_dn: 0.900657 loss_giou_aux_dn: 1.951346 loss: 13.357471 eta: 1 day, 0:51:46 batch_cost: 0.5451 data_cost: 0.0014 ips: 7.3376 images/s [04/01 02:29:07] ppdet.engine INFO: Epoch: [49] [5600/7329] learning_rate: 0.000100 loss_class: 0.581295 loss_bbox: 0.136934 loss_giou: 0.358308 loss_class_aux: 3.663589 loss_bbox_aux: 0.888260 loss_giou_aux: 2.277150 loss_class_dn: 0.328372 loss_bbox_dn: 0.139499 loss_giou_dn: 0.347673 loss_class_aux_dn: 1.770772 loss_bbox_aux_dn: 0.846524 loss_giou_aux_dn: 1.911795 loss: 13.631199 eta: 1 day, 0:50:52 batch_cost: 0.5578 data_cost: 0.0013 ips: 7.1711 images/s [04/01 02:30:04] ppdet.engine INFO: Epoch: [49] [5700/7329] learning_rate: 0.000100 loss_class: 0.563664 loss_bbox: 0.142467 loss_giou: 0.386456 loss_class_aux: 3.791552 loss_bbox_aux: 0.868810 loss_giou_aux: 2.477252 loss_class_dn: 0.328257 loss_bbox_dn: 0.137648 loss_giou_dn: 0.356871 loss_class_aux_dn: 1.790435 loss_bbox_aux_dn: 0.829042 loss_giou_aux_dn: 2.024830 loss: 14.705474 eta: 1 day, 0:49:55 batch_cost: 0.5135 data_cost: 0.0012 ips: 7.7896 images/s [04/01 02:31:06] ppdet.engine INFO: Epoch: [49] [5800/7329] learning_rate: 0.000100 loss_class: 0.602523 loss_bbox: 0.150770 loss_giou: 0.389612 loss_class_aux: 3.749499 loss_bbox_aux: 0.951451 loss_giou_aux: 2.584789 loss_class_dn: 0.337615 loss_bbox_dn: 0.150955 loss_giou_dn: 0.372942 loss_class_aux_dn: 1.792840 loss_bbox_aux_dn: 0.924202 loss_giou_aux_dn: 2.169142 loss: 14.297073 eta: 1 day, 0:49:01 batch_cost: 0.5600 data_cost: 0.0014 ips: 7.1430 images/s [04/01 02:32:07] ppdet.engine INFO: Epoch: [49] [5900/7329] learning_rate: 0.000100 loss_class: 0.534076 loss_bbox: 0.134797 loss_giou: 0.352656 loss_class_aux: 3.312852 loss_bbox_aux: 0.869958 loss_giou_aux: 2.309996 loss_class_dn: 0.312844 loss_bbox_dn: 0.131135 loss_giou_dn: 0.346873 loss_class_aux_dn: 1.672108 loss_bbox_aux_dn: 0.762121 loss_giou_aux_dn: 1.974127 loss: 13.737968 eta: 1 day, 0:48:06 batch_cost: 0.5606 data_cost: 0.0012 ips: 7.1347 images/s [04/01 02:33:12] ppdet.engine INFO: Epoch: [49] [6000/7329] learning_rate: 0.000100 loss_class: 0.571942 loss_bbox: 0.137555 loss_giou: 0.373996 loss_class_aux: 3.577417 loss_bbox_aux: 0.854949 loss_giou_aux: 2.312504 loss_class_dn: 0.318893 loss_bbox_dn: 0.127668 loss_giou_dn: 0.340740 loss_class_aux_dn: 1.697318 loss_bbox_aux_dn: 0.765065 loss_giou_aux_dn: 1.940666 loss: 13.456945 eta: 1 day, 0:47:13 batch_cost: 0.5730 data_cost: 0.0015 ips: 6.9802 images/s [04/01 02:34:13] ppdet.engine INFO: Epoch: [49] [6100/7329] learning_rate: 0.000100 loss_class: 0.571650 loss_bbox: 0.132263 loss_giou: 0.407096 loss_class_aux: 3.566689 loss_bbox_aux: 0.868570 loss_giou_aux: 2.620131 loss_class_dn: 0.334365 loss_bbox_dn: 0.140556 loss_giou_dn: 0.391881 loss_class_aux_dn: 1.806945 loss_bbox_aux_dn: 0.882727 loss_giou_aux_dn: 2.151011 loss: 14.120467 eta: 1 day, 0:46:18 batch_cost: 0.5470 data_cost: 0.0014 ips: 7.3124 images/s [04/01 02:35:20] ppdet.engine INFO: Epoch: [49] [6200/7329] learning_rate: 0.000100 loss_class: 0.541533 loss_bbox: 0.130366 loss_giou: 0.355067 loss_class_aux: 3.436229 loss_bbox_aux: 0.891010 loss_giou_aux: 2.224346 loss_class_dn: 0.312861 loss_bbox_dn: 0.146593 loss_giou_dn: 0.345098 loss_class_aux_dn: 1.681479 loss_bbox_aux_dn: 0.880354 loss_giou_aux_dn: 1.949361 loss: 13.277508 eta: 1 day, 0:45:25 batch_cost: 0.6018 data_cost: 0.0013 ips: 6.6465 images/s [04/01 02:36:24] ppdet.engine INFO: Epoch: [49] [6300/7329] learning_rate: 0.000100 loss_class: 0.607586 loss_bbox: 0.145633 loss_giou: 0.475811 loss_class_aux: 3.765466 loss_bbox_aux: 0.927071 loss_giou_aux: 3.091090 loss_class_dn: 0.365880 loss_bbox_dn: 0.132950 loss_giou_dn: 0.431239 loss_class_aux_dn: 1.962560 loss_bbox_aux_dn: 0.823988 loss_giou_aux_dn: 2.383945 loss: 15.794424 eta: 1 day, 0:44:32 batch_cost: 0.5847 data_cost: 0.0013 ips: 6.8409 images/s [04/01 02:37:28] ppdet.engine INFO: Epoch: [49] [6400/7329] learning_rate: 0.000100 loss_class: 0.572886 loss_bbox: 0.130027 loss_giou: 0.341384 loss_class_aux: 3.515908 loss_bbox_aux: 0.854488 loss_giou_aux: 2.218459 loss_class_dn: 0.287831 loss_bbox_dn: 0.143452 loss_giou_dn: 0.304207 loss_class_aux_dn: 1.577495 loss_bbox_aux_dn: 0.883454 loss_giou_aux_dn: 1.736450 loss: 12.645651 eta: 1 day, 0:43:39 batch_cost: 0.5919 data_cost: 0.0012 ips: 6.7580 images/s [04/01 02:38:28] ppdet.engine INFO: Epoch: [49] [6500/7329] learning_rate: 0.000100 loss_class: 0.637630 loss_bbox: 0.143694 loss_giou: 0.363676 loss_class_aux: 4.016952 loss_bbox_aux: 0.933546 loss_giou_aux: 2.379120 loss_class_dn: 0.363687 loss_bbox_dn: 0.154957 loss_giou_dn: 0.373223 loss_class_aux_dn: 1.890572 loss_bbox_aux_dn: 0.905943 loss_giou_aux_dn: 2.022059 loss: 15.459589 eta: 1 day, 0:42:43 batch_cost: 0.5344 data_cost: 0.0014 ips: 7.4849 images/s [04/01 02:39:26] ppdet.engine INFO: Epoch: [49] [6600/7329] learning_rate: 0.000100 loss_class: 0.671566 loss_bbox: 0.157270 loss_giou: 0.468183 loss_class_aux: 4.192914 loss_bbox_aux: 1.008081 loss_giou_aux: 2.862852 loss_class_dn: 0.370661 loss_bbox_dn: 0.154247 loss_giou_dn: 0.402056 loss_class_aux_dn: 2.000511 loss_bbox_aux_dn: 0.925168 loss_giou_aux_dn: 2.262334 loss: 15.964638 eta: 1 day, 0:41:47 batch_cost: 0.5211 data_cost: 0.0015 ips: 7.6761 images/s [04/01 02:40:23] ppdet.engine INFO: Epoch: [49] [6700/7329] learning_rate: 0.000100 loss_class: 0.572589 loss_bbox: 0.135348 loss_giou: 0.344886 loss_class_aux: 3.579084 loss_bbox_aux: 0.941674 loss_giou_aux: 2.210370 loss_class_dn: 0.305245 loss_bbox_dn: 0.157006 loss_giou_dn: 0.349522 loss_class_aux_dn: 1.662840 loss_bbox_aux_dn: 0.883335 loss_giou_aux_dn: 2.022207 loss: 13.220470 eta: 1 day, 0:40:51 batch_cost: 0.5123 data_cost: 0.0012 ips: 7.8075 images/s [04/01 02:41:19] ppdet.engine INFO: Epoch: [49] [6800/7329] learning_rate: 0.000100 loss_class: 0.511263 loss_bbox: 0.118595 loss_giou: 0.289616 loss_class_aux: 3.217892 loss_bbox_aux: 0.794865 loss_giou_aux: 1.861357 loss_class_dn: 0.263674 loss_bbox_dn: 0.126875 loss_giou_dn: 0.277790 loss_class_aux_dn: 1.442816 loss_bbox_aux_dn: 0.770568 loss_giou_aux_dn: 1.559882 loss: 11.294693 eta: 1 day, 0:39:54 batch_cost: 0.5058 data_cost: 0.0013 ips: 7.9082 images/s [04/01 02:42:13] ppdet.engine INFO: Epoch: [49] [6900/7329] learning_rate: 0.000100 loss_class: 0.587219 loss_bbox: 0.124988 loss_giou: 0.418301 loss_class_aux: 3.709224 loss_bbox_aux: 0.849648 loss_giou_aux: 2.645272 loss_class_dn: 0.327989 loss_bbox_dn: 0.125853 loss_giou_dn: 0.377577 loss_class_aux_dn: 1.765043 loss_bbox_aux_dn: 0.757136 loss_giou_aux_dn: 2.142555 loss: 14.880939 eta: 1 day, 0:38:56 batch_cost: 0.4935 data_cost: 0.0012 ips: 8.1046 images/s [04/01 02:43:12] ppdet.engine INFO: Epoch: [49] [7000/7329] learning_rate: 0.000100 loss_class: 0.542263 loss_bbox: 0.121442 loss_giou: 0.391854 loss_class_aux: 3.521138 loss_bbox_aux: 0.793337 loss_giou_aux: 2.419676 loss_class_dn: 0.311220 loss_bbox_dn: 0.126384 loss_giou_dn: 0.368088 loss_class_aux_dn: 1.708757 loss_bbox_aux_dn: 0.782670 loss_giou_aux_dn: 2.037486 loss: 13.861538 eta: 1 day, 0:38:01 batch_cost: 0.5365 data_cost: 0.0012 ips: 7.4555 images/s [04/01 02:44:13] ppdet.engine INFO: Epoch: [49] [7100/7329] learning_rate: 0.000100 loss_class: 0.569146 loss_bbox: 0.128850 loss_giou: 0.367964 loss_class_aux: 3.718934 loss_bbox_aux: 0.848163 loss_giou_aux: 2.356348 loss_class_dn: 0.321899 loss_bbox_dn: 0.137283 loss_giou_dn: 0.346002 loss_class_aux_dn: 1.724835 loss_bbox_aux_dn: 0.846952 loss_giou_aux_dn: 1.932568 loss: 13.477727 eta: 1 day, 0:37:06 batch_cost: 0.5553 data_cost: 0.0013 ips: 7.2038 images/s [04/01 02:45:12] ppdet.engine INFO: Epoch: [49] [7200/7329] learning_rate: 0.000100 loss_class: 0.616669 loss_bbox: 0.134556 loss_giou: 0.416922 loss_class_aux: 3.912823 loss_bbox_aux: 0.896201 loss_giou_aux: 2.701492 loss_class_dn: 0.346723 loss_bbox_dn: 0.135602 loss_giou_dn: 0.389320 loss_class_aux_dn: 1.857249 loss_bbox_aux_dn: 0.794840 loss_giou_aux_dn: 2.147226 loss: 14.654989 eta: 1 day, 0:36:10 batch_cost: 0.5243 data_cost: 0.0016 ips: 7.6296 images/s [04/01 02:46:14] ppdet.engine INFO: Epoch: [49] [7300/7329] learning_rate: 0.000100 loss_class: 0.505018 loss_bbox: 0.120349 loss_giou: 0.349752 loss_class_aux: 3.277506 loss_bbox_aux: 0.779492 loss_giou_aux: 2.306903 loss_class_dn: 0.305421 loss_bbox_dn: 0.124003 loss_giou_dn: 0.335837 loss_class_aux_dn: 1.649256 loss_bbox_aux_dn: 0.730118 loss_giou_aux_dn: 1.882258 loss: 13.284603 eta: 1 day, 0:35:16 batch_cost: 0.5680 data_cost: 0.0013 ips: 7.0425 images/s [04/01 02:46:38] ppdet.engine INFO: Eval iter: 0 [04/01 02:47:07] ppdet.engine INFO: Eval iter: 100 [04/01 02:47:34] ppdet.engine INFO: Eval iter: 200 [04/01 02:48:01] ppdet.engine INFO: Eval iter: 300 [04/01 02:48:29] ppdet.engine INFO: Eval iter: 400 [04/01 02:48:58] ppdet.engine INFO: Eval iter: 500 [04/01 02:49:27] ppdet.engine INFO: Eval iter: 600 [04/01 02:49:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/01 02:49:57] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.56s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=122.70s). Accumulating evaluation results... DONE (t=28.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.344 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 ] = 0.698 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 ] = 0.654 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 ] = 0.765 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.883 [04/01 02:52:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.295464303934665 [04/01 02:52:53] ppdet.engine INFO: Best test bbox ap is 0.526. [04/01 02:52:54] ppdet.engine INFO: Epoch: [50] [ 0/7329] learning_rate: 0.000100 loss_class: 0.554888 loss_bbox: 0.133643 loss_giou: 0.416452 loss_class_aux: 3.466833 loss_bbox_aux: 0.883860 loss_giou_aux: 2.679993 loss_class_dn: 0.327063 loss_bbox_dn: 0.131325 loss_giou_dn: 0.373353 loss_class_aux_dn: 1.738431 loss_bbox_aux_dn: 0.763790 loss_giou_aux_dn: 2.045743 loss: 13.862196 eta: 1 day, 0:35:01 batch_cost: 0.5651 data_cost: 0.0015 ips: 7.0787 images/s [04/01 02:53:55] ppdet.engine INFO: Epoch: [50] [ 100/7329] learning_rate: 0.000100 loss_class: 0.483684 loss_bbox: 0.113274 loss_giou: 0.330335 loss_class_aux: 3.047992 loss_bbox_aux: 0.744249 loss_giou_aux: 2.122950 loss_class_dn: 0.289889 loss_bbox_dn: 0.115931 loss_giou_dn: 0.307274 loss_class_aux_dn: 1.573896 loss_bbox_aux_dn: 0.754117 loss_giou_aux_dn: 1.708198 loss: 12.279219 eta: 1 day, 0:34:06 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2504 images/s [04/01 02:54:54] ppdet.engine INFO: Epoch: [50] [ 200/7329] learning_rate: 0.000100 loss_class: 0.661066 loss_bbox: 0.144869 loss_giou: 0.343448 loss_class_aux: 4.140647 loss_bbox_aux: 0.981324 loss_giou_aux: 2.244836 loss_class_dn: 0.353891 loss_bbox_dn: 0.155899 loss_giou_dn: 0.375756 loss_class_aux_dn: 1.875178 loss_bbox_aux_dn: 0.958291 loss_giou_aux_dn: 2.110656 loss: 14.335824 eta: 1 day, 0:33:11 batch_cost: 0.5433 data_cost: 0.0012 ips: 7.3631 images/s [04/01 02:55:51] ppdet.engine INFO: Epoch: [50] [ 300/7329] learning_rate: 0.000100 loss_class: 0.584000 loss_bbox: 0.150158 loss_giou: 0.448640 loss_class_aux: 3.683155 loss_bbox_aux: 1.008471 loss_giou_aux: 2.754682 loss_class_dn: 0.361673 loss_bbox_dn: 0.157599 loss_giou_dn: 0.424633 loss_class_aux_dn: 1.925953 loss_bbox_aux_dn: 0.918953 loss_giou_aux_dn: 2.352297 loss: 15.101654 eta: 1 day, 0:32:14 batch_cost: 0.5074 data_cost: 0.0013 ips: 7.8837 images/s [04/01 02:56:49] ppdet.engine INFO: Epoch: [50] [ 400/7329] learning_rate: 0.000100 loss_class: 0.550654 loss_bbox: 0.135594 loss_giou: 0.340489 loss_class_aux: 3.570317 loss_bbox_aux: 0.871497 loss_giou_aux: 2.221905 loss_class_dn: 0.313592 loss_bbox_dn: 0.152516 loss_giou_dn: 0.328111 loss_class_aux_dn: 1.652528 loss_bbox_aux_dn: 0.965715 loss_giou_aux_dn: 1.842347 loss: 13.119118 eta: 1 day, 0:31:18 batch_cost: 0.5238 data_cost: 0.0014 ips: 7.6360 images/s [04/01 02:57:46] ppdet.engine INFO: Epoch: [50] [ 500/7329] learning_rate: 0.000100 loss_class: 0.581323 loss_bbox: 0.144293 loss_giou: 0.391925 loss_class_aux: 3.562512 loss_bbox_aux: 0.913473 loss_giou_aux: 2.502396 loss_class_dn: 0.347884 loss_bbox_dn: 0.140942 loss_giou_dn: 0.347694 loss_class_aux_dn: 1.868212 loss_bbox_aux_dn: 0.851538 loss_giou_aux_dn: 1.986895 loss: 14.119339 eta: 1 day, 0:30:22 batch_cost: 0.5113 data_cost: 0.0015 ips: 7.8233 images/s [04/01 02:58:44] ppdet.engine INFO: Epoch: [50] [ 600/7329] learning_rate: 0.000100 loss_class: 0.591141 loss_bbox: 0.141556 loss_giou: 0.399000 loss_class_aux: 3.717579 loss_bbox_aux: 0.917977 loss_giou_aux: 2.436050 loss_class_dn: 0.331421 loss_bbox_dn: 0.146648 loss_giou_dn: 0.374694 loss_class_aux_dn: 1.768915 loss_bbox_aux_dn: 0.886719 loss_giou_aux_dn: 2.083677 loss: 14.412615 eta: 1 day, 0:29:26 batch_cost: 0.5280 data_cost: 0.0012 ips: 7.5756 images/s [04/01 02:59:44] ppdet.engine INFO: Epoch: [50] [ 700/7329] learning_rate: 0.000100 loss_class: 0.573422 loss_bbox: 0.138983 loss_giou: 0.405512 loss_class_aux: 3.547129 loss_bbox_aux: 0.935178 loss_giou_aux: 2.626400 loss_class_dn: 0.329628 loss_bbox_dn: 0.153282 loss_giou_dn: 0.374206 loss_class_aux_dn: 1.777730 loss_bbox_aux_dn: 0.901144 loss_giou_aux_dn: 2.109234 loss: 14.251371 eta: 1 day, 0:28:31 batch_cost: 0.5458 data_cost: 0.0014 ips: 7.3286 images/s [04/01 03:00:44] ppdet.engine INFO: Epoch: [50] [ 800/7329] learning_rate: 0.000100 loss_class: 0.611032 loss_bbox: 0.135709 loss_giou: 0.414312 loss_class_aux: 3.707681 loss_bbox_aux: 0.913282 loss_giou_aux: 2.623492 loss_class_dn: 0.343564 loss_bbox_dn: 0.134190 loss_giou_dn: 0.390725 loss_class_aux_dn: 1.827247 loss_bbox_aux_dn: 0.811495 loss_giou_aux_dn: 2.145270 loss: 14.839237 eta: 1 day, 0:27:35 batch_cost: 0.5314 data_cost: 0.0014 ips: 7.5269 images/s [04/01 03:01:41] ppdet.engine INFO: Epoch: [50] [ 900/7329] learning_rate: 0.000100 loss_class: 0.563519 loss_bbox: 0.133054 loss_giou: 0.335530 loss_class_aux: 3.555306 loss_bbox_aux: 0.861591 loss_giou_aux: 2.079529 loss_class_dn: 0.343767 loss_bbox_dn: 0.139833 loss_giou_dn: 0.341247 loss_class_aux_dn: 1.791265 loss_bbox_aux_dn: 0.854246 loss_giou_aux_dn: 1.951122 loss: 13.803656 eta: 1 day, 0:26:39 batch_cost: 0.5173 data_cost: 0.0012 ips: 7.7331 images/s [04/01 03:02:37] ppdet.engine INFO: Epoch: [50] [1000/7329] learning_rate: 0.000100 loss_class: 0.578059 loss_bbox: 0.124646 loss_giou: 0.360881 loss_class_aux: 3.647862 loss_bbox_aux: 0.840794 loss_giou_aux: 2.282202 loss_class_dn: 0.330748 loss_bbox_dn: 0.132844 loss_giou_dn: 0.376728 loss_class_aux_dn: 1.762788 loss_bbox_aux_dn: 0.813253 loss_giou_aux_dn: 2.070880 loss: 13.941544 eta: 1 day, 0:25:42 batch_cost: 0.5081 data_cost: 0.0012 ips: 7.8722 images/s [04/01 03:03:35] ppdet.engine INFO: Epoch: [50] [1100/7329] learning_rate: 0.000100 loss_class: 0.549712 loss_bbox: 0.152445 loss_giou: 0.367164 loss_class_aux: 3.525424 loss_bbox_aux: 1.007754 loss_giou_aux: 2.315007 loss_class_dn: 0.324539 loss_bbox_dn: 0.154380 loss_giou_dn: 0.343571 loss_class_aux_dn: 1.794108 loss_bbox_aux_dn: 0.942676 loss_giou_aux_dn: 1.928500 loss: 13.805281 eta: 1 day, 0:24:47 batch_cost: 0.5296 data_cost: 0.0013 ips: 7.5534 images/s [04/01 03:04:38] ppdet.engine INFO: Epoch: [50] [1200/7329] learning_rate: 0.000100 loss_class: 0.560130 loss_bbox: 0.133806 loss_giou: 0.307261 loss_class_aux: 3.515536 loss_bbox_aux: 0.876789 loss_giou_aux: 2.053905 loss_class_dn: 0.316946 loss_bbox_dn: 0.141549 loss_giou_dn: 0.337617 loss_class_aux_dn: 1.679458 loss_bbox_aux_dn: 0.864526 loss_giou_aux_dn: 1.923419 loss: 13.495037 eta: 1 day, 0:23:52 batch_cost: 0.5592 data_cost: 0.0018 ips: 7.1531 images/s [04/01 03:05:36] ppdet.engine INFO: Epoch: [50] [1300/7329] learning_rate: 0.000100 loss_class: 0.596899 loss_bbox: 0.147077 loss_giou: 0.381420 loss_class_aux: 3.538655 loss_bbox_aux: 0.943663 loss_giou_aux: 2.493744 loss_class_dn: 0.328088 loss_bbox_dn: 0.131444 loss_giou_dn: 0.356410 loss_class_aux_dn: 1.758496 loss_bbox_aux_dn: 0.788231 loss_giou_aux_dn: 2.028316 loss: 13.839629 eta: 1 day, 0:22:57 batch_cost: 0.5312 data_cost: 0.0012 ips: 7.5301 images/s [04/01 03:06:33] ppdet.engine INFO: Epoch: [50] [1400/7329] learning_rate: 0.000100 loss_class: 0.520526 loss_bbox: 0.125722 loss_giou: 0.355725 loss_class_aux: 3.463669 loss_bbox_aux: 0.838354 loss_giou_aux: 2.152539 loss_class_dn: 0.311132 loss_bbox_dn: 0.126333 loss_giou_dn: 0.320095 loss_class_aux_dn: 1.634160 loss_bbox_aux_dn: 0.820283 loss_giou_aux_dn: 1.829560 loss: 12.969994 eta: 1 day, 0:22:00 batch_cost: 0.5190 data_cost: 0.0012 ips: 7.7077 images/s [04/01 03:07:32] ppdet.engine INFO: Epoch: [50] [1500/7329] learning_rate: 0.000100 loss_class: 0.631799 loss_bbox: 0.137200 loss_giou: 0.352511 loss_class_aux: 3.937692 loss_bbox_aux: 0.885140 loss_giou_aux: 2.275576 loss_class_dn: 0.341974 loss_bbox_dn: 0.152861 loss_giou_dn: 0.338544 loss_class_aux_dn: 1.845517 loss_bbox_aux_dn: 0.907586 loss_giou_aux_dn: 2.011503 loss: 13.970217 eta: 1 day, 0:21:05 batch_cost: 0.5295 data_cost: 0.0012 ips: 7.5550 images/s [04/01 03:08:30] ppdet.engine INFO: Epoch: [50] [1600/7329] learning_rate: 0.000100 loss_class: 0.646157 loss_bbox: 0.135972 loss_giou: 0.445316 loss_class_aux: 4.065176 loss_bbox_aux: 0.925914 loss_giou_aux: 2.753409 loss_class_dn: 0.361654 loss_bbox_dn: 0.148209 loss_giou_dn: 0.427532 loss_class_aux_dn: 1.951008 loss_bbox_aux_dn: 0.867586 loss_giou_aux_dn: 2.364406 loss: 15.823625 eta: 1 day, 0:20:09 batch_cost: 0.5309 data_cost: 0.0012 ips: 7.5347 images/s [04/01 03:09:30] ppdet.engine INFO: Epoch: [50] [1700/7329] learning_rate: 0.000100 loss_class: 0.645622 loss_bbox: 0.160027 loss_giou: 0.474183 loss_class_aux: 4.024179 loss_bbox_aux: 1.064331 loss_giou_aux: 2.988516 loss_class_dn: 0.379789 loss_bbox_dn: 0.179782 loss_giou_dn: 0.458453 loss_class_aux_dn: 2.041635 loss_bbox_aux_dn: 0.992068 loss_giou_aux_dn: 2.513980 loss: 16.429922 eta: 1 day, 0:19:13 batch_cost: 0.5343 data_cost: 0.0013 ips: 7.4866 images/s [04/01 03:10:33] ppdet.engine INFO: Epoch: [50] [1800/7329] learning_rate: 0.000100 loss_class: 0.580982 loss_bbox: 0.138774 loss_giou: 0.395341 loss_class_aux: 3.632042 loss_bbox_aux: 0.916528 loss_giou_aux: 2.392900 loss_class_dn: 0.342539 loss_bbox_dn: 0.138963 loss_giou_dn: 0.373699 loss_class_aux_dn: 1.861682 loss_bbox_aux_dn: 0.802479 loss_giou_aux_dn: 2.143785 loss: 14.928934 eta: 1 day, 0:18:20 batch_cost: 0.5702 data_cost: 0.0014 ips: 7.0154 images/s [04/01 03:11:38] ppdet.engine INFO: Epoch: [50] [1900/7329] learning_rate: 0.000100 loss_class: 0.570128 loss_bbox: 0.140293 loss_giou: 0.348089 loss_class_aux: 3.685945 loss_bbox_aux: 0.895005 loss_giou_aux: 2.256112 loss_class_dn: 0.316850 loss_bbox_dn: 0.148323 loss_giou_dn: 0.351292 loss_class_aux_dn: 1.706356 loss_bbox_aux_dn: 0.884710 loss_giou_aux_dn: 1.988301 loss: 13.839117 eta: 1 day, 0:17:26 batch_cost: 0.5842 data_cost: 0.0020 ips: 6.8470 images/s [04/01 03:12:43] ppdet.engine INFO: Epoch: [50] [2000/7329] learning_rate: 0.000100 loss_class: 0.601898 loss_bbox: 0.139458 loss_giou: 0.410174 loss_class_aux: 3.902184 loss_bbox_aux: 0.917419 loss_giou_aux: 2.578741 loss_class_dn: 0.349574 loss_bbox_dn: 0.129406 loss_giou_dn: 0.409869 loss_class_aux_dn: 1.873937 loss_bbox_aux_dn: 0.750542 loss_giou_aux_dn: 2.282367 loss: 15.315196 eta: 1 day, 0:16:33 batch_cost: 0.5804 data_cost: 0.0019 ips: 6.8921 images/s [04/01 03:13:44] ppdet.engine INFO: Epoch: [50] [2100/7329] learning_rate: 0.000100 loss_class: 0.565121 loss_bbox: 0.135939 loss_giou: 0.401358 loss_class_aux: 3.634198 loss_bbox_aux: 0.930772 loss_giou_aux: 2.585114 loss_class_dn: 0.337668 loss_bbox_dn: 0.141709 loss_giou_dn: 0.370838 loss_class_aux_dn: 1.784106 loss_bbox_aux_dn: 0.830971 loss_giou_aux_dn: 2.078277 loss: 14.633996 eta: 1 day, 0:15:38 batch_cost: 0.5540 data_cost: 0.0013 ips: 7.2208 images/s [04/01 03:14:46] ppdet.engine INFO: Epoch: [50] [2200/7329] learning_rate: 0.000100 loss_class: 0.527395 loss_bbox: 0.144456 loss_giou: 0.352342 loss_class_aux: 3.499832 loss_bbox_aux: 0.903782 loss_giou_aux: 2.333289 loss_class_dn: 0.343655 loss_bbox_dn: 0.154806 loss_giou_dn: 0.360937 loss_class_aux_dn: 1.862759 loss_bbox_aux_dn: 0.905779 loss_giou_aux_dn: 2.035237 loss: 13.891872 eta: 1 day, 0:14:44 batch_cost: 0.5623 data_cost: 0.0013 ips: 7.1141 images/s [04/01 03:15:48] ppdet.engine INFO: Epoch: [50] [2300/7329] learning_rate: 0.000100 loss_class: 0.608868 loss_bbox: 0.136910 loss_giou: 0.379629 loss_class_aux: 3.758346 loss_bbox_aux: 0.869065 loss_giou_aux: 2.488919 loss_class_dn: 0.342233 loss_bbox_dn: 0.145192 loss_giou_dn: 0.365294 loss_class_aux_dn: 1.835302 loss_bbox_aux_dn: 0.856365 loss_giou_aux_dn: 2.080718 loss: 14.145679 eta: 1 day, 0:13:49 batch_cost: 0.5501 data_cost: 0.0014 ips: 7.2720 images/s [04/01 03:16:47] ppdet.engine INFO: Epoch: [50] [2400/7329] learning_rate: 0.000100 loss_class: 0.513047 loss_bbox: 0.131343 loss_giou: 0.350752 loss_class_aux: 3.474441 loss_bbox_aux: 0.849537 loss_giou_aux: 2.249049 loss_class_dn: 0.283791 loss_bbox_dn: 0.127299 loss_giou_dn: 0.318902 loss_class_aux_dn: 1.562659 loss_bbox_aux_dn: 0.774628 loss_giou_aux_dn: 1.779321 loss: 12.626417 eta: 1 day, 0:12:53 batch_cost: 0.5333 data_cost: 0.0013 ips: 7.5007 images/s [04/01 03:17:47] ppdet.engine INFO: Epoch: [50] [2500/7329] learning_rate: 0.000100 loss_class: 0.596303 loss_bbox: 0.151689 loss_giou: 0.440639 loss_class_aux: 3.740631 loss_bbox_aux: 0.950424 loss_giou_aux: 2.815366 loss_class_dn: 0.344570 loss_bbox_dn: 0.147630 loss_giou_dn: 0.428139 loss_class_aux_dn: 1.859844 loss_bbox_aux_dn: 0.937750 loss_giou_aux_dn: 2.366768 loss: 15.193544 eta: 1 day, 0:11:58 batch_cost: 0.5494 data_cost: 0.0014 ips: 7.2803 images/s [04/01 03:18:47] ppdet.engine INFO: Epoch: [50] [2600/7329] learning_rate: 0.000100 loss_class: 0.550817 loss_bbox: 0.128835 loss_giou: 0.416066 loss_class_aux: 3.589025 loss_bbox_aux: 0.822708 loss_giou_aux: 2.602502 loss_class_dn: 0.329059 loss_bbox_dn: 0.139775 loss_giou_dn: 0.359519 loss_class_aux_dn: 1.772657 loss_bbox_aux_dn: 0.836937 loss_giou_aux_dn: 2.088089 loss: 14.218489 eta: 1 day, 0:11:03 batch_cost: 0.5342 data_cost: 0.0015 ips: 7.4881 images/s [04/01 03:19:49] ppdet.engine INFO: Epoch: [50] [2700/7329] learning_rate: 0.000100 loss_class: 0.582359 loss_bbox: 0.135810 loss_giou: 0.397118 loss_class_aux: 3.569319 loss_bbox_aux: 0.900976 loss_giou_aux: 2.541499 loss_class_dn: 0.330174 loss_bbox_dn: 0.136312 loss_giou_dn: 0.373426 loss_class_aux_dn: 1.755959 loss_bbox_aux_dn: 0.804932 loss_giou_aux_dn: 2.073555 loss: 13.723860 eta: 1 day, 0:10:09 batch_cost: 0.5693 data_cost: 0.0012 ips: 7.0264 images/s [04/01 03:20:53] ppdet.engine INFO: Epoch: [50] [2800/7329] learning_rate: 0.000100 loss_class: 0.572603 loss_bbox: 0.123464 loss_giou: 0.342756 loss_class_aux: 3.595926 loss_bbox_aux: 0.814715 loss_giou_aux: 2.234317 loss_class_dn: 0.309741 loss_bbox_dn: 0.130436 loss_giou_dn: 0.315205 loss_class_aux_dn: 1.678498 loss_bbox_aux_dn: 0.801272 loss_giou_aux_dn: 1.789858 loss: 12.647812 eta: 1 day, 0:09:15 batch_cost: 0.5679 data_cost: 0.0014 ips: 7.0432 images/s [04/01 03:21:54] ppdet.engine INFO: Epoch: [50] [2900/7329] learning_rate: 0.000100 loss_class: 0.600139 loss_bbox: 0.138935 loss_giou: 0.388071 loss_class_aux: 3.774857 loss_bbox_aux: 0.914565 loss_giou_aux: 2.517236 loss_class_dn: 0.331301 loss_bbox_dn: 0.148502 loss_giou_dn: 0.374761 loss_class_aux_dn: 1.791097 loss_bbox_aux_dn: 0.874655 loss_giou_aux_dn: 2.120462 loss: 14.618052 eta: 1 day, 0:08:20 batch_cost: 0.5576 data_cost: 0.0013 ips: 7.1734 images/s [04/01 03:22:55] ppdet.engine INFO: Epoch: [50] [3000/7329] learning_rate: 0.000100 loss_class: 0.582294 loss_bbox: 0.136006 loss_giou: 0.440886 loss_class_aux: 3.538765 loss_bbox_aux: 0.882553 loss_giou_aux: 2.787547 loss_class_dn: 0.344135 loss_bbox_dn: 0.129942 loss_giou_dn: 0.391909 loss_class_aux_dn: 1.854202 loss_bbox_aux_dn: 0.770754 loss_giou_aux_dn: 2.245477 loss: 14.234006 eta: 1 day, 0:07:26 batch_cost: 0.5529 data_cost: 0.0013 ips: 7.2341 images/s [04/01 03:23:57] ppdet.engine INFO: Epoch: [50] [3100/7329] learning_rate: 0.000100 loss_class: 0.524039 loss_bbox: 0.134436 loss_giou: 0.396601 loss_class_aux: 3.483530 loss_bbox_aux: 0.876117 loss_giou_aux: 2.526650 loss_class_dn: 0.340583 loss_bbox_dn: 0.135055 loss_giou_dn: 0.364868 loss_class_aux_dn: 1.813033 loss_bbox_aux_dn: 0.847600 loss_giou_aux_dn: 2.084080 loss: 13.972240 eta: 1 day, 0:06:32 batch_cost: 0.5659 data_cost: 0.0012 ips: 7.0678 images/s [04/01 03:25:00] ppdet.engine INFO: Epoch: [50] [3200/7329] learning_rate: 0.000100 loss_class: 0.527809 loss_bbox: 0.127402 loss_giou: 0.362865 loss_class_aux: 3.316286 loss_bbox_aux: 0.806872 loss_giou_aux: 2.358526 loss_class_dn: 0.324115 loss_bbox_dn: 0.138904 loss_giou_dn: 0.373947 loss_class_aux_dn: 1.708519 loss_bbox_aux_dn: 0.815727 loss_giou_aux_dn: 2.047626 loss: 13.616315 eta: 1 day, 0:05:38 batch_cost: 0.5712 data_cost: 0.0013 ips: 7.0026 images/s [04/01 03:25:59] ppdet.engine INFO: Epoch: [50] [3300/7329] learning_rate: 0.000100 loss_class: 0.539519 loss_bbox: 0.136683 loss_giou: 0.386720 loss_class_aux: 3.449673 loss_bbox_aux: 0.875158 loss_giou_aux: 2.483000 loss_class_dn: 0.311905 loss_bbox_dn: 0.145743 loss_giou_dn: 0.376535 loss_class_aux_dn: 1.714678 loss_bbox_aux_dn: 0.828175 loss_giou_aux_dn: 2.127239 loss: 14.064863 eta: 1 day, 0:04:42 batch_cost: 0.5423 data_cost: 0.0012 ips: 7.3755 images/s [04/01 03:26:56] ppdet.engine INFO: Epoch: [50] [3400/7329] learning_rate: 0.000100 loss_class: 0.555722 loss_bbox: 0.129043 loss_giou: 0.414831 loss_class_aux: 3.611359 loss_bbox_aux: 0.889127 loss_giou_aux: 2.562866 loss_class_dn: 0.349223 loss_bbox_dn: 0.121113 loss_giou_dn: 0.371715 loss_class_aux_dn: 1.892807 loss_bbox_aux_dn: 0.718882 loss_giou_aux_dn: 2.092444 loss: 14.569401 eta: 1 day, 0:03:46 batch_cost: 0.5065 data_cost: 0.0013 ips: 7.8967 images/s [04/01 03:27:56] ppdet.engine INFO: Epoch: [50] [3500/7329] learning_rate: 0.000100 loss_class: 0.615611 loss_bbox: 0.137566 loss_giou: 0.399437 loss_class_aux: 3.927132 loss_bbox_aux: 0.904170 loss_giou_aux: 2.541055 loss_class_dn: 0.350307 loss_bbox_dn: 0.162506 loss_giou_dn: 0.355787 loss_class_aux_dn: 1.907346 loss_bbox_aux_dn: 0.971326 loss_giou_aux_dn: 1.979168 loss: 15.199158 eta: 1 day, 0:02:51 batch_cost: 0.5501 data_cost: 0.0012 ips: 7.2713 images/s [04/01 03:28:58] ppdet.engine INFO: Epoch: [50] [3600/7329] learning_rate: 0.000100 loss_class: 0.533345 loss_bbox: 0.127766 loss_giou: 0.351447 loss_class_aux: 3.444934 loss_bbox_aux: 0.865632 loss_giou_aux: 2.176966 loss_class_dn: 0.327312 loss_bbox_dn: 0.144520 loss_giou_dn: 0.336162 loss_class_aux_dn: 1.769128 loss_bbox_aux_dn: 0.855727 loss_giou_aux_dn: 1.928813 loss: 13.341572 eta: 1 day, 0:01:57 batch_cost: 0.5597 data_cost: 0.0013 ips: 7.1469 images/s [04/01 03:29:58] ppdet.engine INFO: Epoch: [50] [3700/7329] learning_rate: 0.000100 loss_class: 0.551641 loss_bbox: 0.124870 loss_giou: 0.382356 loss_class_aux: 3.476721 loss_bbox_aux: 0.859139 loss_giou_aux: 2.449092 loss_class_dn: 0.320671 loss_bbox_dn: 0.121094 loss_giou_dn: 0.335499 loss_class_aux_dn: 1.692737 loss_bbox_aux_dn: 0.737651 loss_giou_aux_dn: 1.911570 loss: 13.043568 eta: 1 day, 0:01:01 batch_cost: 0.5448 data_cost: 0.0013 ips: 7.3415 images/s [04/01 03:30:57] ppdet.engine INFO: Epoch: [50] [3800/7329] learning_rate: 0.000100 loss_class: 0.535085 loss_bbox: 0.127920 loss_giou: 0.348954 loss_class_aux: 3.554245 loss_bbox_aux: 0.817123 loss_giou_aux: 2.232282 loss_class_dn: 0.304094 loss_bbox_dn: 0.130164 loss_giou_dn: 0.331489 loss_class_aux_dn: 1.670094 loss_bbox_aux_dn: 0.768004 loss_giou_aux_dn: 1.865405 loss: 13.264719 eta: 1 day, 0:00:06 batch_cost: 0.5425 data_cost: 0.0012 ips: 7.3733 images/s [04/01 03:31:57] ppdet.engine INFO: Epoch: [50] [3900/7329] learning_rate: 0.000100 loss_class: 0.596547 loss_bbox: 0.143395 loss_giou: 0.371296 loss_class_aux: 3.775080 loss_bbox_aux: 0.958544 loss_giou_aux: 2.427638 loss_class_dn: 0.327735 loss_bbox_dn: 0.143559 loss_giou_dn: 0.345414 loss_class_aux_dn: 1.810891 loss_bbox_aux_dn: 0.855949 loss_giou_aux_dn: 1.981481 loss: 14.809099 eta: 23:59:11 batch_cost: 0.5397 data_cost: 0.0013 ips: 7.4115 images/s [04/01 03:32:57] ppdet.engine INFO: Epoch: [50] [4000/7329] learning_rate: 0.000100 loss_class: 0.585084 loss_bbox: 0.143151 loss_giou: 0.429550 loss_class_aux: 3.660443 loss_bbox_aux: 0.921085 loss_giou_aux: 2.702137 loss_class_dn: 0.336349 loss_bbox_dn: 0.126679 loss_giou_dn: 0.393006 loss_class_aux_dn: 1.800010 loss_bbox_aux_dn: 0.781502 loss_giou_aux_dn: 2.135055 loss: 14.272343 eta: 23:58:16 batch_cost: 0.5502 data_cost: 0.0012 ips: 7.2704 images/s [04/01 03:33:55] ppdet.engine INFO: Epoch: [50] [4100/7329] learning_rate: 0.000100 loss_class: 0.475707 loss_bbox: 0.127524 loss_giou: 0.320911 loss_class_aux: 3.153615 loss_bbox_aux: 0.856162 loss_giou_aux: 2.062198 loss_class_dn: 0.293664 loss_bbox_dn: 0.141737 loss_giou_dn: 0.301791 loss_class_aux_dn: 1.599245 loss_bbox_aux_dn: 0.828199 loss_giou_aux_dn: 1.667985 loss: 12.089988 eta: 23:57:20 batch_cost: 0.5185 data_cost: 0.0012 ips: 7.7139 images/s [04/01 03:34:53] ppdet.engine INFO: Epoch: [50] [4200/7329] learning_rate: 0.000100 loss_class: 0.583899 loss_bbox: 0.138785 loss_giou: 0.353904 loss_class_aux: 3.833814 loss_bbox_aux: 0.903196 loss_giou_aux: 2.282004 loss_class_dn: 0.344664 loss_bbox_dn: 0.128198 loss_giou_dn: 0.339742 loss_class_aux_dn: 1.851607 loss_bbox_aux_dn: 0.758700 loss_giou_aux_dn: 1.913217 loss: 14.275408 eta: 23:56:24 batch_cost: 0.5219 data_cost: 0.0014 ips: 7.6650 images/s [04/01 03:35:48] ppdet.engine INFO: Epoch: [50] [4300/7329] learning_rate: 0.000100 loss_class: 0.572734 loss_bbox: 0.136266 loss_giou: 0.352446 loss_class_aux: 3.595295 loss_bbox_aux: 0.909957 loss_giou_aux: 2.335591 loss_class_dn: 0.319366 loss_bbox_dn: 0.142999 loss_giou_dn: 0.370048 loss_class_aux_dn: 1.721192 loss_bbox_aux_dn: 0.861766 loss_giou_aux_dn: 2.077167 loss: 14.743340 eta: 23:55:27 batch_cost: 0.5003 data_cost: 0.0012 ips: 7.9953 images/s [04/01 03:36:44] ppdet.engine INFO: Epoch: [50] [4400/7329] learning_rate: 0.000100 loss_class: 0.536099 loss_bbox: 0.132983 loss_giou: 0.386084 loss_class_aux: 3.630702 loss_bbox_aux: 0.878676 loss_giou_aux: 2.497930 loss_class_dn: 0.338075 loss_bbox_dn: 0.152511 loss_giou_dn: 0.357588 loss_class_aux_dn: 1.794974 loss_bbox_aux_dn: 0.917393 loss_giou_aux_dn: 2.010163 loss: 13.340084 eta: 23:54:30 batch_cost: 0.5002 data_cost: 0.0012 ips: 7.9976 images/s [04/01 03:37:42] ppdet.engine INFO: Epoch: [50] [4500/7329] learning_rate: 0.000100 loss_class: 0.619861 loss_bbox: 0.131860 loss_giou: 0.391910 loss_class_aux: 3.913209 loss_bbox_aux: 0.857449 loss_giou_aux: 2.502455 loss_class_dn: 0.337018 loss_bbox_dn: 0.142048 loss_giou_dn: 0.386544 loss_class_aux_dn: 1.831762 loss_bbox_aux_dn: 0.893558 loss_giou_aux_dn: 2.182115 loss: 14.738299 eta: 23:53:34 batch_cost: 0.5267 data_cost: 0.0012 ips: 7.5942 images/s [04/01 03:38:41] ppdet.engine INFO: Epoch: [50] [4600/7329] learning_rate: 0.000100 loss_class: 0.645168 loss_bbox: 0.139808 loss_giou: 0.401246 loss_class_aux: 4.081845 loss_bbox_aux: 0.906983 loss_giou_aux: 2.577872 loss_class_dn: 0.380461 loss_bbox_dn: 0.141488 loss_giou_dn: 0.407463 loss_class_aux_dn: 2.018551 loss_bbox_aux_dn: 0.839577 loss_giou_aux_dn: 2.330896 loss: 15.071466 eta: 23:52:39 batch_cost: 0.5292 data_cost: 0.0015 ips: 7.5585 images/s [04/01 03:39:39] ppdet.engine INFO: Epoch: [50] [4700/7329] learning_rate: 0.000100 loss_class: 0.621809 loss_bbox: 0.151273 loss_giou: 0.467192 loss_class_aux: 4.007513 loss_bbox_aux: 0.958405 loss_giou_aux: 2.902702 loss_class_dn: 0.371991 loss_bbox_dn: 0.130751 loss_giou_dn: 0.452837 loss_class_aux_dn: 2.014501 loss_bbox_aux_dn: 0.803849 loss_giou_aux_dn: 2.512217 loss: 15.905039 eta: 23:51:43 batch_cost: 0.5251 data_cost: 0.0015 ips: 7.6169 images/s [04/01 03:40:35] ppdet.engine INFO: Epoch: [50] [4800/7329] learning_rate: 0.000100 loss_class: 0.589786 loss_bbox: 0.165565 loss_giou: 0.395836 loss_class_aux: 3.847987 loss_bbox_aux: 1.083881 loss_giou_aux: 2.464589 loss_class_dn: 0.338062 loss_bbox_dn: 0.165948 loss_giou_dn: 0.393122 loss_class_aux_dn: 1.799979 loss_bbox_aux_dn: 0.955896 loss_giou_aux_dn: 2.139440 loss: 15.057130 eta: 23:50:46 batch_cost: 0.5042 data_cost: 0.0012 ips: 7.9335 images/s [04/01 03:41:35] ppdet.engine INFO: Epoch: [50] [4900/7329] learning_rate: 0.000100 loss_class: 0.546534 loss_bbox: 0.121251 loss_giou: 0.331415 loss_class_aux: 3.522839 loss_bbox_aux: 0.813750 loss_giou_aux: 2.125577 loss_class_dn: 0.289883 loss_bbox_dn: 0.148849 loss_giou_dn: 0.296932 loss_class_aux_dn: 1.583246 loss_bbox_aux_dn: 0.838934 loss_giou_aux_dn: 1.628657 loss: 12.368226 eta: 23:49:51 batch_cost: 0.5466 data_cost: 0.0011 ips: 7.3176 images/s [04/01 03:42:31] ppdet.engine INFO: Epoch: [50] [5000/7329] learning_rate: 0.000100 loss_class: 0.531258 loss_bbox: 0.127433 loss_giou: 0.312779 loss_class_aux: 3.446174 loss_bbox_aux: 0.875445 loss_giou_aux: 1.970086 loss_class_dn: 0.302014 loss_bbox_dn: 0.136425 loss_giou_dn: 0.301442 loss_class_aux_dn: 1.645177 loss_bbox_aux_dn: 0.819415 loss_giou_aux_dn: 1.751135 loss: 12.104242 eta: 23:48:54 batch_cost: 0.5090 data_cost: 0.0013 ips: 7.8586 images/s [04/01 03:43:28] ppdet.engine INFO: Epoch: [50] [5100/7329] learning_rate: 0.000100 loss_class: 0.602160 loss_bbox: 0.138542 loss_giou: 0.425716 loss_class_aux: 3.887994 loss_bbox_aux: 0.939365 loss_giou_aux: 2.580054 loss_class_dn: 0.358407 loss_bbox_dn: 0.138427 loss_giou_dn: 0.377435 loss_class_aux_dn: 1.949671 loss_bbox_aux_dn: 0.808224 loss_giou_aux_dn: 2.112392 loss: 15.492773 eta: 23:47:58 batch_cost: 0.5117 data_cost: 0.0012 ips: 7.8178 images/s [04/01 03:44:30] ppdet.engine INFO: Epoch: [50] [5200/7329] learning_rate: 0.000100 loss_class: 0.539594 loss_bbox: 0.130681 loss_giou: 0.406205 loss_class_aux: 3.545728 loss_bbox_aux: 0.828352 loss_giou_aux: 2.485228 loss_class_dn: 0.310833 loss_bbox_dn: 0.128474 loss_giou_dn: 0.366615 loss_class_aux_dn: 1.662186 loss_bbox_aux_dn: 0.815074 loss_giou_aux_dn: 2.029830 loss: 12.968878 eta: 23:47:04 batch_cost: 0.5622 data_cost: 0.0012 ips: 7.1147 images/s [04/01 03:45:29] ppdet.engine INFO: Epoch: [50] [5300/7329] learning_rate: 0.000100 loss_class: 0.557396 loss_bbox: 0.136034 loss_giou: 0.416953 loss_class_aux: 3.609819 loss_bbox_aux: 0.856250 loss_giou_aux: 2.571007 loss_class_dn: 0.321212 loss_bbox_dn: 0.138867 loss_giou_dn: 0.362372 loss_class_aux_dn: 1.704595 loss_bbox_aux_dn: 0.842984 loss_giou_aux_dn: 2.060915 loss: 13.768160 eta: 23:46:09 batch_cost: 0.5413 data_cost: 0.0013 ips: 7.3890 images/s [04/01 03:46:30] ppdet.engine INFO: Epoch: [50] [5400/7329] learning_rate: 0.000100 loss_class: 0.635812 loss_bbox: 0.141254 loss_giou: 0.379761 loss_class_aux: 3.969319 loss_bbox_aux: 0.958124 loss_giou_aux: 2.461068 loss_class_dn: 0.365680 loss_bbox_dn: 0.161178 loss_giou_dn: 0.386455 loss_class_aux_dn: 1.967342 loss_bbox_aux_dn: 0.939619 loss_giou_aux_dn: 2.144898 loss: 15.418924 eta: 23:45:14 batch_cost: 0.5473 data_cost: 0.0013 ips: 7.3084 images/s [04/01 03:47:28] ppdet.engine INFO: Epoch: [50] [5500/7329] learning_rate: 0.000100 loss_class: 0.568394 loss_bbox: 0.143323 loss_giou: 0.412218 loss_class_aux: 3.652440 loss_bbox_aux: 0.898024 loss_giou_aux: 2.598105 loss_class_dn: 0.335468 loss_bbox_dn: 0.148396 loss_giou_dn: 0.369836 loss_class_aux_dn: 1.822491 loss_bbox_aux_dn: 0.851726 loss_giou_aux_dn: 2.078759 loss: 14.193501 eta: 23:44:18 batch_cost: 0.5307 data_cost: 0.0015 ips: 7.5376 images/s [04/01 03:48:32] ppdet.engine INFO: Epoch: [50] [5600/7329] learning_rate: 0.000100 loss_class: 0.700475 loss_bbox: 0.145878 loss_giou: 0.500641 loss_class_aux: 4.467712 loss_bbox_aux: 0.982415 loss_giou_aux: 3.215270 loss_class_dn: 0.405623 loss_bbox_dn: 0.157011 loss_giou_dn: 0.470086 loss_class_aux_dn: 2.186073 loss_bbox_aux_dn: 0.937701 loss_giou_aux_dn: 2.614553 loss: 17.163954 eta: 23:43:24 batch_cost: 0.5689 data_cost: 0.0015 ips: 7.0317 images/s [04/01 03:49:31] ppdet.engine INFO: Epoch: [50] [5700/7329] learning_rate: 0.000100 loss_class: 0.531557 loss_bbox: 0.129772 loss_giou: 0.282248 loss_class_aux: 3.378042 loss_bbox_aux: 0.885094 loss_giou_aux: 1.839274 loss_class_dn: 0.282402 loss_bbox_dn: 0.135809 loss_giou_dn: 0.252963 loss_class_aux_dn: 1.569617 loss_bbox_aux_dn: 0.827076 loss_giou_aux_dn: 1.514883 loss: 11.691096 eta: 23:42:29 batch_cost: 0.5381 data_cost: 0.0013 ips: 7.4342 images/s [04/01 03:50:30] ppdet.engine INFO: Epoch: [50] [5800/7329] learning_rate: 0.000100 loss_class: 0.590906 loss_bbox: 0.137107 loss_giou: 0.348603 loss_class_aux: 3.780191 loss_bbox_aux: 0.897461 loss_giou_aux: 2.223243 loss_class_dn: 0.328472 loss_bbox_dn: 0.139780 loss_giou_dn: 0.350268 loss_class_aux_dn: 1.739106 loss_bbox_aux_dn: 0.853532 loss_giou_aux_dn: 1.957251 loss: 14.100568 eta: 23:41:33 batch_cost: 0.5300 data_cost: 0.0013 ips: 7.5474 images/s [04/01 03:51:31] ppdet.engine INFO: Epoch: [50] [5900/7329] learning_rate: 0.000100 loss_class: 0.542973 loss_bbox: 0.125111 loss_giou: 0.328568 loss_class_aux: 3.473732 loss_bbox_aux: 0.791843 loss_giou_aux: 2.181269 loss_class_dn: 0.305791 loss_bbox_dn: 0.123828 loss_giou_dn: 0.330661 loss_class_aux_dn: 1.653716 loss_bbox_aux_dn: 0.781555 loss_giou_aux_dn: 1.846611 loss: 12.911381 eta: 23:40:39 batch_cost: 0.5620 data_cost: 0.0012 ips: 7.1169 images/s [04/01 03:52:31] ppdet.engine INFO: Epoch: [50] [6000/7329] learning_rate: 0.000100 loss_class: 0.552762 loss_bbox: 0.131568 loss_giou: 0.368205 loss_class_aux: 3.547618 loss_bbox_aux: 0.869875 loss_giou_aux: 2.431291 loss_class_dn: 0.314082 loss_bbox_dn: 0.122187 loss_giou_dn: 0.357848 loss_class_aux_dn: 1.710549 loss_bbox_aux_dn: 0.733753 loss_giou_aux_dn: 1.966014 loss: 13.466757 eta: 23:39:43 batch_cost: 0.5383 data_cost: 0.0013 ips: 7.4307 images/s [04/01 03:53:30] ppdet.engine INFO: Epoch: [50] [6100/7329] learning_rate: 0.000100 loss_class: 0.551681 loss_bbox: 0.127402 loss_giou: 0.306601 loss_class_aux: 3.574958 loss_bbox_aux: 0.832345 loss_giou_aux: 1.926999 loss_class_dn: 0.314743 loss_bbox_dn: 0.137435 loss_giou_dn: 0.313270 loss_class_aux_dn: 1.695910 loss_bbox_aux_dn: 0.828143 loss_giou_aux_dn: 1.763070 loss: 12.477016 eta: 23:38:48 batch_cost: 0.5319 data_cost: 0.0014 ips: 7.5196 images/s [04/01 03:54:26] ppdet.engine INFO: Epoch: [50] [6200/7329] learning_rate: 0.000100 loss_class: 0.529180 loss_bbox: 0.136132 loss_giou: 0.342663 loss_class_aux: 3.339912 loss_bbox_aux: 0.908579 loss_giou_aux: 2.307173 loss_class_dn: 0.290839 loss_bbox_dn: 0.137261 loss_giou_dn: 0.321546 loss_class_aux_dn: 1.596963 loss_bbox_aux_dn: 0.821252 loss_giou_aux_dn: 1.826802 loss: 12.617874 eta: 23:37:51 batch_cost: 0.5104 data_cost: 0.0013 ips: 7.8365 images/s [04/01 03:55:26] ppdet.engine INFO: Epoch: [50] [6300/7329] learning_rate: 0.000100 loss_class: 0.655838 loss_bbox: 0.137333 loss_giou: 0.432777 loss_class_aux: 4.190094 loss_bbox_aux: 0.917186 loss_giou_aux: 2.793239 loss_class_dn: 0.367150 loss_bbox_dn: 0.141070 loss_giou_dn: 0.425073 loss_class_aux_dn: 1.956173 loss_bbox_aux_dn: 0.856354 loss_giou_aux_dn: 2.380371 loss: 15.732233 eta: 23:36:56 batch_cost: 0.5406 data_cost: 0.0014 ips: 7.3986 images/s [04/01 03:56:23] ppdet.engine INFO: Epoch: [50] [6400/7329] learning_rate: 0.000100 loss_class: 0.584030 loss_bbox: 0.135262 loss_giou: 0.378422 loss_class_aux: 3.755810 loss_bbox_aux: 0.908786 loss_giou_aux: 2.444249 loss_class_dn: 0.332771 loss_bbox_dn: 0.149248 loss_giou_dn: 0.356628 loss_class_aux_dn: 1.806834 loss_bbox_aux_dn: 0.910662 loss_giou_aux_dn: 2.042359 loss: 14.220801 eta: 23:36:00 batch_cost: 0.5090 data_cost: 0.0012 ips: 7.8583 images/s [04/01 03:57:20] ppdet.engine INFO: Epoch: [50] [6500/7329] learning_rate: 0.000100 loss_class: 0.475625 loss_bbox: 0.127729 loss_giou: 0.325140 loss_class_aux: 3.163040 loss_bbox_aux: 0.870894 loss_giou_aux: 1.985257 loss_class_dn: 0.292528 loss_bbox_dn: 0.138968 loss_giou_dn: 0.317675 loss_class_aux_dn: 1.575493 loss_bbox_aux_dn: 0.815422 loss_giou_aux_dn: 1.779905 loss: 12.338833 eta: 23:35:04 batch_cost: 0.5214 data_cost: 0.0011 ips: 7.6718 images/s [04/01 03:58:16] ppdet.engine INFO: Epoch: [50] [6600/7329] learning_rate: 0.000100 loss_class: 0.647062 loss_bbox: 0.154670 loss_giou: 0.412552 loss_class_aux: 4.047099 loss_bbox_aux: 1.017431 loss_giou_aux: 2.666430 loss_class_dn: 0.346101 loss_bbox_dn: 0.163722 loss_giou_dn: 0.382443 loss_class_aux_dn: 1.880361 loss_bbox_aux_dn: 0.979054 loss_giou_aux_dn: 2.129932 loss: 15.408165 eta: 23:34:07 batch_cost: 0.5030 data_cost: 0.0012 ips: 7.9530 images/s [04/01 03:59:15] ppdet.engine INFO: Epoch: [50] [6700/7329] learning_rate: 0.000100 loss_class: 0.618978 loss_bbox: 0.132203 loss_giou: 0.417206 loss_class_aux: 4.082315 loss_bbox_aux: 0.895720 loss_giou_aux: 2.642079 loss_class_dn: 0.348403 loss_bbox_dn: 0.134417 loss_giou_dn: 0.404008 loss_class_aux_dn: 1.880815 loss_bbox_aux_dn: 0.823244 loss_giou_aux_dn: 2.207175 loss: 15.296350 eta: 23:33:12 batch_cost: 0.5400 data_cost: 0.0013 ips: 7.4074 images/s [04/01 04:00:12] ppdet.engine INFO: Epoch: [50] [6800/7329] learning_rate: 0.000100 loss_class: 0.604474 loss_bbox: 0.129744 loss_giou: 0.405080 loss_class_aux: 3.727533 loss_bbox_aux: 0.882550 loss_giou_aux: 2.637702 loss_class_dn: 0.328244 loss_bbox_dn: 0.132609 loss_giou_dn: 0.370209 loss_class_aux_dn: 1.792045 loss_bbox_aux_dn: 0.824207 loss_giou_aux_dn: 2.068966 loss: 14.058703 eta: 23:32:16 batch_cost: 0.5210 data_cost: 0.0013 ips: 7.6780 images/s [04/01 04:01:08] ppdet.engine INFO: Epoch: [50] [6900/7329] learning_rate: 0.000100 loss_class: 0.538452 loss_bbox: 0.124302 loss_giou: 0.377421 loss_class_aux: 3.478227 loss_bbox_aux: 0.861703 loss_giou_aux: 2.479147 loss_class_dn: 0.341437 loss_bbox_dn: 0.126489 loss_giou_dn: 0.348153 loss_class_aux_dn: 1.845474 loss_bbox_aux_dn: 0.750122 loss_giou_aux_dn: 1.923947 loss: 13.152355 eta: 23:31:19 batch_cost: 0.5073 data_cost: 0.0012 ips: 7.8851 images/s [04/01 04:02:06] ppdet.engine INFO: Epoch: [50] [7000/7329] learning_rate: 0.000100 loss_class: 0.522424 loss_bbox: 0.132777 loss_giou: 0.366109 loss_class_aux: 3.367884 loss_bbox_aux: 0.870066 loss_giou_aux: 2.304057 loss_class_dn: 0.306603 loss_bbox_dn: 0.132748 loss_giou_dn: 0.327724 loss_class_aux_dn: 1.640392 loss_bbox_aux_dn: 0.790009 loss_giou_aux_dn: 1.862796 loss: 13.009304 eta: 23:30:23 batch_cost: 0.5239 data_cost: 0.0012 ips: 7.6345 images/s [04/01 04:03:03] ppdet.engine INFO: Epoch: [50] [7100/7329] learning_rate: 0.000100 loss_class: 0.586820 loss_bbox: 0.134343 loss_giou: 0.443624 loss_class_aux: 3.664502 loss_bbox_aux: 0.868306 loss_giou_aux: 2.734387 loss_class_dn: 0.346652 loss_bbox_dn: 0.128103 loss_giou_dn: 0.380931 loss_class_aux_dn: 1.845728 loss_bbox_aux_dn: 0.768134 loss_giou_aux_dn: 2.097633 loss: 15.085007 eta: 23:29:27 batch_cost: 0.5152 data_cost: 0.0013 ips: 7.7643 images/s [04/01 04:04:03] ppdet.engine INFO: Epoch: [50] [7200/7329] learning_rate: 0.000100 loss_class: 0.624640 loss_bbox: 0.155683 loss_giou: 0.475842 loss_class_aux: 4.028616 loss_bbox_aux: 0.969086 loss_giou_aux: 2.922604 loss_class_dn: 0.381680 loss_bbox_dn: 0.142084 loss_giou_dn: 0.415877 loss_class_aux_dn: 2.041039 loss_bbox_aux_dn: 0.917556 loss_giou_aux_dn: 2.251490 loss: 15.354076 eta: 23:28:32 batch_cost: 0.5465 data_cost: 0.0011 ips: 7.3192 images/s [04/01 04:05:01] ppdet.engine INFO: Epoch: [50] [7300/7329] learning_rate: 0.000100 loss_class: 0.579911 loss_bbox: 0.136913 loss_giou: 0.417653 loss_class_aux: 3.682499 loss_bbox_aux: 0.899184 loss_giou_aux: 2.618328 loss_class_dn: 0.331674 loss_bbox_dn: 0.143991 loss_giou_dn: 0.370506 loss_class_aux_dn: 1.782825 loss_bbox_aux_dn: 0.850471 loss_giou_aux_dn: 2.085130 loss: 14.367195 eta: 23:27:36 batch_cost: 0.5191 data_cost: 0.0012 ips: 7.7052 images/s [04/01 04:05:22] ppdet.engine INFO: Eval iter: 0 [04/01 04:05:50] ppdet.engine INFO: Eval iter: 100 [04/01 04:06:21] ppdet.engine INFO: Eval iter: 200 [04/01 04:06:50] ppdet.engine INFO: Eval iter: 300 [04/01 04:07:19] ppdet.engine INFO: Eval iter: 400 [04/01 04:07:46] ppdet.engine INFO: Eval iter: 500 [04/01 04:08:16] ppdet.engine INFO: Eval iter: 600 [04/01 04:08:46] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.82s) creating index... index created! [04/01 04:08:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=119.99s). Accumulating evaluation results... DONE (t=28.86s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 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 ] = 0.698 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 ] = 0.652 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 ] = 0.541 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 ] = 0.883 [04/01 04:11:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.40680069611626 [04/01 04:11:40] ppdet.engine INFO: Best test bbox ap is 0.526. [04/01 04:11:42] ppdet.engine INFO: Epoch: [51] [ 0/7329] learning_rate: 0.000100 loss_class: 0.536568 loss_bbox: 0.131016 loss_giou: 0.411289 loss_class_aux: 3.529161 loss_bbox_aux: 0.842749 loss_giou_aux: 2.592454 loss_class_dn: 0.322792 loss_bbox_dn: 0.127952 loss_giou_dn: 0.345031 loss_class_aux_dn: 1.713872 loss_bbox_aux_dn: 0.782766 loss_giou_aux_dn: 1.948783 loss: 13.389958 eta: 23:27:19 batch_cost: 0.5164 data_cost: 0.0013 ips: 7.7465 images/s [04/01 04:12:43] ppdet.engine INFO: Epoch: [51] [ 100/7329] learning_rate: 0.000100 loss_class: 0.534200 loss_bbox: 0.128544 loss_giou: 0.334727 loss_class_aux: 3.462504 loss_bbox_aux: 0.847810 loss_giou_aux: 2.073189 loss_class_dn: 0.294293 loss_bbox_dn: 0.126905 loss_giou_dn: 0.311598 loss_class_aux_dn: 1.628010 loss_bbox_aux_dn: 0.771655 loss_giou_aux_dn: 1.767338 loss: 11.860693 eta: 23:26:25 batch_cost: 0.5553 data_cost: 0.0013 ips: 7.2033 images/s [04/01 04:13:54] ppdet.engine INFO: Epoch: [51] [ 200/7329] learning_rate: 0.000100 loss_class: 0.545795 loss_bbox: 0.133820 loss_giou: 0.366577 loss_class_aux: 3.509987 loss_bbox_aux: 0.875476 loss_giou_aux: 2.332858 loss_class_dn: 0.318247 loss_bbox_dn: 0.141839 loss_giou_dn: 0.336448 loss_class_aux_dn: 1.686570 loss_bbox_aux_dn: 0.840546 loss_giou_aux_dn: 1.952427 loss: 13.460182 eta: 23:25:34 batch_cost: 0.6473 data_cost: 0.0013 ips: 6.1795 images/s [04/01 04:15:03] ppdet.engine INFO: Epoch: [51] [ 300/7329] learning_rate: 0.000100 loss_class: 0.533218 loss_bbox: 0.124951 loss_giou: 0.376161 loss_class_aux: 3.320657 loss_bbox_aux: 0.789338 loss_giou_aux: 2.370108 loss_class_dn: 0.319490 loss_bbox_dn: 0.128277 loss_giou_dn: 0.343302 loss_class_aux_dn: 1.680541 loss_bbox_aux_dn: 0.742417 loss_giou_aux_dn: 1.955076 loss: 13.611875 eta: 23:24:43 batch_cost: 0.6341 data_cost: 0.0014 ips: 6.3079 images/s [04/01 04:16:03] ppdet.engine INFO: Epoch: [51] [ 400/7329] learning_rate: 0.000100 loss_class: 0.561613 loss_bbox: 0.133241 loss_giou: 0.408933 loss_class_aux: 3.669576 loss_bbox_aux: 0.882044 loss_giou_aux: 2.676450 loss_class_dn: 0.333919 loss_bbox_dn: 0.143431 loss_giou_dn: 0.372264 loss_class_aux_dn: 1.797366 loss_bbox_aux_dn: 0.842991 loss_giou_aux_dn: 2.056981 loss: 14.228174 eta: 23:23:47 batch_cost: 0.5438 data_cost: 0.0012 ips: 7.3560 images/s [04/01 04:17:03] ppdet.engine INFO: Epoch: [51] [ 500/7329] learning_rate: 0.000100 loss_class: 0.593096 loss_bbox: 0.138210 loss_giou: 0.413285 loss_class_aux: 3.780014 loss_bbox_aux: 0.935483 loss_giou_aux: 2.751976 loss_class_dn: 0.350992 loss_bbox_dn: 0.134044 loss_giou_dn: 0.395762 loss_class_aux_dn: 1.873083 loss_bbox_aux_dn: 0.800683 loss_giou_aux_dn: 2.222420 loss: 14.904975 eta: 23:22:53 batch_cost: 0.5476 data_cost: 0.0013 ips: 7.3048 images/s [04/01 04:18:13] ppdet.engine INFO: Epoch: [51] [ 600/7329] learning_rate: 0.000100 loss_class: 0.554983 loss_bbox: 0.123839 loss_giou: 0.344868 loss_class_aux: 3.564690 loss_bbox_aux: 0.841363 loss_giou_aux: 2.139131 loss_class_dn: 0.314649 loss_bbox_dn: 0.140443 loss_giou_dn: 0.314795 loss_class_aux_dn: 1.739445 loss_bbox_aux_dn: 0.818024 loss_giou_aux_dn: 1.755276 loss: 12.180728 eta: 23:22:02 batch_cost: 0.6420 data_cost: 0.0012 ips: 6.2304 images/s [04/01 04:19:20] ppdet.engine INFO: Epoch: [51] [ 700/7329] learning_rate: 0.000100 loss_class: 0.595020 loss_bbox: 0.129707 loss_giou: 0.436905 loss_class_aux: 3.897174 loss_bbox_aux: 0.848232 loss_giou_aux: 2.758863 loss_class_dn: 0.358957 loss_bbox_dn: 0.135706 loss_giou_dn: 0.404683 loss_class_aux_dn: 1.909250 loss_bbox_aux_dn: 0.821345 loss_giou_aux_dn: 2.228274 loss: 15.643633 eta: 23:21:09 batch_cost: 0.6097 data_cost: 0.0016 ips: 6.5605 images/s [04/01 04:20:20] ppdet.engine INFO: Epoch: [51] [ 800/7329] learning_rate: 0.000100 loss_class: 0.519546 loss_bbox: 0.124162 loss_giou: 0.347199 loss_class_aux: 3.398527 loss_bbox_aux: 0.851569 loss_giou_aux: 2.335453 loss_class_dn: 0.301853 loss_bbox_dn: 0.141178 loss_giou_dn: 0.338839 loss_class_aux_dn: 1.656906 loss_bbox_aux_dn: 0.838760 loss_giou_aux_dn: 1.864567 loss: 13.209396 eta: 23:20:14 batch_cost: 0.5325 data_cost: 0.0014 ips: 7.5118 images/s [04/01 04:21:22] ppdet.engine INFO: Epoch: [51] [ 900/7329] learning_rate: 0.000100 loss_class: 0.619943 loss_bbox: 0.138222 loss_giou: 0.470290 loss_class_aux: 3.850629 loss_bbox_aux: 0.889351 loss_giou_aux: 3.022178 loss_class_dn: 0.365434 loss_bbox_dn: 0.134746 loss_giou_dn: 0.431543 loss_class_aux_dn: 1.946194 loss_bbox_aux_dn: 0.825501 loss_giou_aux_dn: 2.431268 loss: 15.758247 eta: 23:19:19 batch_cost: 0.5589 data_cost: 0.0017 ips: 7.1565 images/s [04/01 04:22:26] ppdet.engine INFO: Epoch: [51] [1000/7329] learning_rate: 0.000100 loss_class: 0.591621 loss_bbox: 0.134659 loss_giou: 0.421588 loss_class_aux: 3.697370 loss_bbox_aux: 0.899738 loss_giou_aux: 2.743133 loss_class_dn: 0.340885 loss_bbox_dn: 0.140437 loss_giou_dn: 0.386447 loss_class_aux_dn: 1.820572 loss_bbox_aux_dn: 0.834283 loss_giou_aux_dn: 2.167788 loss: 14.528429 eta: 23:18:26 batch_cost: 0.5791 data_cost: 0.0016 ips: 6.9071 images/s [04/01 04:23:23] ppdet.engine INFO: Epoch: [51] [1100/7329] learning_rate: 0.000100 loss_class: 0.562042 loss_bbox: 0.121325 loss_giou: 0.383742 loss_class_aux: 3.615788 loss_bbox_aux: 0.811057 loss_giou_aux: 2.425040 loss_class_dn: 0.321649 loss_bbox_dn: 0.126958 loss_giou_dn: 0.362058 loss_class_aux_dn: 1.723957 loss_bbox_aux_dn: 0.746093 loss_giou_aux_dn: 1.979698 loss: 13.122486 eta: 23:17:30 batch_cost: 0.5216 data_cost: 0.0013 ips: 7.6689 images/s [04/01 04:24:28] ppdet.engine INFO: Epoch: [51] [1200/7329] learning_rate: 0.000100 loss_class: 0.608921 loss_bbox: 0.143124 loss_giou: 0.454285 loss_class_aux: 3.940053 loss_bbox_aux: 0.923818 loss_giou_aux: 2.934024 loss_class_dn: 0.354337 loss_bbox_dn: 0.145485 loss_giou_dn: 0.422443 loss_class_aux_dn: 1.862086 loss_bbox_aux_dn: 0.861156 loss_giou_aux_dn: 2.379615 loss: 14.704041 eta: 23:16:36 batch_cost: 0.5864 data_cost: 0.0014 ips: 6.8209 images/s [04/01 04:25:31] ppdet.engine INFO: Epoch: [51] [1300/7329] learning_rate: 0.000100 loss_class: 0.573047 loss_bbox: 0.142727 loss_giou: 0.436975 loss_class_aux: 3.713050 loss_bbox_aux: 0.916927 loss_giou_aux: 2.705191 loss_class_dn: 0.320798 loss_bbox_dn: 0.150676 loss_giou_dn: 0.388128 loss_class_aux_dn: 1.730717 loss_bbox_aux_dn: 0.905188 loss_giou_aux_dn: 2.137377 loss: 14.315662 eta: 23:15:42 batch_cost: 0.5747 data_cost: 0.0012 ips: 6.9607 images/s [04/01 04:26:32] ppdet.engine INFO: Epoch: [51] [1400/7329] learning_rate: 0.000100 loss_class: 0.612975 loss_bbox: 0.135154 loss_giou: 0.431605 loss_class_aux: 3.958675 loss_bbox_aux: 0.916963 loss_giou_aux: 2.797550 loss_class_dn: 0.340808 loss_bbox_dn: 0.148675 loss_giou_dn: 0.406286 loss_class_aux_dn: 1.837422 loss_bbox_aux_dn: 0.877708 loss_giou_aux_dn: 2.219410 loss: 14.681759 eta: 23:14:48 batch_cost: 0.5500 data_cost: 0.0013 ips: 7.2724 images/s [04/01 04:27:31] ppdet.engine INFO: Epoch: [51] [1500/7329] learning_rate: 0.000100 loss_class: 0.505127 loss_bbox: 0.124084 loss_giou: 0.316630 loss_class_aux: 3.084591 loss_bbox_aux: 0.827112 loss_giou_aux: 1.956117 loss_class_dn: 0.275570 loss_bbox_dn: 0.122406 loss_giou_dn: 0.288480 loss_class_aux_dn: 1.495916 loss_bbox_aux_dn: 0.740339 loss_giou_aux_dn: 1.723177 loss: 11.929743 eta: 23:13:52 batch_cost: 0.5274 data_cost: 0.0013 ips: 7.5845 images/s [04/01 04:28:33] ppdet.engine INFO: Epoch: [51] [1600/7329] learning_rate: 0.000100 loss_class: 0.608090 loss_bbox: 0.130248 loss_giou: 0.351622 loss_class_aux: 3.713464 loss_bbox_aux: 0.888206 loss_giou_aux: 2.301622 loss_class_dn: 0.348132 loss_bbox_dn: 0.135861 loss_giou_dn: 0.376697 loss_class_aux_dn: 1.794260 loss_bbox_aux_dn: 0.830543 loss_giou_aux_dn: 2.094676 loss: 14.431028 eta: 23:12:58 batch_cost: 0.5711 data_cost: 0.0013 ips: 7.0041 images/s [04/01 04:29:34] ppdet.engine INFO: Epoch: [51] [1700/7329] learning_rate: 0.000100 loss_class: 0.592446 loss_bbox: 0.139282 loss_giou: 0.492382 loss_class_aux: 3.843524 loss_bbox_aux: 0.947473 loss_giou_aux: 3.036821 loss_class_dn: 0.358462 loss_bbox_dn: 0.146005 loss_giou_dn: 0.427108 loss_class_aux_dn: 1.920549 loss_bbox_aux_dn: 0.932641 loss_giou_aux_dn: 2.329210 loss: 15.614217 eta: 23:12:03 batch_cost: 0.5465 data_cost: 0.0013 ips: 7.3195 images/s [04/01 04:30:33] ppdet.engine INFO: Epoch: [51] [1800/7329] learning_rate: 0.000100 loss_class: 0.574045 loss_bbox: 0.124589 loss_giou: 0.389012 loss_class_aux: 3.601386 loss_bbox_aux: 0.841524 loss_giou_aux: 2.479896 loss_class_dn: 0.320742 loss_bbox_dn: 0.134080 loss_giou_dn: 0.355634 loss_class_aux_dn: 1.719468 loss_bbox_aux_dn: 0.845954 loss_giou_aux_dn: 2.014113 loss: 13.886630 eta: 23:11:07 batch_cost: 0.5337 data_cost: 0.0012 ips: 7.4948 images/s [04/01 04:31:32] ppdet.engine INFO: Epoch: [51] [1900/7329] learning_rate: 0.000100 loss_class: 0.515664 loss_bbox: 0.158155 loss_giou: 0.383252 loss_class_aux: 3.413589 loss_bbox_aux: 1.023465 loss_giou_aux: 2.380320 loss_class_dn: 0.348072 loss_bbox_dn: 0.171987 loss_giou_dn: 0.364262 loss_class_aux_dn: 1.926655 loss_bbox_aux_dn: 1.011311 loss_giou_aux_dn: 2.115742 loss: 14.167283 eta: 23:10:12 batch_cost: 0.5421 data_cost: 0.0012 ips: 7.3787 images/s [04/01 04:32:32] ppdet.engine INFO: Epoch: [51] [2000/7329] learning_rate: 0.000100 loss_class: 0.489531 loss_bbox: 0.120848 loss_giou: 0.281682 loss_class_aux: 3.063153 loss_bbox_aux: 0.826657 loss_giou_aux: 1.760965 loss_class_dn: 0.288593 loss_bbox_dn: 0.126592 loss_giou_dn: 0.276406 loss_class_aux_dn: 1.593379 loss_bbox_aux_dn: 0.776369 loss_giou_aux_dn: 1.584229 loss: 12.380968 eta: 23:09:17 batch_cost: 0.5379 data_cost: 0.0012 ips: 7.4365 images/s [04/01 04:33:32] ppdet.engine INFO: Epoch: [51] [2100/7329] learning_rate: 0.000100 loss_class: 0.628859 loss_bbox: 0.127486 loss_giou: 0.431730 loss_class_aux: 3.999877 loss_bbox_aux: 0.869822 loss_giou_aux: 2.673823 loss_class_dn: 0.345571 loss_bbox_dn: 0.141836 loss_giou_dn: 0.378223 loss_class_aux_dn: 1.868251 loss_bbox_aux_dn: 0.894990 loss_giou_aux_dn: 2.136285 loss: 15.199989 eta: 23:08:22 batch_cost: 0.5531 data_cost: 0.0013 ips: 7.2322 images/s [04/01 04:34:29] ppdet.engine INFO: Epoch: [51] [2200/7329] learning_rate: 0.000100 loss_class: 0.645077 loss_bbox: 0.130893 loss_giou: 0.392305 loss_class_aux: 4.024531 loss_bbox_aux: 0.855603 loss_giou_aux: 2.519726 loss_class_dn: 0.343729 loss_bbox_dn: 0.143400 loss_giou_dn: 0.398184 loss_class_aux_dn: 1.862588 loss_bbox_aux_dn: 0.862248 loss_giou_aux_dn: 2.254582 loss: 15.195329 eta: 23:07:26 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7925 images/s [04/01 04:35:26] ppdet.engine INFO: Epoch: [51] [2300/7329] learning_rate: 0.000100 loss_class: 0.630751 loss_bbox: 0.150034 loss_giou: 0.393416 loss_class_aux: 4.117740 loss_bbox_aux: 0.999245 loss_giou_aux: 2.572642 loss_class_dn: 0.357118 loss_bbox_dn: 0.157234 loss_giou_dn: 0.402982 loss_class_aux_dn: 1.930300 loss_bbox_aux_dn: 0.962882 loss_giou_aux_dn: 2.232875 loss: 15.054502 eta: 23:06:29 batch_cost: 0.5085 data_cost: 0.0014 ips: 7.8663 images/s [04/01 04:36:28] ppdet.engine INFO: Epoch: [51] [2400/7329] learning_rate: 0.000100 loss_class: 0.547216 loss_bbox: 0.145549 loss_giou: 0.351491 loss_class_aux: 3.353824 loss_bbox_aux: 0.947141 loss_giou_aux: 2.226082 loss_class_dn: 0.311519 loss_bbox_dn: 0.156028 loss_giou_dn: 0.337604 loss_class_aux_dn: 1.723740 loss_bbox_aux_dn: 0.861572 loss_giou_aux_dn: 1.958999 loss: 13.599376 eta: 23:05:35 batch_cost: 0.5584 data_cost: 0.0014 ips: 7.1630 images/s [04/01 04:37:33] ppdet.engine INFO: Epoch: [51] [2500/7329] learning_rate: 0.000100 loss_class: 0.555280 loss_bbox: 0.134233 loss_giou: 0.347044 loss_class_aux: 3.637089 loss_bbox_aux: 0.863236 loss_giou_aux: 2.214369 loss_class_dn: 0.322123 loss_bbox_dn: 0.132935 loss_giou_dn: 0.343403 loss_class_aux_dn: 1.718533 loss_bbox_aux_dn: 0.822813 loss_giou_aux_dn: 1.901469 loss: 13.183876 eta: 23:04:42 batch_cost: 0.5947 data_cost: 0.0014 ips: 6.7264 images/s [04/01 04:38:37] ppdet.engine INFO: Epoch: [51] [2600/7329] learning_rate: 0.000100 loss_class: 0.546167 loss_bbox: 0.137247 loss_giou: 0.353163 loss_class_aux: 3.640029 loss_bbox_aux: 0.899314 loss_giou_aux: 2.231196 loss_class_dn: 0.323670 loss_bbox_dn: 0.147340 loss_giou_dn: 0.323008 loss_class_aux_dn: 1.767109 loss_bbox_aux_dn: 0.856384 loss_giou_aux_dn: 1.887511 loss: 13.327332 eta: 23:03:49 batch_cost: 0.5841 data_cost: 0.0012 ips: 6.8482 images/s [04/01 04:39:43] ppdet.engine INFO: Epoch: [51] [2700/7329] learning_rate: 0.000100 loss_class: 0.586672 loss_bbox: 0.127404 loss_giou: 0.404444 loss_class_aux: 3.687155 loss_bbox_aux: 0.842232 loss_giou_aux: 2.502033 loss_class_dn: 0.316605 loss_bbox_dn: 0.142276 loss_giou_dn: 0.367298 loss_class_aux_dn: 1.681311 loss_bbox_aux_dn: 0.845780 loss_giou_aux_dn: 2.132521 loss: 13.580332 eta: 23:02:56 batch_cost: 0.6025 data_cost: 0.0013 ips: 6.6392 images/s [04/01 04:40:47] ppdet.engine INFO: Epoch: [51] [2800/7329] learning_rate: 0.000100 loss_class: 0.626561 loss_bbox: 0.141978 loss_giou: 0.389779 loss_class_aux: 3.907203 loss_bbox_aux: 0.933282 loss_giou_aux: 2.415786 loss_class_dn: 0.359469 loss_bbox_dn: 0.143743 loss_giou_dn: 0.373562 loss_class_aux_dn: 1.942777 loss_bbox_aux_dn: 0.866828 loss_giou_aux_dn: 2.143628 loss: 15.358421 eta: 23:02:02 batch_cost: 0.5791 data_cost: 0.0015 ips: 6.9077 images/s [04/01 04:41:50] ppdet.engine INFO: Epoch: [51] [2900/7329] learning_rate: 0.000100 loss_class: 0.570333 loss_bbox: 0.130671 loss_giou: 0.396535 loss_class_aux: 3.548510 loss_bbox_aux: 0.875111 loss_giou_aux: 2.510612 loss_class_dn: 0.321765 loss_bbox_dn: 0.133225 loss_giou_dn: 0.365065 loss_class_aux_dn: 1.738042 loss_bbox_aux_dn: 0.751673 loss_giou_aux_dn: 2.064282 loss: 13.684109 eta: 23:01:08 batch_cost: 0.5642 data_cost: 0.0016 ips: 7.0893 images/s [04/01 04:42:46] ppdet.engine INFO: Epoch: [51] [3000/7329] learning_rate: 0.000100 loss_class: 0.481089 loss_bbox: 0.116813 loss_giou: 0.313899 loss_class_aux: 3.161086 loss_bbox_aux: 0.806062 loss_giou_aux: 1.997333 loss_class_dn: 0.279852 loss_bbox_dn: 0.128226 loss_giou_dn: 0.281610 loss_class_aux_dn: 1.481006 loss_bbox_aux_dn: 0.789584 loss_giou_aux_dn: 1.568248 loss: 12.209318 eta: 23:00:11 batch_cost: 0.5049 data_cost: 0.0014 ips: 7.9226 images/s [04/01 04:43:48] ppdet.engine INFO: Epoch: [51] [3100/7329] learning_rate: 0.000100 loss_class: 0.589688 loss_bbox: 0.133685 loss_giou: 0.322919 loss_class_aux: 3.614235 loss_bbox_aux: 0.881396 loss_giou_aux: 1.980654 loss_class_dn: 0.293505 loss_bbox_dn: 0.146525 loss_giou_dn: 0.330862 loss_class_aux_dn: 1.593046 loss_bbox_aux_dn: 0.858855 loss_giou_aux_dn: 1.835239 loss: 13.383298 eta: 22:59:17 batch_cost: 0.5555 data_cost: 0.0018 ips: 7.2013 images/s [04/01 04:44:51] ppdet.engine INFO: Epoch: [51] [3200/7329] learning_rate: 0.000100 loss_class: 0.578425 loss_bbox: 0.133842 loss_giou: 0.425971 loss_class_aux: 3.737801 loss_bbox_aux: 0.887579 loss_giou_aux: 2.724581 loss_class_dn: 0.348785 loss_bbox_dn: 0.135349 loss_giou_dn: 0.397337 loss_class_aux_dn: 1.883266 loss_bbox_aux_dn: 0.816309 loss_giou_aux_dn: 2.176618 loss: 14.709455 eta: 22:58:23 batch_cost: 0.5747 data_cost: 0.0013 ips: 6.9603 images/s [04/01 04:45:53] ppdet.engine INFO: Epoch: [51] [3300/7329] learning_rate: 0.000100 loss_class: 0.577583 loss_bbox: 0.130457 loss_giou: 0.403633 loss_class_aux: 3.785016 loss_bbox_aux: 0.895251 loss_giou_aux: 2.548399 loss_class_dn: 0.327997 loss_bbox_dn: 0.138889 loss_giou_dn: 0.355252 loss_class_aux_dn: 1.753670 loss_bbox_aux_dn: 0.797633 loss_giou_aux_dn: 1.947278 loss: 13.657446 eta: 22:57:28 batch_cost: 0.5577 data_cost: 0.0013 ips: 7.1720 images/s [04/01 04:46:51] ppdet.engine INFO: Epoch: [51] [3400/7329] learning_rate: 0.000100 loss_class: 0.612652 loss_bbox: 0.136741 loss_giou: 0.432115 loss_class_aux: 3.997704 loss_bbox_aux: 0.921075 loss_giou_aux: 2.779552 loss_class_dn: 0.386685 loss_bbox_dn: 0.149940 loss_giou_dn: 0.405813 loss_class_aux_dn: 2.030277 loss_bbox_aux_dn: 0.872142 loss_giou_aux_dn: 2.335413 loss: 16.043137 eta: 22:56:33 batch_cost: 0.5266 data_cost: 0.0012 ips: 7.5958 images/s [04/01 04:47:56] ppdet.engine INFO: Epoch: [51] [3500/7329] learning_rate: 0.000100 loss_class: 0.594349 loss_bbox: 0.148990 loss_giou: 0.416458 loss_class_aux: 3.863109 loss_bbox_aux: 1.021719 loss_giou_aux: 2.656430 loss_class_dn: 0.366044 loss_bbox_dn: 0.153506 loss_giou_dn: 0.364874 loss_class_aux_dn: 1.964775 loss_bbox_aux_dn: 0.933495 loss_giou_aux_dn: 2.088176 loss: 15.157419 eta: 22:55:39 batch_cost: 0.5885 data_cost: 0.0015 ips: 6.7968 images/s [04/01 04:49:00] ppdet.engine INFO: Epoch: [51] [3600/7329] learning_rate: 0.000100 loss_class: 0.632898 loss_bbox: 0.137450 loss_giou: 0.423154 loss_class_aux: 3.990269 loss_bbox_aux: 0.934239 loss_giou_aux: 2.632418 loss_class_dn: 0.351830 loss_bbox_dn: 0.142630 loss_giou_dn: 0.376371 loss_class_aux_dn: 1.923049 loss_bbox_aux_dn: 0.853416 loss_giou_aux_dn: 2.121437 loss: 15.133305 eta: 22:54:45 batch_cost: 0.5687 data_cost: 0.0015 ips: 7.0337 images/s [04/01 04:49:59] ppdet.engine INFO: Epoch: [51] [3700/7329] learning_rate: 0.000100 loss_class: 0.574278 loss_bbox: 0.129909 loss_giou: 0.436919 loss_class_aux: 3.622297 loss_bbox_aux: 0.880993 loss_giou_aux: 2.699296 loss_class_dn: 0.339432 loss_bbox_dn: 0.130576 loss_giou_dn: 0.402273 loss_class_aux_dn: 1.835725 loss_bbox_aux_dn: 0.801552 loss_giou_aux_dn: 2.237768 loss: 13.992365 eta: 22:53:49 batch_cost: 0.5281 data_cost: 0.0014 ips: 7.5744 images/s [04/01 04:50:58] ppdet.engine INFO: Epoch: [51] [3800/7329] learning_rate: 0.000100 loss_class: 0.591045 loss_bbox: 0.143393 loss_giou: 0.489087 loss_class_aux: 3.732992 loss_bbox_aux: 0.952770 loss_giou_aux: 3.098386 loss_class_dn: 0.358983 loss_bbox_dn: 0.136047 loss_giou_dn: 0.417267 loss_class_aux_dn: 1.943764 loss_bbox_aux_dn: 0.776962 loss_giou_aux_dn: 2.318325 loss: 14.885334 eta: 22:52:54 batch_cost: 0.5382 data_cost: 0.0013 ips: 7.4326 images/s [04/01 04:52:00] ppdet.engine INFO: Epoch: [51] [3900/7329] learning_rate: 0.000100 loss_class: 0.556241 loss_bbox: 0.128080 loss_giou: 0.373369 loss_class_aux: 3.438572 loss_bbox_aux: 0.885691 loss_giou_aux: 2.411802 loss_class_dn: 0.310385 loss_bbox_dn: 0.137680 loss_giou_dn: 0.341548 loss_class_aux_dn: 1.711909 loss_bbox_aux_dn: 0.825536 loss_giou_aux_dn: 1.857922 loss: 13.649837 eta: 22:51:59 batch_cost: 0.5510 data_cost: 0.0018 ips: 7.2595 images/s [04/01 04:53:04] ppdet.engine INFO: Epoch: [51] [4000/7329] learning_rate: 0.000100 loss_class: 0.608903 loss_bbox: 0.137806 loss_giou: 0.338311 loss_class_aux: 3.948910 loss_bbox_aux: 0.932793 loss_giou_aux: 2.227419 loss_class_dn: 0.318975 loss_bbox_dn: 0.152878 loss_giou_dn: 0.312800 loss_class_aux_dn: 1.700835 loss_bbox_aux_dn: 0.878862 loss_giou_aux_dn: 1.821563 loss: 13.786865 eta: 22:51:06 batch_cost: 0.5823 data_cost: 0.0015 ips: 6.8692 images/s [04/01 04:54:04] ppdet.engine INFO: Epoch: [51] [4100/7329] learning_rate: 0.000100 loss_class: 0.505872 loss_bbox: 0.137072 loss_giou: 0.410900 loss_class_aux: 3.537735 loss_bbox_aux: 0.872669 loss_giou_aux: 2.559120 loss_class_dn: 0.318281 loss_bbox_dn: 0.134548 loss_giou_dn: 0.376104 loss_class_aux_dn: 1.725075 loss_bbox_aux_dn: 0.880068 loss_giou_aux_dn: 2.048924 loss: 13.696855 eta: 22:50:11 batch_cost: 0.5401 data_cost: 0.0013 ips: 7.4059 images/s [04/01 04:55:01] ppdet.engine INFO: Epoch: [51] [4200/7329] learning_rate: 0.000100 loss_class: 0.580859 loss_bbox: 0.132316 loss_giou: 0.343328 loss_class_aux: 3.758711 loss_bbox_aux: 0.860589 loss_giou_aux: 2.226544 loss_class_dn: 0.323227 loss_bbox_dn: 0.147078 loss_giou_dn: 0.340853 loss_class_aux_dn: 1.712698 loss_bbox_aux_dn: 0.903890 loss_giou_aux_dn: 1.870883 loss: 14.077602 eta: 22:49:15 batch_cost: 0.5191 data_cost: 0.0012 ips: 7.7052 images/s [04/01 04:56:02] ppdet.engine INFO: Epoch: [51] [4300/7329] learning_rate: 0.000100 loss_class: 0.538827 loss_bbox: 0.123612 loss_giou: 0.345735 loss_class_aux: 3.483572 loss_bbox_aux: 0.808669 loss_giou_aux: 2.186586 loss_class_dn: 0.298804 loss_bbox_dn: 0.123436 loss_giou_dn: 0.307552 loss_class_aux_dn: 1.625599 loss_bbox_aux_dn: 0.731535 loss_giou_aux_dn: 1.715771 loss: 12.788293 eta: 22:48:20 batch_cost: 0.5470 data_cost: 0.0014 ips: 7.3130 images/s [04/01 04:57:00] ppdet.engine INFO: Epoch: [51] [4400/7329] learning_rate: 0.000100 loss_class: 0.630331 loss_bbox: 0.135500 loss_giou: 0.407724 loss_class_aux: 3.993816 loss_bbox_aux: 0.883728 loss_giou_aux: 2.661286 loss_class_dn: 0.341404 loss_bbox_dn: 0.134907 loss_giou_dn: 0.382975 loss_class_aux_dn: 1.854509 loss_bbox_aux_dn: 0.770390 loss_giou_aux_dn: 2.172060 loss: 14.872252 eta: 22:47:24 batch_cost: 0.5299 data_cost: 0.0013 ips: 7.5484 images/s [04/01 04:57:56] ppdet.engine INFO: Epoch: [51] [4500/7329] learning_rate: 0.000100 loss_class: 0.572416 loss_bbox: 0.145338 loss_giou: 0.401958 loss_class_aux: 3.750078 loss_bbox_aux: 0.952256 loss_giou_aux: 2.563190 loss_class_dn: 0.332868 loss_bbox_dn: 0.142911 loss_giou_dn: 0.370681 loss_class_aux_dn: 1.822048 loss_bbox_aux_dn: 0.835551 loss_giou_aux_dn: 2.067254 loss: 14.454460 eta: 22:46:27 batch_cost: 0.5019 data_cost: 0.0013 ips: 7.9702 images/s [04/01 04:58:59] ppdet.engine INFO: Epoch: [51] [4600/7329] learning_rate: 0.000100 loss_class: 0.608606 loss_bbox: 0.135202 loss_giou: 0.377757 loss_class_aux: 3.962027 loss_bbox_aux: 0.888717 loss_giou_aux: 2.408047 loss_class_dn: 0.327671 loss_bbox_dn: 0.145404 loss_giou_dn: 0.358855 loss_class_aux_dn: 1.793855 loss_bbox_aux_dn: 0.876668 loss_giou_aux_dn: 2.038974 loss: 13.826794 eta: 22:45:33 batch_cost: 0.5644 data_cost: 0.0016 ips: 7.0866 images/s [04/01 04:59:58] ppdet.engine INFO: Epoch: [51] [4700/7329] learning_rate: 0.000100 loss_class: 0.497324 loss_bbox: 0.122409 loss_giou: 0.312666 loss_class_aux: 3.263503 loss_bbox_aux: 0.779221 loss_giou_aux: 2.006718 loss_class_dn: 0.284667 loss_bbox_dn: 0.116807 loss_giou_dn: 0.290260 loss_class_aux_dn: 1.546566 loss_bbox_aux_dn: 0.722837 loss_giou_aux_dn: 1.627423 loss: 11.824881 eta: 22:44:38 batch_cost: 0.5387 data_cost: 0.0012 ips: 7.4254 images/s [04/01 05:00:54] ppdet.engine INFO: Epoch: [51] [4800/7329] learning_rate: 0.000100 loss_class: 0.589678 loss_bbox: 0.143089 loss_giou: 0.420155 loss_class_aux: 3.714788 loss_bbox_aux: 0.898225 loss_giou_aux: 2.627847 loss_class_dn: 0.356768 loss_bbox_dn: 0.142664 loss_giou_dn: 0.386454 loss_class_aux_dn: 1.927491 loss_bbox_aux_dn: 0.848673 loss_giou_aux_dn: 2.184627 loss: 15.510464 eta: 22:43:41 batch_cost: 0.5067 data_cost: 0.0013 ips: 7.8938 images/s [04/01 05:01:58] ppdet.engine INFO: Epoch: [51] [4900/7329] learning_rate: 0.000100 loss_class: 0.589976 loss_bbox: 0.133597 loss_giou: 0.378622 loss_class_aux: 3.715446 loss_bbox_aux: 0.879578 loss_giou_aux: 2.396101 loss_class_dn: 0.342559 loss_bbox_dn: 0.122985 loss_giou_dn: 0.353687 loss_class_aux_dn: 1.821851 loss_bbox_aux_dn: 0.777848 loss_giou_aux_dn: 1.988327 loss: 13.750299 eta: 22:42:48 batch_cost: 0.5800 data_cost: 0.0012 ips: 6.8968 images/s [04/01 05:02:58] ppdet.engine INFO: Epoch: [51] [5000/7329] learning_rate: 0.000100 loss_class: 0.550386 loss_bbox: 0.132451 loss_giou: 0.335333 loss_class_aux: 3.414962 loss_bbox_aux: 0.913460 loss_giou_aux: 2.184822 loss_class_dn: 0.300239 loss_bbox_dn: 0.135193 loss_giou_dn: 0.323205 loss_class_aux_dn: 1.665390 loss_bbox_aux_dn: 0.828237 loss_giou_aux_dn: 1.811992 loss: 13.243010 eta: 22:41:52 batch_cost: 0.5426 data_cost: 0.0012 ips: 7.3717 images/s [04/01 05:03:54] ppdet.engine INFO: Epoch: [51] [5100/7329] learning_rate: 0.000100 loss_class: 0.570946 loss_bbox: 0.129310 loss_giou: 0.373598 loss_class_aux: 3.773787 loss_bbox_aux: 0.871458 loss_giou_aux: 2.367257 loss_class_dn: 0.312202 loss_bbox_dn: 0.131728 loss_giou_dn: 0.361937 loss_class_aux_dn: 1.657737 loss_bbox_aux_dn: 0.812169 loss_giou_aux_dn: 2.062016 loss: 13.576910 eta: 22:40:56 batch_cost: 0.5133 data_cost: 0.0012 ips: 7.7927 images/s [04/01 05:04:52] ppdet.engine INFO: Epoch: [51] [5200/7329] learning_rate: 0.000100 loss_class: 0.553981 loss_bbox: 0.127483 loss_giou: 0.352801 loss_class_aux: 3.427022 loss_bbox_aux: 0.880635 loss_giou_aux: 2.187660 loss_class_dn: 0.297713 loss_bbox_dn: 0.141843 loss_giou_dn: 0.330045 loss_class_aux_dn: 1.661706 loss_bbox_aux_dn: 0.856113 loss_giou_aux_dn: 1.832536 loss: 12.529263 eta: 22:40:00 batch_cost: 0.5223 data_cost: 0.0013 ips: 7.6589 images/s [04/01 05:05:53] ppdet.engine INFO: Epoch: [51] [5300/7329] learning_rate: 0.000100 loss_class: 0.634620 loss_bbox: 0.140742 loss_giou: 0.425919 loss_class_aux: 3.961524 loss_bbox_aux: 0.943102 loss_giou_aux: 2.714014 loss_class_dn: 0.362554 loss_bbox_dn: 0.152598 loss_giou_dn: 0.401017 loss_class_aux_dn: 1.947516 loss_bbox_aux_dn: 0.884409 loss_giou_aux_dn: 2.274087 loss: 15.016570 eta: 22:39:05 batch_cost: 0.5505 data_cost: 0.0012 ips: 7.2662 images/s [04/01 05:06:52] ppdet.engine INFO: Epoch: [51] [5400/7329] learning_rate: 0.000100 loss_class: 0.574098 loss_bbox: 0.141943 loss_giou: 0.357490 loss_class_aux: 3.638882 loss_bbox_aux: 0.907295 loss_giou_aux: 2.344364 loss_class_dn: 0.308130 loss_bbox_dn: 0.147544 loss_giou_dn: 0.360289 loss_class_aux_dn: 1.667434 loss_bbox_aux_dn: 0.872138 loss_giou_aux_dn: 2.004265 loss: 13.596506 eta: 22:38:10 batch_cost: 0.5364 data_cost: 0.0014 ips: 7.4572 images/s [04/01 05:07:48] ppdet.engine INFO: Epoch: [51] [5500/7329] learning_rate: 0.000100 loss_class: 0.546706 loss_bbox: 0.128583 loss_giou: 0.389309 loss_class_aux: 3.457657 loss_bbox_aux: 0.816672 loss_giou_aux: 2.558336 loss_class_dn: 0.351439 loss_bbox_dn: 0.130487 loss_giou_dn: 0.358500 loss_class_aux_dn: 1.879947 loss_bbox_aux_dn: 0.801130 loss_giou_aux_dn: 2.038104 loss: 14.598528 eta: 22:37:14 batch_cost: 0.5081 data_cost: 0.0013 ips: 7.8728 images/s [04/01 05:08:44] ppdet.engine INFO: Epoch: [51] [5600/7329] learning_rate: 0.000100 loss_class: 0.563176 loss_bbox: 0.115131 loss_giou: 0.380286 loss_class_aux: 3.661735 loss_bbox_aux: 0.805944 loss_giou_aux: 2.429223 loss_class_dn: 0.321347 loss_bbox_dn: 0.119539 loss_giou_dn: 0.333347 loss_class_aux_dn: 1.741161 loss_bbox_aux_dn: 0.716190 loss_giou_aux_dn: 1.884629 loss: 12.921975 eta: 22:36:17 batch_cost: 0.5040 data_cost: 0.0012 ips: 7.9368 images/s [04/01 05:09:43] ppdet.engine INFO: Epoch: [51] [5700/7329] learning_rate: 0.000100 loss_class: 0.544571 loss_bbox: 0.125473 loss_giou: 0.431698 loss_class_aux: 3.518691 loss_bbox_aux: 0.797848 loss_giou_aux: 2.688138 loss_class_dn: 0.327932 loss_bbox_dn: 0.118257 loss_giou_dn: 0.372176 loss_class_aux_dn: 1.775260 loss_bbox_aux_dn: 0.710476 loss_giou_aux_dn: 2.076016 loss: 13.080626 eta: 22:35:22 batch_cost: 0.5335 data_cost: 0.0013 ips: 7.4972 images/s [04/01 05:10:40] ppdet.engine INFO: Epoch: [51] [5800/7329] learning_rate: 0.000100 loss_class: 0.527988 loss_bbox: 0.123500 loss_giou: 0.375737 loss_class_aux: 3.326159 loss_bbox_aux: 0.811467 loss_giou_aux: 2.336394 loss_class_dn: 0.299450 loss_bbox_dn: 0.121259 loss_giou_dn: 0.354153 loss_class_aux_dn: 1.589994 loss_bbox_aux_dn: 0.748025 loss_giou_aux_dn: 1.969356 loss: 13.132017 eta: 22:34:25 batch_cost: 0.5161 data_cost: 0.0013 ips: 7.7505 images/s [04/01 05:11:41] ppdet.engine INFO: Epoch: [51] [5900/7329] learning_rate: 0.000100 loss_class: 0.618473 loss_bbox: 0.147689 loss_giou: 0.390365 loss_class_aux: 4.035720 loss_bbox_aux: 0.962256 loss_giou_aux: 2.458755 loss_class_dn: 0.363912 loss_bbox_dn: 0.152567 loss_giou_dn: 0.374209 loss_class_aux_dn: 1.948377 loss_bbox_aux_dn: 0.930237 loss_giou_aux_dn: 2.153460 loss: 15.458925 eta: 22:33:31 batch_cost: 0.5559 data_cost: 0.0012 ips: 7.1952 images/s [04/01 05:12:44] ppdet.engine INFO: Epoch: [51] [6000/7329] learning_rate: 0.000100 loss_class: 0.597278 loss_bbox: 0.152138 loss_giou: 0.412093 loss_class_aux: 3.797610 loss_bbox_aux: 1.015856 loss_giou_aux: 2.570508 loss_class_dn: 0.346611 loss_bbox_dn: 0.151640 loss_giou_dn: 0.390627 loss_class_aux_dn: 1.842159 loss_bbox_aux_dn: 0.901228 loss_giou_aux_dn: 2.183734 loss: 14.996140 eta: 22:32:37 batch_cost: 0.5738 data_cost: 0.0012 ips: 6.9715 images/s [04/01 05:13:50] ppdet.engine INFO: Epoch: [51] [6100/7329] learning_rate: 0.000100 loss_class: 0.606930 loss_bbox: 0.144073 loss_giou: 0.418632 loss_class_aux: 3.736660 loss_bbox_aux: 0.915583 loss_giou_aux: 2.710559 loss_class_dn: 0.344412 loss_bbox_dn: 0.138410 loss_giou_dn: 0.400774 loss_class_aux_dn: 1.873151 loss_bbox_aux_dn: 0.854451 loss_giou_aux_dn: 2.257703 loss: 15.303034 eta: 22:31:44 batch_cost: 0.6065 data_cost: 0.0013 ips: 6.5951 images/s [04/01 05:14:53] ppdet.engine INFO: Epoch: [51] [6200/7329] learning_rate: 0.000100 loss_class: 0.626813 loss_bbox: 0.136498 loss_giou: 0.411218 loss_class_aux: 3.994985 loss_bbox_aux: 0.906707 loss_giou_aux: 2.585323 loss_class_dn: 0.346375 loss_bbox_dn: 0.129980 loss_giou_dn: 0.392103 loss_class_aux_dn: 1.868937 loss_bbox_aux_dn: 0.811271 loss_giou_aux_dn: 2.240299 loss: 14.838161 eta: 22:30:51 batch_cost: 0.5759 data_cost: 0.0013 ips: 6.9458 images/s [04/01 05:15:53] ppdet.engine INFO: Epoch: [51] [6300/7329] learning_rate: 0.000100 loss_class: 0.623426 loss_bbox: 0.145074 loss_giou: 0.464906 loss_class_aux: 3.999134 loss_bbox_aux: 0.919043 loss_giou_aux: 3.091000 loss_class_dn: 0.386501 loss_bbox_dn: 0.123411 loss_giou_dn: 0.428389 loss_class_aux_dn: 2.118078 loss_bbox_aux_dn: 0.758456 loss_giou_aux_dn: 2.333904 loss: 16.203022 eta: 22:29:55 batch_cost: 0.5432 data_cost: 0.0012 ips: 7.3642 images/s [04/01 05:16:53] ppdet.engine INFO: Epoch: [51] [6400/7329] learning_rate: 0.000100 loss_class: 0.571706 loss_bbox: 0.148772 loss_giou: 0.383206 loss_class_aux: 3.636477 loss_bbox_aux: 0.962580 loss_giou_aux: 2.381511 loss_class_dn: 0.336050 loss_bbox_dn: 0.166858 loss_giou_dn: 0.353909 loss_class_aux_dn: 1.826957 loss_bbox_aux_dn: 0.974372 loss_giou_aux_dn: 1.926298 loss: 13.731371 eta: 22:29:00 batch_cost: 0.5392 data_cost: 0.0012 ips: 7.4180 images/s [04/01 05:17:49] ppdet.engine INFO: Epoch: [51] [6500/7329] learning_rate: 0.000100 loss_class: 0.649956 loss_bbox: 0.163016 loss_giou: 0.462218 loss_class_aux: 4.176086 loss_bbox_aux: 1.059341 loss_giou_aux: 2.840292 loss_class_dn: 0.367162 loss_bbox_dn: 0.166863 loss_giou_dn: 0.408285 loss_class_aux_dn: 1.966790 loss_bbox_aux_dn: 0.961838 loss_giou_aux_dn: 2.246585 loss: 15.235594 eta: 22:28:04 batch_cost: 0.5090 data_cost: 0.0014 ips: 7.8586 images/s [04/01 05:18:52] ppdet.engine INFO: Epoch: [51] [6600/7329] learning_rate: 0.000100 loss_class: 0.480669 loss_bbox: 0.129883 loss_giou: 0.307535 loss_class_aux: 3.092802 loss_bbox_aux: 0.843787 loss_giou_aux: 2.019244 loss_class_dn: 0.265172 loss_bbox_dn: 0.142483 loss_giou_dn: 0.293712 loss_class_aux_dn: 1.421512 loss_bbox_aux_dn: 0.811818 loss_giou_aux_dn: 1.664570 loss: 12.156742 eta: 22:27:10 batch_cost: 0.5713 data_cost: 0.0011 ips: 7.0011 images/s [04/01 05:19:52] ppdet.engine INFO: Epoch: [51] [6700/7329] learning_rate: 0.000100 loss_class: 0.558294 loss_bbox: 0.126767 loss_giou: 0.385417 loss_class_aux: 3.467804 loss_bbox_aux: 0.863990 loss_giou_aux: 2.347196 loss_class_dn: 0.305104 loss_bbox_dn: 0.136394 loss_giou_dn: 0.348757 loss_class_aux_dn: 1.657921 loss_bbox_aux_dn: 0.838604 loss_giou_aux_dn: 1.986055 loss: 13.733133 eta: 22:26:15 batch_cost: 0.5524 data_cost: 0.0012 ips: 7.2418 images/s [04/01 05:20:49] ppdet.engine INFO: Epoch: [51] [6800/7329] learning_rate: 0.000100 loss_class: 0.593123 loss_bbox: 0.129140 loss_giou: 0.395003 loss_class_aux: 3.674920 loss_bbox_aux: 0.872007 loss_giou_aux: 2.491126 loss_class_dn: 0.334500 loss_bbox_dn: 0.133075 loss_giou_dn: 0.345316 loss_class_aux_dn: 1.767059 loss_bbox_aux_dn: 0.833674 loss_giou_aux_dn: 1.925865 loss: 13.560925 eta: 22:25:19 batch_cost: 0.5128 data_cost: 0.0011 ips: 7.8006 images/s [04/01 05:21:45] ppdet.engine INFO: Epoch: [51] [6900/7329] learning_rate: 0.000100 loss_class: 0.553864 loss_bbox: 0.144545 loss_giou: 0.432109 loss_class_aux: 3.364047 loss_bbox_aux: 0.900722 loss_giou_aux: 2.740821 loss_class_dn: 0.316725 loss_bbox_dn: 0.138061 loss_giou_dn: 0.367238 loss_class_aux_dn: 1.692833 loss_bbox_aux_dn: 0.807614 loss_giou_aux_dn: 2.068212 loss: 13.547760 eta: 22:24:22 batch_cost: 0.5041 data_cost: 0.0012 ips: 7.9351 images/s [04/01 05:22:47] ppdet.engine INFO: Epoch: [51] [7000/7329] learning_rate: 0.000100 loss_class: 0.505778 loss_bbox: 0.125151 loss_giou: 0.318252 loss_class_aux: 3.253566 loss_bbox_aux: 0.848807 loss_giou_aux: 2.042073 loss_class_dn: 0.301423 loss_bbox_dn: 0.142765 loss_giou_dn: 0.319060 loss_class_aux_dn: 1.610041 loss_bbox_aux_dn: 0.812749 loss_giou_aux_dn: 1.787494 loss: 13.103496 eta: 22:23:28 batch_cost: 0.5638 data_cost: 0.0013 ips: 7.0953 images/s [04/01 05:23:46] ppdet.engine INFO: Epoch: [51] [7100/7329] learning_rate: 0.000100 loss_class: 0.578636 loss_bbox: 0.144670 loss_giou: 0.380995 loss_class_aux: 3.660857 loss_bbox_aux: 0.957502 loss_giou_aux: 2.373700 loss_class_dn: 0.330271 loss_bbox_dn: 0.157346 loss_giou_dn: 0.359883 loss_class_aux_dn: 1.772220 loss_bbox_aux_dn: 0.906278 loss_giou_aux_dn: 1.990319 loss: 14.854810 eta: 22:22:33 batch_cost: 0.5430 data_cost: 0.0012 ips: 7.3665 images/s [04/01 05:24:45] ppdet.engine INFO: Epoch: [51] [7200/7329] learning_rate: 0.000100 loss_class: 0.516411 loss_bbox: 0.127934 loss_giou: 0.366577 loss_class_aux: 3.318784 loss_bbox_aux: 0.822746 loss_giou_aux: 2.342905 loss_class_dn: 0.318553 loss_bbox_dn: 0.122896 loss_giou_dn: 0.323045 loss_class_aux_dn: 1.782306 loss_bbox_aux_dn: 0.740738 loss_giou_aux_dn: 1.829223 loss: 13.591743 eta: 22:21:37 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5463 images/s [04/01 05:25:50] ppdet.engine INFO: Epoch: [51] [7300/7329] learning_rate: 0.000100 loss_class: 0.508026 loss_bbox: 0.136817 loss_giou: 0.351261 loss_class_aux: 3.154036 loss_bbox_aux: 0.851900 loss_giou_aux: 2.244538 loss_class_dn: 0.278865 loss_bbox_dn: 0.140074 loss_giou_dn: 0.330046 loss_class_aux_dn: 1.454973 loss_bbox_aux_dn: 0.847273 loss_giou_aux_dn: 1.843470 loss: 12.599937 eta: 22:20:44 batch_cost: 0.5843 data_cost: 0.0012 ips: 6.8459 images/s [04/01 05:26:13] ppdet.engine INFO: Eval iter: 0 [04/01 05:26:41] ppdet.engine INFO: Eval iter: 100 [04/01 05:27:08] ppdet.engine INFO: Eval iter: 200 [04/01 05:27:36] ppdet.engine INFO: Eval iter: 300 [04/01 05:28:03] ppdet.engine INFO: Eval iter: 400 [04/01 05:28:31] ppdet.engine INFO: Eval iter: 500 [04/01 05:29:00] ppdet.engine INFO: Eval iter: 600 [04/01 05:29:30] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/01 05:29:31] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.98s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=130.02s). Accumulating evaluation results... DONE (t=28.49s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 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 ] = 0.701 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 ] = 0.652 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 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.882 [04/01 05:32:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.486584018238418 [04/01 05:32:31] ppdet.engine INFO: Best test bbox ap is 0.526. [04/01 05:32:33] ppdet.engine INFO: Epoch: [52] [ 0/7329] learning_rate: 0.000100 loss_class: 0.497045 loss_bbox: 0.116000 loss_giou: 0.337973 loss_class_aux: 3.090761 loss_bbox_aux: 0.762073 loss_giou_aux: 2.193502 loss_class_dn: 0.281511 loss_bbox_dn: 0.118562 loss_giou_dn: 0.325194 loss_class_aux_dn: 1.486191 loss_bbox_aux_dn: 0.723067 loss_giou_aux_dn: 1.847808 loss: 12.496048 eta: 22:20:28 batch_cost: 0.5521 data_cost: 0.0013 ips: 7.2450 images/s [04/01 05:33:37] ppdet.engine INFO: Epoch: [52] [ 100/7329] learning_rate: 0.000100 loss_class: 0.572109 loss_bbox: 0.135867 loss_giou: 0.389116 loss_class_aux: 3.776696 loss_bbox_aux: 0.902977 loss_giou_aux: 2.438935 loss_class_dn: 0.343859 loss_bbox_dn: 0.135005 loss_giou_dn: 0.364089 loss_class_aux_dn: 1.849015 loss_bbox_aux_dn: 0.815480 loss_giou_aux_dn: 2.050827 loss: 13.555124 eta: 22:19:34 batch_cost: 0.5799 data_cost: 0.0015 ips: 6.8972 images/s [04/01 05:34:35] ppdet.engine INFO: Epoch: [52] [ 200/7329] learning_rate: 0.000100 loss_class: 0.569572 loss_bbox: 0.129729 loss_giou: 0.364632 loss_class_aux: 3.637926 loss_bbox_aux: 0.858003 loss_giou_aux: 2.304374 loss_class_dn: 0.321193 loss_bbox_dn: 0.138829 loss_giou_dn: 0.341552 loss_class_aux_dn: 1.762735 loss_bbox_aux_dn: 0.844795 loss_giou_aux_dn: 1.913430 loss: 13.689207 eta: 22:18:38 batch_cost: 0.5233 data_cost: 0.0013 ips: 7.6432 images/s [04/01 05:35:35] ppdet.engine INFO: Epoch: [52] [ 300/7329] learning_rate: 0.000100 loss_class: 0.514498 loss_bbox: 0.123699 loss_giou: 0.346289 loss_class_aux: 3.240881 loss_bbox_aux: 0.827093 loss_giou_aux: 2.143561 loss_class_dn: 0.291061 loss_bbox_dn: 0.132178 loss_giou_dn: 0.318218 loss_class_aux_dn: 1.564152 loss_bbox_aux_dn: 0.819041 loss_giou_aux_dn: 1.867364 loss: 12.525187 eta: 22:17:43 batch_cost: 0.5453 data_cost: 0.0012 ips: 7.3352 images/s [04/01 05:36:34] ppdet.engine INFO: Epoch: [52] [ 400/7329] learning_rate: 0.000100 loss_class: 0.596942 loss_bbox: 0.134436 loss_giou: 0.378155 loss_class_aux: 3.755569 loss_bbox_aux: 0.923053 loss_giou_aux: 2.294292 loss_class_dn: 0.314387 loss_bbox_dn: 0.146176 loss_giou_dn: 0.353610 loss_class_aux_dn: 1.748472 loss_bbox_aux_dn: 0.894396 loss_giou_aux_dn: 1.955250 loss: 14.451281 eta: 22:16:48 batch_cost: 0.5393 data_cost: 0.0012 ips: 7.4174 images/s [04/01 05:37:34] ppdet.engine INFO: Epoch: [52] [ 500/7329] learning_rate: 0.000100 loss_class: 0.511427 loss_bbox: 0.151454 loss_giou: 0.324743 loss_class_aux: 3.486081 loss_bbox_aux: 0.988726 loss_giou_aux: 2.033518 loss_class_dn: 0.291858 loss_bbox_dn: 0.164541 loss_giou_dn: 0.304527 loss_class_aux_dn: 1.583877 loss_bbox_aux_dn: 0.951834 loss_giou_aux_dn: 1.725969 loss: 13.021706 eta: 22:15:53 batch_cost: 0.5378 data_cost: 0.0012 ips: 7.4375 images/s [04/01 05:38:37] ppdet.engine INFO: Epoch: [52] [ 600/7329] learning_rate: 0.000100 loss_class: 0.558219 loss_bbox: 0.134706 loss_giou: 0.343665 loss_class_aux: 3.575643 loss_bbox_aux: 0.895441 loss_giou_aux: 2.160814 loss_class_dn: 0.311039 loss_bbox_dn: 0.130162 loss_giou_dn: 0.337762 loss_class_aux_dn: 1.693198 loss_bbox_aux_dn: 0.784499 loss_giou_aux_dn: 1.866047 loss: 13.351851 eta: 22:14:59 batch_cost: 0.5821 data_cost: 0.0013 ips: 6.8722 images/s [04/01 05:39:41] ppdet.engine INFO: Epoch: [52] [ 700/7329] learning_rate: 0.000100 loss_class: 0.537418 loss_bbox: 0.128055 loss_giou: 0.344334 loss_class_aux: 3.362669 loss_bbox_aux: 0.831433 loss_giou_aux: 2.199684 loss_class_dn: 0.303485 loss_bbox_dn: 0.141127 loss_giou_dn: 0.341196 loss_class_aux_dn: 1.621516 loss_bbox_aux_dn: 0.854455 loss_giou_aux_dn: 1.952604 loss: 13.225395 eta: 22:14:05 batch_cost: 0.5781 data_cost: 0.0013 ips: 6.9190 images/s [04/01 05:40:48] ppdet.engine INFO: Epoch: [52] [ 800/7329] learning_rate: 0.000100 loss_class: 0.531339 loss_bbox: 0.146147 loss_giou: 0.336812 loss_class_aux: 3.460214 loss_bbox_aux: 0.964415 loss_giou_aux: 2.188181 loss_class_dn: 0.326775 loss_bbox_dn: 0.147188 loss_giou_dn: 0.343111 loss_class_aux_dn: 1.764883 loss_bbox_aux_dn: 0.882776 loss_giou_aux_dn: 1.999845 loss: 13.969967 eta: 22:13:13 batch_cost: 0.6046 data_cost: 0.0015 ips: 6.6159 images/s [04/01 05:41:54] ppdet.engine INFO: Epoch: [52] [ 900/7329] learning_rate: 0.000100 loss_class: 0.612274 loss_bbox: 0.149707 loss_giou: 0.386977 loss_class_aux: 4.039654 loss_bbox_aux: 0.929580 loss_giou_aux: 2.441672 loss_class_dn: 0.357748 loss_bbox_dn: 0.149240 loss_giou_dn: 0.370640 loss_class_aux_dn: 1.919700 loss_bbox_aux_dn: 0.923302 loss_giou_aux_dn: 2.106996 loss: 14.678226 eta: 22:12:20 batch_cost: 0.5983 data_cost: 0.0013 ips: 6.6851 images/s [04/01 05:42:52] ppdet.engine INFO: Epoch: [52] [1000/7329] learning_rate: 0.000100 loss_class: 0.574317 loss_bbox: 0.125911 loss_giou: 0.417536 loss_class_aux: 3.563005 loss_bbox_aux: 0.873728 loss_giou_aux: 2.686021 loss_class_dn: 0.334059 loss_bbox_dn: 0.125263 loss_giou_dn: 0.372027 loss_class_aux_dn: 1.812821 loss_bbox_aux_dn: 0.772191 loss_giou_aux_dn: 2.043588 loss: 14.265339 eta: 22:11:24 batch_cost: 0.5182 data_cost: 0.0014 ips: 7.7190 images/s [04/01 05:43:53] ppdet.engine INFO: Epoch: [52] [1100/7329] learning_rate: 0.000100 loss_class: 0.610491 loss_bbox: 0.137962 loss_giou: 0.333185 loss_class_aux: 3.775730 loss_bbox_aux: 0.926871 loss_giou_aux: 2.149721 loss_class_dn: 0.325256 loss_bbox_dn: 0.145582 loss_giou_dn: 0.336452 loss_class_aux_dn: 1.755146 loss_bbox_aux_dn: 0.932275 loss_giou_aux_dn: 1.909954 loss: 14.186457 eta: 22:10:29 batch_cost: 0.5499 data_cost: 0.0016 ips: 7.2740 images/s [04/01 05:44:52] ppdet.engine INFO: Epoch: [52] [1200/7329] learning_rate: 0.000100 loss_class: 0.572303 loss_bbox: 0.136188 loss_giou: 0.356479 loss_class_aux: 3.697607 loss_bbox_aux: 0.900645 loss_giou_aux: 2.248255 loss_class_dn: 0.328773 loss_bbox_dn: 0.142898 loss_giou_dn: 0.333610 loss_class_aux_dn: 1.820838 loss_bbox_aux_dn: 0.888231 loss_giou_aux_dn: 1.893772 loss: 13.886893 eta: 22:09:34 batch_cost: 0.5390 data_cost: 0.0013 ips: 7.4205 images/s [04/01 05:45:50] ppdet.engine INFO: Epoch: [52] [1300/7329] learning_rate: 0.000100 loss_class: 0.597488 loss_bbox: 0.122416 loss_giou: 0.387090 loss_class_aux: 3.668481 loss_bbox_aux: 0.829542 loss_giou_aux: 2.463417 loss_class_dn: 0.327566 loss_bbox_dn: 0.134489 loss_giou_dn: 0.352612 loss_class_aux_dn: 1.760032 loss_bbox_aux_dn: 0.775480 loss_giou_aux_dn: 1.998662 loss: 13.496683 eta: 22:08:38 batch_cost: 0.5265 data_cost: 0.0012 ips: 7.5971 images/s [04/01 05:46:54] ppdet.engine INFO: Epoch: [52] [1400/7329] learning_rate: 0.000100 loss_class: 0.575245 loss_bbox: 0.127615 loss_giou: 0.375412 loss_class_aux: 3.628852 loss_bbox_aux: 0.863576 loss_giou_aux: 2.293218 loss_class_dn: 0.324216 loss_bbox_dn: 0.135520 loss_giou_dn: 0.324845 loss_class_aux_dn: 1.742151 loss_bbox_aux_dn: 0.789124 loss_giou_aux_dn: 1.891608 loss: 13.853302 eta: 22:07:44 batch_cost: 0.5816 data_cost: 0.0015 ips: 6.8771 images/s [04/01 05:47:54] ppdet.engine INFO: Epoch: [52] [1500/7329] learning_rate: 0.000100 loss_class: 0.578626 loss_bbox: 0.126416 loss_giou: 0.410039 loss_class_aux: 3.779429 loss_bbox_aux: 0.812252 loss_giou_aux: 2.581857 loss_class_dn: 0.349402 loss_bbox_dn: 0.129795 loss_giou_dn: 0.396814 loss_class_aux_dn: 1.876715 loss_bbox_aux_dn: 0.781904 loss_giou_aux_dn: 2.210300 loss: 14.577249 eta: 22:06:49 batch_cost: 0.5396 data_cost: 0.0014 ips: 7.4123 images/s [04/01 05:48:54] ppdet.engine INFO: Epoch: [52] [1600/7329] learning_rate: 0.000100 loss_class: 0.569782 loss_bbox: 0.145284 loss_giou: 0.422748 loss_class_aux: 3.747480 loss_bbox_aux: 0.941950 loss_giou_aux: 2.575557 loss_class_dn: 0.364824 loss_bbox_dn: 0.153996 loss_giou_dn: 0.422761 loss_class_aux_dn: 1.928514 loss_bbox_aux_dn: 0.915837 loss_giou_aux_dn: 2.347757 loss: 15.427044 eta: 22:05:54 batch_cost: 0.5424 data_cost: 0.0013 ips: 7.3745 images/s [04/01 05:49:54] ppdet.engine INFO: Epoch: [52] [1700/7329] learning_rate: 0.000100 loss_class: 0.566409 loss_bbox: 0.126550 loss_giou: 0.388350 loss_class_aux: 3.501957 loss_bbox_aux: 0.851149 loss_giou_aux: 2.529260 loss_class_dn: 0.334422 loss_bbox_dn: 0.138473 loss_giou_dn: 0.358456 loss_class_aux_dn: 1.758731 loss_bbox_aux_dn: 0.825300 loss_giou_aux_dn: 2.046649 loss: 13.750186 eta: 22:04:59 batch_cost: 0.5393 data_cost: 0.0017 ips: 7.4166 images/s [04/01 05:50:53] ppdet.engine INFO: Epoch: [52] [1800/7329] learning_rate: 0.000100 loss_class: 0.526394 loss_bbox: 0.133031 loss_giou: 0.374415 loss_class_aux: 3.442122 loss_bbox_aux: 0.842930 loss_giou_aux: 2.461820 loss_class_dn: 0.305298 loss_bbox_dn: 0.131084 loss_giou_dn: 0.387034 loss_class_aux_dn: 1.619957 loss_bbox_aux_dn: 0.858475 loss_giou_aux_dn: 2.134079 loss: 13.235464 eta: 22:04:03 batch_cost: 0.5307 data_cost: 0.0015 ips: 7.5373 images/s [04/01 05:51:55] ppdet.engine INFO: Epoch: [52] [1900/7329] learning_rate: 0.000100 loss_class: 0.557282 loss_bbox: 0.149702 loss_giou: 0.353519 loss_class_aux: 3.633626 loss_bbox_aux: 0.978717 loss_giou_aux: 2.283661 loss_class_dn: 0.335001 loss_bbox_dn: 0.158552 loss_giou_dn: 0.344788 loss_class_aux_dn: 1.812142 loss_bbox_aux_dn: 0.979402 loss_giou_aux_dn: 1.951266 loss: 13.954807 eta: 22:03:09 batch_cost: 0.5721 data_cost: 0.0011 ips: 6.9920 images/s [04/01 05:52:54] ppdet.engine INFO: Epoch: [52] [2000/7329] learning_rate: 0.000100 loss_class: 0.636552 loss_bbox: 0.139752 loss_giou: 0.445196 loss_class_aux: 4.052417 loss_bbox_aux: 0.885371 loss_giou_aux: 2.932372 loss_class_dn: 0.342004 loss_bbox_dn: 0.133235 loss_giou_dn: 0.415312 loss_class_aux_dn: 1.799570 loss_bbox_aux_dn: 0.786081 loss_giou_aux_dn: 2.359835 loss: 15.772663 eta: 22:02:14 batch_cost: 0.5298 data_cost: 0.0015 ips: 7.5504 images/s [04/01 05:53:54] ppdet.engine INFO: Epoch: [52] [2100/7329] learning_rate: 0.000100 loss_class: 0.647875 loss_bbox: 0.152426 loss_giou: 0.490601 loss_class_aux: 4.145204 loss_bbox_aux: 0.959853 loss_giou_aux: 3.152630 loss_class_dn: 0.411515 loss_bbox_dn: 0.150495 loss_giou_dn: 0.454048 loss_class_aux_dn: 2.198721 loss_bbox_aux_dn: 0.924781 loss_giou_aux_dn: 2.478553 loss: 16.227352 eta: 22:01:18 batch_cost: 0.5410 data_cost: 0.0012 ips: 7.3932 images/s [04/01 05:54:51] ppdet.engine INFO: Epoch: [52] [2200/7329] learning_rate: 0.000100 loss_class: 0.573450 loss_bbox: 0.132611 loss_giou: 0.389708 loss_class_aux: 3.650519 loss_bbox_aux: 0.825686 loss_giou_aux: 2.470959 loss_class_dn: 0.317378 loss_bbox_dn: 0.135307 loss_giou_dn: 0.360168 loss_class_aux_dn: 1.745506 loss_bbox_aux_dn: 0.789049 loss_giou_aux_dn: 2.033774 loss: 13.607853 eta: 22:00:23 batch_cost: 0.5242 data_cost: 0.0012 ips: 7.6307 images/s [04/01 05:55:55] ppdet.engine INFO: Epoch: [52] [2300/7329] learning_rate: 0.000100 loss_class: 0.580040 loss_bbox: 0.136443 loss_giou: 0.442187 loss_class_aux: 3.616932 loss_bbox_aux: 0.879808 loss_giou_aux: 2.790969 loss_class_dn: 0.344741 loss_bbox_dn: 0.136325 loss_giou_dn: 0.400364 loss_class_aux_dn: 1.822474 loss_bbox_aux_dn: 0.835635 loss_giou_aux_dn: 2.270157 loss: 14.706482 eta: 21:59:29 batch_cost: 0.5790 data_cost: 0.0023 ips: 6.9080 images/s [04/01 05:57:04] ppdet.engine INFO: Epoch: [52] [2400/7329] learning_rate: 0.000100 loss_class: 0.639577 loss_bbox: 0.140772 loss_giou: 0.443711 loss_class_aux: 3.995078 loss_bbox_aux: 0.957304 loss_giou_aux: 2.817509 loss_class_dn: 0.347158 loss_bbox_dn: 0.133362 loss_giou_dn: 0.423542 loss_class_aux_dn: 1.878375 loss_bbox_aux_dn: 0.821278 loss_giou_aux_dn: 2.326738 loss: 16.148191 eta: 21:58:36 batch_cost: 0.6100 data_cost: 0.0026 ips: 6.5573 images/s [04/01 05:58:08] ppdet.engine INFO: Epoch: [52] [2500/7329] learning_rate: 0.000100 loss_class: 0.586671 loss_bbox: 0.149247 loss_giou: 0.390468 loss_class_aux: 3.781616 loss_bbox_aux: 0.966791 loss_giou_aux: 2.480571 loss_class_dn: 0.355491 loss_bbox_dn: 0.157626 loss_giou_dn: 0.376511 loss_class_aux_dn: 1.911569 loss_bbox_aux_dn: 0.950448 loss_giou_aux_dn: 2.129408 loss: 14.728926 eta: 21:57:43 batch_cost: 0.5842 data_cost: 0.0013 ips: 6.8474 images/s [04/01 05:59:10] ppdet.engine INFO: Epoch: [52] [2600/7329] learning_rate: 0.000100 loss_class: 0.604279 loss_bbox: 0.131658 loss_giou: 0.434713 loss_class_aux: 3.818599 loss_bbox_aux: 0.881808 loss_giou_aux: 2.784349 loss_class_dn: 0.352144 loss_bbox_dn: 0.126985 loss_giou_dn: 0.405983 loss_class_aux_dn: 1.898739 loss_bbox_aux_dn: 0.785683 loss_giou_aux_dn: 2.226901 loss: 14.435347 eta: 21:56:49 batch_cost: 0.5707 data_cost: 0.0012 ips: 7.0092 images/s [04/01 06:00:12] ppdet.engine INFO: Epoch: [52] [2700/7329] learning_rate: 0.000100 loss_class: 0.532739 loss_bbox: 0.138897 loss_giou: 0.364642 loss_class_aux: 3.350052 loss_bbox_aux: 0.919335 loss_giou_aux: 2.299542 loss_class_dn: 0.301815 loss_bbox_dn: 0.147028 loss_giou_dn: 0.332723 loss_class_aux_dn: 1.623696 loss_bbox_aux_dn: 0.890240 loss_giou_aux_dn: 1.857065 loss: 12.549496 eta: 21:55:54 batch_cost: 0.5569 data_cost: 0.0012 ips: 7.1827 images/s [04/01 06:01:12] ppdet.engine INFO: Epoch: [52] [2800/7329] learning_rate: 0.000100 loss_class: 0.588754 loss_bbox: 0.143823 loss_giou: 0.411833 loss_class_aux: 3.725816 loss_bbox_aux: 0.928012 loss_giou_aux: 2.487419 loss_class_dn: 0.336651 loss_bbox_dn: 0.139556 loss_giou_dn: 0.389413 loss_class_aux_dn: 1.786107 loss_bbox_aux_dn: 0.823313 loss_giou_aux_dn: 2.187296 loss: 14.338461 eta: 21:54:59 batch_cost: 0.5499 data_cost: 0.0013 ips: 7.2741 images/s [04/01 06:02:16] ppdet.engine INFO: Epoch: [52] [2900/7329] learning_rate: 0.000100 loss_class: 0.568812 loss_bbox: 0.149649 loss_giou: 0.413994 loss_class_aux: 3.665961 loss_bbox_aux: 0.950992 loss_giou_aux: 2.597129 loss_class_dn: 0.323062 loss_bbox_dn: 0.140533 loss_giou_dn: 0.388984 loss_class_aux_dn: 1.749906 loss_bbox_aux_dn: 0.875833 loss_giou_aux_dn: 2.256514 loss: 14.536860 eta: 21:54:05 batch_cost: 0.5666 data_cost: 0.0018 ips: 7.0592 images/s [04/01 06:03:15] ppdet.engine INFO: Epoch: [52] [3000/7329] learning_rate: 0.000100 loss_class: 0.566551 loss_bbox: 0.125416 loss_giou: 0.354722 loss_class_aux: 3.714227 loss_bbox_aux: 0.789332 loss_giou_aux: 2.265340 loss_class_dn: 0.303541 loss_bbox_dn: 0.120507 loss_giou_dn: 0.342981 loss_class_aux_dn: 1.669917 loss_bbox_aux_dn: 0.759140 loss_giou_aux_dn: 1.933508 loss: 12.674151 eta: 21:53:10 batch_cost: 0.5353 data_cost: 0.0014 ips: 7.4727 images/s [04/01 06:04:17] ppdet.engine INFO: Epoch: [52] [3100/7329] learning_rate: 0.000100 loss_class: 0.557775 loss_bbox: 0.128743 loss_giou: 0.337545 loss_class_aux: 3.424376 loss_bbox_aux: 0.893053 loss_giou_aux: 2.186095 loss_class_dn: 0.309860 loss_bbox_dn: 0.131969 loss_giou_dn: 0.320193 loss_class_aux_dn: 1.697179 loss_bbox_aux_dn: 0.801740 loss_giou_aux_dn: 1.793756 loss: 13.495502 eta: 21:52:15 batch_cost: 0.5664 data_cost: 0.0015 ips: 7.0622 images/s [04/01 06:05:14] ppdet.engine INFO: Epoch: [52] [3200/7329] learning_rate: 0.000100 loss_class: 0.506673 loss_bbox: 0.140367 loss_giou: 0.347640 loss_class_aux: 3.167732 loss_bbox_aux: 0.885793 loss_giou_aux: 2.307906 loss_class_dn: 0.286250 loss_bbox_dn: 0.146940 loss_giou_dn: 0.336266 loss_class_aux_dn: 1.544033 loss_bbox_aux_dn: 0.872987 loss_giou_aux_dn: 1.836006 loss: 12.193623 eta: 21:51:19 batch_cost: 0.5092 data_cost: 0.0011 ips: 7.8547 images/s [04/01 06:06:13] ppdet.engine INFO: Epoch: [52] [3300/7329] learning_rate: 0.000100 loss_class: 0.524671 loss_bbox: 0.134707 loss_giou: 0.303307 loss_class_aux: 3.317159 loss_bbox_aux: 0.908496 loss_giou_aux: 1.973732 loss_class_dn: 0.290492 loss_bbox_dn: 0.136852 loss_giou_dn: 0.273756 loss_class_aux_dn: 1.543574 loss_bbox_aux_dn: 0.823267 loss_giou_aux_dn: 1.566871 loss: 11.841208 eta: 21:50:24 batch_cost: 0.5350 data_cost: 0.0015 ips: 7.4760 images/s [04/01 06:07:10] ppdet.engine INFO: Epoch: [52] [3400/7329] learning_rate: 0.000100 loss_class: 0.574191 loss_bbox: 0.133113 loss_giou: 0.379823 loss_class_aux: 3.606375 loss_bbox_aux: 0.888859 loss_giou_aux: 2.414758 loss_class_dn: 0.331304 loss_bbox_dn: 0.147024 loss_giou_dn: 0.354917 loss_class_aux_dn: 1.797337 loss_bbox_aux_dn: 0.854608 loss_giou_aux_dn: 2.007765 loss: 13.672155 eta: 21:49:27 batch_cost: 0.5093 data_cost: 0.0012 ips: 7.8540 images/s [04/01 06:08:07] ppdet.engine INFO: Epoch: [52] [3500/7329] learning_rate: 0.000100 loss_class: 0.590551 loss_bbox: 0.141450 loss_giou: 0.365517 loss_class_aux: 3.804939 loss_bbox_aux: 0.936581 loss_giou_aux: 2.408214 loss_class_dn: 0.327542 loss_bbox_dn: 0.145087 loss_giou_dn: 0.351126 loss_class_aux_dn: 1.795386 loss_bbox_aux_dn: 0.900895 loss_giou_aux_dn: 2.023049 loss: 14.614976 eta: 21:48:31 batch_cost: 0.5138 data_cost: 0.0014 ips: 7.7844 images/s [04/01 06:09:04] ppdet.engine INFO: Epoch: [52] [3600/7329] learning_rate: 0.000100 loss_class: 0.474194 loss_bbox: 0.125886 loss_giou: 0.295963 loss_class_aux: 3.030753 loss_bbox_aux: 0.806184 loss_giou_aux: 1.876496 loss_class_dn: 0.286362 loss_bbox_dn: 0.126814 loss_giou_dn: 0.284801 loss_class_aux_dn: 1.511363 loss_bbox_aux_dn: 0.761773 loss_giou_aux_dn: 1.675081 loss: 12.183023 eta: 21:47:35 batch_cost: 0.5173 data_cost: 0.0013 ips: 7.7319 images/s [04/01 06:10:03] ppdet.engine INFO: Epoch: [52] [3700/7329] learning_rate: 0.000100 loss_class: 0.640054 loss_bbox: 0.149755 loss_giou: 0.409467 loss_class_aux: 4.067961 loss_bbox_aux: 0.979881 loss_giou_aux: 2.604411 loss_class_dn: 0.370486 loss_bbox_dn: 0.144509 loss_giou_dn: 0.381528 loss_class_aux_dn: 1.974327 loss_bbox_aux_dn: 0.870113 loss_giou_aux_dn: 2.081224 loss: 15.357748 eta: 21:46:40 batch_cost: 0.5355 data_cost: 0.0013 ips: 7.4694 images/s [04/01 06:11:01] ppdet.engine INFO: Epoch: [52] [3800/7329] learning_rate: 0.000100 loss_class: 0.544773 loss_bbox: 0.145043 loss_giou: 0.396454 loss_class_aux: 3.661817 loss_bbox_aux: 0.951299 loss_giou_aux: 2.481486 loss_class_dn: 0.314710 loss_bbox_dn: 0.156261 loss_giou_dn: 0.357625 loss_class_aux_dn: 1.692621 loss_bbox_aux_dn: 0.963111 loss_giou_aux_dn: 2.018415 loss: 13.370777 eta: 21:45:44 batch_cost: 0.5225 data_cost: 0.0013 ips: 7.6560 images/s [04/01 06:12:01] ppdet.engine INFO: Epoch: [52] [3900/7329] learning_rate: 0.000100 loss_class: 0.525575 loss_bbox: 0.136319 loss_giou: 0.335925 loss_class_aux: 3.365580 loss_bbox_aux: 0.880626 loss_giou_aux: 2.138606 loss_class_dn: 0.276415 loss_bbox_dn: 0.138950 loss_giou_dn: 0.304130 loss_class_aux_dn: 1.494817 loss_bbox_aux_dn: 0.807184 loss_giou_aux_dn: 1.724401 loss: 12.530216 eta: 21:44:49 batch_cost: 0.5437 data_cost: 0.0014 ips: 7.3572 images/s [04/01 06:13:06] ppdet.engine INFO: Epoch: [52] [4000/7329] learning_rate: 0.000100 loss_class: 0.562222 loss_bbox: 0.147452 loss_giou: 0.424335 loss_class_aux: 3.538214 loss_bbox_aux: 0.932523 loss_giou_aux: 2.618125 loss_class_dn: 0.339908 loss_bbox_dn: 0.135954 loss_giou_dn: 0.383555 loss_class_aux_dn: 1.809894 loss_bbox_aux_dn: 0.807847 loss_giou_aux_dn: 2.173240 loss: 14.597204 eta: 21:43:55 batch_cost: 0.5800 data_cost: 0.0020 ips: 6.8971 images/s [04/01 06:14:08] ppdet.engine INFO: Epoch: [52] [4100/7329] learning_rate: 0.000100 loss_class: 0.564926 loss_bbox: 0.147188 loss_giou: 0.383299 loss_class_aux: 3.604216 loss_bbox_aux: 0.998872 loss_giou_aux: 2.485733 loss_class_dn: 0.336144 loss_bbox_dn: 0.172087 loss_giou_dn: 0.387805 loss_class_aux_dn: 1.784743 loss_bbox_aux_dn: 1.000640 loss_giou_aux_dn: 2.173435 loss: 14.243515 eta: 21:43:01 batch_cost: 0.5544 data_cost: 0.0013 ips: 7.2146 images/s [04/01 06:15:08] ppdet.engine INFO: Epoch: [52] [4200/7329] learning_rate: 0.000100 loss_class: 0.468538 loss_bbox: 0.114251 loss_giou: 0.303362 loss_class_aux: 3.065532 loss_bbox_aux: 0.729756 loss_giou_aux: 1.970685 loss_class_dn: 0.249526 loss_bbox_dn: 0.112856 loss_giou_dn: 0.262390 loss_class_aux_dn: 1.350696 loss_bbox_aux_dn: 0.694241 loss_giou_aux_dn: 1.535820 loss: 11.606560 eta: 21:42:06 batch_cost: 0.5529 data_cost: 0.0014 ips: 7.2342 images/s [04/01 06:16:09] ppdet.engine INFO: Epoch: [52] [4300/7329] learning_rate: 0.000100 loss_class: 0.576814 loss_bbox: 0.146759 loss_giou: 0.466399 loss_class_aux: 3.726747 loss_bbox_aux: 0.974594 loss_giou_aux: 2.913162 loss_class_dn: 0.341572 loss_bbox_dn: 0.157008 loss_giou_dn: 0.404270 loss_class_aux_dn: 1.832595 loss_bbox_aux_dn: 0.905727 loss_giou_aux_dn: 2.256629 loss: 15.503517 eta: 21:41:11 batch_cost: 0.5497 data_cost: 0.0013 ips: 7.2765 images/s [04/01 06:17:07] ppdet.engine INFO: Epoch: [52] [4400/7329] learning_rate: 0.000100 loss_class: 0.553354 loss_bbox: 0.131684 loss_giou: 0.363182 loss_class_aux: 3.458359 loss_bbox_aux: 0.861603 loss_giou_aux: 2.328787 loss_class_dn: 0.313968 loss_bbox_dn: 0.145072 loss_giou_dn: 0.331665 loss_class_aux_dn: 1.680909 loss_bbox_aux_dn: 0.899711 loss_giou_aux_dn: 1.883938 loss: 12.926752 eta: 21:40:15 batch_cost: 0.5248 data_cost: 0.0012 ips: 7.6223 images/s [04/01 06:18:12] ppdet.engine INFO: Epoch: [52] [4500/7329] learning_rate: 0.000100 loss_class: 0.597236 loss_bbox: 0.128003 loss_giou: 0.386266 loss_class_aux: 3.799155 loss_bbox_aux: 0.850376 loss_giou_aux: 2.388624 loss_class_dn: 0.322706 loss_bbox_dn: 0.124597 loss_giou_dn: 0.353514 loss_class_aux_dn: 1.791297 loss_bbox_aux_dn: 0.766120 loss_giou_aux_dn: 1.978664 loss: 14.192371 eta: 21:39:22 batch_cost: 0.5934 data_cost: 0.0013 ips: 6.7403 images/s [04/01 06:19:15] ppdet.engine INFO: Epoch: [52] [4600/7329] learning_rate: 0.000100 loss_class: 0.535242 loss_bbox: 0.126680 loss_giou: 0.332778 loss_class_aux: 3.311752 loss_bbox_aux: 0.825797 loss_giou_aux: 2.154502 loss_class_dn: 0.294380 loss_bbox_dn: 0.120271 loss_giou_dn: 0.319078 loss_class_aux_dn: 1.599059 loss_bbox_aux_dn: 0.711219 loss_giou_aux_dn: 1.782999 loss: 12.931162 eta: 21:38:28 batch_cost: 0.5717 data_cost: 0.0018 ips: 6.9968 images/s [04/01 06:20:21] ppdet.engine INFO: Epoch: [52] [4700/7329] learning_rate: 0.000100 loss_class: 0.537448 loss_bbox: 0.140073 loss_giou: 0.348432 loss_class_aux: 3.612456 loss_bbox_aux: 0.881866 loss_giou_aux: 2.208975 loss_class_dn: 0.325025 loss_bbox_dn: 0.155413 loss_giou_dn: 0.322914 loss_class_aux_dn: 1.780877 loss_bbox_aux_dn: 0.911545 loss_giou_aux_dn: 1.790421 loss: 13.012787 eta: 21:37:35 batch_cost: 0.5944 data_cost: 0.0013 ips: 6.7289 images/s [04/01 06:21:20] ppdet.engine INFO: Epoch: [52] [4800/7329] learning_rate: 0.000100 loss_class: 0.546985 loss_bbox: 0.120150 loss_giou: 0.362169 loss_class_aux: 3.479537 loss_bbox_aux: 0.811504 loss_giou_aux: 2.305039 loss_class_dn: 0.312141 loss_bbox_dn: 0.120605 loss_giou_dn: 0.337862 loss_class_aux_dn: 1.664898 loss_bbox_aux_dn: 0.737252 loss_giou_aux_dn: 1.885133 loss: 13.342720 eta: 21:36:39 batch_cost: 0.5338 data_cost: 0.0013 ips: 7.4931 images/s [04/01 06:22:19] ppdet.engine INFO: Epoch: [52] [4900/7329] learning_rate: 0.000100 loss_class: 0.583149 loss_bbox: 0.147538 loss_giou: 0.389367 loss_class_aux: 3.736442 loss_bbox_aux: 0.932130 loss_giou_aux: 2.473037 loss_class_dn: 0.333254 loss_bbox_dn: 0.160933 loss_giou_dn: 0.380742 loss_class_aux_dn: 1.800396 loss_bbox_aux_dn: 0.971362 loss_giou_aux_dn: 2.102835 loss: 14.403730 eta: 21:35:44 batch_cost: 0.5347 data_cost: 0.0013 ips: 7.4810 images/s [04/01 06:23:19] ppdet.engine INFO: Epoch: [52] [5000/7329] learning_rate: 0.000100 loss_class: 0.573675 loss_bbox: 0.134485 loss_giou: 0.369727 loss_class_aux: 3.582599 loss_bbox_aux: 0.865253 loss_giou_aux: 2.451128 loss_class_dn: 0.327007 loss_bbox_dn: 0.130998 loss_giou_dn: 0.369701 loss_class_aux_dn: 1.730213 loss_bbox_aux_dn: 0.811022 loss_giou_aux_dn: 2.046932 loss: 14.066086 eta: 21:34:49 batch_cost: 0.5451 data_cost: 0.0012 ips: 7.3384 images/s [04/01 06:24:19] ppdet.engine INFO: Epoch: [52] [5100/7329] learning_rate: 0.000100 loss_class: 0.601645 loss_bbox: 0.142789 loss_giou: 0.395868 loss_class_aux: 3.898685 loss_bbox_aux: 0.911464 loss_giou_aux: 2.450815 loss_class_dn: 0.337745 loss_bbox_dn: 0.137311 loss_giou_dn: 0.349713 loss_class_aux_dn: 1.854458 loss_bbox_aux_dn: 0.816403 loss_giou_aux_dn: 2.017058 loss: 14.558905 eta: 21:33:54 batch_cost: 0.5469 data_cost: 0.0013 ips: 7.3137 images/s [04/01 06:25:16] ppdet.engine INFO: Epoch: [52] [5200/7329] learning_rate: 0.000100 loss_class: 0.533218 loss_bbox: 0.129884 loss_giou: 0.380841 loss_class_aux: 3.468044 loss_bbox_aux: 0.874367 loss_giou_aux: 2.445105 loss_class_dn: 0.329587 loss_bbox_dn: 0.132319 loss_giou_dn: 0.346058 loss_class_aux_dn: 1.799234 loss_bbox_aux_dn: 0.809597 loss_giou_aux_dn: 1.949024 loss: 14.245550 eta: 21:32:58 batch_cost: 0.5131 data_cost: 0.0012 ips: 7.7954 images/s [04/01 06:26:16] ppdet.engine INFO: Epoch: [52] [5300/7329] learning_rate: 0.000100 loss_class: 0.543504 loss_bbox: 0.132113 loss_giou: 0.367731 loss_class_aux: 3.534334 loss_bbox_aux: 0.832488 loss_giou_aux: 2.395632 loss_class_dn: 0.307880 loss_bbox_dn: 0.141911 loss_giou_dn: 0.348134 loss_class_aux_dn: 1.662665 loss_bbox_aux_dn: 0.834480 loss_giou_aux_dn: 1.942159 loss: 12.923655 eta: 21:32:03 batch_cost: 0.5403 data_cost: 0.0013 ips: 7.4031 images/s [04/01 06:27:18] ppdet.engine INFO: Epoch: [52] [5400/7329] learning_rate: 0.000100 loss_class: 0.581913 loss_bbox: 0.141566 loss_giou: 0.433746 loss_class_aux: 3.816304 loss_bbox_aux: 0.913142 loss_giou_aux: 2.825962 loss_class_dn: 0.345475 loss_bbox_dn: 0.142718 loss_giou_dn: 0.402245 loss_class_aux_dn: 1.836880 loss_bbox_aux_dn: 0.875572 loss_giou_aux_dn: 2.267079 loss: 15.441730 eta: 21:31:08 batch_cost: 0.5656 data_cost: 0.0023 ips: 7.0726 images/s [04/01 06:28:18] ppdet.engine INFO: Epoch: [52] [5500/7329] learning_rate: 0.000100 loss_class: 0.548658 loss_bbox: 0.118040 loss_giou: 0.335780 loss_class_aux: 3.556519 loss_bbox_aux: 0.789179 loss_giou_aux: 2.192202 loss_class_dn: 0.282793 loss_bbox_dn: 0.123098 loss_giou_dn: 0.322951 loss_class_aux_dn: 1.560001 loss_bbox_aux_dn: 0.753620 loss_giou_aux_dn: 1.844618 loss: 12.406469 eta: 21:30:14 batch_cost: 0.5479 data_cost: 0.0012 ips: 7.3012 images/s [04/01 06:29:21] ppdet.engine INFO: Epoch: [52] [5600/7329] learning_rate: 0.000100 loss_class: 0.573784 loss_bbox: 0.143731 loss_giou: 0.424609 loss_class_aux: 3.609216 loss_bbox_aux: 0.918817 loss_giou_aux: 2.686026 loss_class_dn: 0.333818 loss_bbox_dn: 0.156621 loss_giou_dn: 0.393350 loss_class_aux_dn: 1.803506 loss_bbox_aux_dn: 0.856491 loss_giou_aux_dn: 2.192400 loss: 14.275916 eta: 21:29:20 batch_cost: 0.5771 data_cost: 0.0012 ips: 6.9316 images/s [04/01 06:30:26] ppdet.engine INFO: Epoch: [52] [5700/7329] learning_rate: 0.000100 loss_class: 0.566431 loss_bbox: 0.140516 loss_giou: 0.381820 loss_class_aux: 3.726991 loss_bbox_aux: 0.921190 loss_giou_aux: 2.417278 loss_class_dn: 0.333493 loss_bbox_dn: 0.137564 loss_giou_dn: 0.393065 loss_class_aux_dn: 1.741883 loss_bbox_aux_dn: 0.855803 loss_giou_aux_dn: 2.169870 loss: 14.114614 eta: 21:28:26 batch_cost: 0.5854 data_cost: 0.0014 ips: 6.8333 images/s [04/01 06:31:29] ppdet.engine INFO: Epoch: [52] [5800/7329] learning_rate: 0.000100 loss_class: 0.622584 loss_bbox: 0.150191 loss_giou: 0.388068 loss_class_aux: 3.885673 loss_bbox_aux: 0.964965 loss_giou_aux: 2.388412 loss_class_dn: 0.347327 loss_bbox_dn: 0.147981 loss_giou_dn: 0.360876 loss_class_aux_dn: 1.856099 loss_bbox_aux_dn: 0.873824 loss_giou_aux_dn: 2.058921 loss: 14.690542 eta: 21:27:33 batch_cost: 0.5831 data_cost: 0.0012 ips: 6.8595 images/s [04/01 06:32:33] ppdet.engine INFO: Epoch: [52] [5900/7329] learning_rate: 0.000100 loss_class: 0.571267 loss_bbox: 0.140466 loss_giou: 0.414097 loss_class_aux: 3.676326 loss_bbox_aux: 0.913798 loss_giou_aux: 2.609852 loss_class_dn: 0.336921 loss_bbox_dn: 0.143177 loss_giou_dn: 0.358619 loss_class_aux_dn: 1.813028 loss_bbox_aux_dn: 0.848032 loss_giou_aux_dn: 2.019620 loss: 13.915434 eta: 21:26:39 batch_cost: 0.5802 data_cost: 0.0012 ips: 6.8939 images/s [04/01 06:33:32] ppdet.engine INFO: Epoch: [52] [6000/7329] learning_rate: 0.000100 loss_class: 0.544587 loss_bbox: 0.145939 loss_giou: 0.363641 loss_class_aux: 3.490224 loss_bbox_aux: 0.944281 loss_giou_aux: 2.261960 loss_class_dn: 0.316612 loss_bbox_dn: 0.143953 loss_giou_dn: 0.350232 loss_class_aux_dn: 1.744810 loss_bbox_aux_dn: 0.875326 loss_giou_aux_dn: 1.965873 loss: 14.595300 eta: 21:25:43 batch_cost: 0.5296 data_cost: 0.0015 ips: 7.5528 images/s [04/01 06:34:30] ppdet.engine INFO: Epoch: [52] [6100/7329] learning_rate: 0.000100 loss_class: 0.546024 loss_bbox: 0.141984 loss_giou: 0.364118 loss_class_aux: 3.505231 loss_bbox_aux: 0.974724 loss_giou_aux: 2.406985 loss_class_dn: 0.320950 loss_bbox_dn: 0.154664 loss_giou_dn: 0.354603 loss_class_aux_dn: 1.737837 loss_bbox_aux_dn: 0.985849 loss_giou_aux_dn: 1.965218 loss: 13.769900 eta: 21:24:47 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6375 images/s [04/01 06:35:32] ppdet.engine INFO: Epoch: [52] [6200/7329] learning_rate: 0.000100 loss_class: 0.486325 loss_bbox: 0.125009 loss_giou: 0.364731 loss_class_aux: 3.147065 loss_bbox_aux: 0.825382 loss_giou_aux: 2.310367 loss_class_dn: 0.315048 loss_bbox_dn: 0.136204 loss_giou_dn: 0.337269 loss_class_aux_dn: 1.704440 loss_bbox_aux_dn: 0.812448 loss_giou_aux_dn: 1.941574 loss: 12.455997 eta: 21:23:53 batch_cost: 0.5619 data_cost: 0.0013 ips: 7.1191 images/s [04/01 06:36:32] ppdet.engine INFO: Epoch: [52] [6300/7329] learning_rate: 0.000100 loss_class: 0.570964 loss_bbox: 0.142429 loss_giou: 0.455515 loss_class_aux: 3.820066 loss_bbox_aux: 0.916842 loss_giou_aux: 2.867570 loss_class_dn: 0.341805 loss_bbox_dn: 0.149743 loss_giou_dn: 0.410527 loss_class_aux_dn: 1.848627 loss_bbox_aux_dn: 0.888705 loss_giou_aux_dn: 2.322779 loss: 15.466566 eta: 21:22:58 batch_cost: 0.5404 data_cost: 0.0014 ips: 7.4020 images/s [04/01 06:37:30] ppdet.engine INFO: Epoch: [52] [6400/7329] learning_rate: 0.000100 loss_class: 0.531234 loss_bbox: 0.116173 loss_giou: 0.288917 loss_class_aux: 3.477802 loss_bbox_aux: 0.794994 loss_giou_aux: 1.908721 loss_class_dn: 0.308085 loss_bbox_dn: 0.124350 loss_giou_dn: 0.301048 loss_class_aux_dn: 1.704401 loss_bbox_aux_dn: 0.758248 loss_giou_aux_dn: 1.736803 loss: 12.350441 eta: 21:22:02 batch_cost: 0.5273 data_cost: 0.0012 ips: 7.5862 images/s [04/01 06:38:32] ppdet.engine INFO: Epoch: [52] [6500/7329] learning_rate: 0.000100 loss_class: 0.566770 loss_bbox: 0.132318 loss_giou: 0.374265 loss_class_aux: 3.716352 loss_bbox_aux: 0.866852 loss_giou_aux: 2.362664 loss_class_dn: 0.332668 loss_bbox_dn: 0.138867 loss_giou_dn: 0.352845 loss_class_aux_dn: 1.793839 loss_bbox_aux_dn: 0.851617 loss_giou_aux_dn: 1.985643 loss: 13.982237 eta: 21:21:07 batch_cost: 0.5463 data_cost: 0.0013 ips: 7.3219 images/s [04/01 06:39:31] ppdet.engine INFO: Epoch: [52] [6600/7329] learning_rate: 0.000100 loss_class: 0.543307 loss_bbox: 0.127918 loss_giou: 0.389774 loss_class_aux: 3.471823 loss_bbox_aux: 0.875433 loss_giou_aux: 2.425692 loss_class_dn: 0.309741 loss_bbox_dn: 0.130399 loss_giou_dn: 0.340770 loss_class_aux_dn: 1.640712 loss_bbox_aux_dn: 0.794061 loss_giou_aux_dn: 1.901798 loss: 13.019129 eta: 21:20:12 batch_cost: 0.5446 data_cost: 0.0012 ips: 7.3443 images/s [04/01 06:40:28] ppdet.engine INFO: Epoch: [52] [6700/7329] learning_rate: 0.000100 loss_class: 0.570324 loss_bbox: 0.143783 loss_giou: 0.430868 loss_class_aux: 3.621697 loss_bbox_aux: 0.895449 loss_giou_aux: 2.792841 loss_class_dn: 0.348942 loss_bbox_dn: 0.142861 loss_giou_dn: 0.378828 loss_class_aux_dn: 1.897175 loss_bbox_aux_dn: 0.840995 loss_giou_aux_dn: 2.068108 loss: 14.660388 eta: 21:19:16 batch_cost: 0.5095 data_cost: 0.0012 ips: 7.8502 images/s [04/01 06:41:28] ppdet.engine INFO: Epoch: [52] [6800/7329] learning_rate: 0.000100 loss_class: 0.567975 loss_bbox: 0.122792 loss_giou: 0.403200 loss_class_aux: 3.622669 loss_bbox_aux: 0.849672 loss_giou_aux: 2.533136 loss_class_dn: 0.349663 loss_bbox_dn: 0.122358 loss_giou_dn: 0.373396 loss_class_aux_dn: 1.883199 loss_bbox_aux_dn: 0.731666 loss_giou_aux_dn: 2.134044 loss: 14.353751 eta: 21:18:21 batch_cost: 0.5392 data_cost: 0.0013 ips: 7.4188 images/s [04/01 06:42:31] ppdet.engine INFO: Epoch: [52] [6900/7329] learning_rate: 0.000100 loss_class: 0.551860 loss_bbox: 0.131669 loss_giou: 0.413780 loss_class_aux: 3.536242 loss_bbox_aux: 0.879811 loss_giou_aux: 2.653980 loss_class_dn: 0.325776 loss_bbox_dn: 0.128551 loss_giou_dn: 0.350861 loss_class_aux_dn: 1.744555 loss_bbox_aux_dn: 0.759184 loss_giou_aux_dn: 1.981799 loss: 13.822236 eta: 21:17:27 batch_cost: 0.5780 data_cost: 0.0011 ips: 6.9201 images/s [04/01 06:43:30] ppdet.engine INFO: Epoch: [52] [7000/7329] learning_rate: 0.000100 loss_class: 0.481223 loss_bbox: 0.118144 loss_giou: 0.320828 loss_class_aux: 3.213998 loss_bbox_aux: 0.794669 loss_giou_aux: 2.034827 loss_class_dn: 0.283451 loss_bbox_dn: 0.129047 loss_giou_dn: 0.303416 loss_class_aux_dn: 1.504732 loss_bbox_aux_dn: 0.797939 loss_giou_aux_dn: 1.717878 loss: 11.657179 eta: 21:16:32 batch_cost: 0.5361 data_cost: 0.0012 ips: 7.4618 images/s [04/01 06:44:29] ppdet.engine INFO: Epoch: [52] [7100/7329] learning_rate: 0.000100 loss_class: 0.499732 loss_bbox: 0.122096 loss_giou: 0.292437 loss_class_aux: 3.153749 loss_bbox_aux: 0.824626 loss_giou_aux: 1.890182 loss_class_dn: 0.283175 loss_bbox_dn: 0.123475 loss_giou_dn: 0.262675 loss_class_aux_dn: 1.538734 loss_bbox_aux_dn: 0.762333 loss_giou_aux_dn: 1.487112 loss: 12.087646 eta: 21:15:36 batch_cost: 0.5322 data_cost: 0.0013 ips: 7.5160 images/s [04/01 06:45:33] ppdet.engine INFO: Epoch: [52] [7200/7329] learning_rate: 0.000100 loss_class: 0.565445 loss_bbox: 0.124504 loss_giou: 0.349966 loss_class_aux: 3.609462 loss_bbox_aux: 0.820282 loss_giou_aux: 2.256513 loss_class_dn: 0.309839 loss_bbox_dn: 0.123575 loss_giou_dn: 0.328320 loss_class_aux_dn: 1.694255 loss_bbox_aux_dn: 0.771515 loss_giou_aux_dn: 1.875983 loss: 13.083972 eta: 21:14:43 batch_cost: 0.5888 data_cost: 0.0012 ips: 6.7931 images/s [04/01 06:46:36] ppdet.engine INFO: Epoch: [52] [7300/7329] learning_rate: 0.000100 loss_class: 0.508925 loss_bbox: 0.126255 loss_giou: 0.388537 loss_class_aux: 3.396824 loss_bbox_aux: 0.829713 loss_giou_aux: 2.408267 loss_class_dn: 0.310760 loss_bbox_dn: 0.133221 loss_giou_dn: 0.364319 loss_class_aux_dn: 1.682491 loss_bbox_aux_dn: 0.795807 loss_giou_aux_dn: 2.059155 loss: 13.264042 eta: 21:13:48 batch_cost: 0.5630 data_cost: 0.0014 ips: 7.1044 images/s [04/01 06:47:02] ppdet.engine INFO: Eval iter: 0 [04/01 06:47:32] ppdet.engine INFO: Eval iter: 100 [04/01 06:48:00] ppdet.engine INFO: Eval iter: 200 [04/01 06:48:28] ppdet.engine INFO: Eval iter: 300 [04/01 06:48:56] ppdet.engine INFO: Eval iter: 400 [04/01 06:49:26] ppdet.engine INFO: Eval iter: 500 [04/01 06:49:55] ppdet.engine INFO: Eval iter: 600 [04/01 06:50:25] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/01 06:50:26] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.56s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.52s). Accumulating evaluation results... DONE (t=31.94s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 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 ] = 0.697 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 ] = 0.653 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 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/01 06:53:17] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.69877660742881 [04/01 06:53:17] ppdet.engine INFO: Best test bbox ap is 0.526. [04/01 06:53:21] ppdet.engine INFO: Epoch: [53] [ 0/7329] learning_rate: 0.000100 loss_class: 0.503029 loss_bbox: 0.126843 loss_giou: 0.388554 loss_class_aux: 3.236821 loss_bbox_aux: 0.837037 loss_giou_aux: 2.423306 loss_class_dn: 0.307623 loss_bbox_dn: 0.125570 loss_giou_dn: 0.363630 loss_class_aux_dn: 1.633532 loss_bbox_aux_dn: 0.776951 loss_giou_aux_dn: 1.991304 loss: 13.027920 eta: 21:13:34 batch_cost: 0.5863 data_cost: 0.0017 ips: 6.8222 images/s [04/01 06:54:22] ppdet.engine INFO: Epoch: [53] [ 100/7329] learning_rate: 0.000100 loss_class: 0.555973 loss_bbox: 0.118125 loss_giou: 0.396375 loss_class_aux: 3.516107 loss_bbox_aux: 0.808488 loss_giou_aux: 2.622458 loss_class_dn: 0.316291 loss_bbox_dn: 0.127163 loss_giou_dn: 0.373532 loss_class_aux_dn: 1.734075 loss_bbox_aux_dn: 0.773024 loss_giou_aux_dn: 2.074535 loss: 13.970901 eta: 21:12:39 batch_cost: 0.5507 data_cost: 0.0013 ips: 7.2629 images/s [04/01 06:55:18] ppdet.engine INFO: Epoch: [53] [ 200/7329] learning_rate: 0.000100 loss_class: 0.559047 loss_bbox: 0.137747 loss_giou: 0.402187 loss_class_aux: 3.534433 loss_bbox_aux: 0.879027 loss_giou_aux: 2.437495 loss_class_dn: 0.306537 loss_bbox_dn: 0.134478 loss_giou_dn: 0.359618 loss_class_aux_dn: 1.685572 loss_bbox_aux_dn: 0.810770 loss_giou_aux_dn: 1.960331 loss: 12.918403 eta: 21:11:43 batch_cost: 0.5146 data_cost: 0.0013 ips: 7.7734 images/s [04/01 06:56:25] ppdet.engine INFO: Epoch: [53] [ 300/7329] learning_rate: 0.000100 loss_class: 0.579952 loss_bbox: 0.134819 loss_giou: 0.363263 loss_class_aux: 3.687226 loss_bbox_aux: 0.885857 loss_giou_aux: 2.200325 loss_class_dn: 0.316699 loss_bbox_dn: 0.152317 loss_giou_dn: 0.325362 loss_class_aux_dn: 1.727907 loss_bbox_aux_dn: 0.937746 loss_giou_aux_dn: 1.834440 loss: 13.329171 eta: 21:10:50 batch_cost: 0.6130 data_cost: 0.0012 ips: 6.5248 images/s [04/01 06:57:28] ppdet.engine INFO: Epoch: [53] [ 400/7329] learning_rate: 0.000100 loss_class: 0.539154 loss_bbox: 0.130182 loss_giou: 0.376145 loss_class_aux: 3.520497 loss_bbox_aux: 0.918545 loss_giou_aux: 2.378216 loss_class_dn: 0.317540 loss_bbox_dn: 0.146362 loss_giou_dn: 0.356175 loss_class_aux_dn: 1.730915 loss_bbox_aux_dn: 0.876721 loss_giou_aux_dn: 2.054391 loss: 14.311163 eta: 21:09:56 batch_cost: 0.5727 data_cost: 0.0013 ips: 6.9843 images/s [04/01 06:58:31] ppdet.engine INFO: Epoch: [53] [ 500/7329] learning_rate: 0.000100 loss_class: 0.543034 loss_bbox: 0.128832 loss_giou: 0.343522 loss_class_aux: 3.455305 loss_bbox_aux: 0.836010 loss_giou_aux: 2.225264 loss_class_dn: 0.308592 loss_bbox_dn: 0.122679 loss_giou_dn: 0.326871 loss_class_aux_dn: 1.682507 loss_bbox_aux_dn: 0.747646 loss_giou_aux_dn: 1.849419 loss: 12.914585 eta: 21:09:02 batch_cost: 0.5657 data_cost: 0.0013 ips: 7.0711 images/s [04/01 06:59:32] ppdet.engine INFO: Epoch: [53] [ 600/7329] learning_rate: 0.000100 loss_class: 0.529898 loss_bbox: 0.134444 loss_giou: 0.365268 loss_class_aux: 3.271446 loss_bbox_aux: 0.893588 loss_giou_aux: 2.358322 loss_class_dn: 0.304577 loss_bbox_dn: 0.135592 loss_giou_dn: 0.333861 loss_class_aux_dn: 1.640226 loss_bbox_aux_dn: 0.799017 loss_giou_aux_dn: 1.880498 loss: 12.846616 eta: 21:08:07 batch_cost: 0.5562 data_cost: 0.0012 ips: 7.1920 images/s [04/01 07:00:33] ppdet.engine INFO: Epoch: [53] [ 700/7329] learning_rate: 0.000100 loss_class: 0.579863 loss_bbox: 0.134309 loss_giou: 0.349562 loss_class_aux: 3.823508 loss_bbox_aux: 0.936532 loss_giou_aux: 2.308289 loss_class_dn: 0.323727 loss_bbox_dn: 0.139614 loss_giou_dn: 0.353593 loss_class_aux_dn: 1.740998 loss_bbox_aux_dn: 0.820274 loss_giou_aux_dn: 1.990397 loss: 14.051332 eta: 21:07:12 batch_cost: 0.5508 data_cost: 0.0013 ips: 7.2616 images/s [04/01 07:01:33] ppdet.engine INFO: Epoch: [53] [ 800/7329] learning_rate: 0.000100 loss_class: 0.576145 loss_bbox: 0.129751 loss_giou: 0.364158 loss_class_aux: 3.643251 loss_bbox_aux: 0.838717 loss_giou_aux: 2.339092 loss_class_dn: 0.301285 loss_bbox_dn: 0.143704 loss_giou_dn: 0.350967 loss_class_aux_dn: 1.614921 loss_bbox_aux_dn: 0.843098 loss_giou_aux_dn: 1.934261 loss: 13.575072 eta: 21:06:17 batch_cost: 0.5397 data_cost: 0.0014 ips: 7.4116 images/s [04/01 07:02:32] ppdet.engine INFO: Epoch: [53] [ 900/7329] learning_rate: 0.000100 loss_class: 0.496790 loss_bbox: 0.129200 loss_giou: 0.325245 loss_class_aux: 3.202028 loss_bbox_aux: 0.862329 loss_giou_aux: 2.088096 loss_class_dn: 0.274786 loss_bbox_dn: 0.129249 loss_giou_dn: 0.299005 loss_class_aux_dn: 1.548504 loss_bbox_aux_dn: 0.762701 loss_giou_aux_dn: 1.750664 loss: 12.219318 eta: 21:05:22 batch_cost: 0.5342 data_cost: 0.0013 ips: 7.4874 images/s [04/01 07:03:37] ppdet.engine INFO: Epoch: [53] [1000/7329] learning_rate: 0.000100 loss_class: 0.567795 loss_bbox: 0.136731 loss_giou: 0.363720 loss_class_aux: 3.616514 loss_bbox_aux: 0.925011 loss_giou_aux: 2.264398 loss_class_dn: 0.313099 loss_bbox_dn: 0.148120 loss_giou_dn: 0.327722 loss_class_aux_dn: 1.673061 loss_bbox_aux_dn: 0.831839 loss_giou_aux_dn: 1.822780 loss: 13.048398 eta: 21:04:28 batch_cost: 0.5882 data_cost: 0.0015 ips: 6.8007 images/s [04/01 07:04:35] ppdet.engine INFO: Epoch: [53] [1100/7329] learning_rate: 0.000100 loss_class: 0.563905 loss_bbox: 0.136562 loss_giou: 0.369335 loss_class_aux: 3.678070 loss_bbox_aux: 0.896863 loss_giou_aux: 2.341459 loss_class_dn: 0.309240 loss_bbox_dn: 0.149010 loss_giou_dn: 0.349080 loss_class_aux_dn: 1.746202 loss_bbox_aux_dn: 0.907377 loss_giou_aux_dn: 1.956529 loss: 13.038618 eta: 21:03:33 batch_cost: 0.5255 data_cost: 0.0013 ips: 7.6119 images/s [04/01 07:05:32] ppdet.engine INFO: Epoch: [53] [1200/7329] learning_rate: 0.000100 loss_class: 0.600791 loss_bbox: 0.142113 loss_giou: 0.469479 loss_class_aux: 3.753537 loss_bbox_aux: 0.891614 loss_giou_aux: 2.844422 loss_class_dn: 0.359895 loss_bbox_dn: 0.147238 loss_giou_dn: 0.406438 loss_class_aux_dn: 1.890291 loss_bbox_aux_dn: 0.866054 loss_giou_aux_dn: 2.278553 loss: 15.359745 eta: 21:02:37 batch_cost: 0.5169 data_cost: 0.0013 ips: 7.7384 images/s [04/01 07:06:28] ppdet.engine INFO: Epoch: [53] [1300/7329] learning_rate: 0.000100 loss_class: 0.549291 loss_bbox: 0.136699 loss_giou: 0.342171 loss_class_aux: 3.530278 loss_bbox_aux: 0.892886 loss_giou_aux: 2.157922 loss_class_dn: 0.319580 loss_bbox_dn: 0.129298 loss_giou_dn: 0.325980 loss_class_aux_dn: 1.731695 loss_bbox_aux_dn: 0.760597 loss_giou_aux_dn: 1.836957 loss: 13.670916 eta: 21:01:40 batch_cost: 0.5081 data_cost: 0.0013 ips: 7.8721 images/s [04/01 07:07:26] ppdet.engine INFO: Epoch: [53] [1400/7329] learning_rate: 0.000100 loss_class: 0.523673 loss_bbox: 0.124662 loss_giou: 0.335020 loss_class_aux: 3.273431 loss_bbox_aux: 0.796974 loss_giou_aux: 2.056746 loss_class_dn: 0.289577 loss_bbox_dn: 0.136031 loss_giou_dn: 0.323143 loss_class_aux_dn: 1.562741 loss_bbox_aux_dn: 0.824579 loss_giou_aux_dn: 1.793999 loss: 12.412582 eta: 21:00:44 batch_cost: 0.5169 data_cost: 0.0013 ips: 7.7381 images/s [04/01 07:08:29] ppdet.engine INFO: Epoch: [53] [1500/7329] learning_rate: 0.000100 loss_class: 0.527218 loss_bbox: 0.123894 loss_giou: 0.395201 loss_class_aux: 3.259320 loss_bbox_aux: 0.839668 loss_giou_aux: 2.513516 loss_class_dn: 0.313557 loss_bbox_dn: 0.122555 loss_giou_dn: 0.357393 loss_class_aux_dn: 1.659123 loss_bbox_aux_dn: 0.722960 loss_giou_aux_dn: 1.971717 loss: 13.426641 eta: 20:59:50 batch_cost: 0.5758 data_cost: 0.0013 ips: 6.9470 images/s [04/01 07:09:30] ppdet.engine INFO: Epoch: [53] [1600/7329] learning_rate: 0.000100 loss_class: 0.561861 loss_bbox: 0.134313 loss_giou: 0.405665 loss_class_aux: 3.444482 loss_bbox_aux: 0.843713 loss_giou_aux: 2.523230 loss_class_dn: 0.315509 loss_bbox_dn: 0.135070 loss_giou_dn: 0.330934 loss_class_aux_dn: 1.690351 loss_bbox_aux_dn: 0.811456 loss_giou_aux_dn: 1.928905 loss: 13.348031 eta: 20:58:56 batch_cost: 0.5603 data_cost: 0.0013 ips: 7.1392 images/s [04/01 07:10:26] ppdet.engine INFO: Epoch: [53] [1700/7329] learning_rate: 0.000100 loss_class: 0.537506 loss_bbox: 0.139579 loss_giou: 0.350499 loss_class_aux: 3.476458 loss_bbox_aux: 0.865861 loss_giou_aux: 2.206499 loss_class_dn: 0.308155 loss_bbox_dn: 0.138946 loss_giou_dn: 0.323407 loss_class_aux_dn: 1.682637 loss_bbox_aux_dn: 0.807917 loss_giou_aux_dn: 1.831885 loss: 13.170422 eta: 20:58:00 batch_cost: 0.5082 data_cost: 0.0013 ips: 7.8717 images/s [04/01 07:11:26] ppdet.engine INFO: Epoch: [53] [1800/7329] learning_rate: 0.000100 loss_class: 0.618591 loss_bbox: 0.145572 loss_giou: 0.400180 loss_class_aux: 3.884437 loss_bbox_aux: 0.955700 loss_giou_aux: 2.553702 loss_class_dn: 0.350906 loss_bbox_dn: 0.148479 loss_giou_dn: 0.375101 loss_class_aux_dn: 1.885977 loss_bbox_aux_dn: 0.892037 loss_giou_aux_dn: 2.060429 loss: 15.363336 eta: 20:57:04 batch_cost: 0.5408 data_cost: 0.0012 ips: 7.3961 images/s [04/01 07:12:28] ppdet.engine INFO: Epoch: [53] [1900/7329] learning_rate: 0.000100 loss_class: 0.614344 loss_bbox: 0.139241 loss_giou: 0.382148 loss_class_aux: 3.887423 loss_bbox_aux: 0.884575 loss_giou_aux: 2.361343 loss_class_dn: 0.341565 loss_bbox_dn: 0.144479 loss_giou_dn: 0.330634 loss_class_aux_dn: 1.841336 loss_bbox_aux_dn: 0.883548 loss_giou_aux_dn: 1.901730 loss: 14.499409 eta: 20:56:10 batch_cost: 0.5697 data_cost: 0.0014 ips: 7.0217 images/s [04/01 07:13:25] ppdet.engine INFO: Epoch: [53] [2000/7329] learning_rate: 0.000100 loss_class: 0.571453 loss_bbox: 0.138661 loss_giou: 0.381096 loss_class_aux: 3.595036 loss_bbox_aux: 0.894555 loss_giou_aux: 2.451495 loss_class_dn: 0.321564 loss_bbox_dn: 0.138966 loss_giou_dn: 0.364903 loss_class_aux_dn: 1.798764 loss_bbox_aux_dn: 0.858909 loss_giou_aux_dn: 2.078071 loss: 13.248964 eta: 20:55:14 batch_cost: 0.5125 data_cost: 0.0012 ips: 7.8055 images/s [04/01 07:14:26] ppdet.engine INFO: Epoch: [53] [2100/7329] learning_rate: 0.000100 loss_class: 0.570143 loss_bbox: 0.140460 loss_giou: 0.350189 loss_class_aux: 3.706615 loss_bbox_aux: 0.919016 loss_giou_aux: 2.175924 loss_class_dn: 0.331300 loss_bbox_dn: 0.142036 loss_giou_dn: 0.339677 loss_class_aux_dn: 1.801752 loss_bbox_aux_dn: 0.855148 loss_giou_aux_dn: 1.939234 loss: 13.595978 eta: 20:54:20 batch_cost: 0.5571 data_cost: 0.0013 ips: 7.1805 images/s [04/01 07:15:27] ppdet.engine INFO: Epoch: [53] [2200/7329] learning_rate: 0.000100 loss_class: 0.583070 loss_bbox: 0.131876 loss_giou: 0.380186 loss_class_aux: 3.650032 loss_bbox_aux: 0.887734 loss_giou_aux: 2.411308 loss_class_dn: 0.326015 loss_bbox_dn: 0.125257 loss_giou_dn: 0.351781 loss_class_aux_dn: 1.745831 loss_bbox_aux_dn: 0.762129 loss_giou_aux_dn: 2.059816 loss: 13.686295 eta: 20:53:25 batch_cost: 0.5572 data_cost: 0.0012 ips: 7.1788 images/s [04/01 07:16:24] ppdet.engine INFO: Epoch: [53] [2300/7329] learning_rate: 0.000100 loss_class: 0.530298 loss_bbox: 0.125576 loss_giou: 0.343275 loss_class_aux: 3.437413 loss_bbox_aux: 0.813074 loss_giou_aux: 2.163462 loss_class_dn: 0.292793 loss_bbox_dn: 0.126529 loss_giou_dn: 0.353439 loss_class_aux_dn: 1.586916 loss_bbox_aux_dn: 0.774513 loss_giou_aux_dn: 1.953174 loss: 13.197592 eta: 20:52:29 batch_cost: 0.5107 data_cost: 0.0013 ips: 7.8323 images/s [04/01 07:17:20] ppdet.engine INFO: Epoch: [53] [2400/7329] learning_rate: 0.000100 loss_class: 0.562321 loss_bbox: 0.126610 loss_giou: 0.323676 loss_class_aux: 3.563688 loss_bbox_aux: 0.888029 loss_giou_aux: 2.156801 loss_class_dn: 0.310445 loss_bbox_dn: 0.130916 loss_giou_dn: 0.309142 loss_class_aux_dn: 1.692001 loss_bbox_aux_dn: 0.811528 loss_giou_aux_dn: 1.801403 loss: 13.048361 eta: 20:51:33 batch_cost: 0.5107 data_cost: 0.0012 ips: 7.8321 images/s [04/01 07:18:23] ppdet.engine INFO: Epoch: [53] [2500/7329] learning_rate: 0.000100 loss_class: 0.599046 loss_bbox: 0.133439 loss_giou: 0.373740 loss_class_aux: 3.671653 loss_bbox_aux: 0.894154 loss_giou_aux: 2.329477 loss_class_dn: 0.343671 loss_bbox_dn: 0.142068 loss_giou_dn: 0.352276 loss_class_aux_dn: 1.906636 loss_bbox_aux_dn: 0.825330 loss_giou_aux_dn: 1.993497 loss: 14.605910 eta: 20:50:38 batch_cost: 0.5687 data_cost: 0.0012 ips: 7.0331 images/s [04/01 07:19:24] ppdet.engine INFO: Epoch: [53] [2600/7329] learning_rate: 0.000100 loss_class: 0.567224 loss_bbox: 0.118837 loss_giou: 0.382159 loss_class_aux: 3.535087 loss_bbox_aux: 0.843454 loss_giou_aux: 2.391325 loss_class_dn: 0.305302 loss_bbox_dn: 0.134661 loss_giou_dn: 0.321651 loss_class_aux_dn: 1.666418 loss_bbox_aux_dn: 0.808720 loss_giou_aux_dn: 1.816962 loss: 12.530719 eta: 20:49:44 batch_cost: 0.5520 data_cost: 0.0012 ips: 7.2461 images/s [04/01 07:20:21] ppdet.engine INFO: Epoch: [53] [2700/7329] learning_rate: 0.000100 loss_class: 0.572316 loss_bbox: 0.153267 loss_giou: 0.437060 loss_class_aux: 3.657215 loss_bbox_aux: 1.002828 loss_giou_aux: 2.808090 loss_class_dn: 0.340914 loss_bbox_dn: 0.134436 loss_giou_dn: 0.398624 loss_class_aux_dn: 1.872314 loss_bbox_aux_dn: 0.815863 loss_giou_aux_dn: 2.257456 loss: 15.009257 eta: 20:48:48 batch_cost: 0.5191 data_cost: 0.0012 ips: 7.7056 images/s [04/01 07:21:24] ppdet.engine INFO: Epoch: [53] [2800/7329] learning_rate: 0.000100 loss_class: 0.555785 loss_bbox: 0.128413 loss_giou: 0.383164 loss_class_aux: 3.655984 loss_bbox_aux: 0.844743 loss_giou_aux: 2.425405 loss_class_dn: 0.335413 loss_bbox_dn: 0.144609 loss_giou_dn: 0.358003 loss_class_aux_dn: 1.823610 loss_bbox_aux_dn: 0.870854 loss_giou_aux_dn: 2.030272 loss: 13.670813 eta: 20:47:53 batch_cost: 0.5653 data_cost: 0.0015 ips: 7.0758 images/s [04/01 07:22:24] ppdet.engine INFO: Epoch: [53] [2900/7329] learning_rate: 0.000100 loss_class: 0.592038 loss_bbox: 0.144677 loss_giou: 0.404208 loss_class_aux: 3.820332 loss_bbox_aux: 0.946072 loss_giou_aux: 2.566489 loss_class_dn: 0.357054 loss_bbox_dn: 0.142130 loss_giou_dn: 0.374138 loss_class_aux_dn: 1.918659 loss_bbox_aux_dn: 0.822761 loss_giou_aux_dn: 2.047004 loss: 15.069916 eta: 20:46:58 batch_cost: 0.5444 data_cost: 0.0014 ips: 7.3470 images/s [04/01 07:23:21] ppdet.engine INFO: Epoch: [53] [3000/7329] learning_rate: 0.000100 loss_class: 0.541417 loss_bbox: 0.128779 loss_giou: 0.356186 loss_class_aux: 3.381748 loss_bbox_aux: 0.864624 loss_giou_aux: 2.246124 loss_class_dn: 0.299493 loss_bbox_dn: 0.138987 loss_giou_dn: 0.338985 loss_class_aux_dn: 1.648730 loss_bbox_aux_dn: 0.838646 loss_giou_aux_dn: 1.897736 loss: 13.109782 eta: 20:46:02 batch_cost: 0.5113 data_cost: 0.0012 ips: 7.8235 images/s [04/01 07:24:25] ppdet.engine INFO: Epoch: [53] [3100/7329] learning_rate: 0.000100 loss_class: 0.490772 loss_bbox: 0.145694 loss_giou: 0.379734 loss_class_aux: 3.205231 loss_bbox_aux: 0.911771 loss_giou_aux: 2.372478 loss_class_dn: 0.291930 loss_bbox_dn: 0.153690 loss_giou_dn: 0.326069 loss_class_aux_dn: 1.588978 loss_bbox_aux_dn: 0.910777 loss_giou_aux_dn: 1.823602 loss: 13.109752 eta: 20:45:09 batch_cost: 0.5837 data_cost: 0.0013 ips: 6.8526 images/s [04/01 07:25:30] ppdet.engine INFO: Epoch: [53] [3200/7329] learning_rate: 0.000100 loss_class: 0.502074 loss_bbox: 0.129983 loss_giou: 0.291151 loss_class_aux: 3.291641 loss_bbox_aux: 0.838045 loss_giou_aux: 1.867742 loss_class_dn: 0.288317 loss_bbox_dn: 0.135820 loss_giou_dn: 0.281594 loss_class_aux_dn: 1.556636 loss_bbox_aux_dn: 0.765463 loss_giou_aux_dn: 1.633563 loss: 11.522717 eta: 20:44:15 batch_cost: 0.5890 data_cost: 0.0019 ips: 6.7910 images/s [04/01 07:26:30] ppdet.engine INFO: Epoch: [53] [3300/7329] learning_rate: 0.000100 loss_class: 0.596970 loss_bbox: 0.142682 loss_giou: 0.363673 loss_class_aux: 3.814747 loss_bbox_aux: 0.913490 loss_giou_aux: 2.355719 loss_class_dn: 0.336347 loss_bbox_dn: 0.149577 loss_giou_dn: 0.353884 loss_class_aux_dn: 1.817325 loss_bbox_aux_dn: 0.891690 loss_giou_aux_dn: 2.012180 loss: 14.460390 eta: 20:43:20 batch_cost: 0.5388 data_cost: 0.0012 ips: 7.4233 images/s [04/01 07:27:27] ppdet.engine INFO: Epoch: [53] [3400/7329] learning_rate: 0.000100 loss_class: 0.520773 loss_bbox: 0.121374 loss_giou: 0.288203 loss_class_aux: 3.268709 loss_bbox_aux: 0.770389 loss_giou_aux: 1.889153 loss_class_dn: 0.276266 loss_bbox_dn: 0.123726 loss_giou_dn: 0.304935 loss_class_aux_dn: 1.486240 loss_bbox_aux_dn: 0.752328 loss_giou_aux_dn: 1.688460 loss: 12.024647 eta: 20:42:24 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7430 images/s [04/01 07:28:30] ppdet.engine INFO: Epoch: [53] [3500/7329] learning_rate: 0.000100 loss_class: 0.565593 loss_bbox: 0.118161 loss_giou: 0.415328 loss_class_aux: 3.519197 loss_bbox_aux: 0.793276 loss_giou_aux: 2.486899 loss_class_dn: 0.318778 loss_bbox_dn: 0.128529 loss_giou_dn: 0.351852 loss_class_aux_dn: 1.724178 loss_bbox_aux_dn: 0.764020 loss_giou_aux_dn: 1.941702 loss: 13.439034 eta: 20:41:29 batch_cost: 0.5625 data_cost: 0.0016 ips: 7.1108 images/s [04/01 07:29:27] ppdet.engine INFO: Epoch: [53] [3600/7329] learning_rate: 0.000100 loss_class: 0.569549 loss_bbox: 0.135408 loss_giou: 0.377523 loss_class_aux: 3.538790 loss_bbox_aux: 0.878920 loss_giou_aux: 2.440597 loss_class_dn: 0.338056 loss_bbox_dn: 0.136712 loss_giou_dn: 0.366057 loss_class_aux_dn: 1.828901 loss_bbox_aux_dn: 0.824529 loss_giou_aux_dn: 2.138312 loss: 13.743731 eta: 20:40:34 batch_cost: 0.5171 data_cost: 0.0013 ips: 7.7357 images/s [04/01 07:30:24] ppdet.engine INFO: Epoch: [53] [3700/7329] learning_rate: 0.000100 loss_class: 0.558118 loss_bbox: 0.151772 loss_giou: 0.436360 loss_class_aux: 3.708469 loss_bbox_aux: 0.954045 loss_giou_aux: 2.803260 loss_class_dn: 0.338162 loss_bbox_dn: 0.144478 loss_giou_dn: 0.421851 loss_class_aux_dn: 1.810988 loss_bbox_aux_dn: 0.865920 loss_giou_aux_dn: 2.365929 loss: 14.944244 eta: 20:39:38 batch_cost: 0.5166 data_cost: 0.0012 ips: 7.7434 images/s [04/01 07:31:23] ppdet.engine INFO: Epoch: [53] [3800/7329] learning_rate: 0.000100 loss_class: 0.502493 loss_bbox: 0.123865 loss_giou: 0.340364 loss_class_aux: 3.211488 loss_bbox_aux: 0.812507 loss_giou_aux: 2.127350 loss_class_dn: 0.278579 loss_bbox_dn: 0.130525 loss_giou_dn: 0.298154 loss_class_aux_dn: 1.536448 loss_bbox_aux_dn: 0.775791 loss_giou_aux_dn: 1.658570 loss: 11.945038 eta: 20:38:42 batch_cost: 0.5273 data_cost: 0.0013 ips: 7.5853 images/s [04/01 07:32:22] ppdet.engine INFO: Epoch: [53] [3900/7329] learning_rate: 0.000100 loss_class: 0.572931 loss_bbox: 0.149123 loss_giou: 0.366609 loss_class_aux: 3.614838 loss_bbox_aux: 0.984739 loss_giou_aux: 2.349846 loss_class_dn: 0.329619 loss_bbox_dn: 0.147892 loss_giou_dn: 0.346528 loss_class_aux_dn: 1.753293 loss_bbox_aux_dn: 0.905164 loss_giou_aux_dn: 1.956416 loss: 13.839661 eta: 20:37:47 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4908 images/s [04/01 07:33:25] ppdet.engine INFO: Epoch: [53] [4000/7329] learning_rate: 0.000100 loss_class: 0.507375 loss_bbox: 0.126056 loss_giou: 0.347449 loss_class_aux: 3.248857 loss_bbox_aux: 0.826340 loss_giou_aux: 2.277005 loss_class_dn: 0.322133 loss_bbox_dn: 0.122020 loss_giou_dn: 0.320531 loss_class_aux_dn: 1.741315 loss_bbox_aux_dn: 0.746220 loss_giou_aux_dn: 1.855815 loss: 13.753632 eta: 20:36:53 batch_cost: 0.5742 data_cost: 0.0014 ips: 6.9657 images/s [04/01 07:34:25] ppdet.engine INFO: Epoch: [53] [4100/7329] learning_rate: 0.000100 loss_class: 0.581200 loss_bbox: 0.127533 loss_giou: 0.439660 loss_class_aux: 3.675101 loss_bbox_aux: 0.870327 loss_giou_aux: 2.729377 loss_class_dn: 0.337754 loss_bbox_dn: 0.131699 loss_giou_dn: 0.398793 loss_class_aux_dn: 1.841906 loss_bbox_aux_dn: 0.751633 loss_giou_aux_dn: 2.213977 loss: 14.280199 eta: 20:35:57 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4903 images/s [04/01 07:35:23] ppdet.engine INFO: Epoch: [53] [4200/7329] learning_rate: 0.000100 loss_class: 0.604251 loss_bbox: 0.133650 loss_giou: 0.419477 loss_class_aux: 3.898880 loss_bbox_aux: 0.889096 loss_giou_aux: 2.640935 loss_class_dn: 0.341707 loss_bbox_dn: 0.129987 loss_giou_dn: 0.388210 loss_class_aux_dn: 1.832445 loss_bbox_aux_dn: 0.788946 loss_giou_aux_dn: 2.166809 loss: 14.540882 eta: 20:35:01 batch_cost: 0.5240 data_cost: 0.0012 ips: 7.6338 images/s [04/01 07:36:19] ppdet.engine INFO: Epoch: [53] [4300/7329] learning_rate: 0.000100 loss_class: 0.516880 loss_bbox: 0.126215 loss_giou: 0.328082 loss_class_aux: 3.271775 loss_bbox_aux: 0.853031 loss_giou_aux: 2.084765 loss_class_dn: 0.295284 loss_bbox_dn: 0.138169 loss_giou_dn: 0.293453 loss_class_aux_dn: 1.605769 loss_bbox_aux_dn: 0.844965 loss_giou_aux_dn: 1.691149 loss: 12.117575 eta: 20:34:05 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8240 images/s [04/01 07:37:28] ppdet.engine INFO: Epoch: [53] [4400/7329] learning_rate: 0.000100 loss_class: 0.606282 loss_bbox: 0.140906 loss_giou: 0.434403 loss_class_aux: 3.917859 loss_bbox_aux: 0.917578 loss_giou_aux: 2.756094 loss_class_dn: 0.353076 loss_bbox_dn: 0.151372 loss_giou_dn: 0.397665 loss_class_aux_dn: 1.892495 loss_bbox_aux_dn: 0.915478 loss_giou_aux_dn: 2.245008 loss: 14.997617 eta: 20:33:13 batch_cost: 0.6245 data_cost: 0.0014 ips: 6.4054 images/s [04/01 07:38:25] ppdet.engine INFO: Epoch: [53] [4500/7329] learning_rate: 0.000100 loss_class: 0.536628 loss_bbox: 0.134710 loss_giou: 0.385250 loss_class_aux: 3.420299 loss_bbox_aux: 0.883115 loss_giou_aux: 2.419139 loss_class_dn: 0.329613 loss_bbox_dn: 0.131577 loss_giou_dn: 0.338836 loss_class_aux_dn: 1.739807 loss_bbox_aux_dn: 0.784530 loss_giou_aux_dn: 1.902780 loss: 13.246786 eta: 20:32:17 batch_cost: 0.5154 data_cost: 0.0012 ips: 7.7608 images/s [04/01 07:39:35] ppdet.engine INFO: Epoch: [53] [4600/7329] learning_rate: 0.000100 loss_class: 0.569207 loss_bbox: 0.125892 loss_giou: 0.401005 loss_class_aux: 3.623646 loss_bbox_aux: 0.853174 loss_giou_aux: 2.503989 loss_class_dn: 0.344000 loss_bbox_dn: 0.131254 loss_giou_dn: 0.358585 loss_class_aux_dn: 1.831919 loss_bbox_aux_dn: 0.803653 loss_giou_aux_dn: 2.079070 loss: 15.015288 eta: 20:31:24 batch_cost: 0.6153 data_cost: 0.0017 ips: 6.5012 images/s [04/01 07:40:37] ppdet.engine INFO: Epoch: [53] [4700/7329] learning_rate: 0.000100 loss_class: 0.532792 loss_bbox: 0.123184 loss_giou: 0.361107 loss_class_aux: 3.344642 loss_bbox_aux: 0.842905 loss_giou_aux: 2.246900 loss_class_dn: 0.303814 loss_bbox_dn: 0.125977 loss_giou_dn: 0.316366 loss_class_aux_dn: 1.628390 loss_bbox_aux_dn: 0.772515 loss_giou_aux_dn: 1.839529 loss: 12.573097 eta: 20:30:30 batch_cost: 0.5650 data_cost: 0.0012 ips: 7.0796 images/s [04/01 07:41:37] ppdet.engine INFO: Epoch: [53] [4800/7329] learning_rate: 0.000100 loss_class: 0.514938 loss_bbox: 0.131066 loss_giou: 0.310886 loss_class_aux: 3.311618 loss_bbox_aux: 0.855534 loss_giou_aux: 1.967093 loss_class_dn: 0.280055 loss_bbox_dn: 0.133300 loss_giou_dn: 0.284536 loss_class_aux_dn: 1.525923 loss_bbox_aux_dn: 0.841016 loss_giou_aux_dn: 1.654341 loss: 12.280102 eta: 20:29:35 batch_cost: 0.5383 data_cost: 0.0012 ips: 7.4301 images/s [04/01 07:42:36] ppdet.engine INFO: Epoch: [53] [4900/7329] learning_rate: 0.000100 loss_class: 0.607347 loss_bbox: 0.140333 loss_giou: 0.435147 loss_class_aux: 3.937180 loss_bbox_aux: 0.929174 loss_giou_aux: 2.896779 loss_class_dn: 0.352091 loss_bbox_dn: 0.145279 loss_giou_dn: 0.391174 loss_class_aux_dn: 1.845229 loss_bbox_aux_dn: 0.856511 loss_giou_aux_dn: 2.212322 loss: 15.392677 eta: 20:28:40 batch_cost: 0.5356 data_cost: 0.0014 ips: 7.4682 images/s [04/01 07:43:37] ppdet.engine INFO: Epoch: [53] [5000/7329] learning_rate: 0.000100 loss_class: 0.538762 loss_bbox: 0.115363 loss_giou: 0.358353 loss_class_aux: 3.318639 loss_bbox_aux: 0.784932 loss_giou_aux: 2.325258 loss_class_dn: 0.317221 loss_bbox_dn: 0.121847 loss_giou_dn: 0.335965 loss_class_aux_dn: 1.712822 loss_bbox_aux_dn: 0.729781 loss_giou_aux_dn: 1.962306 loss: 13.969852 eta: 20:27:45 batch_cost: 0.5581 data_cost: 0.0012 ips: 7.1678 images/s [04/01 07:44:36] ppdet.engine INFO: Epoch: [53] [5100/7329] learning_rate: 0.000100 loss_class: 0.577781 loss_bbox: 0.119033 loss_giou: 0.355557 loss_class_aux: 3.640193 loss_bbox_aux: 0.840666 loss_giou_aux: 2.179554 loss_class_dn: 0.310667 loss_bbox_dn: 0.130443 loss_giou_dn: 0.331641 loss_class_aux_dn: 1.694809 loss_bbox_aux_dn: 0.783872 loss_giou_aux_dn: 1.840380 loss: 12.852827 eta: 20:26:50 batch_cost: 0.5334 data_cost: 0.0014 ips: 7.4990 images/s [04/01 07:45:32] ppdet.engine INFO: Epoch: [53] [5200/7329] learning_rate: 0.000100 loss_class: 0.524703 loss_bbox: 0.121319 loss_giou: 0.336558 loss_class_aux: 3.191019 loss_bbox_aux: 0.795575 loss_giou_aux: 2.218075 loss_class_dn: 0.300840 loss_bbox_dn: 0.123593 loss_giou_dn: 0.314456 loss_class_aux_dn: 1.614661 loss_bbox_aux_dn: 0.745554 loss_giou_aux_dn: 1.784784 loss: 11.717631 eta: 20:25:53 batch_cost: 0.5095 data_cost: 0.0012 ips: 7.8511 images/s [04/01 07:46:38] ppdet.engine INFO: Epoch: [53] [5300/7329] learning_rate: 0.000100 loss_class: 0.626891 loss_bbox: 0.148167 loss_giou: 0.366894 loss_class_aux: 3.972816 loss_bbox_aux: 1.002869 loss_giou_aux: 2.398598 loss_class_dn: 0.350555 loss_bbox_dn: 0.160086 loss_giou_dn: 0.345852 loss_class_aux_dn: 1.919962 loss_bbox_aux_dn: 0.962852 loss_giou_aux_dn: 2.012293 loss: 14.778549 eta: 20:25:00 batch_cost: 0.5916 data_cost: 0.0017 ips: 6.7612 images/s [04/01 07:47:37] ppdet.engine INFO: Epoch: [53] [5400/7329] learning_rate: 0.000100 loss_class: 0.610075 loss_bbox: 0.134480 loss_giou: 0.390486 loss_class_aux: 3.714800 loss_bbox_aux: 0.909245 loss_giou_aux: 2.543906 loss_class_dn: 0.346007 loss_bbox_dn: 0.140756 loss_giou_dn: 0.374803 loss_class_aux_dn: 1.813202 loss_bbox_aux_dn: 0.852901 loss_giou_aux_dn: 2.102864 loss: 14.922939 eta: 20:24:04 batch_cost: 0.5287 data_cost: 0.0013 ips: 7.5657 images/s [04/01 07:48:41] ppdet.engine INFO: Epoch: [53] [5500/7329] learning_rate: 0.000100 loss_class: 0.640904 loss_bbox: 0.142739 loss_giou: 0.354958 loss_class_aux: 4.197961 loss_bbox_aux: 0.950694 loss_giou_aux: 2.388856 loss_class_dn: 0.342371 loss_bbox_dn: 0.153115 loss_giou_dn: 0.374869 loss_class_aux_dn: 1.851060 loss_bbox_aux_dn: 0.894542 loss_giou_aux_dn: 2.064548 loss: 14.538378 eta: 20:23:11 batch_cost: 0.5869 data_cost: 0.0012 ips: 6.8158 images/s [04/01 07:49:51] ppdet.engine INFO: Epoch: [53] [5600/7329] learning_rate: 0.000100 loss_class: 0.528597 loss_bbox: 0.119955 loss_giou: 0.328084 loss_class_aux: 3.255210 loss_bbox_aux: 0.757347 loss_giou_aux: 2.136021 loss_class_dn: 0.292984 loss_bbox_dn: 0.114989 loss_giou_dn: 0.277486 loss_class_aux_dn: 1.544996 loss_bbox_aux_dn: 0.708107 loss_giou_aux_dn: 1.564526 loss: 12.011166 eta: 20:22:18 batch_cost: 0.6180 data_cost: 0.0016 ips: 6.4728 images/s [04/01 07:50:55] ppdet.engine INFO: Epoch: [53] [5700/7329] learning_rate: 0.000100 loss_class: 0.562915 loss_bbox: 0.130932 loss_giou: 0.381719 loss_class_aux: 3.586994 loss_bbox_aux: 0.849120 loss_giou_aux: 2.408905 loss_class_dn: 0.336914 loss_bbox_dn: 0.119093 loss_giou_dn: 0.359072 loss_class_aux_dn: 1.812037 loss_bbox_aux_dn: 0.738188 loss_giou_aux_dn: 2.016056 loss: 14.267804 eta: 20:21:24 batch_cost: 0.5751 data_cost: 0.0014 ips: 6.9553 images/s [04/01 07:51:51] ppdet.engine INFO: Epoch: [53] [5800/7329] learning_rate: 0.000100 loss_class: 0.534077 loss_bbox: 0.114414 loss_giou: 0.358809 loss_class_aux: 3.337139 loss_bbox_aux: 0.719648 loss_giou_aux: 2.249914 loss_class_dn: 0.304470 loss_bbox_dn: 0.118754 loss_giou_dn: 0.328003 loss_class_aux_dn: 1.661867 loss_bbox_aux_dn: 0.720415 loss_giou_aux_dn: 1.833830 loss: 12.819149 eta: 20:20:28 batch_cost: 0.5053 data_cost: 0.0012 ips: 7.9161 images/s [04/01 07:52:51] ppdet.engine INFO: Epoch: [53] [5900/7329] learning_rate: 0.000100 loss_class: 0.608111 loss_bbox: 0.137734 loss_giou: 0.455126 loss_class_aux: 3.878461 loss_bbox_aux: 0.883251 loss_giou_aux: 2.845649 loss_class_dn: 0.381545 loss_bbox_dn: 0.132535 loss_giou_dn: 0.418946 loss_class_aux_dn: 2.010994 loss_bbox_aux_dn: 0.787375 loss_giou_aux_dn: 2.272616 loss: 15.551207 eta: 20:19:33 batch_cost: 0.5491 data_cost: 0.0012 ips: 7.2848 images/s [04/01 07:53:51] ppdet.engine INFO: Epoch: [53] [6000/7329] learning_rate: 0.000100 loss_class: 0.629117 loss_bbox: 0.132084 loss_giou: 0.421105 loss_class_aux: 4.071435 loss_bbox_aux: 0.894332 loss_giou_aux: 2.619823 loss_class_dn: 0.351618 loss_bbox_dn: 0.133615 loss_giou_dn: 0.376865 loss_class_aux_dn: 1.907959 loss_bbox_aux_dn: 0.819428 loss_giou_aux_dn: 2.130906 loss: 14.433281 eta: 20:18:38 batch_cost: 0.5372 data_cost: 0.0013 ips: 7.4456 images/s [04/01 07:54:50] ppdet.engine INFO: Epoch: [53] [6100/7329] learning_rate: 0.000100 loss_class: 0.542469 loss_bbox: 0.127631 loss_giou: 0.457254 loss_class_aux: 3.337239 loss_bbox_aux: 0.847875 loss_giou_aux: 2.924447 loss_class_dn: 0.320579 loss_bbox_dn: 0.135012 loss_giou_dn: 0.396694 loss_class_aux_dn: 1.774513 loss_bbox_aux_dn: 0.818046 loss_giou_aux_dn: 2.235634 loss: 14.685209 eta: 20:17:42 batch_cost: 0.5316 data_cost: 0.0012 ips: 7.5247 images/s [04/01 07:56:00] ppdet.engine INFO: Epoch: [53] [6200/7329] learning_rate: 0.000100 loss_class: 0.602388 loss_bbox: 0.134207 loss_giou: 0.403524 loss_class_aux: 3.898479 loss_bbox_aux: 0.879656 loss_giou_aux: 2.531832 loss_class_dn: 0.342733 loss_bbox_dn: 0.124251 loss_giou_dn: 0.377986 loss_class_aux_dn: 1.849678 loss_bbox_aux_dn: 0.787951 loss_giou_aux_dn: 2.021645 loss: 14.276144 eta: 20:16:51 batch_cost: 0.6446 data_cost: 0.0012 ips: 6.2055 images/s [04/01 07:57:00] ppdet.engine INFO: Epoch: [53] [6300/7329] learning_rate: 0.000100 loss_class: 0.544526 loss_bbox: 0.134736 loss_giou: 0.385028 loss_class_aux: 3.532762 loss_bbox_aux: 0.927219 loss_giou_aux: 2.454114 loss_class_dn: 0.321348 loss_bbox_dn: 0.147660 loss_giou_dn: 0.371713 loss_class_aux_dn: 1.703277 loss_bbox_aux_dn: 0.862745 loss_giou_aux_dn: 2.089492 loss: 13.729034 eta: 20:15:56 batch_cost: 0.5525 data_cost: 0.0012 ips: 7.2400 images/s [04/01 07:57:57] ppdet.engine INFO: Epoch: [53] [6400/7329] learning_rate: 0.000100 loss_class: 0.472375 loss_bbox: 0.126780 loss_giou: 0.306235 loss_class_aux: 3.384889 loss_bbox_aux: 0.804632 loss_giou_aux: 1.890378 loss_class_dn: 0.268664 loss_bbox_dn: 0.135708 loss_giou_dn: 0.280387 loss_class_aux_dn: 1.430677 loss_bbox_aux_dn: 0.804169 loss_giou_aux_dn: 1.618707 loss: 11.969673 eta: 20:15:00 batch_cost: 0.5136 data_cost: 0.0013 ips: 7.7878 images/s [04/01 07:58:57] ppdet.engine INFO: Epoch: [53] [6500/7329] learning_rate: 0.000100 loss_class: 0.609340 loss_bbox: 0.135857 loss_giou: 0.398665 loss_class_aux: 3.749471 loss_bbox_aux: 0.909632 loss_giou_aux: 2.449407 loss_class_dn: 0.341269 loss_bbox_dn: 0.144846 loss_giou_dn: 0.371895 loss_class_aux_dn: 1.822810 loss_bbox_aux_dn: 0.848377 loss_giou_aux_dn: 2.111495 loss: 14.116507 eta: 20:14:05 batch_cost: 0.5383 data_cost: 0.0013 ips: 7.4313 images/s [04/01 07:59:58] ppdet.engine INFO: Epoch: [53] [6600/7329] learning_rate: 0.000100 loss_class: 0.576408 loss_bbox: 0.116342 loss_giou: 0.361158 loss_class_aux: 3.516406 loss_bbox_aux: 0.821537 loss_giou_aux: 2.368574 loss_class_dn: 0.308785 loss_bbox_dn: 0.136260 loss_giou_dn: 0.330851 loss_class_aux_dn: 1.694358 loss_bbox_aux_dn: 0.785609 loss_giou_aux_dn: 1.888615 loss: 13.807591 eta: 20:13:10 batch_cost: 0.5469 data_cost: 0.0013 ips: 7.3137 images/s [04/01 08:00:56] ppdet.engine INFO: Epoch: [53] [6700/7329] learning_rate: 0.000100 loss_class: 0.604218 loss_bbox: 0.138477 loss_giou: 0.408067 loss_class_aux: 3.884946 loss_bbox_aux: 0.876452 loss_giou_aux: 2.573511 loss_class_dn: 0.337395 loss_bbox_dn: 0.128394 loss_giou_dn: 0.369916 loss_class_aux_dn: 1.843428 loss_bbox_aux_dn: 0.793695 loss_giou_aux_dn: 2.060564 loss: 14.437355 eta: 20:12:14 batch_cost: 0.5220 data_cost: 0.0012 ips: 7.6635 images/s [04/01 08:01:56] ppdet.engine INFO: Epoch: [53] [6800/7329] learning_rate: 0.000100 loss_class: 0.592011 loss_bbox: 0.147846 loss_giou: 0.383275 loss_class_aux: 3.770367 loss_bbox_aux: 1.015064 loss_giou_aux: 2.473590 loss_class_dn: 0.330077 loss_bbox_dn: 0.155106 loss_giou_dn: 0.381440 loss_class_aux_dn: 1.743899 loss_bbox_aux_dn: 0.947613 loss_giou_aux_dn: 2.153669 loss: 14.922810 eta: 20:11:19 batch_cost: 0.5497 data_cost: 0.0012 ips: 7.2764 images/s [04/01 08:02:56] ppdet.engine INFO: Epoch: [53] [6900/7329] learning_rate: 0.000100 loss_class: 0.576765 loss_bbox: 0.134268 loss_giou: 0.404149 loss_class_aux: 3.621205 loss_bbox_aux: 0.889803 loss_giou_aux: 2.522589 loss_class_dn: 0.317407 loss_bbox_dn: 0.127033 loss_giou_dn: 0.382086 loss_class_aux_dn: 1.703482 loss_bbox_aux_dn: 0.749693 loss_giou_aux_dn: 2.098901 loss: 13.801729 eta: 20:10:24 batch_cost: 0.5521 data_cost: 0.0011 ips: 7.2454 images/s [04/01 08:03:59] ppdet.engine INFO: Epoch: [53] [7000/7329] learning_rate: 0.000100 loss_class: 0.545782 loss_bbox: 0.147420 loss_giou: 0.350927 loss_class_aux: 3.504095 loss_bbox_aux: 0.949137 loss_giou_aux: 2.357738 loss_class_dn: 0.307203 loss_bbox_dn: 0.143579 loss_giou_dn: 0.344995 loss_class_aux_dn: 1.628621 loss_bbox_aux_dn: 0.842460 loss_giou_aux_dn: 1.933917 loss: 13.407743 eta: 20:09:30 batch_cost: 0.5680 data_cost: 0.0012 ips: 7.0418 images/s [04/01 08:05:07] ppdet.engine INFO: Epoch: [53] [7100/7329] learning_rate: 0.000100 loss_class: 0.559197 loss_bbox: 0.151420 loss_giou: 0.364785 loss_class_aux: 3.452781 loss_bbox_aux: 0.944232 loss_giou_aux: 2.315051 loss_class_dn: 0.325872 loss_bbox_dn: 0.148662 loss_giou_dn: 0.335254 loss_class_aux_dn: 1.747033 loss_bbox_aux_dn: 0.859740 loss_giou_aux_dn: 1.973494 loss: 13.517658 eta: 20:08:37 batch_cost: 0.6089 data_cost: 0.0016 ips: 6.5694 images/s [04/01 08:06:05] ppdet.engine INFO: Epoch: [53] [7200/7329] learning_rate: 0.000100 loss_class: 0.562158 loss_bbox: 0.129166 loss_giou: 0.334716 loss_class_aux: 3.632991 loss_bbox_aux: 0.881932 loss_giou_aux: 2.205015 loss_class_dn: 0.316044 loss_bbox_dn: 0.144805 loss_giou_dn: 0.337131 loss_class_aux_dn: 1.726968 loss_bbox_aux_dn: 0.877677 loss_giou_aux_dn: 1.905896 loss: 13.061767 eta: 20:07:42 batch_cost: 0.5198 data_cost: 0.0012 ips: 7.6952 images/s [04/01 08:07:04] ppdet.engine INFO: Epoch: [53] [7300/7329] learning_rate: 0.000100 loss_class: 0.578614 loss_bbox: 0.133988 loss_giou: 0.369801 loss_class_aux: 3.676238 loss_bbox_aux: 0.894913 loss_giou_aux: 2.336549 loss_class_dn: 0.316476 loss_bbox_dn: 0.147019 loss_giou_dn: 0.348370 loss_class_aux_dn: 1.705410 loss_bbox_aux_dn: 0.876436 loss_giou_aux_dn: 1.944375 loss: 13.448067 eta: 20:06:46 batch_cost: 0.5384 data_cost: 0.0012 ips: 7.4288 images/s [04/01 08:07:29] ppdet.engine INFO: Eval iter: 0 [04/01 08:07:57] ppdet.engine INFO: Eval iter: 100 [04/01 08:08:26] ppdet.engine INFO: Eval iter: 200 [04/01 08:08:54] ppdet.engine INFO: Eval iter: 300 [04/01 08:09:22] ppdet.engine INFO: Eval iter: 400 [04/01 08:09:50] ppdet.engine INFO: Eval iter: 500 [04/01 08:10:19] ppdet.engine INFO: Eval iter: 600 [04/01 08:10:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=2.16s) creating index... index created! [04/01 08:10:53] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.76s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.56s). Accumulating evaluation results... DONE (t=28.50s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.710 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 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 ] = 0.698 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 ] = 0.654 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 ] = 0.545 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.882 [04/01 08:13:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.03238676138925 [04/01 08:13:40] ppdet.engine INFO: Best test bbox ap is 0.528. [04/01 08:13:44] ppdet.engine INFO: Epoch: [54] [ 0/7329] learning_rate: 0.000100 loss_class: 0.555908 loss_bbox: 0.122913 loss_giou: 0.369801 loss_class_aux: 3.597342 loss_bbox_aux: 0.834971 loss_giou_aux: 2.319862 loss_class_dn: 0.310523 loss_bbox_dn: 0.147019 loss_giou_dn: 0.346536 loss_class_aux_dn: 1.654670 loss_bbox_aux_dn: 0.881053 loss_giou_aux_dn: 1.943425 loss: 13.363364 eta: 20:06:31 batch_cost: 0.5571 data_cost: 0.0014 ips: 7.1796 images/s [04/01 08:14:47] ppdet.engine INFO: Epoch: [54] [ 100/7329] learning_rate: 0.000100 loss_class: 0.539261 loss_bbox: 0.118057 loss_giou: 0.315997 loss_class_aux: 3.593206 loss_bbox_aux: 0.767900 loss_giou_aux: 1.988008 loss_class_dn: 0.287614 loss_bbox_dn: 0.126172 loss_giou_dn: 0.314699 loss_class_aux_dn: 1.570976 loss_bbox_aux_dn: 0.756785 loss_giou_aux_dn: 1.761806 loss: 12.326160 eta: 20:05:37 batch_cost: 0.5752 data_cost: 0.0012 ips: 6.9544 images/s [04/01 08:15:46] ppdet.engine INFO: Epoch: [54] [ 200/7329] learning_rate: 0.000100 loss_class: 0.542269 loss_bbox: 0.139706 loss_giou: 0.321514 loss_class_aux: 3.503121 loss_bbox_aux: 0.912688 loss_giou_aux: 2.016972 loss_class_dn: 0.295658 loss_bbox_dn: 0.136408 loss_giou_dn: 0.292017 loss_class_aux_dn: 1.613713 loss_bbox_aux_dn: 0.815211 loss_giou_aux_dn: 1.611078 loss: 12.251740 eta: 20:04:42 batch_cost: 0.5354 data_cost: 0.0012 ips: 7.4706 images/s [04/01 08:16:46] ppdet.engine INFO: Epoch: [54] [ 300/7329] learning_rate: 0.000100 loss_class: 0.619766 loss_bbox: 0.142516 loss_giou: 0.389405 loss_class_aux: 3.930610 loss_bbox_aux: 0.980090 loss_giou_aux: 2.537091 loss_class_dn: 0.338115 loss_bbox_dn: 0.138055 loss_giou_dn: 0.371267 loss_class_aux_dn: 1.860669 loss_bbox_aux_dn: 0.835934 loss_giou_aux_dn: 2.114345 loss: 14.909159 eta: 20:03:47 batch_cost: 0.5512 data_cost: 0.0013 ips: 7.2569 images/s [04/01 08:17:48] ppdet.engine INFO: Epoch: [54] [ 400/7329] learning_rate: 0.000100 loss_class: 0.581082 loss_bbox: 0.151228 loss_giou: 0.414069 loss_class_aux: 3.753595 loss_bbox_aux: 1.001446 loss_giou_aux: 2.639466 loss_class_dn: 0.349473 loss_bbox_dn: 0.141564 loss_giou_dn: 0.388378 loss_class_aux_dn: 1.880373 loss_bbox_aux_dn: 0.858936 loss_giou_aux_dn: 2.114255 loss: 15.000459 eta: 20:02:52 batch_cost: 0.5569 data_cost: 0.0013 ips: 7.1823 images/s [04/01 08:18:50] ppdet.engine INFO: Epoch: [54] [ 500/7329] learning_rate: 0.000100 loss_class: 0.521927 loss_bbox: 0.133915 loss_giou: 0.341593 loss_class_aux: 3.397757 loss_bbox_aux: 0.859595 loss_giou_aux: 2.196939 loss_class_dn: 0.309218 loss_bbox_dn: 0.141432 loss_giou_dn: 0.347967 loss_class_aux_dn: 1.671945 loss_bbox_aux_dn: 0.846925 loss_giou_aux_dn: 1.903653 loss: 13.265368 eta: 20:01:58 batch_cost: 0.5677 data_cost: 0.0012 ips: 7.0455 images/s [04/01 08:19:48] ppdet.engine INFO: Epoch: [54] [ 600/7329] learning_rate: 0.000100 loss_class: 0.581487 loss_bbox: 0.130986 loss_giou: 0.409981 loss_class_aux: 3.659208 loss_bbox_aux: 0.863433 loss_giou_aux: 2.699507 loss_class_dn: 0.310872 loss_bbox_dn: 0.139804 loss_giou_dn: 0.371653 loss_class_aux_dn: 1.650115 loss_bbox_aux_dn: 0.880958 loss_giou_aux_dn: 2.044472 loss: 13.551178 eta: 20:01:02 batch_cost: 0.5187 data_cost: 0.0014 ips: 7.7120 images/s [04/01 08:20:53] ppdet.engine INFO: Epoch: [54] [ 700/7329] learning_rate: 0.000100 loss_class: 0.504922 loss_bbox: 0.122873 loss_giou: 0.348785 loss_class_aux: 3.223633 loss_bbox_aux: 0.794019 loss_giou_aux: 2.241470 loss_class_dn: 0.298321 loss_bbox_dn: 0.125695 loss_giou_dn: 0.330407 loss_class_aux_dn: 1.586508 loss_bbox_aux_dn: 0.778064 loss_giou_aux_dn: 1.873559 loss: 12.790759 eta: 20:00:09 batch_cost: 0.5920 data_cost: 0.0018 ips: 6.7562 images/s [04/01 08:21:54] ppdet.engine INFO: Epoch: [54] [ 800/7329] learning_rate: 0.000100 loss_class: 0.522526 loss_bbox: 0.137479 loss_giou: 0.304856 loss_class_aux: 3.508599 loss_bbox_aux: 0.891686 loss_giou_aux: 1.857836 loss_class_dn: 0.290382 loss_bbox_dn: 0.146106 loss_giou_dn: 0.325044 loss_class_aux_dn: 1.615442 loss_bbox_aux_dn: 0.889159 loss_giou_aux_dn: 1.767823 loss: 12.467924 eta: 19:59:14 batch_cost: 0.5514 data_cost: 0.0013 ips: 7.2538 images/s [04/01 08:22:55] ppdet.engine INFO: Epoch: [54] [ 900/7329] learning_rate: 0.000100 loss_class: 0.528567 loss_bbox: 0.121240 loss_giou: 0.378263 loss_class_aux: 3.450856 loss_bbox_aux: 0.813455 loss_giou_aux: 2.379317 loss_class_dn: 0.330494 loss_bbox_dn: 0.116523 loss_giou_dn: 0.341344 loss_class_aux_dn: 1.809884 loss_bbox_aux_dn: 0.697489 loss_giou_aux_dn: 1.901326 loss: 14.542425 eta: 19:58:19 batch_cost: 0.5506 data_cost: 0.0012 ips: 7.2649 images/s [04/01 08:23:51] ppdet.engine INFO: Epoch: [54] [1000/7329] learning_rate: 0.000100 loss_class: 0.588409 loss_bbox: 0.118388 loss_giou: 0.367245 loss_class_aux: 3.739670 loss_bbox_aux: 0.774817 loss_giou_aux: 2.336617 loss_class_dn: 0.329102 loss_bbox_dn: 0.119473 loss_giou_dn: 0.368349 loss_class_aux_dn: 1.768570 loss_bbox_aux_dn: 0.740656 loss_giou_aux_dn: 1.984567 loss: 13.825624 eta: 19:57:23 batch_cost: 0.5010 data_cost: 0.0013 ips: 7.9845 images/s [04/01 08:24:53] ppdet.engine INFO: Epoch: [54] [1100/7329] learning_rate: 0.000100 loss_class: 0.581113 loss_bbox: 0.144256 loss_giou: 0.410491 loss_class_aux: 3.603619 loss_bbox_aux: 0.932055 loss_giou_aux: 2.636086 loss_class_dn: 0.337165 loss_bbox_dn: 0.152579 loss_giou_dn: 0.380369 loss_class_aux_dn: 1.856153 loss_bbox_aux_dn: 0.923125 loss_giou_aux_dn: 2.201927 loss: 14.777813 eta: 19:56:28 batch_cost: 0.5602 data_cost: 0.0013 ips: 7.1406 images/s [04/01 08:25:51] ppdet.engine INFO: Epoch: [54] [1200/7329] learning_rate: 0.000100 loss_class: 0.568949 loss_bbox: 0.136077 loss_giou: 0.495693 loss_class_aux: 3.607607 loss_bbox_aux: 0.870397 loss_giou_aux: 3.110702 loss_class_dn: 0.333022 loss_bbox_dn: 0.128200 loss_giou_dn: 0.437454 loss_class_aux_dn: 1.786911 loss_bbox_aux_dn: 0.780620 loss_giou_aux_dn: 2.477566 loss: 14.900359 eta: 19:55:32 batch_cost: 0.5265 data_cost: 0.0012 ips: 7.5975 images/s [04/01 08:26:48] ppdet.engine INFO: Epoch: [54] [1300/7329] learning_rate: 0.000100 loss_class: 0.535315 loss_bbox: 0.133498 loss_giou: 0.329317 loss_class_aux: 3.469728 loss_bbox_aux: 0.837843 loss_giou_aux: 2.146275 loss_class_dn: 0.298235 loss_bbox_dn: 0.120019 loss_giou_dn: 0.316013 loss_class_aux_dn: 1.566450 loss_bbox_aux_dn: 0.741544 loss_giou_aux_dn: 1.762995 loss: 13.379398 eta: 19:54:36 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7868 images/s [04/01 08:27:43] ppdet.engine INFO: Epoch: [54] [1400/7329] learning_rate: 0.000100 loss_class: 0.532436 loss_bbox: 0.120549 loss_giou: 0.345364 loss_class_aux: 3.506735 loss_bbox_aux: 0.833685 loss_giou_aux: 2.196326 loss_class_dn: 0.334808 loss_bbox_dn: 0.128071 loss_giou_dn: 0.324178 loss_class_aux_dn: 1.819914 loss_bbox_aux_dn: 0.783423 loss_giou_aux_dn: 1.933163 loss: 13.718391 eta: 19:53:40 batch_cost: 0.5020 data_cost: 0.0013 ips: 7.9688 images/s [04/01 08:28:40] ppdet.engine INFO: Epoch: [54] [1500/7329] learning_rate: 0.000100 loss_class: 0.603533 loss_bbox: 0.135886 loss_giou: 0.385647 loss_class_aux: 3.848811 loss_bbox_aux: 0.849417 loss_giou_aux: 2.480059 loss_class_dn: 0.333232 loss_bbox_dn: 0.139752 loss_giou_dn: 0.357893 loss_class_aux_dn: 1.782878 loss_bbox_aux_dn: 0.832214 loss_giou_aux_dn: 2.017007 loss: 14.436724 eta: 19:52:44 batch_cost: 0.5131 data_cost: 0.0013 ips: 7.7950 images/s [04/01 08:29:40] ppdet.engine INFO: Epoch: [54] [1600/7329] learning_rate: 0.000100 loss_class: 0.497500 loss_bbox: 0.132761 loss_giou: 0.332257 loss_class_aux: 3.197824 loss_bbox_aux: 0.848780 loss_giou_aux: 2.104880 loss_class_dn: 0.283853 loss_bbox_dn: 0.145502 loss_giou_dn: 0.297378 loss_class_aux_dn: 1.547327 loss_bbox_aux_dn: 0.852521 loss_giou_aux_dn: 1.683030 loss: 12.606380 eta: 19:51:49 batch_cost: 0.5361 data_cost: 0.0015 ips: 7.4611 images/s [04/01 08:30:40] ppdet.engine INFO: Epoch: [54] [1700/7329] learning_rate: 0.000100 loss_class: 0.617557 loss_bbox: 0.136991 loss_giou: 0.416216 loss_class_aux: 3.846537 loss_bbox_aux: 0.892266 loss_giou_aux: 2.681787 loss_class_dn: 0.349026 loss_bbox_dn: 0.139647 loss_giou_dn: 0.403546 loss_class_aux_dn: 1.913200 loss_bbox_aux_dn: 0.816848 loss_giou_aux_dn: 2.238605 loss: 14.525601 eta: 19:50:54 batch_cost: 0.5504 data_cost: 0.0014 ips: 7.2676 images/s [04/01 08:31:38] ppdet.engine INFO: Epoch: [54] [1800/7329] learning_rate: 0.000100 loss_class: 0.588078 loss_bbox: 0.121128 loss_giou: 0.428679 loss_class_aux: 3.689626 loss_bbox_aux: 0.789635 loss_giou_aux: 2.701375 loss_class_dn: 0.355792 loss_bbox_dn: 0.118728 loss_giou_dn: 0.411054 loss_class_aux_dn: 1.860158 loss_bbox_aux_dn: 0.724766 loss_giou_aux_dn: 2.306704 loss: 14.760349 eta: 19:49:58 batch_cost: 0.5225 data_cost: 0.0016 ips: 7.6552 images/s [04/01 08:32:35] ppdet.engine INFO: Epoch: [54] [1900/7329] learning_rate: 0.000100 loss_class: 0.564781 loss_bbox: 0.130509 loss_giou: 0.400154 loss_class_aux: 3.621310 loss_bbox_aux: 0.868289 loss_giou_aux: 2.542996 loss_class_dn: 0.324525 loss_bbox_dn: 0.143858 loss_giou_dn: 0.368454 loss_class_aux_dn: 1.770758 loss_bbox_aux_dn: 0.842778 loss_giou_aux_dn: 2.032692 loss: 13.714787 eta: 19:49:02 batch_cost: 0.5157 data_cost: 0.0013 ips: 7.7566 images/s [04/01 08:33:39] ppdet.engine INFO: Epoch: [54] [2000/7329] learning_rate: 0.000100 loss_class: 0.575253 loss_bbox: 0.136130 loss_giou: 0.404438 loss_class_aux: 3.598033 loss_bbox_aux: 0.914587 loss_giou_aux: 2.609702 loss_class_dn: 0.336018 loss_bbox_dn: 0.148081 loss_giou_dn: 0.372130 loss_class_aux_dn: 1.797621 loss_bbox_aux_dn: 0.908916 loss_giou_aux_dn: 2.090618 loss: 14.132074 eta: 19:48:08 batch_cost: 0.5766 data_cost: 0.0014 ips: 6.9377 images/s [04/01 08:34:41] ppdet.engine INFO: Epoch: [54] [2100/7329] learning_rate: 0.000100 loss_class: 0.566279 loss_bbox: 0.137530 loss_giou: 0.371174 loss_class_aux: 3.492362 loss_bbox_aux: 0.917131 loss_giou_aux: 2.413754 loss_class_dn: 0.314511 loss_bbox_dn: 0.142880 loss_giou_dn: 0.348920 loss_class_aux_dn: 1.698345 loss_bbox_aux_dn: 0.840366 loss_giou_aux_dn: 1.967739 loss: 13.821782 eta: 19:47:13 batch_cost: 0.5519 data_cost: 0.0014 ips: 7.2473 images/s [04/01 08:35:41] ppdet.engine INFO: Epoch: [54] [2200/7329] learning_rate: 0.000100 loss_class: 0.566749 loss_bbox: 0.136852 loss_giou: 0.358099 loss_class_aux: 3.737000 loss_bbox_aux: 0.883660 loss_giou_aux: 2.303856 loss_class_dn: 0.299070 loss_bbox_dn: 0.145794 loss_giou_dn: 0.332877 loss_class_aux_dn: 1.638676 loss_bbox_aux_dn: 0.888701 loss_giou_aux_dn: 1.886902 loss: 13.750788 eta: 19:46:18 batch_cost: 0.5413 data_cost: 0.0013 ips: 7.3894 images/s [04/01 08:36:37] ppdet.engine INFO: Epoch: [54] [2300/7329] learning_rate: 0.000100 loss_class: 0.589855 loss_bbox: 0.155363 loss_giou: 0.415427 loss_class_aux: 3.818024 loss_bbox_aux: 0.969250 loss_giou_aux: 2.554679 loss_class_dn: 0.358805 loss_bbox_dn: 0.154323 loss_giou_dn: 0.378982 loss_class_aux_dn: 1.943797 loss_bbox_aux_dn: 0.901348 loss_giou_aux_dn: 2.138885 loss: 14.613856 eta: 19:45:22 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8237 images/s [04/01 08:37:34] ppdet.engine INFO: Epoch: [54] [2400/7329] learning_rate: 0.000100 loss_class: 0.565858 loss_bbox: 0.129038 loss_giou: 0.336556 loss_class_aux: 3.711159 loss_bbox_aux: 0.872422 loss_giou_aux: 2.116258 loss_class_dn: 0.312123 loss_bbox_dn: 0.133821 loss_giou_dn: 0.315810 loss_class_aux_dn: 1.639815 loss_bbox_aux_dn: 0.840638 loss_giou_aux_dn: 1.823651 loss: 13.403515 eta: 19:44:26 batch_cost: 0.5097 data_cost: 0.0012 ips: 7.8484 images/s [04/01 08:38:30] ppdet.engine INFO: Epoch: [54] [2500/7329] learning_rate: 0.000100 loss_class: 0.553086 loss_bbox: 0.123202 loss_giou: 0.391359 loss_class_aux: 3.518797 loss_bbox_aux: 0.810229 loss_giou_aux: 2.481059 loss_class_dn: 0.339802 loss_bbox_dn: 0.151393 loss_giou_dn: 0.379192 loss_class_aux_dn: 1.831553 loss_bbox_aux_dn: 0.911201 loss_giou_aux_dn: 2.110942 loss: 14.117117 eta: 19:43:30 batch_cost: 0.5081 data_cost: 0.0012 ips: 7.8724 images/s [04/01 08:39:25] ppdet.engine INFO: Epoch: [54] [2600/7329] learning_rate: 0.000100 loss_class: 0.577018 loss_bbox: 0.134222 loss_giou: 0.395522 loss_class_aux: 3.763158 loss_bbox_aux: 0.904537 loss_giou_aux: 2.525092 loss_class_dn: 0.322105 loss_bbox_dn: 0.149210 loss_giou_dn: 0.353814 loss_class_aux_dn: 1.748239 loss_bbox_aux_dn: 0.935990 loss_giou_aux_dn: 1.992793 loss: 14.301496 eta: 19:42:33 batch_cost: 0.4998 data_cost: 0.0012 ips: 8.0038 images/s [04/01 08:40:22] ppdet.engine INFO: Epoch: [54] [2700/7329] learning_rate: 0.000100 loss_class: 0.514054 loss_bbox: 0.124480 loss_giou: 0.310904 loss_class_aux: 3.415275 loss_bbox_aux: 0.822531 loss_giou_aux: 1.968539 loss_class_dn: 0.279893 loss_bbox_dn: 0.137676 loss_giou_dn: 0.286326 loss_class_aux_dn: 1.485960 loss_bbox_aux_dn: 0.827793 loss_giou_aux_dn: 1.601775 loss: 11.725451 eta: 19:41:37 batch_cost: 0.5103 data_cost: 0.0013 ips: 7.8382 images/s [04/01 08:41:20] ppdet.engine INFO: Epoch: [54] [2800/7329] learning_rate: 0.000100 loss_class: 0.632981 loss_bbox: 0.150559 loss_giou: 0.409701 loss_class_aux: 4.228593 loss_bbox_aux: 1.005985 loss_giou_aux: 2.530975 loss_class_dn: 0.365963 loss_bbox_dn: 0.153306 loss_giou_dn: 0.366897 loss_class_aux_dn: 1.980067 loss_bbox_aux_dn: 0.966138 loss_giou_aux_dn: 2.090306 loss: 15.367031 eta: 19:40:41 batch_cost: 0.5179 data_cost: 0.0013 ips: 7.7231 images/s [04/01 08:42:16] ppdet.engine INFO: Epoch: [54] [2900/7329] learning_rate: 0.000100 loss_class: 0.497490 loss_bbox: 0.124725 loss_giou: 0.370719 loss_class_aux: 3.179736 loss_bbox_aux: 0.808518 loss_giou_aux: 2.381192 loss_class_dn: 0.304150 loss_bbox_dn: 0.123501 loss_giou_dn: 0.319551 loss_class_aux_dn: 1.627551 loss_bbox_aux_dn: 0.748711 loss_giou_aux_dn: 1.819101 loss: 12.486159 eta: 19:39:45 batch_cost: 0.5094 data_cost: 0.0012 ips: 7.8522 images/s [04/01 08:43:14] ppdet.engine INFO: Epoch: [54] [3000/7329] learning_rate: 0.000100 loss_class: 0.574937 loss_bbox: 0.139251 loss_giou: 0.434658 loss_class_aux: 3.616124 loss_bbox_aux: 0.925229 loss_giou_aux: 2.724763 loss_class_dn: 0.344736 loss_bbox_dn: 0.143346 loss_giou_dn: 0.399374 loss_class_aux_dn: 1.832896 loss_bbox_aux_dn: 0.842786 loss_giou_aux_dn: 2.207350 loss: 14.631243 eta: 19:38:50 batch_cost: 0.5242 data_cost: 0.0013 ips: 7.6309 images/s [04/01 08:44:12] ppdet.engine INFO: Epoch: [54] [3100/7329] learning_rate: 0.000100 loss_class: 0.520837 loss_bbox: 0.132934 loss_giou: 0.312397 loss_class_aux: 3.353438 loss_bbox_aux: 0.877324 loss_giou_aux: 2.000284 loss_class_dn: 0.293104 loss_bbox_dn: 0.142434 loss_giou_dn: 0.290940 loss_class_aux_dn: 1.621771 loss_bbox_aux_dn: 0.834703 loss_giou_aux_dn: 1.706946 loss: 12.143457 eta: 19:37:54 batch_cost: 0.5196 data_cost: 0.0014 ips: 7.6986 images/s [04/01 08:45:09] ppdet.engine INFO: Epoch: [54] [3200/7329] learning_rate: 0.000100 loss_class: 0.533563 loss_bbox: 0.136734 loss_giou: 0.385802 loss_class_aux: 3.582845 loss_bbox_aux: 0.868264 loss_giou_aux: 2.390816 loss_class_dn: 0.337817 loss_bbox_dn: 0.143906 loss_giou_dn: 0.368899 loss_class_aux_dn: 1.814752 loss_bbox_aux_dn: 0.856909 loss_giou_aux_dn: 2.024032 loss: 14.333402 eta: 19:36:58 batch_cost: 0.5202 data_cost: 0.0015 ips: 7.6895 images/s [04/01 08:46:09] ppdet.engine INFO: Epoch: [54] [3300/7329] learning_rate: 0.000100 loss_class: 0.540953 loss_bbox: 0.126296 loss_giou: 0.408060 loss_class_aux: 3.571050 loss_bbox_aux: 0.787031 loss_giou_aux: 2.572824 loss_class_dn: 0.302598 loss_bbox_dn: 0.129916 loss_giou_dn: 0.348461 loss_class_aux_dn: 1.642567 loss_bbox_aux_dn: 0.787861 loss_giou_aux_dn: 1.942908 loss: 12.881672 eta: 19:36:03 batch_cost: 0.5349 data_cost: 0.0016 ips: 7.4778 images/s [04/01 08:47:08] ppdet.engine INFO: Epoch: [54] [3400/7329] learning_rate: 0.000100 loss_class: 0.532867 loss_bbox: 0.126996 loss_giou: 0.355626 loss_class_aux: 3.387778 loss_bbox_aux: 0.851795 loss_giou_aux: 2.398663 loss_class_dn: 0.304163 loss_bbox_dn: 0.122084 loss_giou_dn: 0.318698 loss_class_aux_dn: 1.631356 loss_bbox_aux_dn: 0.723873 loss_giou_aux_dn: 1.811872 loss: 12.906551 eta: 19:35:07 batch_cost: 0.5316 data_cost: 0.0014 ips: 7.5251 images/s [04/01 08:48:04] ppdet.engine INFO: Epoch: [54] [3500/7329] learning_rate: 0.000100 loss_class: 0.579343 loss_bbox: 0.140072 loss_giou: 0.370784 loss_class_aux: 3.603580 loss_bbox_aux: 0.898010 loss_giou_aux: 2.367428 loss_class_dn: 0.318376 loss_bbox_dn: 0.141763 loss_giou_dn: 0.321082 loss_class_aux_dn: 1.720538 loss_bbox_aux_dn: 0.889786 loss_giou_aux_dn: 1.816462 loss: 13.455349 eta: 19:34:11 batch_cost: 0.5032 data_cost: 0.0013 ips: 7.9484 images/s [04/01 08:49:03] ppdet.engine INFO: Epoch: [54] [3600/7329] learning_rate: 0.000100 loss_class: 0.586710 loss_bbox: 0.121207 loss_giou: 0.319468 loss_class_aux: 3.615947 loss_bbox_aux: 0.814979 loss_giou_aux: 2.017502 loss_class_dn: 0.291354 loss_bbox_dn: 0.126431 loss_giou_dn: 0.317891 loss_class_aux_dn: 1.579896 loss_bbox_aux_dn: 0.778878 loss_giou_aux_dn: 1.789978 loss: 12.958997 eta: 19:33:16 batch_cost: 0.5388 data_cost: 0.0013 ips: 7.4233 images/s [04/01 08:50:01] ppdet.engine INFO: Epoch: [54] [3700/7329] learning_rate: 0.000100 loss_class: 0.537068 loss_bbox: 0.131448 loss_giou: 0.342836 loss_class_aux: 3.582775 loss_bbox_aux: 0.873851 loss_giou_aux: 2.246405 loss_class_dn: 0.314880 loss_bbox_dn: 0.135142 loss_giou_dn: 0.339990 loss_class_aux_dn: 1.665502 loss_bbox_aux_dn: 0.816529 loss_giou_aux_dn: 1.957652 loss: 13.529600 eta: 19:32:20 batch_cost: 0.5190 data_cost: 0.0013 ips: 7.7078 images/s [04/01 08:51:00] ppdet.engine INFO: Epoch: [54] [3800/7329] learning_rate: 0.000100 loss_class: 0.612116 loss_bbox: 0.128308 loss_giou: 0.378259 loss_class_aux: 3.888797 loss_bbox_aux: 0.844189 loss_giou_aux: 2.587620 loss_class_dn: 0.336381 loss_bbox_dn: 0.132919 loss_giou_dn: 0.386802 loss_class_aux_dn: 1.815618 loss_bbox_aux_dn: 0.823753 loss_giou_aux_dn: 2.117162 loss: 14.075480 eta: 19:31:25 batch_cost: 0.5345 data_cost: 0.0013 ips: 7.4843 images/s [04/01 08:51:57] ppdet.engine INFO: Epoch: [54] [3900/7329] learning_rate: 0.000100 loss_class: 0.525032 loss_bbox: 0.120839 loss_giou: 0.350761 loss_class_aux: 3.193985 loss_bbox_aux: 0.782189 loss_giou_aux: 2.207326 loss_class_dn: 0.297905 loss_bbox_dn: 0.110879 loss_giou_dn: 0.323820 loss_class_aux_dn: 1.587477 loss_bbox_aux_dn: 0.641845 loss_giou_aux_dn: 1.808192 loss: 12.276075 eta: 19:30:29 batch_cost: 0.5129 data_cost: 0.0013 ips: 7.7985 images/s [04/01 08:52:53] ppdet.engine INFO: Epoch: [54] [4000/7329] learning_rate: 0.000100 loss_class: 0.533043 loss_bbox: 0.126554 loss_giou: 0.324366 loss_class_aux: 3.360263 loss_bbox_aux: 0.802225 loss_giou_aux: 2.093692 loss_class_dn: 0.292588 loss_bbox_dn: 0.126918 loss_giou_dn: 0.303922 loss_class_aux_dn: 1.567975 loss_bbox_aux_dn: 0.752755 loss_giou_aux_dn: 1.706242 loss: 12.813257 eta: 19:29:33 batch_cost: 0.5060 data_cost: 0.0014 ips: 7.9055 images/s [04/01 08:53:54] ppdet.engine INFO: Epoch: [54] [4100/7329] learning_rate: 0.000100 loss_class: 0.537117 loss_bbox: 0.127302 loss_giou: 0.407894 loss_class_aux: 3.320929 loss_bbox_aux: 0.831701 loss_giou_aux: 2.647629 loss_class_dn: 0.338129 loss_bbox_dn: 0.131745 loss_giou_dn: 0.375759 loss_class_aux_dn: 1.816531 loss_bbox_aux_dn: 0.793815 loss_giou_aux_dn: 2.045125 loss: 13.743481 eta: 19:28:38 batch_cost: 0.5528 data_cost: 0.0014 ips: 7.2363 images/s [04/01 08:54:59] ppdet.engine INFO: Epoch: [54] [4200/7329] learning_rate: 0.000100 loss_class: 0.500698 loss_bbox: 0.134479 loss_giou: 0.316596 loss_class_aux: 3.344090 loss_bbox_aux: 0.889930 loss_giou_aux: 1.935119 loss_class_dn: 0.273994 loss_bbox_dn: 0.128839 loss_giou_dn: 0.312151 loss_class_aux_dn: 1.495126 loss_bbox_aux_dn: 0.794774 loss_giou_aux_dn: 1.778901 loss: 12.993542 eta: 19:27:44 batch_cost: 0.5810 data_cost: 0.0014 ips: 6.8853 images/s [04/01 08:55:56] ppdet.engine INFO: Epoch: [54] [4300/7329] learning_rate: 0.000100 loss_class: 0.574177 loss_bbox: 0.135649 loss_giou: 0.403560 loss_class_aux: 3.725810 loss_bbox_aux: 0.879668 loss_giou_aux: 2.563532 loss_class_dn: 0.330411 loss_bbox_dn: 0.147555 loss_giou_dn: 0.370016 loss_class_aux_dn: 1.796957 loss_bbox_aux_dn: 0.876665 loss_giou_aux_dn: 2.039765 loss: 14.625084 eta: 19:26:48 batch_cost: 0.5127 data_cost: 0.0012 ips: 7.8014 images/s [04/01 08:56:51] ppdet.engine INFO: Epoch: [54] [4400/7329] learning_rate: 0.000100 loss_class: 0.540825 loss_bbox: 0.123082 loss_giou: 0.315711 loss_class_aux: 3.488157 loss_bbox_aux: 0.820196 loss_giou_aux: 2.013147 loss_class_dn: 0.311088 loss_bbox_dn: 0.126988 loss_giou_dn: 0.305314 loss_class_aux_dn: 1.734890 loss_bbox_aux_dn: 0.818648 loss_giou_aux_dn: 1.817570 loss: 13.191843 eta: 19:25:52 batch_cost: 0.5047 data_cost: 0.0012 ips: 7.9258 images/s [04/01 08:57:54] ppdet.engine INFO: Epoch: [54] [4500/7329] learning_rate: 0.000100 loss_class: 0.571465 loss_bbox: 0.123879 loss_giou: 0.421310 loss_class_aux: 3.570240 loss_bbox_aux: 0.836146 loss_giou_aux: 2.685128 loss_class_dn: 0.346519 loss_bbox_dn: 0.114846 loss_giou_dn: 0.411224 loss_class_aux_dn: 1.852149 loss_bbox_aux_dn: 0.682582 loss_giou_aux_dn: 2.326054 loss: 15.165504 eta: 19:24:57 batch_cost: 0.5578 data_cost: 0.0016 ips: 7.1708 images/s [04/01 08:58:54] ppdet.engine INFO: Epoch: [54] [4600/7329] learning_rate: 0.000100 loss_class: 0.531147 loss_bbox: 0.118345 loss_giou: 0.330789 loss_class_aux: 3.338033 loss_bbox_aux: 0.834751 loss_giou_aux: 2.115926 loss_class_dn: 0.292560 loss_bbox_dn: 0.127077 loss_giou_dn: 0.304171 loss_class_aux_dn: 1.620212 loss_bbox_aux_dn: 0.726216 loss_giou_aux_dn: 1.687262 loss: 12.842853 eta: 19:24:02 batch_cost: 0.5394 data_cost: 0.0014 ips: 7.4163 images/s [04/01 08:59:53] ppdet.engine INFO: Epoch: [54] [4700/7329] learning_rate: 0.000100 loss_class: 0.530972 loss_bbox: 0.136500 loss_giou: 0.369943 loss_class_aux: 3.358394 loss_bbox_aux: 0.885968 loss_giou_aux: 2.362010 loss_class_dn: 0.310474 loss_bbox_dn: 0.133990 loss_giou_dn: 0.322898 loss_class_aux_dn: 1.667745 loss_bbox_aux_dn: 0.807421 loss_giou_aux_dn: 1.857695 loss: 13.119034 eta: 19:23:07 batch_cost: 0.5321 data_cost: 0.0013 ips: 7.5180 images/s [04/01 09:00:51] ppdet.engine INFO: Epoch: [54] [4800/7329] learning_rate: 0.000100 loss_class: 0.549310 loss_bbox: 0.130440 loss_giou: 0.371526 loss_class_aux: 3.548039 loss_bbox_aux: 0.846151 loss_giou_aux: 2.384700 loss_class_dn: 0.321959 loss_bbox_dn: 0.128886 loss_giou_dn: 0.356725 loss_class_aux_dn: 1.720529 loss_bbox_aux_dn: 0.776353 loss_giou_aux_dn: 2.057618 loss: 14.087023 eta: 19:22:11 batch_cost: 0.5230 data_cost: 0.0013 ips: 7.6488 images/s [04/01 09:01:56] ppdet.engine INFO: Epoch: [54] [4900/7329] learning_rate: 0.000100 loss_class: 0.608512 loss_bbox: 0.143169 loss_giou: 0.425855 loss_class_aux: 3.772454 loss_bbox_aux: 0.934566 loss_giou_aux: 2.708366 loss_class_dn: 0.358958 loss_bbox_dn: 0.158337 loss_giou_dn: 0.398911 loss_class_aux_dn: 1.926033 loss_bbox_aux_dn: 0.931307 loss_giou_aux_dn: 2.209032 loss: 14.962670 eta: 19:21:18 batch_cost: 0.6005 data_cost: 0.0012 ips: 6.6609 images/s [04/01 09:02:53] ppdet.engine INFO: Epoch: [54] [5000/7329] learning_rate: 0.000100 loss_class: 0.578908 loss_bbox: 0.127272 loss_giou: 0.360275 loss_class_aux: 3.510070 loss_bbox_aux: 0.869141 loss_giou_aux: 2.358381 loss_class_dn: 0.306637 loss_bbox_dn: 0.129878 loss_giou_dn: 0.341629 loss_class_aux_dn: 1.650906 loss_bbox_aux_dn: 0.762236 loss_giou_aux_dn: 1.905249 loss: 13.278526 eta: 19:20:22 batch_cost: 0.5131 data_cost: 0.0012 ips: 7.7957 images/s [04/01 09:03:52] ppdet.engine INFO: Epoch: [54] [5100/7329] learning_rate: 0.000100 loss_class: 0.543730 loss_bbox: 0.122548 loss_giou: 0.399133 loss_class_aux: 3.441586 loss_bbox_aux: 0.807374 loss_giou_aux: 2.599932 loss_class_dn: 0.332031 loss_bbox_dn: 0.115334 loss_giou_dn: 0.369484 loss_class_aux_dn: 1.799077 loss_bbox_aux_dn: 0.725816 loss_giou_aux_dn: 2.074225 loss: 14.031475 eta: 19:19:27 batch_cost: 0.5429 data_cost: 0.0012 ips: 7.3679 images/s [04/01 09:04:58] ppdet.engine INFO: Epoch: [54] [5200/7329] learning_rate: 0.000100 loss_class: 0.595106 loss_bbox: 0.130823 loss_giou: 0.384380 loss_class_aux: 3.852530 loss_bbox_aux: 0.887255 loss_giou_aux: 2.417610 loss_class_dn: 0.326671 loss_bbox_dn: 0.122322 loss_giou_dn: 0.353413 loss_class_aux_dn: 1.798289 loss_bbox_aux_dn: 0.788720 loss_giou_aux_dn: 1.985996 loss: 13.537994 eta: 19:18:34 batch_cost: 0.6013 data_cost: 0.0013 ips: 6.6527 images/s [04/01 09:06:04] ppdet.engine INFO: Epoch: [54] [5300/7329] learning_rate: 0.000100 loss_class: 0.544803 loss_bbox: 0.134730 loss_giou: 0.389945 loss_class_aux: 3.480599 loss_bbox_aux: 0.907317 loss_giou_aux: 2.575362 loss_class_dn: 0.325833 loss_bbox_dn: 0.137519 loss_giou_dn: 0.372397 loss_class_aux_dn: 1.755763 loss_bbox_aux_dn: 0.810261 loss_giou_aux_dn: 2.091928 loss: 14.050354 eta: 19:17:40 batch_cost: 0.5889 data_cost: 0.0017 ips: 6.7928 images/s [04/01 09:07:08] ppdet.engine INFO: Epoch: [54] [5400/7329] learning_rate: 0.000100 loss_class: 0.608850 loss_bbox: 0.143880 loss_giou: 0.456129 loss_class_aux: 3.754360 loss_bbox_aux: 0.945486 loss_giou_aux: 2.864147 loss_class_dn: 0.347590 loss_bbox_dn: 0.150370 loss_giou_dn: 0.403778 loss_class_aux_dn: 1.879452 loss_bbox_aux_dn: 0.892960 loss_giou_aux_dn: 2.225838 loss: 15.031357 eta: 19:16:46 batch_cost: 0.5901 data_cost: 0.0013 ips: 6.7780 images/s [04/01 09:08:06] ppdet.engine INFO: Epoch: [54] [5500/7329] learning_rate: 0.000100 loss_class: 0.581548 loss_bbox: 0.133507 loss_giou: 0.350669 loss_class_aux: 3.690991 loss_bbox_aux: 0.869854 loss_giou_aux: 2.291358 loss_class_dn: 0.320215 loss_bbox_dn: 0.145165 loss_giou_dn: 0.342371 loss_class_aux_dn: 1.716405 loss_bbox_aux_dn: 0.896832 loss_giou_aux_dn: 1.918221 loss: 13.461390 eta: 19:15:51 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6675 images/s [04/01 09:09:19] ppdet.engine INFO: Epoch: [54] [5600/7329] learning_rate: 0.000100 loss_class: 0.579198 loss_bbox: 0.126532 loss_giou: 0.360815 loss_class_aux: 3.585723 loss_bbox_aux: 0.844561 loss_giou_aux: 2.289438 loss_class_dn: 0.320397 loss_bbox_dn: 0.132254 loss_giou_dn: 0.358683 loss_class_aux_dn: 1.727516 loss_bbox_aux_dn: 0.811808 loss_giou_aux_dn: 1.972683 loss: 13.780495 eta: 19:14:58 batch_cost: 0.6278 data_cost: 0.0016 ips: 6.3712 images/s [04/01 09:10:17] ppdet.engine INFO: Epoch: [54] [5700/7329] learning_rate: 0.000100 loss_class: 0.530710 loss_bbox: 0.123121 loss_giou: 0.346748 loss_class_aux: 3.420217 loss_bbox_aux: 0.777759 loss_giou_aux: 2.189841 loss_class_dn: 0.284508 loss_bbox_dn: 0.126885 loss_giou_dn: 0.334823 loss_class_aux_dn: 1.586820 loss_bbox_aux_dn: 0.813321 loss_giou_aux_dn: 1.872612 loss: 12.627640 eta: 19:14:03 batch_cost: 0.5169 data_cost: 0.0013 ips: 7.7382 images/s [04/01 09:11:20] ppdet.engine INFO: Epoch: [54] [5800/7329] learning_rate: 0.000100 loss_class: 0.537035 loss_bbox: 0.143443 loss_giou: 0.342566 loss_class_aux: 3.453751 loss_bbox_aux: 0.898471 loss_giou_aux: 2.193673 loss_class_dn: 0.313782 loss_bbox_dn: 0.147296 loss_giou_dn: 0.327643 loss_class_aux_dn: 1.728533 loss_bbox_aux_dn: 0.891714 loss_giou_aux_dn: 1.834012 loss: 13.281079 eta: 19:13:09 batch_cost: 0.5784 data_cost: 0.0013 ips: 6.9158 images/s [04/01 09:12:31] ppdet.engine INFO: Epoch: [54] [5900/7329] learning_rate: 0.000100 loss_class: 0.556625 loss_bbox: 0.126851 loss_giou: 0.355488 loss_class_aux: 3.413470 loss_bbox_aux: 0.815584 loss_giou_aux: 2.273573 loss_class_dn: 0.302928 loss_bbox_dn: 0.124709 loss_giou_dn: 0.333681 loss_class_aux_dn: 1.659129 loss_bbox_aux_dn: 0.755926 loss_giou_aux_dn: 1.855167 loss: 13.582961 eta: 19:12:16 batch_cost: 0.6287 data_cost: 0.0016 ips: 6.3628 images/s [04/01 09:13:37] ppdet.engine INFO: Epoch: [54] [6000/7329] learning_rate: 0.000100 loss_class: 0.570701 loss_bbox: 0.129636 loss_giou: 0.430440 loss_class_aux: 3.492944 loss_bbox_aux: 0.866916 loss_giou_aux: 2.699270 loss_class_dn: 0.349999 loss_bbox_dn: 0.135690 loss_giou_dn: 0.376867 loss_class_aux_dn: 1.868204 loss_bbox_aux_dn: 0.828586 loss_giou_aux_dn: 2.135266 loss: 14.363401 eta: 19:11:23 batch_cost: 0.5853 data_cost: 0.0014 ips: 6.8345 images/s [04/01 09:14:34] ppdet.engine INFO: Epoch: [54] [6100/7329] learning_rate: 0.000100 loss_class: 0.578995 loss_bbox: 0.143518 loss_giou: 0.373775 loss_class_aux: 3.657984 loss_bbox_aux: 0.952463 loss_giou_aux: 2.375530 loss_class_dn: 0.328688 loss_bbox_dn: 0.158208 loss_giou_dn: 0.349080 loss_class_aux_dn: 1.766359 loss_bbox_aux_dn: 0.929160 loss_giou_aux_dn: 1.962934 loss: 14.303382 eta: 19:10:27 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7762 images/s [04/01 09:15:38] ppdet.engine INFO: Epoch: [54] [6200/7329] learning_rate: 0.000100 loss_class: 0.586226 loss_bbox: 0.138481 loss_giou: 0.357910 loss_class_aux: 3.656452 loss_bbox_aux: 0.936209 loss_giou_aux: 2.212957 loss_class_dn: 0.314799 loss_bbox_dn: 0.149143 loss_giou_dn: 0.331787 loss_class_aux_dn: 1.736601 loss_bbox_aux_dn: 0.881671 loss_giou_aux_dn: 1.908824 loss: 13.753383 eta: 19:09:33 batch_cost: 0.5756 data_cost: 0.0016 ips: 6.9494 images/s [04/01 09:16:37] ppdet.engine INFO: Epoch: [54] [6300/7329] learning_rate: 0.000100 loss_class: 0.580872 loss_bbox: 0.143471 loss_giou: 0.356793 loss_class_aux: 3.676291 loss_bbox_aux: 0.969584 loss_giou_aux: 2.205184 loss_class_dn: 0.324995 loss_bbox_dn: 0.143411 loss_giou_dn: 0.358675 loss_class_aux_dn: 1.726846 loss_bbox_aux_dn: 0.855234 loss_giou_aux_dn: 2.015522 loss: 13.769621 eta: 19:08:37 batch_cost: 0.5319 data_cost: 0.0012 ips: 7.5199 images/s [04/01 09:17:45] ppdet.engine INFO: Epoch: [54] [6400/7329] learning_rate: 0.000100 loss_class: 0.607807 loss_bbox: 0.153435 loss_giou: 0.439107 loss_class_aux: 3.786253 loss_bbox_aux: 0.996143 loss_giou_aux: 2.793553 loss_class_dn: 0.353289 loss_bbox_dn: 0.148699 loss_giou_dn: 0.371851 loss_class_aux_dn: 1.884463 loss_bbox_aux_dn: 0.871337 loss_giou_aux_dn: 2.085766 loss: 15.534962 eta: 19:07:45 batch_cost: 0.6191 data_cost: 0.0014 ips: 6.4610 images/s [04/01 09:18:45] ppdet.engine INFO: Epoch: [54] [6500/7329] learning_rate: 0.000100 loss_class: 0.558019 loss_bbox: 0.138467 loss_giou: 0.384076 loss_class_aux: 3.575774 loss_bbox_aux: 0.919813 loss_giou_aux: 2.475519 loss_class_dn: 0.327975 loss_bbox_dn: 0.139493 loss_giou_dn: 0.373450 loss_class_aux_dn: 1.776320 loss_bbox_aux_dn: 0.860351 loss_giou_aux_dn: 2.080697 loss: 14.518154 eta: 19:06:50 batch_cost: 0.5441 data_cost: 0.0013 ips: 7.3513 images/s [04/01 09:19:45] ppdet.engine INFO: Epoch: [54] [6600/7329] learning_rate: 0.000100 loss_class: 0.547162 loss_bbox: 0.128359 loss_giou: 0.360768 loss_class_aux: 3.421744 loss_bbox_aux: 0.870294 loss_giou_aux: 2.224960 loss_class_dn: 0.314737 loss_bbox_dn: 0.133956 loss_giou_dn: 0.326573 loss_class_aux_dn: 1.727905 loss_bbox_aux_dn: 0.813154 loss_giou_aux_dn: 1.851794 loss: 12.943234 eta: 19:05:54 batch_cost: 0.5409 data_cost: 0.0012 ips: 7.3953 images/s [04/01 09:20:42] ppdet.engine INFO: Epoch: [54] [6700/7329] learning_rate: 0.000100 loss_class: 0.618652 loss_bbox: 0.142651 loss_giou: 0.371064 loss_class_aux: 3.904548 loss_bbox_aux: 0.957349 loss_giou_aux: 2.376401 loss_class_dn: 0.320977 loss_bbox_dn: 0.127185 loss_giou_dn: 0.344734 loss_class_aux_dn: 1.725560 loss_bbox_aux_dn: 0.794119 loss_giou_aux_dn: 1.953864 loss: 14.492791 eta: 19:04:59 batch_cost: 0.5218 data_cost: 0.0012 ips: 7.6660 images/s [04/01 09:21:44] ppdet.engine INFO: Epoch: [54] [6800/7329] learning_rate: 0.000100 loss_class: 0.553546 loss_bbox: 0.130755 loss_giou: 0.346534 loss_class_aux: 3.506204 loss_bbox_aux: 0.904696 loss_giou_aux: 2.230079 loss_class_dn: 0.339805 loss_bbox_dn: 0.149184 loss_giou_dn: 0.349707 loss_class_aux_dn: 1.807368 loss_bbox_aux_dn: 0.846368 loss_giou_aux_dn: 1.975698 loss: 13.726977 eta: 19:04:04 batch_cost: 0.5567 data_cost: 0.0013 ips: 7.1855 images/s [04/01 09:22:49] ppdet.engine INFO: Epoch: [54] [6900/7329] learning_rate: 0.000100 loss_class: 0.645929 loss_bbox: 0.157774 loss_giou: 0.424068 loss_class_aux: 4.045077 loss_bbox_aux: 1.045064 loss_giou_aux: 2.634892 loss_class_dn: 0.343993 loss_bbox_dn: 0.155172 loss_giou_dn: 0.390519 loss_class_aux_dn: 1.869333 loss_bbox_aux_dn: 0.904484 loss_giou_aux_dn: 2.141860 loss: 15.295593 eta: 19:03:10 batch_cost: 0.5801 data_cost: 0.0015 ips: 6.8951 images/s [04/01 09:23:53] ppdet.engine INFO: Epoch: [54] [7000/7329] learning_rate: 0.000100 loss_class: 0.533810 loss_bbox: 0.131469 loss_giou: 0.394145 loss_class_aux: 3.480555 loss_bbox_aux: 0.860177 loss_giou_aux: 2.457974 loss_class_dn: 0.326389 loss_bbox_dn: 0.141390 loss_giou_dn: 0.346029 loss_class_aux_dn: 1.742785 loss_bbox_aux_dn: 0.848828 loss_giou_aux_dn: 1.919367 loss: 13.602402 eta: 19:02:16 batch_cost: 0.5706 data_cost: 0.0017 ips: 7.0107 images/s [04/01 09:24:55] ppdet.engine INFO: Epoch: [54] [7100/7329] learning_rate: 0.000100 loss_class: 0.571430 loss_bbox: 0.138367 loss_giou: 0.330137 loss_class_aux: 3.582919 loss_bbox_aux: 0.942275 loss_giou_aux: 2.123104 loss_class_dn: 0.305510 loss_bbox_dn: 0.143641 loss_giou_dn: 0.320316 loss_class_aux_dn: 1.626484 loss_bbox_aux_dn: 0.907727 loss_giou_aux_dn: 1.758091 loss: 13.538153 eta: 19:01:22 batch_cost: 0.5699 data_cost: 0.0011 ips: 7.0192 images/s [04/01 09:25:53] ppdet.engine INFO: Epoch: [54] [7200/7329] learning_rate: 0.000100 loss_class: 0.536824 loss_bbox: 0.123751 loss_giou: 0.378497 loss_class_aux: 3.262311 loss_bbox_aux: 0.904504 loss_giou_aux: 2.392440 loss_class_dn: 0.307654 loss_bbox_dn: 0.117440 loss_giou_dn: 0.368820 loss_class_aux_dn: 1.687960 loss_bbox_aux_dn: 0.710846 loss_giou_aux_dn: 1.991938 loss: 13.189539 eta: 19:00:27 batch_cost: 0.5340 data_cost: 0.0011 ips: 7.4902 images/s [04/01 09:26:49] ppdet.engine INFO: Epoch: [54] [7300/7329] learning_rate: 0.000100 loss_class: 0.531038 loss_bbox: 0.119381 loss_giou: 0.410853 loss_class_aux: 3.432015 loss_bbox_aux: 0.802276 loss_giou_aux: 2.642211 loss_class_dn: 0.320755 loss_bbox_dn: 0.128530 loss_giou_dn: 0.386096 loss_class_aux_dn: 1.726258 loss_bbox_aux_dn: 0.787428 loss_giou_aux_dn: 2.183984 loss: 13.682728 eta: 18:59:30 batch_cost: 0.5014 data_cost: 0.0013 ips: 7.9775 images/s [04/01 09:27:12] ppdet.engine INFO: Eval iter: 0 [04/01 09:27:40] ppdet.engine INFO: Eval iter: 100 [04/01 09:28:08] ppdet.engine INFO: Eval iter: 200 [04/01 09:28:36] ppdet.engine INFO: Eval iter: 300 [04/01 09:29:04] ppdet.engine INFO: Eval iter: 400 [04/01 09:29:32] ppdet.engine INFO: Eval iter: 500 [04/01 09:30:00] ppdet.engine INFO: Eval iter: 600 [04/01 09:30:31] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.63s) creating index... index created! [04/01 09:30:32] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.54s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.96s). Accumulating evaluation results... DONE (t=29.82s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 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 ] = 0.698 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 ] = 0.719 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 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 [04/01 09:33:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.27048624362269 [04/01 09:33:18] ppdet.engine INFO: Best test bbox ap is 0.528. [04/01 09:33:19] ppdet.engine INFO: Epoch: [55] [ 0/7329] learning_rate: 0.000100 loss_class: 0.539689 loss_bbox: 0.121337 loss_giou: 0.406826 loss_class_aux: 3.362021 loss_bbox_aux: 0.827513 loss_giou_aux: 2.504174 loss_class_dn: 0.326907 loss_bbox_dn: 0.133281 loss_giou_dn: 0.382605 loss_class_aux_dn: 1.732831 loss_bbox_aux_dn: 0.810213 loss_giou_aux_dn: 2.118721 loss: 13.803344 eta: 18:59:15 batch_cost: 0.5221 data_cost: 0.0013 ips: 7.6615 images/s [04/01 09:34:22] ppdet.engine INFO: Epoch: [55] [ 100/7329] learning_rate: 0.000100 loss_class: 0.572613 loss_bbox: 0.137053 loss_giou: 0.338944 loss_class_aux: 3.738826 loss_bbox_aux: 0.908576 loss_giou_aux: 2.028930 loss_class_dn: 0.309429 loss_bbox_dn: 0.142673 loss_giou_dn: 0.303077 loss_class_aux_dn: 1.683675 loss_bbox_aux_dn: 0.893307 loss_giou_aux_dn: 1.691581 loss: 13.329237 eta: 18:58:20 batch_cost: 0.5671 data_cost: 0.0013 ips: 7.0540 images/s [04/01 09:35:24] ppdet.engine INFO: Epoch: [55] [ 200/7329] learning_rate: 0.000100 loss_class: 0.563017 loss_bbox: 0.118020 loss_giou: 0.415798 loss_class_aux: 3.484127 loss_bbox_aux: 0.793882 loss_giou_aux: 2.586181 loss_class_dn: 0.332546 loss_bbox_dn: 0.134362 loss_giou_dn: 0.371359 loss_class_aux_dn: 1.789651 loss_bbox_aux_dn: 0.751775 loss_giou_aux_dn: 2.080058 loss: 14.062771 eta: 18:57:26 batch_cost: 0.5681 data_cost: 0.0012 ips: 7.0414 images/s [04/01 09:36:34] ppdet.engine INFO: Epoch: [55] [ 300/7329] learning_rate: 0.000100 loss_class: 0.530264 loss_bbox: 0.128916 loss_giou: 0.385861 loss_class_aux: 3.329240 loss_bbox_aux: 0.862414 loss_giou_aux: 2.411675 loss_class_dn: 0.308998 loss_bbox_dn: 0.145358 loss_giou_dn: 0.360611 loss_class_aux_dn: 1.644741 loss_bbox_aux_dn: 0.821543 loss_giou_aux_dn: 2.005175 loss: 13.544054 eta: 18:56:33 batch_cost: 0.6192 data_cost: 0.0016 ips: 6.4595 images/s [04/01 09:37:31] ppdet.engine INFO: Epoch: [55] [ 400/7329] learning_rate: 0.000100 loss_class: 0.537726 loss_bbox: 0.127131 loss_giou: 0.310678 loss_class_aux: 3.457091 loss_bbox_aux: 0.819799 loss_giou_aux: 1.972532 loss_class_dn: 0.296554 loss_bbox_dn: 0.128450 loss_giou_dn: 0.288924 loss_class_aux_dn: 1.641477 loss_bbox_aux_dn: 0.789365 loss_giou_aux_dn: 1.664695 loss: 12.642513 eta: 18:55:37 batch_cost: 0.5146 data_cost: 0.0013 ips: 7.7737 images/s [04/01 09:38:32] ppdet.engine INFO: Epoch: [55] [ 500/7329] learning_rate: 0.000100 loss_class: 0.544197 loss_bbox: 0.117314 loss_giou: 0.378377 loss_class_aux: 3.410340 loss_bbox_aux: 0.802878 loss_giou_aux: 2.420618 loss_class_dn: 0.305090 loss_bbox_dn: 0.113402 loss_giou_dn: 0.333616 loss_class_aux_dn: 1.611133 loss_bbox_aux_dn: 0.688985 loss_giou_aux_dn: 1.889477 loss: 12.886234 eta: 18:54:43 batch_cost: 0.5584 data_cost: 0.0013 ips: 7.1637 images/s [04/01 09:39:32] ppdet.engine INFO: Epoch: [55] [ 600/7329] learning_rate: 0.000100 loss_class: 0.549748 loss_bbox: 0.127122 loss_giou: 0.337870 loss_class_aux: 3.456923 loss_bbox_aux: 0.814290 loss_giou_aux: 2.245512 loss_class_dn: 0.277642 loss_bbox_dn: 0.132504 loss_giou_dn: 0.311869 loss_class_aux_dn: 1.495746 loss_bbox_aux_dn: 0.761731 loss_giou_aux_dn: 1.728397 loss: 12.794716 eta: 18:53:48 batch_cost: 0.5457 data_cost: 0.0011 ips: 7.3297 images/s [04/01 09:40:33] ppdet.engine INFO: Epoch: [55] [ 700/7329] learning_rate: 0.000100 loss_class: 0.514827 loss_bbox: 0.135277 loss_giou: 0.368751 loss_class_aux: 3.219144 loss_bbox_aux: 0.899231 loss_giou_aux: 2.317367 loss_class_dn: 0.312041 loss_bbox_dn: 0.145311 loss_giou_dn: 0.329688 loss_class_aux_dn: 1.661573 loss_bbox_aux_dn: 0.852347 loss_giou_aux_dn: 1.824504 loss: 13.128160 eta: 18:52:53 batch_cost: 0.5553 data_cost: 0.0012 ips: 7.2029 images/s [04/01 09:41:37] ppdet.engine INFO: Epoch: [55] [ 800/7329] learning_rate: 0.000100 loss_class: 0.570538 loss_bbox: 0.126738 loss_giou: 0.359610 loss_class_aux: 3.554594 loss_bbox_aux: 0.855129 loss_giou_aux: 2.356656 loss_class_dn: 0.309468 loss_bbox_dn: 0.127065 loss_giou_dn: 0.357799 loss_class_aux_dn: 1.686391 loss_bbox_aux_dn: 0.766815 loss_giou_aux_dn: 2.058601 loss: 13.415171 eta: 18:51:59 batch_cost: 0.5857 data_cost: 0.0012 ips: 6.8292 images/s [04/01 09:42:39] ppdet.engine INFO: Epoch: [55] [ 900/7329] learning_rate: 0.000100 loss_class: 0.546592 loss_bbox: 0.121091 loss_giou: 0.372053 loss_class_aux: 3.442792 loss_bbox_aux: 0.833341 loss_giou_aux: 2.343166 loss_class_dn: 0.308603 loss_bbox_dn: 0.134761 loss_giou_dn: 0.343111 loss_class_aux_dn: 1.649240 loss_bbox_aux_dn: 0.810798 loss_giou_aux_dn: 1.949422 loss: 13.080338 eta: 18:51:05 batch_cost: 0.5616 data_cost: 0.0013 ips: 7.1222 images/s [04/01 09:43:40] ppdet.engine INFO: Epoch: [55] [1000/7329] learning_rate: 0.000100 loss_class: 0.528934 loss_bbox: 0.128156 loss_giou: 0.377362 loss_class_aux: 3.310070 loss_bbox_aux: 0.849752 loss_giou_aux: 2.428595 loss_class_dn: 0.314151 loss_bbox_dn: 0.122205 loss_giou_dn: 0.352794 loss_class_aux_dn: 1.691869 loss_bbox_aux_dn: 0.734457 loss_giou_aux_dn: 1.975727 loss: 13.122700 eta: 18:50:10 batch_cost: 0.5505 data_cost: 0.0019 ips: 7.2663 images/s [04/01 09:44:40] ppdet.engine INFO: Epoch: [55] [1100/7329] learning_rate: 0.000100 loss_class: 0.524024 loss_bbox: 0.127520 loss_giou: 0.355364 loss_class_aux: 3.246839 loss_bbox_aux: 0.841610 loss_giou_aux: 2.230256 loss_class_dn: 0.324394 loss_bbox_dn: 0.131562 loss_giou_dn: 0.356738 loss_class_aux_dn: 1.720835 loss_bbox_aux_dn: 0.748947 loss_giou_aux_dn: 2.026059 loss: 13.115516 eta: 18:49:15 batch_cost: 0.5397 data_cost: 0.0016 ips: 7.4120 images/s [04/01 09:45:48] ppdet.engine INFO: Epoch: [55] [1200/7329] learning_rate: 0.000100 loss_class: 0.561906 loss_bbox: 0.132317 loss_giou: 0.386843 loss_class_aux: 3.660879 loss_bbox_aux: 0.875091 loss_giou_aux: 2.418712 loss_class_dn: 0.320910 loss_bbox_dn: 0.132682 loss_giou_dn: 0.353069 loss_class_aux_dn: 1.734885 loss_bbox_aux_dn: 0.834587 loss_giou_aux_dn: 1.967449 loss: 14.238473 eta: 18:48:22 batch_cost: 0.6235 data_cost: 0.0013 ips: 6.4150 images/s [04/01 09:46:53] ppdet.engine INFO: Epoch: [55] [1300/7329] learning_rate: 0.000100 loss_class: 0.533111 loss_bbox: 0.137071 loss_giou: 0.311760 loss_class_aux: 3.528021 loss_bbox_aux: 0.881952 loss_giou_aux: 1.949386 loss_class_dn: 0.307812 loss_bbox_dn: 0.139285 loss_giou_dn: 0.316110 loss_class_aux_dn: 1.710180 loss_bbox_aux_dn: 0.846036 loss_giou_aux_dn: 1.754394 loss: 12.937841 eta: 18:47:29 batch_cost: 0.6004 data_cost: 0.0012 ips: 6.6623 images/s [04/01 09:47:51] ppdet.engine INFO: Epoch: [55] [1400/7329] learning_rate: 0.000100 loss_class: 0.585105 loss_bbox: 0.132355 loss_giou: 0.362679 loss_class_aux: 3.583311 loss_bbox_aux: 0.866833 loss_giou_aux: 2.299415 loss_class_dn: 0.320289 loss_bbox_dn: 0.135550 loss_giou_dn: 0.341521 loss_class_aux_dn: 1.735622 loss_bbox_aux_dn: 0.816209 loss_giou_aux_dn: 1.927874 loss: 13.615490 eta: 18:46:33 batch_cost: 0.5207 data_cost: 0.0012 ips: 7.6823 images/s [04/01 09:48:52] ppdet.engine INFO: Epoch: [55] [1500/7329] learning_rate: 0.000100 loss_class: 0.576279 loss_bbox: 0.146045 loss_giou: 0.379716 loss_class_aux: 3.654404 loss_bbox_aux: 0.950151 loss_giou_aux: 2.469001 loss_class_dn: 0.340546 loss_bbox_dn: 0.150573 loss_giou_dn: 0.336866 loss_class_aux_dn: 1.806895 loss_bbox_aux_dn: 0.887767 loss_giou_aux_dn: 1.932150 loss: 14.223240 eta: 18:45:39 batch_cost: 0.5583 data_cost: 0.0012 ips: 7.1652 images/s [04/01 09:49:50] ppdet.engine INFO: Epoch: [55] [1600/7329] learning_rate: 0.000100 loss_class: 0.526413 loss_bbox: 0.126719 loss_giou: 0.380787 loss_class_aux: 3.492607 loss_bbox_aux: 0.813231 loss_giou_aux: 2.343946 loss_class_dn: 0.299065 loss_bbox_dn: 0.122452 loss_giou_dn: 0.353356 loss_class_aux_dn: 1.606962 loss_bbox_aux_dn: 0.736409 loss_giou_aux_dn: 1.967428 loss: 13.217043 eta: 18:44:43 batch_cost: 0.5214 data_cost: 0.0012 ips: 7.6710 images/s [04/01 09:50:49] ppdet.engine INFO: Epoch: [55] [1700/7329] learning_rate: 0.000100 loss_class: 0.539089 loss_bbox: 0.107010 loss_giou: 0.310282 loss_class_aux: 3.343932 loss_bbox_aux: 0.733805 loss_giou_aux: 1.961698 loss_class_dn: 0.301637 loss_bbox_dn: 0.117959 loss_giou_dn: 0.315315 loss_class_aux_dn: 1.624696 loss_bbox_aux_dn: 0.728981 loss_giou_aux_dn: 1.815083 loss: 12.197437 eta: 18:43:48 batch_cost: 0.5357 data_cost: 0.0013 ips: 7.4666 images/s [04/01 09:51:57] ppdet.engine INFO: Epoch: [55] [1800/7329] learning_rate: 0.000100 loss_class: 0.520560 loss_bbox: 0.130935 loss_giou: 0.316959 loss_class_aux: 3.411475 loss_bbox_aux: 0.838041 loss_giou_aux: 2.032897 loss_class_dn: 0.294087 loss_bbox_dn: 0.145948 loss_giou_dn: 0.308505 loss_class_aux_dn: 1.539589 loss_bbox_aux_dn: 0.830211 loss_giou_aux_dn: 1.738833 loss: 12.761992 eta: 18:42:55 batch_cost: 0.6205 data_cost: 0.0014 ips: 6.4460 images/s [04/01 09:52:56] ppdet.engine INFO: Epoch: [55] [1900/7329] learning_rate: 0.000100 loss_class: 0.558896 loss_bbox: 0.134004 loss_giou: 0.412058 loss_class_aux: 3.534777 loss_bbox_aux: 0.900049 loss_giou_aux: 2.615723 loss_class_dn: 0.323489 loss_bbox_dn: 0.143507 loss_giou_dn: 0.366537 loss_class_aux_dn: 1.731539 loss_bbox_aux_dn: 0.838495 loss_giou_aux_dn: 2.021519 loss: 13.940140 eta: 18:42:00 batch_cost: 0.5306 data_cost: 0.0014 ips: 7.5389 images/s [04/01 09:53:58] ppdet.engine INFO: Epoch: [55] [2000/7329] learning_rate: 0.000100 loss_class: 0.586301 loss_bbox: 0.131103 loss_giou: 0.374386 loss_class_aux: 3.829450 loss_bbox_aux: 0.826361 loss_giou_aux: 2.446532 loss_class_dn: 0.346412 loss_bbox_dn: 0.128662 loss_giou_dn: 0.365469 loss_class_aux_dn: 1.889394 loss_bbox_aux_dn: 0.767452 loss_giou_aux_dn: 2.073348 loss: 14.934254 eta: 18:41:05 batch_cost: 0.5627 data_cost: 0.0014 ips: 7.1081 images/s [04/01 09:55:04] ppdet.engine INFO: Epoch: [55] [2100/7329] learning_rate: 0.000100 loss_class: 0.591532 loss_bbox: 0.144115 loss_giou: 0.460177 loss_class_aux: 3.686916 loss_bbox_aux: 0.950258 loss_giou_aux: 2.884475 loss_class_dn: 0.340101 loss_bbox_dn: 0.136156 loss_giou_dn: 0.391543 loss_class_aux_dn: 1.841107 loss_bbox_aux_dn: 0.777203 loss_giou_aux_dn: 2.223797 loss: 15.339947 eta: 18:40:12 batch_cost: 0.5852 data_cost: 0.0018 ips: 6.8358 images/s [04/01 09:56:03] ppdet.engine INFO: Epoch: [55] [2200/7329] learning_rate: 0.000100 loss_class: 0.543623 loss_bbox: 0.132696 loss_giou: 0.359208 loss_class_aux: 3.395013 loss_bbox_aux: 0.899908 loss_giou_aux: 2.266478 loss_class_dn: 0.319519 loss_bbox_dn: 0.136000 loss_giou_dn: 0.346625 loss_class_aux_dn: 1.702542 loss_bbox_aux_dn: 0.805862 loss_giou_aux_dn: 1.894545 loss: 12.804488 eta: 18:39:16 batch_cost: 0.5317 data_cost: 0.0013 ips: 7.5224 images/s [04/01 09:57:04] ppdet.engine INFO: Epoch: [55] [2300/7329] learning_rate: 0.000100 loss_class: 0.520292 loss_bbox: 0.129109 loss_giou: 0.354296 loss_class_aux: 3.328968 loss_bbox_aux: 0.822527 loss_giou_aux: 2.242497 loss_class_dn: 0.291143 loss_bbox_dn: 0.132286 loss_giou_dn: 0.328826 loss_class_aux_dn: 1.615782 loss_bbox_aux_dn: 0.784808 loss_giou_aux_dn: 1.885907 loss: 12.835087 eta: 18:38:22 batch_cost: 0.5560 data_cost: 0.0015 ips: 7.1942 images/s [04/01 09:58:05] ppdet.engine INFO: Epoch: [55] [2400/7329] learning_rate: 0.000100 loss_class: 0.618261 loss_bbox: 0.149294 loss_giou: 0.364083 loss_class_aux: 3.741982 loss_bbox_aux: 0.987568 loss_giou_aux: 2.317418 loss_class_dn: 0.339392 loss_bbox_dn: 0.153236 loss_giou_dn: 0.350989 loss_class_aux_dn: 1.853238 loss_bbox_aux_dn: 0.927731 loss_giou_aux_dn: 2.001081 loss: 14.286950 eta: 18:37:27 batch_cost: 0.5448 data_cost: 0.0015 ips: 7.3423 images/s [04/01 09:59:05] ppdet.engine INFO: Epoch: [55] [2500/7329] learning_rate: 0.000100 loss_class: 0.592541 loss_bbox: 0.127433 loss_giou: 0.450176 loss_class_aux: 3.704531 loss_bbox_aux: 0.876059 loss_giou_aux: 2.805282 loss_class_dn: 0.335659 loss_bbox_dn: 0.136139 loss_giou_dn: 0.415804 loss_class_aux_dn: 1.778882 loss_bbox_aux_dn: 0.785937 loss_giou_aux_dn: 2.351156 loss: 14.849120 eta: 18:36:31 batch_cost: 0.5416 data_cost: 0.0014 ips: 7.3853 images/s [04/01 10:00:06] ppdet.engine INFO: Epoch: [55] [2600/7329] learning_rate: 0.000100 loss_class: 0.666845 loss_bbox: 0.147030 loss_giou: 0.473675 loss_class_aux: 4.239422 loss_bbox_aux: 0.969506 loss_giou_aux: 2.985383 loss_class_dn: 0.387530 loss_bbox_dn: 0.164951 loss_giou_dn: 0.432114 loss_class_aux_dn: 2.074202 loss_bbox_aux_dn: 0.978471 loss_giou_aux_dn: 2.438163 loss: 16.555885 eta: 18:35:37 batch_cost: 0.5546 data_cost: 0.0013 ips: 7.2127 images/s [04/01 10:01:06] ppdet.engine INFO: Epoch: [55] [2700/7329] learning_rate: 0.000100 loss_class: 0.535751 loss_bbox: 0.112419 loss_giou: 0.306071 loss_class_aux: 3.297029 loss_bbox_aux: 0.789930 loss_giou_aux: 2.031538 loss_class_dn: 0.277375 loss_bbox_dn: 0.120708 loss_giou_dn: 0.289874 loss_class_aux_dn: 1.502690 loss_bbox_aux_dn: 0.774854 loss_giou_aux_dn: 1.666587 loss: 11.917231 eta: 18:34:42 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3984 images/s [04/01 10:02:05] ppdet.engine INFO: Epoch: [55] [2800/7329] learning_rate: 0.000100 loss_class: 0.544283 loss_bbox: 0.141172 loss_giou: 0.382734 loss_class_aux: 3.539852 loss_bbox_aux: 0.909045 loss_giou_aux: 2.430488 loss_class_dn: 0.315194 loss_bbox_dn: 0.137072 loss_giou_dn: 0.329280 loss_class_aux_dn: 1.666390 loss_bbox_aux_dn: 0.829887 loss_giou_aux_dn: 1.846849 loss: 13.575178 eta: 18:33:47 batch_cost: 0.5381 data_cost: 0.0013 ips: 7.4342 images/s [04/01 10:03:06] ppdet.engine INFO: Epoch: [55] [2900/7329] learning_rate: 0.000100 loss_class: 0.562026 loss_bbox: 0.130539 loss_giou: 0.361601 loss_class_aux: 3.613548 loss_bbox_aux: 0.864152 loss_giou_aux: 2.187335 loss_class_dn: 0.317431 loss_bbox_dn: 0.122419 loss_giou_dn: 0.331632 loss_class_aux_dn: 1.725449 loss_bbox_aux_dn: 0.738789 loss_giou_aux_dn: 1.935265 loss: 12.901437 eta: 18:32:52 batch_cost: 0.5507 data_cost: 0.0013 ips: 7.2637 images/s [04/01 10:04:08] ppdet.engine INFO: Epoch: [55] [3000/7329] learning_rate: 0.000100 loss_class: 0.499327 loss_bbox: 0.120076 loss_giou: 0.347669 loss_class_aux: 3.202282 loss_bbox_aux: 0.794681 loss_giou_aux: 2.194015 loss_class_dn: 0.303106 loss_bbox_dn: 0.122562 loss_giou_dn: 0.326959 loss_class_aux_dn: 1.622101 loss_bbox_aux_dn: 0.773665 loss_giou_aux_dn: 1.840029 loss: 12.846985 eta: 18:31:57 batch_cost: 0.5580 data_cost: 0.0013 ips: 7.1691 images/s [04/01 10:05:10] ppdet.engine INFO: Epoch: [55] [3100/7329] learning_rate: 0.000100 loss_class: 0.551570 loss_bbox: 0.137018 loss_giou: 0.389003 loss_class_aux: 3.628890 loss_bbox_aux: 0.894764 loss_giou_aux: 2.364289 loss_class_dn: 0.343427 loss_bbox_dn: 0.126149 loss_giou_dn: 0.358957 loss_class_aux_dn: 1.828823 loss_bbox_aux_dn: 0.774137 loss_giou_aux_dn: 2.031396 loss: 13.905386 eta: 18:31:03 batch_cost: 0.5587 data_cost: 0.0014 ips: 7.1599 images/s [04/01 10:06:11] ppdet.engine INFO: Epoch: [55] [3200/7329] learning_rate: 0.000100 loss_class: 0.588429 loss_bbox: 0.136178 loss_giou: 0.382891 loss_class_aux: 3.739910 loss_bbox_aux: 0.935490 loss_giou_aux: 2.433068 loss_class_dn: 0.341323 loss_bbox_dn: 0.142325 loss_giou_dn: 0.373227 loss_class_aux_dn: 1.829065 loss_bbox_aux_dn: 0.812233 loss_giou_aux_dn: 2.117604 loss: 14.430383 eta: 18:30:08 batch_cost: 0.5530 data_cost: 0.0017 ips: 7.2338 images/s [04/01 10:07:15] ppdet.engine INFO: Epoch: [55] [3300/7329] learning_rate: 0.000100 loss_class: 0.582967 loss_bbox: 0.133125 loss_giou: 0.351866 loss_class_aux: 3.774619 loss_bbox_aux: 0.906925 loss_giou_aux: 2.294816 loss_class_dn: 0.325646 loss_bbox_dn: 0.139282 loss_giou_dn: 0.315896 loss_class_aux_dn: 1.738145 loss_bbox_aux_dn: 0.858432 loss_giou_aux_dn: 1.812348 loss: 13.054018 eta: 18:29:14 batch_cost: 0.5752 data_cost: 0.0016 ips: 6.9545 images/s [04/01 10:08:18] ppdet.engine INFO: Epoch: [55] [3400/7329] learning_rate: 0.000100 loss_class: 0.621937 loss_bbox: 0.142377 loss_giou: 0.453509 loss_class_aux: 4.220661 loss_bbox_aux: 0.943714 loss_giou_aux: 3.008978 loss_class_dn: 0.371520 loss_bbox_dn: 0.147806 loss_giou_dn: 0.434379 loss_class_aux_dn: 2.029862 loss_bbox_aux_dn: 0.908750 loss_giou_aux_dn: 2.426069 loss: 16.041748 eta: 18:28:19 batch_cost: 0.5704 data_cost: 0.0014 ips: 7.0131 images/s [04/01 10:09:19] ppdet.engine INFO: Epoch: [55] [3500/7329] learning_rate: 0.000100 loss_class: 0.585548 loss_bbox: 0.125551 loss_giou: 0.362424 loss_class_aux: 3.723846 loss_bbox_aux: 0.851727 loss_giou_aux: 2.328923 loss_class_dn: 0.335026 loss_bbox_dn: 0.132832 loss_giou_dn: 0.351630 loss_class_aux_dn: 1.807341 loss_bbox_aux_dn: 0.770809 loss_giou_aux_dn: 2.013795 loss: 14.100147 eta: 18:27:25 batch_cost: 0.5452 data_cost: 0.0014 ips: 7.3362 images/s [04/01 10:10:18] ppdet.engine INFO: Epoch: [55] [3600/7329] learning_rate: 0.000100 loss_class: 0.607480 loss_bbox: 0.157001 loss_giou: 0.383116 loss_class_aux: 3.882062 loss_bbox_aux: 1.019640 loss_giou_aux: 2.421771 loss_class_dn: 0.326452 loss_bbox_dn: 0.146970 loss_giou_dn: 0.337186 loss_class_aux_dn: 1.798534 loss_bbox_aux_dn: 0.901968 loss_giou_aux_dn: 1.955945 loss: 13.831842 eta: 18:26:29 batch_cost: 0.5319 data_cost: 0.0013 ips: 7.5205 images/s [04/01 10:11:17] ppdet.engine INFO: Epoch: [55] [3700/7329] learning_rate: 0.000100 loss_class: 0.582227 loss_bbox: 0.125564 loss_giou: 0.352692 loss_class_aux: 3.608917 loss_bbox_aux: 0.834059 loss_giou_aux: 2.285087 loss_class_dn: 0.319847 loss_bbox_dn: 0.127742 loss_giou_dn: 0.336212 loss_class_aux_dn: 1.733872 loss_bbox_aux_dn: 0.806511 loss_giou_aux_dn: 1.950197 loss: 13.917244 eta: 18:25:34 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3979 images/s [04/01 10:12:15] ppdet.engine INFO: Epoch: [55] [3800/7329] learning_rate: 0.000100 loss_class: 0.554170 loss_bbox: 0.145510 loss_giou: 0.349550 loss_class_aux: 3.552052 loss_bbox_aux: 0.981995 loss_giou_aux: 2.199371 loss_class_dn: 0.311443 loss_bbox_dn: 0.151332 loss_giou_dn: 0.331371 loss_class_aux_dn: 1.682505 loss_bbox_aux_dn: 0.925551 loss_giou_aux_dn: 1.862768 loss: 13.632057 eta: 18:24:38 batch_cost: 0.5191 data_cost: 0.0013 ips: 7.7053 images/s [04/01 10:13:15] ppdet.engine INFO: Epoch: [55] [3900/7329] learning_rate: 0.000100 loss_class: 0.542828 loss_bbox: 0.128134 loss_giou: 0.342763 loss_class_aux: 3.431056 loss_bbox_aux: 0.832915 loss_giou_aux: 2.144527 loss_class_dn: 0.312715 loss_bbox_dn: 0.133882 loss_giou_dn: 0.316723 loss_class_aux_dn: 1.689895 loss_bbox_aux_dn: 0.813802 loss_giou_aux_dn: 1.795854 loss: 13.414507 eta: 18:23:43 batch_cost: 0.5357 data_cost: 0.0014 ips: 7.4669 images/s [04/01 10:14:16] ppdet.engine INFO: Epoch: [55] [4000/7329] learning_rate: 0.000100 loss_class: 0.543362 loss_bbox: 0.140555 loss_giou: 0.410939 loss_class_aux: 3.477359 loss_bbox_aux: 0.900893 loss_giou_aux: 2.581856 loss_class_dn: 0.342150 loss_bbox_dn: 0.123642 loss_giou_dn: 0.350454 loss_class_aux_dn: 1.842134 loss_bbox_aux_dn: 0.784446 loss_giou_aux_dn: 1.990600 loss: 14.328001 eta: 18:22:48 batch_cost: 0.5529 data_cost: 0.0014 ips: 7.2339 images/s [04/01 10:15:12] ppdet.engine INFO: Epoch: [55] [4100/7329] learning_rate: 0.000100 loss_class: 0.537905 loss_bbox: 0.139614 loss_giou: 0.342799 loss_class_aux: 3.576791 loss_bbox_aux: 0.922117 loss_giou_aux: 2.198261 loss_class_dn: 0.302568 loss_bbox_dn: 0.158961 loss_giou_dn: 0.305045 loss_class_aux_dn: 1.619051 loss_bbox_aux_dn: 0.935671 loss_giou_aux_dn: 1.736058 loss: 13.490816 eta: 18:21:52 batch_cost: 0.5057 data_cost: 0.0013 ips: 7.9102 images/s [04/01 10:16:09] ppdet.engine INFO: Epoch: [55] [4200/7329] learning_rate: 0.000100 loss_class: 0.553669 loss_bbox: 0.120722 loss_giou: 0.324735 loss_class_aux: 3.493041 loss_bbox_aux: 0.754214 loss_giou_aux: 2.121856 loss_class_dn: 0.304329 loss_bbox_dn: 0.125656 loss_giou_dn: 0.339973 loss_class_aux_dn: 1.632783 loss_bbox_aux_dn: 0.763683 loss_giou_aux_dn: 1.922245 loss: 12.745571 eta: 18:20:56 batch_cost: 0.5107 data_cost: 0.0014 ips: 7.8318 images/s [04/01 10:17:09] ppdet.engine INFO: Epoch: [55] [4300/7329] learning_rate: 0.000100 loss_class: 0.544372 loss_bbox: 0.133457 loss_giou: 0.365574 loss_class_aux: 3.460266 loss_bbox_aux: 0.875792 loss_giou_aux: 2.290634 loss_class_dn: 0.304383 loss_bbox_dn: 0.133270 loss_giou_dn: 0.326051 loss_class_aux_dn: 1.626940 loss_bbox_aux_dn: 0.842608 loss_giou_aux_dn: 1.869448 loss: 12.881081 eta: 18:20:01 batch_cost: 0.5456 data_cost: 0.0012 ips: 7.3314 images/s [04/01 10:18:12] ppdet.engine INFO: Epoch: [55] [4400/7329] learning_rate: 0.000100 loss_class: 0.568338 loss_bbox: 0.138962 loss_giou: 0.385868 loss_class_aux: 3.642483 loss_bbox_aux: 0.862173 loss_giou_aux: 2.435837 loss_class_dn: 0.331039 loss_bbox_dn: 0.132005 loss_giou_dn: 0.361182 loss_class_aux_dn: 1.768225 loss_bbox_aux_dn: 0.816520 loss_giou_aux_dn: 2.035941 loss: 13.412199 eta: 18:19:07 batch_cost: 0.5671 data_cost: 0.0013 ips: 7.0530 images/s [04/01 10:19:17] ppdet.engine INFO: Epoch: [55] [4500/7329] learning_rate: 0.000100 loss_class: 0.611094 loss_bbox: 0.146740 loss_giou: 0.392501 loss_class_aux: 3.950796 loss_bbox_aux: 0.968508 loss_giou_aux: 2.619503 loss_class_dn: 0.351766 loss_bbox_dn: 0.166695 loss_giou_dn: 0.393502 loss_class_aux_dn: 1.920654 loss_bbox_aux_dn: 0.918076 loss_giou_aux_dn: 2.210595 loss: 15.250244 eta: 18:18:13 batch_cost: 0.5954 data_cost: 0.0014 ips: 6.7180 images/s [04/01 10:20:18] ppdet.engine INFO: Epoch: [55] [4600/7329] learning_rate: 0.000100 loss_class: 0.587074 loss_bbox: 0.133168 loss_giou: 0.354689 loss_class_aux: 3.647913 loss_bbox_aux: 0.850141 loss_giou_aux: 2.310086 loss_class_dn: 0.323960 loss_bbox_dn: 0.139309 loss_giou_dn: 0.353224 loss_class_aux_dn: 1.785252 loss_bbox_aux_dn: 0.818845 loss_giou_aux_dn: 1.958288 loss: 13.754233 eta: 18:17:19 batch_cost: 0.5544 data_cost: 0.0012 ips: 7.2152 images/s [04/01 10:21:19] ppdet.engine INFO: Epoch: [55] [4700/7329] learning_rate: 0.000100 loss_class: 0.543025 loss_bbox: 0.129340 loss_giou: 0.337564 loss_class_aux: 3.571011 loss_bbox_aux: 0.871194 loss_giou_aux: 2.204632 loss_class_dn: 0.314259 loss_bbox_dn: 0.140159 loss_giou_dn: 0.312442 loss_class_aux_dn: 1.685047 loss_bbox_aux_dn: 0.844060 loss_giou_aux_dn: 1.753798 loss: 13.490373 eta: 18:16:24 batch_cost: 0.5579 data_cost: 0.0012 ips: 7.1701 images/s [04/01 10:22:21] ppdet.engine INFO: Epoch: [55] [4800/7329] learning_rate: 0.000100 loss_class: 0.531262 loss_bbox: 0.127094 loss_giou: 0.380822 loss_class_aux: 3.420900 loss_bbox_aux: 0.803305 loss_giou_aux: 2.441907 loss_class_dn: 0.313103 loss_bbox_dn: 0.123629 loss_giou_dn: 0.353509 loss_class_aux_dn: 1.666406 loss_bbox_aux_dn: 0.757770 loss_giou_aux_dn: 2.006110 loss: 13.974976 eta: 18:15:30 batch_cost: 0.5616 data_cost: 0.0012 ips: 7.1226 images/s [04/01 10:23:21] ppdet.engine INFO: Epoch: [55] [4900/7329] learning_rate: 0.000100 loss_class: 0.524221 loss_bbox: 0.139053 loss_giou: 0.369567 loss_class_aux: 3.355054 loss_bbox_aux: 0.875077 loss_giou_aux: 2.378735 loss_class_dn: 0.310881 loss_bbox_dn: 0.131878 loss_giou_dn: 0.335102 loss_class_aux_dn: 1.672906 loss_bbox_aux_dn: 0.796518 loss_giou_aux_dn: 1.883923 loss: 13.210405 eta: 18:14:35 batch_cost: 0.5468 data_cost: 0.0013 ips: 7.3158 images/s [04/01 10:24:26] ppdet.engine INFO: Epoch: [55] [5000/7329] learning_rate: 0.000100 loss_class: 0.517634 loss_bbox: 0.124366 loss_giou: 0.386223 loss_class_aux: 3.423165 loss_bbox_aux: 0.820819 loss_giou_aux: 2.400112 loss_class_dn: 0.298962 loss_bbox_dn: 0.121005 loss_giou_dn: 0.329652 loss_class_aux_dn: 1.619951 loss_bbox_aux_dn: 0.734044 loss_giou_aux_dn: 1.834089 loss: 12.339308 eta: 18:13:41 batch_cost: 0.5839 data_cost: 0.0013 ips: 6.8510 images/s [04/01 10:25:25] ppdet.engine INFO: Epoch: [55] [5100/7329] learning_rate: 0.000100 loss_class: 0.521798 loss_bbox: 0.133154 loss_giou: 0.342964 loss_class_aux: 3.318594 loss_bbox_aux: 0.849718 loss_giou_aux: 2.061896 loss_class_dn: 0.294939 loss_bbox_dn: 0.129163 loss_giou_dn: 0.305899 loss_class_aux_dn: 1.623471 loss_bbox_aux_dn: 0.779815 loss_giou_aux_dn: 1.735220 loss: 12.394011 eta: 18:12:46 batch_cost: 0.5407 data_cost: 0.0014 ips: 7.3981 images/s [04/01 10:26:27] ppdet.engine INFO: Epoch: [55] [5200/7329] learning_rate: 0.000100 loss_class: 0.565484 loss_bbox: 0.137581 loss_giou: 0.326648 loss_class_aux: 3.613989 loss_bbox_aux: 0.925636 loss_giou_aux: 2.101310 loss_class_dn: 0.312288 loss_bbox_dn: 0.134473 loss_giou_dn: 0.313771 loss_class_aux_dn: 1.705189 loss_bbox_aux_dn: 0.796969 loss_giou_aux_dn: 1.783533 loss: 13.415066 eta: 18:11:51 batch_cost: 0.5666 data_cost: 0.0013 ips: 7.0591 images/s [04/01 10:27:27] ppdet.engine INFO: Epoch: [55] [5300/7329] learning_rate: 0.000100 loss_class: 0.615362 loss_bbox: 0.147320 loss_giou: 0.430752 loss_class_aux: 3.956130 loss_bbox_aux: 0.969577 loss_giou_aux: 2.660383 loss_class_dn: 0.331515 loss_bbox_dn: 0.147031 loss_giou_dn: 0.386381 loss_class_aux_dn: 1.849315 loss_bbox_aux_dn: 0.873401 loss_giou_aux_dn: 2.160365 loss: 15.096054 eta: 18:10:56 batch_cost: 0.5428 data_cost: 0.0013 ips: 7.3687 images/s [04/01 10:28:31] ppdet.engine INFO: Epoch: [55] [5400/7329] learning_rate: 0.000100 loss_class: 0.567146 loss_bbox: 0.144551 loss_giou: 0.374912 loss_class_aux: 3.672816 loss_bbox_aux: 0.904187 loss_giou_aux: 2.396693 loss_class_dn: 0.341367 loss_bbox_dn: 0.143035 loss_giou_dn: 0.334957 loss_class_aux_dn: 1.877120 loss_bbox_aux_dn: 0.833990 loss_giou_aux_dn: 1.903191 loss: 13.308578 eta: 18:10:02 batch_cost: 0.5812 data_cost: 0.0016 ips: 6.8826 images/s [04/01 10:29:41] ppdet.engine INFO: Epoch: [55] [5500/7329] learning_rate: 0.000100 loss_class: 0.555333 loss_bbox: 0.143690 loss_giou: 0.410575 loss_class_aux: 3.711980 loss_bbox_aux: 0.908092 loss_giou_aux: 2.558131 loss_class_dn: 0.315791 loss_bbox_dn: 0.137011 loss_giou_dn: 0.359798 loss_class_aux_dn: 1.696593 loss_bbox_aux_dn: 0.825568 loss_giou_aux_dn: 1.949674 loss: 13.514912 eta: 18:09:10 batch_cost: 0.6300 data_cost: 0.0013 ips: 6.3487 images/s [04/01 10:30:43] ppdet.engine INFO: Epoch: [55] [5600/7329] learning_rate: 0.000100 loss_class: 0.583800 loss_bbox: 0.143420 loss_giou: 0.372955 loss_class_aux: 3.681363 loss_bbox_aux: 0.956489 loss_giou_aux: 2.369208 loss_class_dn: 0.337955 loss_bbox_dn: 0.154222 loss_giou_dn: 0.348607 loss_class_aux_dn: 1.804552 loss_bbox_aux_dn: 0.881749 loss_giou_aux_dn: 1.977315 loss: 13.568436 eta: 18:08:15 batch_cost: 0.5636 data_cost: 0.0012 ips: 7.0978 images/s [04/01 10:31:45] ppdet.engine INFO: Epoch: [55] [5700/7329] learning_rate: 0.000100 loss_class: 0.567529 loss_bbox: 0.123478 loss_giou: 0.357646 loss_class_aux: 3.597773 loss_bbox_aux: 0.914298 loss_giou_aux: 2.308227 loss_class_dn: 0.331784 loss_bbox_dn: 0.126784 loss_giou_dn: 0.360848 loss_class_aux_dn: 1.767157 loss_bbox_aux_dn: 0.787028 loss_giou_aux_dn: 2.020279 loss: 13.785963 eta: 18:07:21 batch_cost: 0.5637 data_cost: 0.0013 ips: 7.0963 images/s [04/01 10:32:45] ppdet.engine INFO: Epoch: [55] [5800/7329] learning_rate: 0.000100 loss_class: 0.603235 loss_bbox: 0.144832 loss_giou: 0.438028 loss_class_aux: 3.832944 loss_bbox_aux: 0.861300 loss_giou_aux: 2.685005 loss_class_dn: 0.371987 loss_bbox_dn: 0.141126 loss_giou_dn: 0.393366 loss_class_aux_dn: 1.984842 loss_bbox_aux_dn: 0.838238 loss_giou_aux_dn: 2.242605 loss: 14.912560 eta: 18:06:26 batch_cost: 0.5421 data_cost: 0.0013 ips: 7.3781 images/s [04/01 10:33:51] ppdet.engine INFO: Epoch: [55] [5900/7329] learning_rate: 0.000100 loss_class: 0.538941 loss_bbox: 0.138466 loss_giou: 0.331561 loss_class_aux: 3.344152 loss_bbox_aux: 0.915979 loss_giou_aux: 2.122760 loss_class_dn: 0.294330 loss_bbox_dn: 0.151851 loss_giou_dn: 0.309567 loss_class_aux_dn: 1.648965 loss_bbox_aux_dn: 0.925292 loss_giou_aux_dn: 1.712297 loss: 12.317118 eta: 18:05:32 batch_cost: 0.5949 data_cost: 0.0017 ips: 6.7239 images/s [04/01 10:34:48] ppdet.engine INFO: Epoch: [55] [6000/7329] learning_rate: 0.000100 loss_class: 0.523705 loss_bbox: 0.122773 loss_giou: 0.366810 loss_class_aux: 3.405672 loss_bbox_aux: 0.823606 loss_giou_aux: 2.327697 loss_class_dn: 0.318478 loss_bbox_dn: 0.138163 loss_giou_dn: 0.317947 loss_class_aux_dn: 1.689550 loss_bbox_aux_dn: 0.801995 loss_giou_aux_dn: 1.766252 loss: 12.784965 eta: 18:04:37 batch_cost: 0.5164 data_cost: 0.0014 ips: 7.7453 images/s [04/01 10:35:51] ppdet.engine INFO: Epoch: [55] [6100/7329] learning_rate: 0.000100 loss_class: 0.600277 loss_bbox: 0.132563 loss_giou: 0.398718 loss_class_aux: 3.921239 loss_bbox_aux: 0.888509 loss_giou_aux: 2.489645 loss_class_dn: 0.359099 loss_bbox_dn: 0.141956 loss_giou_dn: 0.397423 loss_class_aux_dn: 1.901836 loss_bbox_aux_dn: 0.827257 loss_giou_aux_dn: 2.129907 loss: 14.319701 eta: 18:03:43 batch_cost: 0.5798 data_cost: 0.0014 ips: 6.8994 images/s [04/01 10:36:54] ppdet.engine INFO: Epoch: [55] [6200/7329] learning_rate: 0.000100 loss_class: 0.603094 loss_bbox: 0.140779 loss_giou: 0.372470 loss_class_aux: 3.814032 loss_bbox_aux: 0.923706 loss_giou_aux: 2.345537 loss_class_dn: 0.328740 loss_bbox_dn: 0.141957 loss_giou_dn: 0.371890 loss_class_aux_dn: 1.782046 loss_bbox_aux_dn: 0.881048 loss_giou_aux_dn: 2.052552 loss: 14.545612 eta: 18:02:48 batch_cost: 0.5685 data_cost: 0.0012 ips: 7.0356 images/s [04/01 10:37:55] ppdet.engine INFO: Epoch: [55] [6300/7329] learning_rate: 0.000100 loss_class: 0.525760 loss_bbox: 0.129253 loss_giou: 0.398706 loss_class_aux: 3.386656 loss_bbox_aux: 0.842174 loss_giou_aux: 2.478343 loss_class_dn: 0.306623 loss_bbox_dn: 0.126382 loss_giou_dn: 0.334958 loss_class_aux_dn: 1.647256 loss_bbox_aux_dn: 0.733346 loss_giou_aux_dn: 1.859224 loss: 12.658872 eta: 18:01:54 batch_cost: 0.5578 data_cost: 0.0012 ips: 7.1706 images/s [04/01 10:38:55] ppdet.engine INFO: Epoch: [55] [6400/7329] learning_rate: 0.000100 loss_class: 0.633125 loss_bbox: 0.159884 loss_giou: 0.450163 loss_class_aux: 4.124081 loss_bbox_aux: 1.031240 loss_giou_aux: 2.836772 loss_class_dn: 0.384257 loss_bbox_dn: 0.165595 loss_giou_dn: 0.427396 loss_class_aux_dn: 2.063022 loss_bbox_aux_dn: 0.963291 loss_giou_aux_dn: 2.405923 loss: 15.969522 eta: 18:00:59 batch_cost: 0.5410 data_cost: 0.0013 ips: 7.3934 images/s [04/01 10:39:55] ppdet.engine INFO: Epoch: [55] [6500/7329] learning_rate: 0.000100 loss_class: 0.515987 loss_bbox: 0.132634 loss_giou: 0.329831 loss_class_aux: 3.173590 loss_bbox_aux: 0.860894 loss_giou_aux: 2.103590 loss_class_dn: 0.305028 loss_bbox_dn: 0.144252 loss_giou_dn: 0.314888 loss_class_aux_dn: 1.632644 loss_bbox_aux_dn: 0.854971 loss_giou_aux_dn: 1.743509 loss: 12.438219 eta: 18:00:04 batch_cost: 0.5458 data_cost: 0.0012 ips: 7.3283 images/s [04/01 10:40:57] ppdet.engine INFO: Epoch: [55] [6600/7329] learning_rate: 0.000100 loss_class: 0.566004 loss_bbox: 0.139404 loss_giou: 0.376978 loss_class_aux: 3.441171 loss_bbox_aux: 0.944230 loss_giou_aux: 2.329986 loss_class_dn: 0.317979 loss_bbox_dn: 0.146517 loss_giou_dn: 0.324426 loss_class_aux_dn: 1.699799 loss_bbox_aux_dn: 0.854946 loss_giou_aux_dn: 1.778843 loss: 13.499689 eta: 17:59:09 batch_cost: 0.5676 data_cost: 0.0012 ips: 7.0475 images/s [04/01 10:41:54] ppdet.engine INFO: Epoch: [55] [6700/7329] learning_rate: 0.000100 loss_class: 0.622398 loss_bbox: 0.137406 loss_giou: 0.446851 loss_class_aux: 3.905825 loss_bbox_aux: 0.915624 loss_giou_aux: 2.859540 loss_class_dn: 0.364619 loss_bbox_dn: 0.142453 loss_giou_dn: 0.409259 loss_class_aux_dn: 1.980580 loss_bbox_aux_dn: 0.874073 loss_giou_aux_dn: 2.249260 loss: 15.914789 eta: 17:58:13 batch_cost: 0.5088 data_cost: 0.0012 ips: 7.8612 images/s [04/01 10:42:50] ppdet.engine INFO: Epoch: [55] [6800/7329] learning_rate: 0.000100 loss_class: 0.550642 loss_bbox: 0.129907 loss_giou: 0.341185 loss_class_aux: 3.432783 loss_bbox_aux: 0.857394 loss_giou_aux: 2.225916 loss_class_dn: 0.308553 loss_bbox_dn: 0.141035 loss_giou_dn: 0.319991 loss_class_aux_dn: 1.652059 loss_bbox_aux_dn: 0.862242 loss_giou_aux_dn: 1.782661 loss: 12.452090 eta: 17:57:17 batch_cost: 0.5119 data_cost: 0.0013 ips: 7.8142 images/s [04/01 10:43:50] ppdet.engine INFO: Epoch: [55] [6900/7329] learning_rate: 0.000100 loss_class: 0.563724 loss_bbox: 0.125220 loss_giou: 0.326281 loss_class_aux: 3.380144 loss_bbox_aux: 0.832740 loss_giou_aux: 2.160599 loss_class_dn: 0.302443 loss_bbox_dn: 0.136572 loss_giou_dn: 0.318783 loss_class_aux_dn: 1.672383 loss_bbox_aux_dn: 0.845738 loss_giou_aux_dn: 1.820241 loss: 13.472963 eta: 17:56:22 batch_cost: 0.5343 data_cost: 0.0013 ips: 7.4859 images/s [04/01 10:44:48] ppdet.engine INFO: Epoch: [55] [7000/7329] learning_rate: 0.000100 loss_class: 0.621779 loss_bbox: 0.136644 loss_giou: 0.380577 loss_class_aux: 3.910287 loss_bbox_aux: 0.898216 loss_giou_aux: 2.329500 loss_class_dn: 0.349670 loss_bbox_dn: 0.143708 loss_giou_dn: 0.357674 loss_class_aux_dn: 1.895682 loss_bbox_aux_dn: 0.824841 loss_giou_aux_dn: 1.960894 loss: 14.022247 eta: 17:55:26 batch_cost: 0.5242 data_cost: 0.0012 ips: 7.6311 images/s [04/01 10:45:43] ppdet.engine INFO: Epoch: [55] [7100/7329] learning_rate: 0.000100 loss_class: 0.584969 loss_bbox: 0.122873 loss_giou: 0.380241 loss_class_aux: 3.652192 loss_bbox_aux: 0.812227 loss_giou_aux: 2.363155 loss_class_dn: 0.325180 loss_bbox_dn: 0.124683 loss_giou_dn: 0.358165 loss_class_aux_dn: 1.766808 loss_bbox_aux_dn: 0.753168 loss_giou_aux_dn: 1.998736 loss: 13.848944 eta: 17:54:30 batch_cost: 0.4993 data_cost: 0.0011 ips: 8.0109 images/s [04/01 10:46:42] ppdet.engine INFO: Epoch: [55] [7200/7329] learning_rate: 0.000100 loss_class: 0.575038 loss_bbox: 0.144973 loss_giou: 0.404150 loss_class_aux: 3.642140 loss_bbox_aux: 0.886862 loss_giou_aux: 2.662045 loss_class_dn: 0.340232 loss_bbox_dn: 0.133443 loss_giou_dn: 0.382405 loss_class_aux_dn: 1.835890 loss_bbox_aux_dn: 0.789873 loss_giou_aux_dn: 2.114457 loss: 14.745271 eta: 17:53:35 batch_cost: 0.5287 data_cost: 0.0011 ips: 7.5662 images/s [04/01 10:47:44] ppdet.engine INFO: Epoch: [55] [7300/7329] learning_rate: 0.000100 loss_class: 0.601127 loss_bbox: 0.128004 loss_giou: 0.396548 loss_class_aux: 3.762490 loss_bbox_aux: 0.883750 loss_giou_aux: 2.494431 loss_class_dn: 0.346691 loss_bbox_dn: 0.142024 loss_giou_dn: 0.397584 loss_class_aux_dn: 1.847193 loss_bbox_aux_dn: 0.861552 loss_giou_aux_dn: 2.246284 loss: 14.324638 eta: 17:52:40 batch_cost: 0.5675 data_cost: 0.0013 ips: 7.0486 images/s [04/01 10:48:06] ppdet.engine INFO: Eval iter: 0 [04/01 10:48:33] ppdet.engine INFO: Eval iter: 100 [04/01 10:49:02] ppdet.engine INFO: Eval iter: 200 [04/01 10:49:30] ppdet.engine INFO: Eval iter: 300 [04/01 10:49:58] ppdet.engine INFO: Eval iter: 400 [04/01 10:50:27] ppdet.engine INFO: Eval iter: 500 [04/01 10:50:56] ppdet.engine INFO: Eval iter: 600 [04/01 10:51:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/01 10:51:29] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.62s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.43s). Accumulating evaluation results... DONE (t=27.63s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 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 ] = 0.391 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 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.543 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 ] = 0.883 [04/01 10:54:09] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.119442681128746 [04/01 10:54:09] ppdet.engine INFO: Best test bbox ap is 0.529. [04/01 10:54:12] ppdet.engine INFO: Epoch: [56] [ 0/7329] learning_rate: 0.000100 loss_class: 0.586059 loss_bbox: 0.132245 loss_giou: 0.407444 loss_class_aux: 3.645301 loss_bbox_aux: 0.892339 loss_giou_aux: 2.525611 loss_class_dn: 0.336783 loss_bbox_dn: 0.142991 loss_giou_dn: 0.392251 loss_class_aux_dn: 1.780208 loss_bbox_aux_dn: 0.869038 loss_giou_aux_dn: 2.139396 loss: 14.169737 eta: 17:52:24 batch_cost: 0.5596 data_cost: 0.0015 ips: 7.1481 images/s [04/01 10:55:14] ppdet.engine INFO: Epoch: [56] [ 100/7329] learning_rate: 0.000100 loss_class: 0.555839 loss_bbox: 0.133592 loss_giou: 0.391755 loss_class_aux: 3.662849 loss_bbox_aux: 0.849509 loss_giou_aux: 2.500990 loss_class_dn: 0.338771 loss_bbox_dn: 0.126392 loss_giou_dn: 0.363456 loss_class_aux_dn: 1.909140 loss_bbox_aux_dn: 0.751777 loss_giou_aux_dn: 1.952810 loss: 14.119398 eta: 17:51:30 batch_cost: 0.5602 data_cost: 0.0013 ips: 7.1406 images/s [04/01 10:56:15] ppdet.engine INFO: Epoch: [56] [ 200/7329] learning_rate: 0.000100 loss_class: 0.566736 loss_bbox: 0.126390 loss_giou: 0.414691 loss_class_aux: 3.748408 loss_bbox_aux: 0.829828 loss_giou_aux: 2.546150 loss_class_dn: 0.343159 loss_bbox_dn: 0.126623 loss_giou_dn: 0.368372 loss_class_aux_dn: 1.862927 loss_bbox_aux_dn: 0.776268 loss_giou_aux_dn: 2.059472 loss: 14.028877 eta: 17:50:35 batch_cost: 0.5619 data_cost: 0.0013 ips: 7.1181 images/s [04/01 10:57:17] ppdet.engine INFO: Epoch: [56] [ 300/7329] learning_rate: 0.000100 loss_class: 0.546191 loss_bbox: 0.132612 loss_giou: 0.385164 loss_class_aux: 3.596718 loss_bbox_aux: 0.862413 loss_giou_aux: 2.392601 loss_class_dn: 0.322934 loss_bbox_dn: 0.141427 loss_giou_dn: 0.350875 loss_class_aux_dn: 1.696248 loss_bbox_aux_dn: 0.845248 loss_giou_aux_dn: 1.986398 loss: 13.410357 eta: 17:49:40 batch_cost: 0.5537 data_cost: 0.0014 ips: 7.2247 images/s [04/01 10:58:17] ppdet.engine INFO: Epoch: [56] [ 400/7329] learning_rate: 0.000100 loss_class: 0.533613 loss_bbox: 0.148390 loss_giou: 0.341504 loss_class_aux: 3.333472 loss_bbox_aux: 0.961790 loss_giou_aux: 2.206087 loss_class_dn: 0.289722 loss_bbox_dn: 0.149299 loss_giou_dn: 0.339817 loss_class_aux_dn: 1.612835 loss_bbox_aux_dn: 0.906408 loss_giou_aux_dn: 1.924400 loss: 12.896221 eta: 17:48:46 batch_cost: 0.5530 data_cost: 0.0014 ips: 7.2338 images/s [04/01 10:59:21] ppdet.engine INFO: Epoch: [56] [ 500/7329] learning_rate: 0.000100 loss_class: 0.590139 loss_bbox: 0.153067 loss_giou: 0.392679 loss_class_aux: 3.812161 loss_bbox_aux: 0.982101 loss_giou_aux: 2.429518 loss_class_dn: 0.340653 loss_bbox_dn: 0.153902 loss_giou_dn: 0.347185 loss_class_aux_dn: 1.780259 loss_bbox_aux_dn: 0.943122 loss_giou_aux_dn: 1.951793 loss: 14.104397 eta: 17:47:51 batch_cost: 0.5660 data_cost: 0.0014 ips: 7.0675 images/s [04/01 11:00:24] ppdet.engine INFO: Epoch: [56] [ 600/7329] learning_rate: 0.000100 loss_class: 0.565929 loss_bbox: 0.127264 loss_giou: 0.404093 loss_class_aux: 3.641695 loss_bbox_aux: 0.839302 loss_giou_aux: 2.617280 loss_class_dn: 0.339243 loss_bbox_dn: 0.130406 loss_giou_dn: 0.368758 loss_class_aux_dn: 1.822990 loss_bbox_aux_dn: 0.769823 loss_giou_aux_dn: 2.093514 loss: 14.270285 eta: 17:46:57 batch_cost: 0.5674 data_cost: 0.0013 ips: 7.0491 images/s [04/01 11:01:22] ppdet.engine INFO: Epoch: [56] [ 700/7329] learning_rate: 0.000100 loss_class: 0.619966 loss_bbox: 0.142954 loss_giou: 0.370783 loss_class_aux: 3.766157 loss_bbox_aux: 0.955576 loss_giou_aux: 2.332205 loss_class_dn: 0.348678 loss_bbox_dn: 0.143734 loss_giou_dn: 0.356229 loss_class_aux_dn: 1.873912 loss_bbox_aux_dn: 0.878926 loss_giou_aux_dn: 1.990770 loss: 14.427852 eta: 17:46:01 batch_cost: 0.5261 data_cost: 0.0013 ips: 7.6031 images/s [04/01 11:02:18] ppdet.engine INFO: Epoch: [56] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582917 loss_bbox: 0.142137 loss_giou: 0.382193 loss_class_aux: 3.676520 loss_bbox_aux: 0.935810 loss_giou_aux: 2.393222 loss_class_dn: 0.322824 loss_bbox_dn: 0.133430 loss_giou_dn: 0.344604 loss_class_aux_dn: 1.761881 loss_bbox_aux_dn: 0.770064 loss_giou_aux_dn: 1.943415 loss: 14.030863 eta: 17:45:06 batch_cost: 0.5099 data_cost: 0.0013 ips: 7.8448 images/s [04/01 11:03:14] ppdet.engine INFO: Epoch: [56] [ 900/7329] learning_rate: 0.000100 loss_class: 0.534621 loss_bbox: 0.128316 loss_giou: 0.365115 loss_class_aux: 3.422508 loss_bbox_aux: 0.861473 loss_giou_aux: 2.302700 loss_class_dn: 0.322009 loss_bbox_dn: 0.135296 loss_giou_dn: 0.348661 loss_class_aux_dn: 1.754800 loss_bbox_aux_dn: 0.834995 loss_giou_aux_dn: 1.977859 loss: 13.654424 eta: 17:44:09 batch_cost: 0.5016 data_cost: 0.0012 ips: 7.9738 images/s [04/01 11:04:10] ppdet.engine INFO: Epoch: [56] [1000/7329] learning_rate: 0.000100 loss_class: 0.597268 loss_bbox: 0.140565 loss_giou: 0.376572 loss_class_aux: 3.751533 loss_bbox_aux: 0.915403 loss_giou_aux: 2.422471 loss_class_dn: 0.340205 loss_bbox_dn: 0.158107 loss_giou_dn: 0.369814 loss_class_aux_dn: 1.833430 loss_bbox_aux_dn: 0.934765 loss_giou_aux_dn: 2.091952 loss: 14.862226 eta: 17:43:13 batch_cost: 0.5077 data_cost: 0.0012 ips: 7.8783 images/s [04/01 11:05:10] ppdet.engine INFO: Epoch: [56] [1100/7329] learning_rate: 0.000100 loss_class: 0.613552 loss_bbox: 0.148112 loss_giou: 0.405369 loss_class_aux: 3.946126 loss_bbox_aux: 0.969265 loss_giou_aux: 2.542966 loss_class_dn: 0.363619 loss_bbox_dn: 0.146671 loss_giou_dn: 0.377761 loss_class_aux_dn: 1.921845 loss_bbox_aux_dn: 0.867688 loss_giou_aux_dn: 2.106886 loss: 15.334274 eta: 17:42:18 batch_cost: 0.5398 data_cost: 0.0014 ips: 7.4096 images/s [04/01 11:06:08] ppdet.engine INFO: Epoch: [56] [1200/7329] learning_rate: 0.000100 loss_class: 0.580053 loss_bbox: 0.136529 loss_giou: 0.349243 loss_class_aux: 3.704144 loss_bbox_aux: 0.922864 loss_giou_aux: 2.238135 loss_class_dn: 0.327210 loss_bbox_dn: 0.135454 loss_giou_dn: 0.339960 loss_class_aux_dn: 1.781703 loss_bbox_aux_dn: 0.825569 loss_giou_aux_dn: 1.944270 loss: 14.538628 eta: 17:41:23 batch_cost: 0.5299 data_cost: 0.0013 ips: 7.5483 images/s [04/01 11:07:09] ppdet.engine INFO: Epoch: [56] [1300/7329] learning_rate: 0.000100 loss_class: 0.615898 loss_bbox: 0.135257 loss_giou: 0.434537 loss_class_aux: 3.885337 loss_bbox_aux: 0.890324 loss_giou_aux: 2.716096 loss_class_dn: 0.355635 loss_bbox_dn: 0.143616 loss_giou_dn: 0.416635 loss_class_aux_dn: 1.860678 loss_bbox_aux_dn: 0.873770 loss_giou_aux_dn: 2.286139 loss: 16.002144 eta: 17:40:28 batch_cost: 0.5544 data_cost: 0.0013 ips: 7.2150 images/s [04/01 11:08:18] ppdet.engine INFO: Epoch: [56] [1400/7329] learning_rate: 0.000100 loss_class: 0.545490 loss_bbox: 0.130866 loss_giou: 0.439571 loss_class_aux: 3.416323 loss_bbox_aux: 0.862157 loss_giou_aux: 2.810392 loss_class_dn: 0.330238 loss_bbox_dn: 0.125786 loss_giou_dn: 0.369423 loss_class_aux_dn: 1.759359 loss_bbox_aux_dn: 0.760564 loss_giou_aux_dn: 2.031250 loss: 13.887451 eta: 17:39:35 batch_cost: 0.6116 data_cost: 0.0015 ips: 6.5404 images/s [04/01 11:09:20] ppdet.engine INFO: Epoch: [56] [1500/7329] learning_rate: 0.000100 loss_class: 0.513285 loss_bbox: 0.126058 loss_giou: 0.316969 loss_class_aux: 3.347302 loss_bbox_aux: 0.822610 loss_giou_aux: 2.007823 loss_class_dn: 0.284980 loss_bbox_dn: 0.130631 loss_giou_dn: 0.299240 loss_class_aux_dn: 1.557950 loss_bbox_aux_dn: 0.786659 loss_giou_aux_dn: 1.737877 loss: 12.393906 eta: 17:38:40 batch_cost: 0.5581 data_cost: 0.0013 ips: 7.1668 images/s [04/01 11:10:22] ppdet.engine INFO: Epoch: [56] [1600/7329] learning_rate: 0.000100 loss_class: 0.517965 loss_bbox: 0.138222 loss_giou: 0.325492 loss_class_aux: 3.324181 loss_bbox_aux: 0.872380 loss_giou_aux: 2.069464 loss_class_dn: 0.313566 loss_bbox_dn: 0.139506 loss_giou_dn: 0.317274 loss_class_aux_dn: 1.687922 loss_bbox_aux_dn: 0.842390 loss_giou_aux_dn: 1.807555 loss: 12.864755 eta: 17:37:46 batch_cost: 0.5636 data_cost: 0.0012 ips: 7.0971 images/s [04/01 11:11:22] ppdet.engine INFO: Epoch: [56] [1700/7329] learning_rate: 0.000100 loss_class: 0.579205 loss_bbox: 0.118026 loss_giou: 0.354665 loss_class_aux: 3.751555 loss_bbox_aux: 0.807619 loss_giou_aux: 2.264483 loss_class_dn: 0.315645 loss_bbox_dn: 0.119446 loss_giou_dn: 0.334475 loss_class_aux_dn: 1.736784 loss_bbox_aux_dn: 0.744136 loss_giou_aux_dn: 1.865530 loss: 13.102207 eta: 17:36:51 batch_cost: 0.5460 data_cost: 0.0013 ips: 7.3265 images/s [04/01 11:12:23] ppdet.engine INFO: Epoch: [56] [1800/7329] learning_rate: 0.000100 loss_class: 0.578244 loss_bbox: 0.134256 loss_giou: 0.389809 loss_class_aux: 3.678130 loss_bbox_aux: 0.896527 loss_giou_aux: 2.457152 loss_class_dn: 0.334102 loss_bbox_dn: 0.142806 loss_giou_dn: 0.368287 loss_class_aux_dn: 1.829745 loss_bbox_aux_dn: 0.835931 loss_giou_aux_dn: 2.025757 loss: 13.858496 eta: 17:35:56 batch_cost: 0.5554 data_cost: 0.0013 ips: 7.2023 images/s [04/01 11:13:27] ppdet.engine INFO: Epoch: [56] [1900/7329] learning_rate: 0.000100 loss_class: 0.561913 loss_bbox: 0.130220 loss_giou: 0.388266 loss_class_aux: 3.469475 loss_bbox_aux: 0.859467 loss_giou_aux: 2.432397 loss_class_dn: 0.336360 loss_bbox_dn: 0.135501 loss_giou_dn: 0.350189 loss_class_aux_dn: 1.787273 loss_bbox_aux_dn: 0.808304 loss_giou_aux_dn: 1.945557 loss: 13.720524 eta: 17:35:02 batch_cost: 0.5874 data_cost: 0.0013 ips: 6.8101 images/s [04/01 11:14:26] ppdet.engine INFO: Epoch: [56] [2000/7329] learning_rate: 0.000100 loss_class: 0.539597 loss_bbox: 0.144085 loss_giou: 0.350113 loss_class_aux: 3.382365 loss_bbox_aux: 0.920277 loss_giou_aux: 2.199134 loss_class_dn: 0.302679 loss_bbox_dn: 0.147082 loss_giou_dn: 0.339243 loss_class_aux_dn: 1.654540 loss_bbox_aux_dn: 0.935511 loss_giou_aux_dn: 1.913012 loss: 13.819588 eta: 17:34:07 batch_cost: 0.5300 data_cost: 0.0013 ips: 7.5474 images/s [04/01 11:15:24] ppdet.engine INFO: Epoch: [56] [2100/7329] learning_rate: 0.000100 loss_class: 0.543308 loss_bbox: 0.125713 loss_giou: 0.286935 loss_class_aux: 3.448877 loss_bbox_aux: 0.860017 loss_giou_aux: 1.941002 loss_class_dn: 0.302239 loss_bbox_dn: 0.126286 loss_giou_dn: 0.283581 loss_class_aux_dn: 1.600289 loss_bbox_aux_dn: 0.813976 loss_giou_aux_dn: 1.651306 loss: 12.500880 eta: 17:33:12 batch_cost: 0.5288 data_cost: 0.0013 ips: 7.5646 images/s [04/01 11:16:23] ppdet.engine INFO: Epoch: [56] [2200/7329] learning_rate: 0.000100 loss_class: 0.540290 loss_bbox: 0.112843 loss_giou: 0.294429 loss_class_aux: 3.443877 loss_bbox_aux: 0.827961 loss_giou_aux: 1.892685 loss_class_dn: 0.294517 loss_bbox_dn: 0.133461 loss_giou_dn: 0.289666 loss_class_aux_dn: 1.585988 loss_bbox_aux_dn: 0.889486 loss_giou_aux_dn: 1.649562 loss: 12.030472 eta: 17:32:16 batch_cost: 0.5318 data_cost: 0.0013 ips: 7.5217 images/s [04/01 11:17:22] ppdet.engine INFO: Epoch: [56] [2300/7329] learning_rate: 0.000100 loss_class: 0.554569 loss_bbox: 0.112040 loss_giou: 0.328300 loss_class_aux: 3.439446 loss_bbox_aux: 0.727434 loss_giou_aux: 2.024956 loss_class_dn: 0.298515 loss_bbox_dn: 0.113201 loss_giou_dn: 0.326767 loss_class_aux_dn: 1.594459 loss_bbox_aux_dn: 0.707945 loss_giou_aux_dn: 1.828876 loss: 12.616877 eta: 17:31:21 batch_cost: 0.5288 data_cost: 0.0013 ips: 7.5642 images/s [04/01 11:18:21] ppdet.engine INFO: Epoch: [56] [2400/7329] learning_rate: 0.000100 loss_class: 0.526828 loss_bbox: 0.124155 loss_giou: 0.340930 loss_class_aux: 3.307723 loss_bbox_aux: 0.856898 loss_giou_aux: 2.137823 loss_class_dn: 0.300771 loss_bbox_dn: 0.127074 loss_giou_dn: 0.336887 loss_class_aux_dn: 1.625366 loss_bbox_aux_dn: 0.794159 loss_giou_aux_dn: 1.846750 loss: 12.889193 eta: 17:30:26 batch_cost: 0.5349 data_cost: 0.0013 ips: 7.4777 images/s [04/01 11:19:20] ppdet.engine INFO: Epoch: [56] [2500/7329] learning_rate: 0.000100 loss_class: 0.559054 loss_bbox: 0.138476 loss_giou: 0.371084 loss_class_aux: 3.452618 loss_bbox_aux: 0.921359 loss_giou_aux: 2.454792 loss_class_dn: 0.309252 loss_bbox_dn: 0.144920 loss_giou_dn: 0.356911 loss_class_aux_dn: 1.671139 loss_bbox_aux_dn: 0.862414 loss_giou_aux_dn: 2.042204 loss: 14.161902 eta: 17:29:30 batch_cost: 0.5351 data_cost: 0.0013 ips: 7.4751 images/s [04/01 11:20:17] ppdet.engine INFO: Epoch: [56] [2600/7329] learning_rate: 0.000100 loss_class: 0.610675 loss_bbox: 0.169460 loss_giou: 0.402963 loss_class_aux: 3.957009 loss_bbox_aux: 1.050166 loss_giou_aux: 2.514412 loss_class_dn: 0.368863 loss_bbox_dn: 0.154922 loss_giou_dn: 0.379050 loss_class_aux_dn: 2.004827 loss_bbox_aux_dn: 0.966848 loss_giou_aux_dn: 2.193119 loss: 15.102230 eta: 17:28:34 batch_cost: 0.5121 data_cost: 0.0012 ips: 7.8117 images/s [04/01 11:21:20] ppdet.engine INFO: Epoch: [56] [2700/7329] learning_rate: 0.000100 loss_class: 0.593301 loss_bbox: 0.144710 loss_giou: 0.409876 loss_class_aux: 3.826404 loss_bbox_aux: 0.916819 loss_giou_aux: 2.632716 loss_class_dn: 0.347126 loss_bbox_dn: 0.143211 loss_giou_dn: 0.382725 loss_class_aux_dn: 1.895745 loss_bbox_aux_dn: 0.829292 loss_giou_aux_dn: 2.111534 loss: 14.309474 eta: 17:27:40 batch_cost: 0.5780 data_cost: 0.0012 ips: 6.9202 images/s [04/01 11:22:23] ppdet.engine INFO: Epoch: [56] [2800/7329] learning_rate: 0.000100 loss_class: 0.554968 loss_bbox: 0.144058 loss_giou: 0.407278 loss_class_aux: 3.519540 loss_bbox_aux: 0.961992 loss_giou_aux: 2.676628 loss_class_dn: 0.295219 loss_bbox_dn: 0.143291 loss_giou_dn: 0.366210 loss_class_aux_dn: 1.578766 loss_bbox_aux_dn: 0.880265 loss_giou_aux_dn: 2.000619 loss: 13.322344 eta: 17:26:46 batch_cost: 0.5632 data_cost: 0.0018 ips: 7.1027 images/s [04/01 11:23:25] ppdet.engine INFO: Epoch: [56] [2900/7329] learning_rate: 0.000100 loss_class: 0.538309 loss_bbox: 0.121759 loss_giou: 0.382909 loss_class_aux: 3.326162 loss_bbox_aux: 0.787665 loss_giou_aux: 2.453911 loss_class_dn: 0.307699 loss_bbox_dn: 0.127426 loss_giou_dn: 0.335217 loss_class_aux_dn: 1.635242 loss_bbox_aux_dn: 0.774769 loss_giou_aux_dn: 1.858245 loss: 13.179224 eta: 17:25:52 batch_cost: 0.5667 data_cost: 0.0013 ips: 7.0589 images/s [04/01 11:24:24] ppdet.engine INFO: Epoch: [56] [3000/7329] learning_rate: 0.000100 loss_class: 0.564948 loss_bbox: 0.148264 loss_giou: 0.346613 loss_class_aux: 3.512807 loss_bbox_aux: 0.958280 loss_giou_aux: 2.206959 loss_class_dn: 0.303836 loss_bbox_dn: 0.141848 loss_giou_dn: 0.331625 loss_class_aux_dn: 1.631953 loss_bbox_aux_dn: 0.839254 loss_giou_aux_dn: 1.934651 loss: 13.491644 eta: 17:24:56 batch_cost: 0.5320 data_cost: 0.0013 ips: 7.5190 images/s [04/01 11:25:29] ppdet.engine INFO: Epoch: [56] [3100/7329] learning_rate: 0.000100 loss_class: 0.582950 loss_bbox: 0.144491 loss_giou: 0.348034 loss_class_aux: 3.714638 loss_bbox_aux: 0.988219 loss_giou_aux: 2.312393 loss_class_dn: 0.319724 loss_bbox_dn: 0.157790 loss_giou_dn: 0.364891 loss_class_aux_dn: 1.766040 loss_bbox_aux_dn: 0.904819 loss_giou_aux_dn: 2.070616 loss: 14.293788 eta: 17:24:03 batch_cost: 0.5993 data_cost: 0.0012 ips: 6.6740 images/s [04/01 11:26:26] ppdet.engine INFO: Epoch: [56] [3200/7329] learning_rate: 0.000100 loss_class: 0.551295 loss_bbox: 0.126359 loss_giou: 0.380230 loss_class_aux: 3.515061 loss_bbox_aux: 0.869537 loss_giou_aux: 2.563167 loss_class_dn: 0.320023 loss_bbox_dn: 0.146797 loss_giou_dn: 0.359528 loss_class_aux_dn: 1.711291 loss_bbox_aux_dn: 0.865181 loss_giou_aux_dn: 2.040925 loss: 13.620321 eta: 17:23:07 batch_cost: 0.5153 data_cost: 0.0013 ips: 7.7622 images/s [04/01 11:27:29] ppdet.engine INFO: Epoch: [56] [3300/7329] learning_rate: 0.000100 loss_class: 0.535916 loss_bbox: 0.130216 loss_giou: 0.347583 loss_class_aux: 3.430565 loss_bbox_aux: 0.855389 loss_giou_aux: 2.279737 loss_class_dn: 0.299165 loss_bbox_dn: 0.125837 loss_giou_dn: 0.329599 loss_class_aux_dn: 1.611651 loss_bbox_aux_dn: 0.778483 loss_giou_aux_dn: 1.861763 loss: 13.076120 eta: 17:22:13 batch_cost: 0.5729 data_cost: 0.0012 ips: 6.9816 images/s [04/01 11:28:27] ppdet.engine INFO: Epoch: [56] [3400/7329] learning_rate: 0.000100 loss_class: 0.528833 loss_bbox: 0.139776 loss_giou: 0.359572 loss_class_aux: 3.454205 loss_bbox_aux: 0.875682 loss_giou_aux: 2.288948 loss_class_dn: 0.322782 loss_bbox_dn: 0.126752 loss_giou_dn: 0.343896 loss_class_aux_dn: 1.693938 loss_bbox_aux_dn: 0.777919 loss_giou_aux_dn: 1.920764 loss: 12.628927 eta: 17:21:17 batch_cost: 0.5263 data_cost: 0.0012 ips: 7.6005 images/s [04/01 11:29:31] ppdet.engine INFO: Epoch: [56] [3500/7329] learning_rate: 0.000100 loss_class: 0.641352 loss_bbox: 0.134422 loss_giou: 0.419853 loss_class_aux: 3.978951 loss_bbox_aux: 0.904156 loss_giou_aux: 2.741677 loss_class_dn: 0.384743 loss_bbox_dn: 0.130640 loss_giou_dn: 0.392749 loss_class_aux_dn: 2.024462 loss_bbox_aux_dn: 0.741502 loss_giou_aux_dn: 2.289901 loss: 15.985060 eta: 17:20:24 batch_cost: 0.5882 data_cost: 0.0012 ips: 6.8005 images/s [04/01 11:30:32] ppdet.engine INFO: Epoch: [56] [3600/7329] learning_rate: 0.000100 loss_class: 0.581866 loss_bbox: 0.133799 loss_giou: 0.436158 loss_class_aux: 3.548562 loss_bbox_aux: 0.917208 loss_giou_aux: 2.734131 loss_class_dn: 0.336558 loss_bbox_dn: 0.138367 loss_giou_dn: 0.387116 loss_class_aux_dn: 1.805453 loss_bbox_aux_dn: 0.821822 loss_giou_aux_dn: 2.205215 loss: 14.204813 eta: 17:19:29 batch_cost: 0.5480 data_cost: 0.0013 ips: 7.2993 images/s [04/01 11:31:35] ppdet.engine INFO: Epoch: [56] [3700/7329] learning_rate: 0.000100 loss_class: 0.516027 loss_bbox: 0.136334 loss_giou: 0.354850 loss_class_aux: 3.378819 loss_bbox_aux: 0.887011 loss_giou_aux: 2.247385 loss_class_dn: 0.295138 loss_bbox_dn: 0.138124 loss_giou_dn: 0.343024 loss_class_aux_dn: 1.571692 loss_bbox_aux_dn: 0.808767 loss_giou_aux_dn: 1.921106 loss: 13.303352 eta: 17:18:34 batch_cost: 0.5755 data_cost: 0.0013 ips: 6.9508 images/s [04/01 11:32:35] ppdet.engine INFO: Epoch: [56] [3800/7329] learning_rate: 0.000100 loss_class: 0.584254 loss_bbox: 0.128639 loss_giou: 0.345383 loss_class_aux: 3.677544 loss_bbox_aux: 0.933673 loss_giou_aux: 2.196708 loss_class_dn: 0.325172 loss_bbox_dn: 0.143412 loss_giou_dn: 0.339949 loss_class_aux_dn: 1.765490 loss_bbox_aux_dn: 0.865951 loss_giou_aux_dn: 1.898108 loss: 13.911375 eta: 17:17:39 batch_cost: 0.5447 data_cost: 0.0012 ips: 7.3433 images/s [04/01 11:33:33] ppdet.engine INFO: Epoch: [56] [3900/7329] learning_rate: 0.000100 loss_class: 0.582286 loss_bbox: 0.126106 loss_giou: 0.343009 loss_class_aux: 3.686265 loss_bbox_aux: 0.843827 loss_giou_aux: 2.138148 loss_class_dn: 0.331985 loss_bbox_dn: 0.142874 loss_giou_dn: 0.326073 loss_class_aux_dn: 1.763600 loss_bbox_aux_dn: 0.851696 loss_giou_aux_dn: 1.805164 loss: 13.253927 eta: 17:16:44 batch_cost: 0.5305 data_cost: 0.0013 ips: 7.5404 images/s [04/01 11:34:36] ppdet.engine INFO: Epoch: [56] [4000/7329] learning_rate: 0.000100 loss_class: 0.598857 loss_bbox: 0.130879 loss_giou: 0.434390 loss_class_aux: 3.696890 loss_bbox_aux: 0.883554 loss_giou_aux: 2.766536 loss_class_dn: 0.340977 loss_bbox_dn: 0.134018 loss_giou_dn: 0.396204 loss_class_aux_dn: 1.822759 loss_bbox_aux_dn: 0.800442 loss_giou_aux_dn: 2.191800 loss: 14.539946 eta: 17:15:50 batch_cost: 0.5725 data_cost: 0.0013 ips: 6.9869 images/s [04/01 11:35:42] ppdet.engine INFO: Epoch: [56] [4100/7329] learning_rate: 0.000100 loss_class: 0.588814 loss_bbox: 0.128279 loss_giou: 0.397816 loss_class_aux: 3.775418 loss_bbox_aux: 0.865424 loss_giou_aux: 2.490980 loss_class_dn: 0.348563 loss_bbox_dn: 0.135431 loss_giou_dn: 0.373095 loss_class_aux_dn: 1.899276 loss_bbox_aux_dn: 0.834262 loss_giou_aux_dn: 2.075275 loss: 13.833325 eta: 17:14:56 batch_cost: 0.5994 data_cost: 0.0014 ips: 6.6728 images/s [04/01 11:36:42] ppdet.engine INFO: Epoch: [56] [4200/7329] learning_rate: 0.000100 loss_class: 0.607965 loss_bbox: 0.132068 loss_giou: 0.423601 loss_class_aux: 3.666650 loss_bbox_aux: 0.900071 loss_giou_aux: 2.792607 loss_class_dn: 0.353647 loss_bbox_dn: 0.138204 loss_giou_dn: 0.384992 loss_class_aux_dn: 1.894834 loss_bbox_aux_dn: 0.858566 loss_giou_aux_dn: 2.269557 loss: 15.613386 eta: 17:14:01 batch_cost: 0.5455 data_cost: 0.0012 ips: 7.3331 images/s [04/01 11:37:40] ppdet.engine INFO: Epoch: [56] [4300/7329] learning_rate: 0.000100 loss_class: 0.552240 loss_bbox: 0.126387 loss_giou: 0.404217 loss_class_aux: 3.496626 loss_bbox_aux: 0.825256 loss_giou_aux: 2.648833 loss_class_dn: 0.334840 loss_bbox_dn: 0.131244 loss_giou_dn: 0.395559 loss_class_aux_dn: 1.779503 loss_bbox_aux_dn: 0.797645 loss_giou_aux_dn: 2.183849 loss: 14.277615 eta: 17:13:06 batch_cost: 0.5212 data_cost: 0.0013 ips: 7.6752 images/s [04/01 11:38:37] ppdet.engine INFO: Epoch: [56] [4400/7329] learning_rate: 0.000100 loss_class: 0.594349 loss_bbox: 0.125800 loss_giou: 0.379495 loss_class_aux: 3.739844 loss_bbox_aux: 0.854711 loss_giou_aux: 2.450495 loss_class_dn: 0.338436 loss_bbox_dn: 0.142632 loss_giou_dn: 0.324619 loss_class_aux_dn: 1.841357 loss_bbox_aux_dn: 0.847758 loss_giou_aux_dn: 1.822600 loss: 14.090347 eta: 17:12:10 batch_cost: 0.5227 data_cost: 0.0012 ips: 7.6531 images/s [04/01 11:39:35] ppdet.engine INFO: Epoch: [56] [4500/7329] learning_rate: 0.000100 loss_class: 0.581722 loss_bbox: 0.134325 loss_giou: 0.358701 loss_class_aux: 3.762044 loss_bbox_aux: 0.906516 loss_giou_aux: 2.298502 loss_class_dn: 0.331547 loss_bbox_dn: 0.138884 loss_giou_dn: 0.384740 loss_class_aux_dn: 1.789801 loss_bbox_aux_dn: 0.837857 loss_giou_aux_dn: 2.149487 loss: 15.081736 eta: 17:11:15 batch_cost: 0.5251 data_cost: 0.0013 ips: 7.6180 images/s [04/01 11:40:34] ppdet.engine INFO: Epoch: [56] [4600/7329] learning_rate: 0.000100 loss_class: 0.536136 loss_bbox: 0.126943 loss_giou: 0.399743 loss_class_aux: 3.267089 loss_bbox_aux: 0.863192 loss_giou_aux: 2.484817 loss_class_dn: 0.318673 loss_bbox_dn: 0.125613 loss_giou_dn: 0.354786 loss_class_aux_dn: 1.693745 loss_bbox_aux_dn: 0.768822 loss_giou_aux_dn: 1.985098 loss: 13.334414 eta: 17:10:19 batch_cost: 0.5269 data_cost: 0.0012 ips: 7.5922 images/s [04/01 11:41:43] ppdet.engine INFO: Epoch: [56] [4700/7329] learning_rate: 0.000100 loss_class: 0.601794 loss_bbox: 0.131412 loss_giou: 0.378693 loss_class_aux: 3.786121 loss_bbox_aux: 0.856523 loss_giou_aux: 2.454650 loss_class_dn: 0.346976 loss_bbox_dn: 0.138631 loss_giou_dn: 0.355170 loss_class_aux_dn: 1.851614 loss_bbox_aux_dn: 0.852303 loss_giou_aux_dn: 1.984534 loss: 14.986769 eta: 17:09:27 batch_cost: 0.6315 data_cost: 0.0013 ips: 6.3341 images/s [04/01 11:42:48] ppdet.engine INFO: Epoch: [56] [4800/7329] learning_rate: 0.000100 loss_class: 0.522701 loss_bbox: 0.127870 loss_giou: 0.427666 loss_class_aux: 3.510698 loss_bbox_aux: 0.811492 loss_giou_aux: 2.692082 loss_class_dn: 0.335553 loss_bbox_dn: 0.151384 loss_giou_dn: 0.367091 loss_class_aux_dn: 1.848387 loss_bbox_aux_dn: 0.882340 loss_giou_aux_dn: 2.023781 loss: 15.168613 eta: 17:08:33 batch_cost: 0.5900 data_cost: 0.0014 ips: 6.7796 images/s [04/01 11:43:47] ppdet.engine INFO: Epoch: [56] [4900/7329] learning_rate: 0.000100 loss_class: 0.621481 loss_bbox: 0.131184 loss_giou: 0.452459 loss_class_aux: 3.955563 loss_bbox_aux: 0.877568 loss_giou_aux: 2.765363 loss_class_dn: 0.357549 loss_bbox_dn: 0.138263 loss_giou_dn: 0.399398 loss_class_aux_dn: 1.955244 loss_bbox_aux_dn: 0.811097 loss_giou_aux_dn: 2.216464 loss: 15.066042 eta: 17:07:38 batch_cost: 0.5363 data_cost: 0.0013 ips: 7.4585 images/s [04/01 11:44:45] ppdet.engine INFO: Epoch: [56] [5000/7329] learning_rate: 0.000100 loss_class: 0.596018 loss_bbox: 0.139362 loss_giou: 0.382124 loss_class_aux: 3.872525 loss_bbox_aux: 0.928274 loss_giou_aux: 2.381303 loss_class_dn: 0.330170 loss_bbox_dn: 0.133782 loss_giou_dn: 0.371818 loss_class_aux_dn: 1.774577 loss_bbox_aux_dn: 0.798907 loss_giou_aux_dn: 2.121634 loss: 14.650219 eta: 17:06:42 batch_cost: 0.5205 data_cost: 0.0012 ips: 7.6843 images/s [04/01 11:45:46] ppdet.engine INFO: Epoch: [56] [5100/7329] learning_rate: 0.000100 loss_class: 0.581691 loss_bbox: 0.126418 loss_giou: 0.388224 loss_class_aux: 3.684676 loss_bbox_aux: 0.856523 loss_giou_aux: 2.331523 loss_class_dn: 0.303801 loss_bbox_dn: 0.131419 loss_giou_dn: 0.327964 loss_class_aux_dn: 1.668699 loss_bbox_aux_dn: 0.776006 loss_giou_aux_dn: 1.826585 loss: 13.519770 eta: 17:05:47 batch_cost: 0.5529 data_cost: 0.0015 ips: 7.2347 images/s [04/01 11:46:46] ppdet.engine INFO: Epoch: [56] [5200/7329] learning_rate: 0.000100 loss_class: 0.459659 loss_bbox: 0.111987 loss_giou: 0.321000 loss_class_aux: 2.888128 loss_bbox_aux: 0.748559 loss_giou_aux: 2.075503 loss_class_dn: 0.266995 loss_bbox_dn: 0.114031 loss_giou_dn: 0.319487 loss_class_aux_dn: 1.377250 loss_bbox_aux_dn: 0.666032 loss_giou_aux_dn: 1.824317 loss: 11.311819 eta: 17:04:52 batch_cost: 0.5449 data_cost: 0.0012 ips: 7.3413 images/s [04/01 11:47:44] ppdet.engine INFO: Epoch: [56] [5300/7329] learning_rate: 0.000100 loss_class: 0.505495 loss_bbox: 0.125548 loss_giou: 0.287550 loss_class_aux: 3.349851 loss_bbox_aux: 0.801985 loss_giou_aux: 1.982104 loss_class_dn: 0.281431 loss_bbox_dn: 0.132432 loss_giou_dn: 0.277469 loss_class_aux_dn: 1.580631 loss_bbox_aux_dn: 0.804017 loss_giou_aux_dn: 1.556901 loss: 12.279308 eta: 17:03:57 batch_cost: 0.5286 data_cost: 0.0014 ips: 7.5671 images/s [04/01 11:48:41] ppdet.engine INFO: Epoch: [56] [5400/7329] learning_rate: 0.000100 loss_class: 0.607375 loss_bbox: 0.139457 loss_giou: 0.320330 loss_class_aux: 3.726191 loss_bbox_aux: 0.938346 loss_giou_aux: 2.022305 loss_class_dn: 0.313609 loss_bbox_dn: 0.143746 loss_giou_dn: 0.315910 loss_class_aux_dn: 1.670016 loss_bbox_aux_dn: 0.918832 loss_giou_aux_dn: 1.815859 loss: 13.504725 eta: 17:03:01 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7872 images/s [04/01 11:49:37] ppdet.engine INFO: Epoch: [56] [5500/7329] learning_rate: 0.000100 loss_class: 0.599433 loss_bbox: 0.126661 loss_giou: 0.398484 loss_class_aux: 3.835244 loss_bbox_aux: 0.902398 loss_giou_aux: 2.553309 loss_class_dn: 0.343517 loss_bbox_dn: 0.141700 loss_giou_dn: 0.385183 loss_class_aux_dn: 1.836115 loss_bbox_aux_dn: 0.851058 loss_giou_aux_dn: 2.181432 loss: 15.566520 eta: 17:02:05 batch_cost: 0.5069 data_cost: 0.0012 ips: 7.8918 images/s [04/01 11:50:33] ppdet.engine INFO: Epoch: [56] [5600/7329] learning_rate: 0.000100 loss_class: 0.543195 loss_bbox: 0.140495 loss_giou: 0.367645 loss_class_aux: 3.401707 loss_bbox_aux: 0.900315 loss_giou_aux: 2.354196 loss_class_dn: 0.317133 loss_bbox_dn: 0.132000 loss_giou_dn: 0.347567 loss_class_aux_dn: 1.704872 loss_bbox_aux_dn: 0.799789 loss_giou_aux_dn: 1.951986 loss: 13.478420 eta: 17:01:09 batch_cost: 0.5042 data_cost: 0.0013 ips: 7.9337 images/s [04/01 11:51:31] ppdet.engine INFO: Epoch: [56] [5700/7329] learning_rate: 0.000100 loss_class: 0.583920 loss_bbox: 0.126809 loss_giou: 0.432490 loss_class_aux: 3.822820 loss_bbox_aux: 0.870793 loss_giou_aux: 2.722349 loss_class_dn: 0.358312 loss_bbox_dn: 0.130363 loss_giou_dn: 0.389137 loss_class_aux_dn: 1.947161 loss_bbox_aux_dn: 0.757151 loss_giou_aux_dn: 2.154112 loss: 14.988293 eta: 17:00:13 batch_cost: 0.5187 data_cost: 0.0013 ips: 7.7117 images/s [04/01 11:52:27] ppdet.engine INFO: Epoch: [56] [5800/7329] learning_rate: 0.000100 loss_class: 0.579745 loss_bbox: 0.122735 loss_giou: 0.345266 loss_class_aux: 3.642700 loss_bbox_aux: 0.857674 loss_giou_aux: 2.204895 loss_class_dn: 0.329065 loss_bbox_dn: 0.137425 loss_giou_dn: 0.350479 loss_class_aux_dn: 1.786170 loss_bbox_aux_dn: 0.776480 loss_giou_aux_dn: 1.900836 loss: 13.900025 eta: 16:59:17 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8698 images/s [04/01 11:53:25] ppdet.engine INFO: Epoch: [56] [5900/7329] learning_rate: 0.000100 loss_class: 0.558881 loss_bbox: 0.136093 loss_giou: 0.393328 loss_class_aux: 3.514709 loss_bbox_aux: 0.922777 loss_giou_aux: 2.481237 loss_class_dn: 0.331172 loss_bbox_dn: 0.139125 loss_giou_dn: 0.364377 loss_class_aux_dn: 1.785779 loss_bbox_aux_dn: 0.848182 loss_giou_aux_dn: 2.086209 loss: 14.210278 eta: 16:58:22 batch_cost: 0.5230 data_cost: 0.0012 ips: 7.6479 images/s [04/01 11:54:29] ppdet.engine INFO: Epoch: [56] [6000/7329] learning_rate: 0.000100 loss_class: 0.553442 loss_bbox: 0.135716 loss_giou: 0.395901 loss_class_aux: 3.503452 loss_bbox_aux: 0.883605 loss_giou_aux: 2.581959 loss_class_dn: 0.330869 loss_bbox_dn: 0.141894 loss_giou_dn: 0.370263 loss_class_aux_dn: 1.780824 loss_bbox_aux_dn: 0.791427 loss_giou_aux_dn: 2.060168 loss: 15.135928 eta: 16:57:28 batch_cost: 0.5834 data_cost: 0.0012 ips: 6.8559 images/s [04/01 11:55:28] ppdet.engine INFO: Epoch: [56] [6100/7329] learning_rate: 0.000100 loss_class: 0.549731 loss_bbox: 0.143933 loss_giou: 0.407156 loss_class_aux: 3.611305 loss_bbox_aux: 0.991560 loss_giou_aux: 2.549536 loss_class_dn: 0.336076 loss_bbox_dn: 0.155345 loss_giou_dn: 0.354988 loss_class_aux_dn: 1.825020 loss_bbox_aux_dn: 0.969863 loss_giou_aux_dn: 1.975942 loss: 14.561329 eta: 16:56:33 batch_cost: 0.5348 data_cost: 0.0014 ips: 7.4792 images/s [04/01 11:56:26] ppdet.engine INFO: Epoch: [56] [6200/7329] learning_rate: 0.000100 loss_class: 0.589667 loss_bbox: 0.146615 loss_giou: 0.461364 loss_class_aux: 3.650656 loss_bbox_aux: 0.920947 loss_giou_aux: 2.847027 loss_class_dn: 0.330899 loss_bbox_dn: 0.135807 loss_giou_dn: 0.374258 loss_class_aux_dn: 1.753644 loss_bbox_aux_dn: 0.803553 loss_giou_aux_dn: 2.113916 loss: 14.229764 eta: 16:55:37 batch_cost: 0.5181 data_cost: 0.0013 ips: 7.7209 images/s [04/01 11:57:23] ppdet.engine INFO: Epoch: [56] [6300/7329] learning_rate: 0.000100 loss_class: 0.621080 loss_bbox: 0.138031 loss_giou: 0.398574 loss_class_aux: 3.961817 loss_bbox_aux: 0.935875 loss_giou_aux: 2.566607 loss_class_dn: 0.328883 loss_bbox_dn: 0.146685 loss_giou_dn: 0.368546 loss_class_aux_dn: 1.822120 loss_bbox_aux_dn: 0.884045 loss_giou_aux_dn: 2.030984 loss: 15.022606 eta: 16:54:41 batch_cost: 0.5201 data_cost: 0.0012 ips: 7.6910 images/s [04/01 11:58:26] ppdet.engine INFO: Epoch: [56] [6400/7329] learning_rate: 0.000100 loss_class: 0.579987 loss_bbox: 0.130468 loss_giou: 0.340559 loss_class_aux: 3.708454 loss_bbox_aux: 0.859898 loss_giou_aux: 2.254323 loss_class_dn: 0.315920 loss_bbox_dn: 0.133225 loss_giou_dn: 0.335440 loss_class_aux_dn: 1.692652 loss_bbox_aux_dn: 0.817230 loss_giou_aux_dn: 1.927879 loss: 13.791975 eta: 16:53:47 batch_cost: 0.5688 data_cost: 0.0014 ips: 7.0318 images/s [04/01 11:59:25] ppdet.engine INFO: Epoch: [56] [6500/7329] learning_rate: 0.000100 loss_class: 0.550287 loss_bbox: 0.132889 loss_giou: 0.319257 loss_class_aux: 3.544454 loss_bbox_aux: 0.860650 loss_giou_aux: 2.085674 loss_class_dn: 0.293014 loss_bbox_dn: 0.136239 loss_giou_dn: 0.320286 loss_class_aux_dn: 1.597269 loss_bbox_aux_dn: 0.854211 loss_giou_aux_dn: 1.778479 loss: 13.178146 eta: 16:52:52 batch_cost: 0.5315 data_cost: 0.0021 ips: 7.5257 images/s [04/01 12:00:25] ppdet.engine INFO: Epoch: [56] [6600/7329] learning_rate: 0.000100 loss_class: 0.589388 loss_bbox: 0.135110 loss_giou: 0.380433 loss_class_aux: 3.667605 loss_bbox_aux: 0.882804 loss_giou_aux: 2.454353 loss_class_dn: 0.324068 loss_bbox_dn: 0.144696 loss_giou_dn: 0.362433 loss_class_aux_dn: 1.752336 loss_bbox_aux_dn: 0.872073 loss_giou_aux_dn: 1.982379 loss: 13.656881 eta: 16:51:57 batch_cost: 0.5409 data_cost: 0.0013 ips: 7.3951 images/s [04/01 12:01:25] ppdet.engine INFO: Epoch: [56] [6700/7329] learning_rate: 0.000100 loss_class: 0.617521 loss_bbox: 0.131631 loss_giou: 0.368818 loss_class_aux: 4.001448 loss_bbox_aux: 0.891200 loss_giou_aux: 2.304909 loss_class_dn: 0.349236 loss_bbox_dn: 0.130779 loss_giou_dn: 0.356824 loss_class_aux_dn: 1.893131 loss_bbox_aux_dn: 0.801187 loss_giou_aux_dn: 2.049198 loss: 14.590515 eta: 16:51:02 batch_cost: 0.5526 data_cost: 0.0012 ips: 7.2384 images/s [04/01 12:02:22] ppdet.engine INFO: Epoch: [56] [6800/7329] learning_rate: 0.000100 loss_class: 0.610100 loss_bbox: 0.142837 loss_giou: 0.445039 loss_class_aux: 3.808808 loss_bbox_aux: 0.991567 loss_giou_aux: 2.907276 loss_class_dn: 0.376694 loss_bbox_dn: 0.158997 loss_giou_dn: 0.404360 loss_class_aux_dn: 2.014525 loss_bbox_aux_dn: 0.926062 loss_giou_aux_dn: 2.310846 loss: 16.610847 eta: 16:50:06 batch_cost: 0.5102 data_cost: 0.0012 ips: 7.8399 images/s [04/01 12:03:20] ppdet.engine INFO: Epoch: [56] [6900/7329] learning_rate: 0.000100 loss_class: 0.579501 loss_bbox: 0.126208 loss_giou: 0.368745 loss_class_aux: 3.636017 loss_bbox_aux: 0.819188 loss_giou_aux: 2.371981 loss_class_dn: 0.312461 loss_bbox_dn: 0.123431 loss_giou_dn: 0.320562 loss_class_aux_dn: 1.683927 loss_bbox_aux_dn: 0.800696 loss_giou_aux_dn: 1.818979 loss: 12.874626 eta: 16:49:10 batch_cost: 0.5235 data_cost: 0.0012 ips: 7.6412 images/s [04/01 12:04:18] ppdet.engine INFO: Epoch: [56] [7000/7329] learning_rate: 0.000100 loss_class: 0.521203 loss_bbox: 0.126068 loss_giou: 0.358587 loss_class_aux: 3.286753 loss_bbox_aux: 0.838565 loss_giou_aux: 2.375839 loss_class_dn: 0.316181 loss_bbox_dn: 0.128530 loss_giou_dn: 0.372000 loss_class_aux_dn: 1.667904 loss_bbox_aux_dn: 0.795438 loss_giou_aux_dn: 2.080276 loss: 13.560922 eta: 16:48:15 batch_cost: 0.5273 data_cost: 0.0012 ips: 7.5860 images/s [04/01 12:05:13] ppdet.engine INFO: Epoch: [56] [7100/7329] learning_rate: 0.000100 loss_class: 0.524049 loss_bbox: 0.133599 loss_giou: 0.353251 loss_class_aux: 3.325849 loss_bbox_aux: 0.892620 loss_giou_aux: 2.199731 loss_class_dn: 0.293252 loss_bbox_dn: 0.143916 loss_giou_dn: 0.322906 loss_class_aux_dn: 1.624092 loss_bbox_aux_dn: 0.906001 loss_giou_aux_dn: 1.829309 loss: 13.281633 eta: 16:47:19 batch_cost: 0.4989 data_cost: 0.0012 ips: 8.0181 images/s [04/01 12:06:13] ppdet.engine INFO: Epoch: [56] [7200/7329] learning_rate: 0.000100 loss_class: 0.618379 loss_bbox: 0.143874 loss_giou: 0.426616 loss_class_aux: 3.972291 loss_bbox_aux: 0.940820 loss_giou_aux: 2.715750 loss_class_dn: 0.358132 loss_bbox_dn: 0.145998 loss_giou_dn: 0.396197 loss_class_aux_dn: 1.921858 loss_bbox_aux_dn: 0.926876 loss_giou_aux_dn: 2.214058 loss: 15.116472 eta: 16:46:24 batch_cost: 0.5495 data_cost: 0.0011 ips: 7.2796 images/s [04/01 12:07:13] ppdet.engine INFO: Epoch: [56] [7300/7329] learning_rate: 0.000100 loss_class: 0.518354 loss_bbox: 0.111149 loss_giou: 0.259401 loss_class_aux: 3.200467 loss_bbox_aux: 0.808650 loss_giou_aux: 1.683446 loss_class_dn: 0.279025 loss_bbox_dn: 0.124156 loss_giou_dn: 0.282345 loss_class_aux_dn: 1.497414 loss_bbox_aux_dn: 0.703973 loss_giou_aux_dn: 1.597367 loss: 12.405692 eta: 16:45:29 batch_cost: 0.5407 data_cost: 0.0012 ips: 7.3973 images/s [04/01 12:07:34] ppdet.engine INFO: Eval iter: 0 [04/01 12:08:05] ppdet.engine INFO: Eval iter: 100 [04/01 12:08:33] ppdet.engine INFO: Eval iter: 200 [04/01 12:09:01] ppdet.engine INFO: Eval iter: 300 [04/01 12:09:30] ppdet.engine INFO: Eval iter: 400 [04/01 12:10:00] ppdet.engine INFO: Eval iter: 500 [04/01 12:10:29] ppdet.engine INFO: Eval iter: 600 [04/01 12:10:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/01 12:11:00] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.85s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.60s). Accumulating evaluation results... DONE (t=27.96s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 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 ] = 0.699 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 ] = 0.720 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 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/01 12:13:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.280348696209035 [04/01 12:13:42] ppdet.engine INFO: Best test bbox ap is 0.529. [04/01 12:13:43] ppdet.engine INFO: Epoch: [57] [ 0/7329] learning_rate: 0.000100 loss_class: 0.457174 loss_bbox: 0.110751 loss_giou: 0.261367 loss_class_aux: 2.981840 loss_bbox_aux: 0.798201 loss_giou_aux: 1.688272 loss_class_dn: 0.251049 loss_bbox_dn: 0.120595 loss_giou_dn: 0.272183 loss_class_aux_dn: 1.401505 loss_bbox_aux_dn: 0.703124 loss_giou_aux_dn: 1.552385 loss: 12.000795 eta: 16:45:13 batch_cost: 0.5309 data_cost: 0.0013 ips: 7.5340 images/s [04/01 12:14:49] ppdet.engine INFO: Epoch: [57] [ 100/7329] learning_rate: 0.000100 loss_class: 0.586336 loss_bbox: 0.143113 loss_giou: 0.409908 loss_class_aux: 3.726640 loss_bbox_aux: 0.972585 loss_giou_aux: 2.552008 loss_class_dn: 0.335563 loss_bbox_dn: 0.133814 loss_giou_dn: 0.354736 loss_class_aux_dn: 1.820269 loss_bbox_aux_dn: 0.816821 loss_giou_aux_dn: 1.969796 loss: 14.319465 eta: 16:44:19 batch_cost: 0.5907 data_cost: 0.0015 ips: 6.7713 images/s [04/01 12:15:55] ppdet.engine INFO: Epoch: [57] [ 200/7329] learning_rate: 0.000100 loss_class: 0.552589 loss_bbox: 0.140237 loss_giou: 0.366790 loss_class_aux: 3.531826 loss_bbox_aux: 0.941808 loss_giou_aux: 2.433403 loss_class_dn: 0.317284 loss_bbox_dn: 0.145622 loss_giou_dn: 0.373044 loss_class_aux_dn: 1.751233 loss_bbox_aux_dn: 0.808073 loss_giou_aux_dn: 2.085590 loss: 13.709641 eta: 16:43:25 batch_cost: 0.5936 data_cost: 0.0014 ips: 6.7390 images/s [04/01 12:17:01] ppdet.engine INFO: Epoch: [57] [ 300/7329] learning_rate: 0.000100 loss_class: 0.516393 loss_bbox: 0.120816 loss_giou: 0.346988 loss_class_aux: 3.335314 loss_bbox_aux: 0.809227 loss_giou_aux: 2.327531 loss_class_dn: 0.306485 loss_bbox_dn: 0.125571 loss_giou_dn: 0.308965 loss_class_aux_dn: 1.765793 loss_bbox_aux_dn: 0.762706 loss_giou_aux_dn: 1.750081 loss: 12.671150 eta: 16:42:31 batch_cost: 0.5868 data_cost: 0.0016 ips: 6.8163 images/s [04/01 12:18:02] ppdet.engine INFO: Epoch: [57] [ 400/7329] learning_rate: 0.000100 loss_class: 0.588007 loss_bbox: 0.148357 loss_giou: 0.379793 loss_class_aux: 3.940559 loss_bbox_aux: 0.944439 loss_giou_aux: 2.450244 loss_class_dn: 0.324756 loss_bbox_dn: 0.135616 loss_giou_dn: 0.344988 loss_class_aux_dn: 1.768387 loss_bbox_aux_dn: 0.839737 loss_giou_aux_dn: 1.898856 loss: 13.075556 eta: 16:41:37 batch_cost: 0.5610 data_cost: 0.0014 ips: 7.1304 images/s [04/01 12:19:01] ppdet.engine INFO: Epoch: [57] [ 500/7329] learning_rate: 0.000100 loss_class: 0.545290 loss_bbox: 0.133050 loss_giou: 0.430920 loss_class_aux: 3.445112 loss_bbox_aux: 0.871696 loss_giou_aux: 2.751926 loss_class_dn: 0.319921 loss_bbox_dn: 0.121742 loss_giou_dn: 0.378515 loss_class_aux_dn: 1.717390 loss_bbox_aux_dn: 0.770239 loss_giou_aux_dn: 2.062048 loss: 13.932211 eta: 16:40:41 batch_cost: 0.5313 data_cost: 0.0013 ips: 7.5287 images/s [04/01 12:20:03] ppdet.engine INFO: Epoch: [57] [ 600/7329] learning_rate: 0.000100 loss_class: 0.580396 loss_bbox: 0.124374 loss_giou: 0.376355 loss_class_aux: 3.644792 loss_bbox_aux: 0.814853 loss_giou_aux: 2.436373 loss_class_dn: 0.331794 loss_bbox_dn: 0.122629 loss_giou_dn: 0.352600 loss_class_aux_dn: 1.806862 loss_bbox_aux_dn: 0.751070 loss_giou_aux_dn: 2.042247 loss: 13.671082 eta: 16:39:47 batch_cost: 0.5600 data_cost: 0.0013 ips: 7.1431 images/s [04/01 12:21:01] ppdet.engine INFO: Epoch: [57] [ 700/7329] learning_rate: 0.000100 loss_class: 0.571284 loss_bbox: 0.126165 loss_giou: 0.339432 loss_class_aux: 3.669247 loss_bbox_aux: 0.795596 loss_giou_aux: 2.146399 loss_class_dn: 0.303098 loss_bbox_dn: 0.124969 loss_giou_dn: 0.314938 loss_class_aux_dn: 1.613343 loss_bbox_aux_dn: 0.765072 loss_giou_aux_dn: 1.780137 loss: 12.454138 eta: 16:38:52 batch_cost: 0.5320 data_cost: 0.0012 ips: 7.5181 images/s [04/01 12:22:00] ppdet.engine INFO: Epoch: [57] [ 800/7329] learning_rate: 0.000100 loss_class: 0.490707 loss_bbox: 0.115943 loss_giou: 0.332289 loss_class_aux: 3.272826 loss_bbox_aux: 0.783380 loss_giou_aux: 2.087828 loss_class_dn: 0.297731 loss_bbox_dn: 0.126853 loss_giou_dn: 0.303492 loss_class_aux_dn: 1.595185 loss_bbox_aux_dn: 0.781874 loss_giou_aux_dn: 1.676102 loss: 12.393112 eta: 16:37:56 batch_cost: 0.5319 data_cost: 0.0012 ips: 7.5204 images/s [04/01 12:23:03] ppdet.engine INFO: Epoch: [57] [ 900/7329] learning_rate: 0.000100 loss_class: 0.532497 loss_bbox: 0.124014 loss_giou: 0.396686 loss_class_aux: 3.380109 loss_bbox_aux: 0.808786 loss_giou_aux: 2.481309 loss_class_dn: 0.318741 loss_bbox_dn: 0.111909 loss_giou_dn: 0.367596 loss_class_aux_dn: 1.726254 loss_bbox_aux_dn: 0.666401 loss_giou_aux_dn: 2.008450 loss: 13.580188 eta: 16:37:02 batch_cost: 0.5666 data_cost: 0.0017 ips: 7.0591 images/s [04/01 12:24:02] ppdet.engine INFO: Epoch: [57] [1000/7329] learning_rate: 0.000100 loss_class: 0.475451 loss_bbox: 0.114559 loss_giou: 0.345216 loss_class_aux: 2.956294 loss_bbox_aux: 0.765769 loss_giou_aux: 2.207614 loss_class_dn: 0.300448 loss_bbox_dn: 0.119668 loss_giou_dn: 0.338494 loss_class_aux_dn: 1.624416 loss_bbox_aux_dn: 0.734003 loss_giou_aux_dn: 1.845047 loss: 13.086689 eta: 16:36:06 batch_cost: 0.5263 data_cost: 0.0013 ips: 7.6006 images/s [04/01 12:25:01] ppdet.engine INFO: Epoch: [57] [1100/7329] learning_rate: 0.000100 loss_class: 0.561283 loss_bbox: 0.131825 loss_giou: 0.379595 loss_class_aux: 3.549221 loss_bbox_aux: 0.906163 loss_giou_aux: 2.422588 loss_class_dn: 0.334721 loss_bbox_dn: 0.139595 loss_giou_dn: 0.343074 loss_class_aux_dn: 1.821137 loss_bbox_aux_dn: 0.831508 loss_giou_aux_dn: 1.942570 loss: 13.903963 eta: 16:35:11 batch_cost: 0.5361 data_cost: 0.0013 ips: 7.4610 images/s [04/01 12:25:58] ppdet.engine INFO: Epoch: [57] [1200/7329] learning_rate: 0.000100 loss_class: 0.501758 loss_bbox: 0.125890 loss_giou: 0.309215 loss_class_aux: 3.197774 loss_bbox_aux: 0.896896 loss_giou_aux: 1.904908 loss_class_dn: 0.296759 loss_bbox_dn: 0.135066 loss_giou_dn: 0.284990 loss_class_aux_dn: 1.583736 loss_bbox_aux_dn: 0.784464 loss_giou_aux_dn: 1.660354 loss: 12.428732 eta: 16:34:15 batch_cost: 0.5119 data_cost: 0.0013 ips: 7.8146 images/s [04/01 12:26:58] ppdet.engine INFO: Epoch: [57] [1300/7329] learning_rate: 0.000100 loss_class: 0.569358 loss_bbox: 0.140404 loss_giou: 0.402088 loss_class_aux: 3.669555 loss_bbox_aux: 0.920368 loss_giou_aux: 2.618013 loss_class_dn: 0.348670 loss_bbox_dn: 0.155162 loss_giou_dn: 0.351640 loss_class_aux_dn: 1.856728 loss_bbox_aux_dn: 0.938907 loss_giou_aux_dn: 2.055836 loss: 14.560875 eta: 16:33:20 batch_cost: 0.5440 data_cost: 0.0013 ips: 7.3536 images/s [04/01 12:27:56] ppdet.engine INFO: Epoch: [57] [1400/7329] learning_rate: 0.000100 loss_class: 0.570984 loss_bbox: 0.132021 loss_giou: 0.358554 loss_class_aux: 3.606905 loss_bbox_aux: 0.876632 loss_giou_aux: 2.377501 loss_class_dn: 0.302081 loss_bbox_dn: 0.127398 loss_giou_dn: 0.331141 loss_class_aux_dn: 1.657942 loss_bbox_aux_dn: 0.769770 loss_giou_aux_dn: 1.861166 loss: 13.236612 eta: 16:32:25 batch_cost: 0.5279 data_cost: 0.0013 ips: 7.5776 images/s [04/01 12:28:58] ppdet.engine INFO: Epoch: [57] [1500/7329] learning_rate: 0.000100 loss_class: 0.488170 loss_bbox: 0.125663 loss_giou: 0.282288 loss_class_aux: 3.103047 loss_bbox_aux: 0.806202 loss_giou_aux: 1.755632 loss_class_dn: 0.269740 loss_bbox_dn: 0.134524 loss_giou_dn: 0.290063 loss_class_aux_dn: 1.492257 loss_bbox_aux_dn: 0.790727 loss_giou_aux_dn: 1.592445 loss: 11.981426 eta: 16:31:31 batch_cost: 0.5641 data_cost: 0.0013 ips: 7.0908 images/s [04/01 12:29:58] ppdet.engine INFO: Epoch: [57] [1600/7329] learning_rate: 0.000100 loss_class: 0.552906 loss_bbox: 0.131258 loss_giou: 0.322302 loss_class_aux: 3.437587 loss_bbox_aux: 0.919883 loss_giou_aux: 2.055540 loss_class_dn: 0.293646 loss_bbox_dn: 0.141896 loss_giou_dn: 0.301026 loss_class_aux_dn: 1.592793 loss_bbox_aux_dn: 0.853525 loss_giou_aux_dn: 1.734683 loss: 12.979800 eta: 16:30:35 batch_cost: 0.5397 data_cost: 0.0012 ips: 7.4113 images/s [04/01 12:30:53] ppdet.engine INFO: Epoch: [57] [1700/7329] learning_rate: 0.000100 loss_class: 0.527916 loss_bbox: 0.132831 loss_giou: 0.311087 loss_class_aux: 3.480750 loss_bbox_aux: 0.879384 loss_giou_aux: 1.952375 loss_class_dn: 0.302747 loss_bbox_dn: 0.130324 loss_giou_dn: 0.295642 loss_class_aux_dn: 1.656674 loss_bbox_aux_dn: 0.777709 loss_giou_aux_dn: 1.644904 loss: 13.105276 eta: 16:29:39 batch_cost: 0.4993 data_cost: 0.0012 ips: 8.0119 images/s [04/01 12:31:55] ppdet.engine INFO: Epoch: [57] [1800/7329] learning_rate: 0.000100 loss_class: 0.554002 loss_bbox: 0.137027 loss_giou: 0.392228 loss_class_aux: 3.548725 loss_bbox_aux: 0.878981 loss_giou_aux: 2.466235 loss_class_dn: 0.323752 loss_bbox_dn: 0.131447 loss_giou_dn: 0.377309 loss_class_aux_dn: 1.739401 loss_bbox_aux_dn: 0.766073 loss_giou_aux_dn: 2.057170 loss: 13.199103 eta: 16:28:45 batch_cost: 0.5636 data_cost: 0.0013 ips: 7.0970 images/s [04/01 12:32:55] ppdet.engine INFO: Epoch: [57] [1900/7329] learning_rate: 0.000100 loss_class: 0.617032 loss_bbox: 0.142447 loss_giou: 0.411346 loss_class_aux: 3.999256 loss_bbox_aux: 0.968750 loss_giou_aux: 2.593724 loss_class_dn: 0.349631 loss_bbox_dn: 0.169690 loss_giou_dn: 0.387819 loss_class_aux_dn: 1.889053 loss_bbox_aux_dn: 1.044182 loss_giou_aux_dn: 2.195788 loss: 14.700863 eta: 16:27:50 batch_cost: 0.5423 data_cost: 0.0013 ips: 7.3765 images/s [04/01 12:33:52] ppdet.engine INFO: Epoch: [57] [2000/7329] learning_rate: 0.000100 loss_class: 0.578814 loss_bbox: 0.129353 loss_giou: 0.374604 loss_class_aux: 3.569072 loss_bbox_aux: 0.829525 loss_giou_aux: 2.456336 loss_class_dn: 0.329145 loss_bbox_dn: 0.138081 loss_giou_dn: 0.361760 loss_class_aux_dn: 1.768237 loss_bbox_aux_dn: 0.842863 loss_giou_aux_dn: 2.020484 loss: 13.405788 eta: 16:26:54 batch_cost: 0.5157 data_cost: 0.0012 ips: 7.7559 images/s [04/01 12:34:50] ppdet.engine INFO: Epoch: [57] [2100/7329] learning_rate: 0.000100 loss_class: 0.537451 loss_bbox: 0.127342 loss_giou: 0.439442 loss_class_aux: 3.382612 loss_bbox_aux: 0.819685 loss_giou_aux: 2.808542 loss_class_dn: 0.340320 loss_bbox_dn: 0.122492 loss_giou_dn: 0.393800 loss_class_aux_dn: 1.798648 loss_bbox_aux_dn: 0.768515 loss_giou_aux_dn: 2.209844 loss: 14.373142 eta: 16:25:59 batch_cost: 0.5253 data_cost: 0.0012 ips: 7.6143 images/s [04/01 12:35:50] ppdet.engine INFO: Epoch: [57] [2200/7329] learning_rate: 0.000100 loss_class: 0.495899 loss_bbox: 0.123345 loss_giou: 0.315956 loss_class_aux: 3.072389 loss_bbox_aux: 0.784150 loss_giou_aux: 1.961529 loss_class_dn: 0.288047 loss_bbox_dn: 0.114155 loss_giou_dn: 0.296943 loss_class_aux_dn: 1.606187 loss_bbox_aux_dn: 0.702288 loss_giou_aux_dn: 1.674255 loss: 11.785273 eta: 16:25:04 batch_cost: 0.5477 data_cost: 0.0014 ips: 7.3027 images/s [04/01 12:36:50] ppdet.engine INFO: Epoch: [57] [2300/7329] learning_rate: 0.000100 loss_class: 0.500373 loss_bbox: 0.120930 loss_giou: 0.329078 loss_class_aux: 3.201044 loss_bbox_aux: 0.831111 loss_giou_aux: 2.126337 loss_class_dn: 0.298560 loss_bbox_dn: 0.125420 loss_giou_dn: 0.314033 loss_class_aux_dn: 1.613410 loss_bbox_aux_dn: 0.763653 loss_giou_aux_dn: 1.760379 loss: 12.341416 eta: 16:24:09 batch_cost: 0.5444 data_cost: 0.0012 ips: 7.3470 images/s [04/01 12:37:50] ppdet.engine INFO: Epoch: [57] [2400/7329] learning_rate: 0.000100 loss_class: 0.515915 loss_bbox: 0.141229 loss_giou: 0.355896 loss_class_aux: 3.331037 loss_bbox_aux: 0.892016 loss_giou_aux: 2.213142 loss_class_dn: 0.301802 loss_bbox_dn: 0.140942 loss_giou_dn: 0.337572 loss_class_aux_dn: 1.621140 loss_bbox_aux_dn: 0.812900 loss_giou_aux_dn: 1.826412 loss: 12.498192 eta: 16:23:14 batch_cost: 0.5399 data_cost: 0.0012 ips: 7.4086 images/s [04/01 12:38:47] ppdet.engine INFO: Epoch: [57] [2500/7329] learning_rate: 0.000100 loss_class: 0.519203 loss_bbox: 0.117764 loss_giou: 0.366341 loss_class_aux: 3.386814 loss_bbox_aux: 0.850103 loss_giou_aux: 2.313627 loss_class_dn: 0.318557 loss_bbox_dn: 0.126847 loss_giou_dn: 0.334212 loss_class_aux_dn: 1.746822 loss_bbox_aux_dn: 0.779752 loss_giou_aux_dn: 1.897781 loss: 13.335690 eta: 16:22:18 batch_cost: 0.5215 data_cost: 0.0013 ips: 7.6701 images/s [04/01 12:39:46] ppdet.engine INFO: Epoch: [57] [2600/7329] learning_rate: 0.000100 loss_class: 0.593864 loss_bbox: 0.130165 loss_giou: 0.367127 loss_class_aux: 3.702709 loss_bbox_aux: 0.885942 loss_giou_aux: 2.316226 loss_class_dn: 0.340157 loss_bbox_dn: 0.140187 loss_giou_dn: 0.338607 loss_class_aux_dn: 1.863769 loss_bbox_aux_dn: 0.859056 loss_giou_aux_dn: 1.904676 loss: 14.061302 eta: 16:21:23 batch_cost: 0.5350 data_cost: 0.0012 ips: 7.4772 images/s [04/01 12:40:49] ppdet.engine INFO: Epoch: [57] [2700/7329] learning_rate: 0.000100 loss_class: 0.576609 loss_bbox: 0.131273 loss_giou: 0.408478 loss_class_aux: 3.570638 loss_bbox_aux: 0.859248 loss_giou_aux: 2.582654 loss_class_dn: 0.342122 loss_bbox_dn: 0.139633 loss_giou_dn: 0.375354 loss_class_aux_dn: 1.816262 loss_bbox_aux_dn: 0.811819 loss_giou_aux_dn: 2.049859 loss: 14.402090 eta: 16:20:29 batch_cost: 0.5692 data_cost: 0.0014 ips: 7.0276 images/s [04/01 12:41:49] ppdet.engine INFO: Epoch: [57] [2800/7329] learning_rate: 0.000100 loss_class: 0.516774 loss_bbox: 0.132338 loss_giou: 0.338190 loss_class_aux: 3.248899 loss_bbox_aux: 0.844654 loss_giou_aux: 2.142775 loss_class_dn: 0.294297 loss_bbox_dn: 0.145912 loss_giou_dn: 0.323107 loss_class_aux_dn: 1.602272 loss_bbox_aux_dn: 0.846774 loss_giou_aux_dn: 1.783047 loss: 13.197060 eta: 16:19:34 batch_cost: 0.5407 data_cost: 0.0012 ips: 7.3974 images/s [04/01 12:42:50] ppdet.engine INFO: Epoch: [57] [2900/7329] learning_rate: 0.000100 loss_class: 0.605127 loss_bbox: 0.158755 loss_giou: 0.517162 loss_class_aux: 3.801950 loss_bbox_aux: 1.015976 loss_giou_aux: 3.179225 loss_class_dn: 0.399265 loss_bbox_dn: 0.143413 loss_giou_dn: 0.463436 loss_class_aux_dn: 2.116415 loss_bbox_aux_dn: 0.864508 loss_giou_aux_dn: 2.608064 loss: 16.671238 eta: 16:18:39 batch_cost: 0.5527 data_cost: 0.0013 ips: 7.2369 images/s [04/01 12:43:48] ppdet.engine INFO: Epoch: [57] [3000/7329] learning_rate: 0.000100 loss_class: 0.602921 loss_bbox: 0.150049 loss_giou: 0.423562 loss_class_aux: 3.925631 loss_bbox_aux: 0.978048 loss_giou_aux: 2.751013 loss_class_dn: 0.337664 loss_bbox_dn: 0.158021 loss_giou_dn: 0.375590 loss_class_aux_dn: 1.821724 loss_bbox_aux_dn: 0.983346 loss_giou_aux_dn: 2.139095 loss: 14.584818 eta: 16:17:43 batch_cost: 0.5245 data_cost: 0.0012 ips: 7.6266 images/s [04/01 12:44:49] ppdet.engine INFO: Epoch: [57] [3100/7329] learning_rate: 0.000100 loss_class: 0.570685 loss_bbox: 0.136424 loss_giou: 0.377280 loss_class_aux: 3.542229 loss_bbox_aux: 0.917292 loss_giou_aux: 2.344613 loss_class_dn: 0.312076 loss_bbox_dn: 0.131705 loss_giou_dn: 0.337309 loss_class_aux_dn: 1.689843 loss_bbox_aux_dn: 0.791274 loss_giou_aux_dn: 1.903824 loss: 13.698119 eta: 16:16:49 batch_cost: 0.5506 data_cost: 0.0012 ips: 7.2644 images/s [04/01 12:45:48] ppdet.engine INFO: Epoch: [57] [3200/7329] learning_rate: 0.000100 loss_class: 0.535488 loss_bbox: 0.140385 loss_giou: 0.344952 loss_class_aux: 3.416089 loss_bbox_aux: 0.901666 loss_giou_aux: 2.206454 loss_class_dn: 0.343331 loss_bbox_dn: 0.121806 loss_giou_dn: 0.348811 loss_class_aux_dn: 1.848074 loss_bbox_aux_dn: 0.759689 loss_giou_aux_dn: 2.012311 loss: 14.337214 eta: 16:15:53 batch_cost: 0.5366 data_cost: 0.0012 ips: 7.4547 images/s [04/01 12:46:53] ppdet.engine INFO: Epoch: [57] [3300/7329] learning_rate: 0.000100 loss_class: 0.607507 loss_bbox: 0.136657 loss_giou: 0.417102 loss_class_aux: 3.731093 loss_bbox_aux: 0.896610 loss_giou_aux: 2.559034 loss_class_dn: 0.317216 loss_bbox_dn: 0.144282 loss_giou_dn: 0.363891 loss_class_aux_dn: 1.754694 loss_bbox_aux_dn: 0.881532 loss_giou_aux_dn: 2.032551 loss: 13.464081 eta: 16:15:00 batch_cost: 0.6042 data_cost: 0.0012 ips: 6.6206 images/s [04/01 12:47:55] ppdet.engine INFO: Epoch: [57] [3400/7329] learning_rate: 0.000100 loss_class: 0.622582 loss_bbox: 0.142956 loss_giou: 0.428900 loss_class_aux: 3.950500 loss_bbox_aux: 0.933095 loss_giou_aux: 2.565831 loss_class_dn: 0.366515 loss_bbox_dn: 0.142130 loss_giou_dn: 0.397846 loss_class_aux_dn: 2.019504 loss_bbox_aux_dn: 0.885459 loss_giou_aux_dn: 2.274221 loss: 15.376429 eta: 16:14:05 batch_cost: 0.5566 data_cost: 0.0014 ips: 7.1863 images/s [04/01 12:48:53] ppdet.engine INFO: Epoch: [57] [3500/7329] learning_rate: 0.000100 loss_class: 0.487620 loss_bbox: 0.114236 loss_giou: 0.284855 loss_class_aux: 3.099993 loss_bbox_aux: 0.751088 loss_giou_aux: 1.769552 loss_class_dn: 0.270832 loss_bbox_dn: 0.125648 loss_giou_dn: 0.264933 loss_class_aux_dn: 1.521221 loss_bbox_aux_dn: 0.778288 loss_giou_aux_dn: 1.585016 loss: 11.236801 eta: 16:13:10 batch_cost: 0.5164 data_cost: 0.0012 ips: 7.7466 images/s [04/01 12:49:55] ppdet.engine INFO: Epoch: [57] [3600/7329] learning_rate: 0.000100 loss_class: 0.619515 loss_bbox: 0.131469 loss_giou: 0.399764 loss_class_aux: 3.937751 loss_bbox_aux: 0.877617 loss_giou_aux: 2.554547 loss_class_dn: 0.342150 loss_bbox_dn: 0.135032 loss_giou_dn: 0.400090 loss_class_aux_dn: 1.848991 loss_bbox_aux_dn: 0.800124 loss_giou_aux_dn: 2.216287 loss: 14.528885 eta: 16:12:15 batch_cost: 0.5595 data_cost: 0.0013 ips: 7.1497 images/s [04/01 12:50:57] ppdet.engine INFO: Epoch: [57] [3700/7329] learning_rate: 0.000100 loss_class: 0.535474 loss_bbox: 0.135313 loss_giou: 0.342677 loss_class_aux: 3.395709 loss_bbox_aux: 0.869934 loss_giou_aux: 2.222560 loss_class_dn: 0.309667 loss_bbox_dn: 0.142654 loss_giou_dn: 0.336721 loss_class_aux_dn: 1.666516 loss_bbox_aux_dn: 0.876968 loss_giou_aux_dn: 1.938675 loss: 13.172180 eta: 16:11:20 batch_cost: 0.5567 data_cost: 0.0014 ips: 7.1848 images/s [04/01 12:51:53] ppdet.engine INFO: Epoch: [57] [3800/7329] learning_rate: 0.000100 loss_class: 0.572989 loss_bbox: 0.135694 loss_giou: 0.359131 loss_class_aux: 3.548841 loss_bbox_aux: 0.887199 loss_giou_aux: 2.284076 loss_class_dn: 0.317360 loss_bbox_dn: 0.135953 loss_giou_dn: 0.321914 loss_class_aux_dn: 1.726825 loss_bbox_aux_dn: 0.821021 loss_giou_aux_dn: 1.832550 loss: 13.509199 eta: 16:10:25 batch_cost: 0.5105 data_cost: 0.0013 ips: 7.8351 images/s [04/01 12:52:51] ppdet.engine INFO: Epoch: [57] [3900/7329] learning_rate: 0.000100 loss_class: 0.554763 loss_bbox: 0.118181 loss_giou: 0.317115 loss_class_aux: 3.486170 loss_bbox_aux: 0.777723 loss_giou_aux: 2.159041 loss_class_dn: 0.296831 loss_bbox_dn: 0.133154 loss_giou_dn: 0.314673 loss_class_aux_dn: 1.626972 loss_bbox_aux_dn: 0.818610 loss_giou_aux_dn: 1.770840 loss: 12.548873 eta: 16:09:29 batch_cost: 0.5203 data_cost: 0.0012 ips: 7.6878 images/s [04/01 12:53:47] ppdet.engine INFO: Epoch: [57] [4000/7329] learning_rate: 0.000100 loss_class: 0.585199 loss_bbox: 0.132760 loss_giou: 0.389143 loss_class_aux: 3.726906 loss_bbox_aux: 0.896801 loss_giou_aux: 2.556026 loss_class_dn: 0.328728 loss_bbox_dn: 0.140236 loss_giou_dn: 0.371298 loss_class_aux_dn: 1.777474 loss_bbox_aux_dn: 0.830853 loss_giou_aux_dn: 2.125610 loss: 13.993008 eta: 16:08:33 batch_cost: 0.5049 data_cost: 0.0013 ips: 7.9223 images/s [04/01 12:54:48] ppdet.engine INFO: Epoch: [57] [4100/7329] learning_rate: 0.000100 loss_class: 0.520938 loss_bbox: 0.135380 loss_giou: 0.344869 loss_class_aux: 3.383240 loss_bbox_aux: 0.904868 loss_giou_aux: 2.211368 loss_class_dn: 0.310875 loss_bbox_dn: 0.135728 loss_giou_dn: 0.323003 loss_class_aux_dn: 1.661933 loss_bbox_aux_dn: 0.805438 loss_giou_aux_dn: 1.856843 loss: 12.678509 eta: 16:07:38 batch_cost: 0.5526 data_cost: 0.0013 ips: 7.2382 images/s [04/01 12:55:52] ppdet.engine INFO: Epoch: [57] [4200/7329] learning_rate: 0.000100 loss_class: 0.606350 loss_bbox: 0.144504 loss_giou: 0.421145 loss_class_aux: 3.959061 loss_bbox_aux: 0.985557 loss_giou_aux: 2.676826 loss_class_dn: 0.348767 loss_bbox_dn: 0.143223 loss_giou_dn: 0.393725 loss_class_aux_dn: 1.888300 loss_bbox_aux_dn: 0.873307 loss_giou_aux_dn: 2.200611 loss: 15.194525 eta: 16:06:44 batch_cost: 0.5814 data_cost: 0.0014 ips: 6.8794 images/s [04/01 12:56:48] ppdet.engine INFO: Epoch: [57] [4300/7329] learning_rate: 0.000100 loss_class: 0.511263 loss_bbox: 0.117864 loss_giou: 0.324252 loss_class_aux: 3.156164 loss_bbox_aux: 0.781988 loss_giou_aux: 2.008694 loss_class_dn: 0.296010 loss_bbox_dn: 0.124042 loss_giou_dn: 0.293742 loss_class_aux_dn: 1.585508 loss_bbox_aux_dn: 0.744730 loss_giou_aux_dn: 1.608685 loss: 11.409454 eta: 16:05:48 batch_cost: 0.5005 data_cost: 0.0012 ips: 7.9927 images/s [04/01 12:57:53] ppdet.engine INFO: Epoch: [57] [4400/7329] learning_rate: 0.000100 loss_class: 0.554103 loss_bbox: 0.130766 loss_giou: 0.398752 loss_class_aux: 3.570065 loss_bbox_aux: 0.846001 loss_giou_aux: 2.477361 loss_class_dn: 0.303995 loss_bbox_dn: 0.120343 loss_giou_dn: 0.357816 loss_class_aux_dn: 1.667136 loss_bbox_aux_dn: 0.780580 loss_giou_aux_dn: 1.973364 loss: 13.449039 eta: 16:04:54 batch_cost: 0.5952 data_cost: 0.0012 ips: 6.7208 images/s [04/01 12:58:55] ppdet.engine INFO: Epoch: [57] [4500/7329] learning_rate: 0.000100 loss_class: 0.549235 loss_bbox: 0.142536 loss_giou: 0.291679 loss_class_aux: 3.538979 loss_bbox_aux: 0.930875 loss_giou_aux: 1.875015 loss_class_dn: 0.284417 loss_bbox_dn: 0.147804 loss_giou_dn: 0.302216 loss_class_aux_dn: 1.541202 loss_bbox_aux_dn: 0.872716 loss_giou_aux_dn: 1.740635 loss: 12.654694 eta: 16:04:00 batch_cost: 0.5675 data_cost: 0.0012 ips: 7.0484 images/s [04/01 12:59:53] ppdet.engine INFO: Epoch: [57] [4600/7329] learning_rate: 0.000100 loss_class: 0.580633 loss_bbox: 0.138859 loss_giou: 0.412567 loss_class_aux: 3.569569 loss_bbox_aux: 0.935721 loss_giou_aux: 2.559134 loss_class_dn: 0.323350 loss_bbox_dn: 0.140742 loss_giou_dn: 0.372827 loss_class_aux_dn: 1.733956 loss_bbox_aux_dn: 0.821649 loss_giou_aux_dn: 2.076760 loss: 13.690540 eta: 16:03:05 batch_cost: 0.5280 data_cost: 0.0012 ips: 7.5763 images/s [04/01 13:00:54] ppdet.engine INFO: Epoch: [57] [4700/7329] learning_rate: 0.000100 loss_class: 0.615832 loss_bbox: 0.147925 loss_giou: 0.397793 loss_class_aux: 3.915624 loss_bbox_aux: 1.000031 loss_giou_aux: 2.466035 loss_class_dn: 0.345670 loss_bbox_dn: 0.150825 loss_giou_dn: 0.372000 loss_class_aux_dn: 1.863356 loss_bbox_aux_dn: 0.897494 loss_giou_aux_dn: 2.088785 loss: 14.791639 eta: 16:02:10 batch_cost: 0.5497 data_cost: 0.0014 ips: 7.2765 images/s [04/01 13:01:51] ppdet.engine INFO: Epoch: [57] [4800/7329] learning_rate: 0.000100 loss_class: 0.580996 loss_bbox: 0.126904 loss_giou: 0.337070 loss_class_aux: 3.647079 loss_bbox_aux: 0.825194 loss_giou_aux: 2.153441 loss_class_dn: 0.321655 loss_bbox_dn: 0.130201 loss_giou_dn: 0.324292 loss_class_aux_dn: 1.739766 loss_bbox_aux_dn: 0.791466 loss_giou_aux_dn: 1.819147 loss: 13.641523 eta: 16:01:14 batch_cost: 0.5151 data_cost: 0.0013 ips: 7.7650 images/s [04/01 13:02:55] ppdet.engine INFO: Epoch: [57] [4900/7329] learning_rate: 0.000100 loss_class: 0.572729 loss_bbox: 0.132841 loss_giou: 0.357430 loss_class_aux: 3.675841 loss_bbox_aux: 0.843287 loss_giou_aux: 2.329361 loss_class_dn: 0.328230 loss_bbox_dn: 0.143798 loss_giou_dn: 0.337935 loss_class_aux_dn: 1.728103 loss_bbox_aux_dn: 0.838718 loss_giou_aux_dn: 1.862787 loss: 13.479413 eta: 16:00:20 batch_cost: 0.5732 data_cost: 0.0017 ips: 6.9780 images/s [04/01 13:03:53] ppdet.engine INFO: Epoch: [57] [5000/7329] learning_rate: 0.000100 loss_class: 0.601380 loss_bbox: 0.119913 loss_giou: 0.411273 loss_class_aux: 3.607980 loss_bbox_aux: 0.799419 loss_giou_aux: 2.663688 loss_class_dn: 0.318128 loss_bbox_dn: 0.131213 loss_giou_dn: 0.375264 loss_class_aux_dn: 1.734004 loss_bbox_aux_dn: 0.780695 loss_giou_aux_dn: 2.128489 loss: 15.053376 eta: 15:59:24 batch_cost: 0.5148 data_cost: 0.0013 ips: 7.7702 images/s [04/01 13:04:52] ppdet.engine INFO: Epoch: [57] [5100/7329] learning_rate: 0.000100 loss_class: 0.586725 loss_bbox: 0.147175 loss_giou: 0.350221 loss_class_aux: 3.822590 loss_bbox_aux: 0.987088 loss_giou_aux: 2.302417 loss_class_dn: 0.326781 loss_bbox_dn: 0.159257 loss_giou_dn: 0.310897 loss_class_aux_dn: 1.795719 loss_bbox_aux_dn: 0.955424 loss_giou_aux_dn: 1.779563 loss: 14.351723 eta: 15:58:29 batch_cost: 0.5347 data_cost: 0.0013 ips: 7.4803 images/s [04/01 13:05:54] ppdet.engine INFO: Epoch: [57] [5200/7329] learning_rate: 0.000100 loss_class: 0.584868 loss_bbox: 0.136753 loss_giou: 0.384359 loss_class_aux: 3.720625 loss_bbox_aux: 0.925763 loss_giou_aux: 2.432004 loss_class_dn: 0.328265 loss_bbox_dn: 0.142963 loss_giou_dn: 0.358010 loss_class_aux_dn: 1.756959 loss_bbox_aux_dn: 0.859973 loss_giou_aux_dn: 1.989143 loss: 13.559818 eta: 15:57:35 batch_cost: 0.5652 data_cost: 0.0012 ips: 7.0766 images/s [04/01 13:06:53] ppdet.engine INFO: Epoch: [57] [5300/7329] learning_rate: 0.000100 loss_class: 0.579833 loss_bbox: 0.144825 loss_giou: 0.446265 loss_class_aux: 3.688251 loss_bbox_aux: 0.961877 loss_giou_aux: 2.820474 loss_class_dn: 0.341257 loss_bbox_dn: 0.140277 loss_giou_dn: 0.407184 loss_class_aux_dn: 1.856152 loss_bbox_aux_dn: 0.810412 loss_giou_aux_dn: 2.248268 loss: 14.176585 eta: 15:56:40 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3967 images/s [04/01 13:07:51] ppdet.engine INFO: Epoch: [57] [5400/7329] learning_rate: 0.000100 loss_class: 0.552698 loss_bbox: 0.125048 loss_giou: 0.410201 loss_class_aux: 3.600341 loss_bbox_aux: 0.807937 loss_giou_aux: 2.542530 loss_class_dn: 0.321030 loss_bbox_dn: 0.133415 loss_giou_dn: 0.376522 loss_class_aux_dn: 1.743288 loss_bbox_aux_dn: 0.841977 loss_giou_aux_dn: 2.114620 loss: 13.590937 eta: 15:55:44 batch_cost: 0.5268 data_cost: 0.0012 ips: 7.5925 images/s [04/01 13:08:52] ppdet.engine INFO: Epoch: [57] [5500/7329] learning_rate: 0.000100 loss_class: 0.591606 loss_bbox: 0.137406 loss_giou: 0.423445 loss_class_aux: 3.669439 loss_bbox_aux: 0.935947 loss_giou_aux: 2.716220 loss_class_dn: 0.336078 loss_bbox_dn: 0.128895 loss_giou_dn: 0.388535 loss_class_aux_dn: 1.824091 loss_bbox_aux_dn: 0.765922 loss_giou_aux_dn: 2.179478 loss: 14.997051 eta: 15:54:49 batch_cost: 0.5520 data_cost: 0.0012 ips: 7.2464 images/s [04/01 13:09:54] ppdet.engine INFO: Epoch: [57] [5600/7329] learning_rate: 0.000100 loss_class: 0.648852 loss_bbox: 0.136324 loss_giou: 0.456733 loss_class_aux: 4.006369 loss_bbox_aux: 0.860091 loss_giou_aux: 2.861157 loss_class_dn: 0.355973 loss_bbox_dn: 0.138640 loss_giou_dn: 0.405919 loss_class_aux_dn: 1.989010 loss_bbox_aux_dn: 0.799474 loss_giou_aux_dn: 2.233275 loss: 15.119983 eta: 15:53:55 batch_cost: 0.5527 data_cost: 0.0014 ips: 7.2371 images/s [04/01 13:10:58] ppdet.engine INFO: Epoch: [57] [5700/7329] learning_rate: 0.000100 loss_class: 0.557408 loss_bbox: 0.125413 loss_giou: 0.351396 loss_class_aux: 3.519557 loss_bbox_aux: 0.837706 loss_giou_aux: 2.199235 loss_class_dn: 0.321676 loss_bbox_dn: 0.141363 loss_giou_dn: 0.325849 loss_class_aux_dn: 1.730652 loss_bbox_aux_dn: 0.855706 loss_giou_aux_dn: 1.973387 loss: 13.359895 eta: 15:53:01 batch_cost: 0.5812 data_cost: 0.0014 ips: 6.8822 images/s [04/01 13:11:57] ppdet.engine INFO: Epoch: [57] [5800/7329] learning_rate: 0.000100 loss_class: 0.556615 loss_bbox: 0.122456 loss_giou: 0.363742 loss_class_aux: 3.691814 loss_bbox_aux: 0.804710 loss_giou_aux: 2.307478 loss_class_dn: 0.330388 loss_bbox_dn: 0.109793 loss_giou_dn: 0.325339 loss_class_aux_dn: 1.786335 loss_bbox_aux_dn: 0.711937 loss_giou_aux_dn: 1.912731 loss: 13.326170 eta: 15:52:05 batch_cost: 0.5251 data_cost: 0.0012 ips: 7.6172 images/s [04/01 13:13:00] ppdet.engine INFO: Epoch: [57] [5900/7329] learning_rate: 0.000100 loss_class: 0.537449 loss_bbox: 0.128622 loss_giou: 0.304862 loss_class_aux: 3.496066 loss_bbox_aux: 0.817194 loss_giou_aux: 1.989943 loss_class_dn: 0.294771 loss_bbox_dn: 0.135261 loss_giou_dn: 0.294404 loss_class_aux_dn: 1.625720 loss_bbox_aux_dn: 0.829724 loss_giou_aux_dn: 1.685831 loss: 12.485628 eta: 15:51:11 batch_cost: 0.5714 data_cost: 0.0012 ips: 7.0006 images/s [04/01 13:13:58] ppdet.engine INFO: Epoch: [57] [6000/7329] learning_rate: 0.000100 loss_class: 0.529048 loss_bbox: 0.121827 loss_giou: 0.327348 loss_class_aux: 3.287162 loss_bbox_aux: 0.800533 loss_giou_aux: 2.117732 loss_class_dn: 0.305567 loss_bbox_dn: 0.123564 loss_giou_dn: 0.331822 loss_class_aux_dn: 1.655645 loss_bbox_aux_dn: 0.738922 loss_giou_aux_dn: 1.840425 loss: 12.621485 eta: 15:50:15 batch_cost: 0.5244 data_cost: 0.0012 ips: 7.6273 images/s [04/01 13:14:55] ppdet.engine INFO: Epoch: [57] [6100/7329] learning_rate: 0.000100 loss_class: 0.563044 loss_bbox: 0.135142 loss_giou: 0.378647 loss_class_aux: 3.544510 loss_bbox_aux: 0.871174 loss_giou_aux: 2.371868 loss_class_dn: 0.331437 loss_bbox_dn: 0.134183 loss_giou_dn: 0.378381 loss_class_aux_dn: 1.788701 loss_bbox_aux_dn: 0.828312 loss_giou_aux_dn: 2.109678 loss: 14.527828 eta: 15:49:20 batch_cost: 0.5171 data_cost: 0.0012 ips: 7.7356 images/s [04/01 13:15:57] ppdet.engine INFO: Epoch: [57] [6200/7329] learning_rate: 0.000100 loss_class: 0.580468 loss_bbox: 0.127480 loss_giou: 0.406309 loss_class_aux: 3.681261 loss_bbox_aux: 0.819636 loss_giou_aux: 2.531468 loss_class_dn: 0.349091 loss_bbox_dn: 0.134828 loss_giou_dn: 0.351131 loss_class_aux_dn: 1.862202 loss_bbox_aux_dn: 0.790933 loss_giou_aux_dn: 1.986599 loss: 13.920431 eta: 15:48:25 batch_cost: 0.5541 data_cost: 0.0014 ips: 7.2190 images/s [04/01 13:16:58] ppdet.engine INFO: Epoch: [57] [6300/7329] learning_rate: 0.000100 loss_class: 0.568074 loss_bbox: 0.153897 loss_giou: 0.349748 loss_class_aux: 3.682674 loss_bbox_aux: 1.024837 loss_giou_aux: 2.230173 loss_class_dn: 0.327674 loss_bbox_dn: 0.162633 loss_giou_dn: 0.332147 loss_class_aux_dn: 1.742809 loss_bbox_aux_dn: 0.939386 loss_giou_aux_dn: 1.801231 loss: 13.370885 eta: 15:47:30 batch_cost: 0.5518 data_cost: 0.0014 ips: 7.2495 images/s [04/01 13:17:57] ppdet.engine INFO: Epoch: [57] [6400/7329] learning_rate: 0.000100 loss_class: 0.585214 loss_bbox: 0.124642 loss_giou: 0.356384 loss_class_aux: 3.610987 loss_bbox_aux: 0.901964 loss_giou_aux: 2.333441 loss_class_dn: 0.327901 loss_bbox_dn: 0.123124 loss_giou_dn: 0.347704 loss_class_aux_dn: 1.816697 loss_bbox_aux_dn: 0.766269 loss_giou_aux_dn: 2.046097 loss: 13.807318 eta: 15:46:35 batch_cost: 0.5266 data_cost: 0.0015 ips: 7.5957 images/s [04/01 13:19:00] ppdet.engine INFO: Epoch: [57] [6500/7329] learning_rate: 0.000100 loss_class: 0.629669 loss_bbox: 0.148079 loss_giou: 0.461169 loss_class_aux: 3.821338 loss_bbox_aux: 0.927700 loss_giou_aux: 2.970445 loss_class_dn: 0.363637 loss_bbox_dn: 0.146814 loss_giou_dn: 0.428813 loss_class_aux_dn: 1.940031 loss_bbox_aux_dn: 0.863026 loss_giou_aux_dn: 2.414961 loss: 15.803600 eta: 15:45:40 batch_cost: 0.5632 data_cost: 0.0030 ips: 7.1027 images/s [04/01 13:19:56] ppdet.engine INFO: Epoch: [57] [6600/7329] learning_rate: 0.000100 loss_class: 0.574247 loss_bbox: 0.135986 loss_giou: 0.376547 loss_class_aux: 3.838303 loss_bbox_aux: 0.855888 loss_giou_aux: 2.415344 loss_class_dn: 0.337141 loss_bbox_dn: 0.137299 loss_giou_dn: 0.348690 loss_class_aux_dn: 1.804296 loss_bbox_aux_dn: 0.826550 loss_giou_aux_dn: 1.936011 loss: 14.161491 eta: 15:44:45 batch_cost: 0.5071 data_cost: 0.0012 ips: 7.8874 images/s [04/01 13:21:01] ppdet.engine INFO: Epoch: [57] [6700/7329] learning_rate: 0.000100 loss_class: 0.538032 loss_bbox: 0.123129 loss_giou: 0.327846 loss_class_aux: 3.377646 loss_bbox_aux: 0.806612 loss_giou_aux: 2.143559 loss_class_dn: 0.290732 loss_bbox_dn: 0.126193 loss_giou_dn: 0.327678 loss_class_aux_dn: 1.590467 loss_bbox_aux_dn: 0.791411 loss_giou_aux_dn: 1.842225 loss: 12.162093 eta: 15:43:51 batch_cost: 0.5928 data_cost: 0.0012 ips: 6.7476 images/s [04/01 13:22:00] ppdet.engine INFO: Epoch: [57] [6800/7329] learning_rate: 0.000100 loss_class: 0.611777 loss_bbox: 0.129925 loss_giou: 0.365384 loss_class_aux: 3.951922 loss_bbox_aux: 0.872597 loss_giou_aux: 2.285536 loss_class_dn: 0.333330 loss_bbox_dn: 0.154401 loss_giou_dn: 0.357613 loss_class_aux_dn: 1.800034 loss_bbox_aux_dn: 0.933597 loss_giou_aux_dn: 1.977916 loss: 14.799906 eta: 15:42:56 batch_cost: 0.5406 data_cost: 0.0013 ips: 7.3996 images/s [04/01 13:22:57] ppdet.engine INFO: Epoch: [57] [6900/7329] learning_rate: 0.000100 loss_class: 0.591944 loss_bbox: 0.146859 loss_giou: 0.381666 loss_class_aux: 3.715478 loss_bbox_aux: 0.962134 loss_giou_aux: 2.442961 loss_class_dn: 0.357131 loss_bbox_dn: 0.144404 loss_giou_dn: 0.348717 loss_class_aux_dn: 1.912911 loss_bbox_aux_dn: 0.851402 loss_giou_aux_dn: 1.921146 loss: 14.218332 eta: 15:42:00 batch_cost: 0.5108 data_cost: 0.0012 ips: 7.8304 images/s [04/01 13:23:53] ppdet.engine INFO: Epoch: [57] [7000/7329] learning_rate: 0.000100 loss_class: 0.612781 loss_bbox: 0.150520 loss_giou: 0.436708 loss_class_aux: 4.094663 loss_bbox_aux: 0.936837 loss_giou_aux: 2.632219 loss_class_dn: 0.361519 loss_bbox_dn: 0.136868 loss_giou_dn: 0.402786 loss_class_aux_dn: 1.949074 loss_bbox_aux_dn: 0.838024 loss_giou_aux_dn: 2.222977 loss: 15.997807 eta: 15:41:04 batch_cost: 0.5074 data_cost: 0.0012 ips: 7.8831 images/s [04/01 13:24:50] ppdet.engine INFO: Epoch: [57] [7100/7329] learning_rate: 0.000100 loss_class: 0.535531 loss_bbox: 0.124682 loss_giou: 0.360084 loss_class_aux: 3.515122 loss_bbox_aux: 0.818071 loss_giou_aux: 2.268476 loss_class_dn: 0.325571 loss_bbox_dn: 0.126071 loss_giou_dn: 0.340168 loss_class_aux_dn: 1.758923 loss_bbox_aux_dn: 0.744295 loss_giou_aux_dn: 1.918527 loss: 14.286412 eta: 15:40:08 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7311 images/s [04/01 13:25:45] ppdet.engine INFO: Epoch: [57] [7200/7329] learning_rate: 0.000100 loss_class: 0.553938 loss_bbox: 0.137291 loss_giou: 0.380839 loss_class_aux: 3.622078 loss_bbox_aux: 0.939864 loss_giou_aux: 2.407991 loss_class_dn: 0.326604 loss_bbox_dn: 0.145008 loss_giou_dn: 0.340926 loss_class_aux_dn: 1.717315 loss_bbox_aux_dn: 0.878300 loss_giou_aux_dn: 1.897596 loss: 13.770521 eta: 15:39:12 batch_cost: 0.4991 data_cost: 0.0012 ips: 8.0149 images/s [04/01 13:26:46] ppdet.engine INFO: Epoch: [57] [7300/7329] learning_rate: 0.000100 loss_class: 0.570562 loss_bbox: 0.131285 loss_giou: 0.353197 loss_class_aux: 3.675849 loss_bbox_aux: 0.876472 loss_giou_aux: 2.210025 loss_class_dn: 0.315186 loss_bbox_dn: 0.126166 loss_giou_dn: 0.326998 loss_class_aux_dn: 1.723410 loss_bbox_aux_dn: 0.756734 loss_giou_aux_dn: 1.821084 loss: 13.463476 eta: 15:38:18 batch_cost: 0.5512 data_cost: 0.0011 ips: 7.2572 images/s [04/01 13:27:07] ppdet.engine INFO: Eval iter: 0 [04/01 13:27:36] ppdet.engine INFO: Eval iter: 100 [04/01 13:28:05] ppdet.engine INFO: Eval iter: 200 [04/01 13:28:34] ppdet.engine INFO: Eval iter: 300 [04/01 13:29:04] ppdet.engine INFO: Eval iter: 400 [04/01 13:29:33] ppdet.engine INFO: Eval iter: 500 [04/01 13:30:02] ppdet.engine INFO: Eval iter: 600 [04/01 13:30:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.17s) creating index... index created! [04/01 13:30:35] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.28s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=118.05s). Accumulating evaluation results... DONE (t=28.12s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 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 ] = 0.700 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 ] = 0.655 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 ] = 0.545 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 ] = 0.883 [04/01 13:33:26] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.333306639782165 [04/01 13:33:26] ppdet.engine INFO: Best test bbox ap is 0.529. [04/01 13:33:29] ppdet.engine INFO: Epoch: [58] [ 0/7329] learning_rate: 0.000100 loss_class: 0.587007 loss_bbox: 0.134883 loss_giou: 0.377905 loss_class_aux: 3.727252 loss_bbox_aux: 0.884885 loss_giou_aux: 2.407931 loss_class_dn: 0.319818 loss_bbox_dn: 0.132069 loss_giou_dn: 0.342632 loss_class_aux_dn: 1.754811 loss_bbox_aux_dn: 0.807075 loss_giou_aux_dn: 1.917138 loss: 13.649950 eta: 15:38:01 batch_cost: 0.5365 data_cost: 0.0012 ips: 7.4561 images/s [04/01 13:34:25] ppdet.engine INFO: Epoch: [58] [ 100/7329] learning_rate: 0.000100 loss_class: 0.522932 loss_bbox: 0.132973 loss_giou: 0.370495 loss_class_aux: 3.404446 loss_bbox_aux: 0.884260 loss_giou_aux: 2.354508 loss_class_dn: 0.298818 loss_bbox_dn: 0.142924 loss_giou_dn: 0.323640 loss_class_aux_dn: 1.670173 loss_bbox_aux_dn: 0.882517 loss_giou_aux_dn: 1.829404 loss: 13.012171 eta: 15:37:06 batch_cost: 0.5059 data_cost: 0.0013 ips: 7.9066 images/s [04/01 13:35:29] ppdet.engine INFO: Epoch: [58] [ 200/7329] learning_rate: 0.000100 loss_class: 0.568218 loss_bbox: 0.132063 loss_giou: 0.408310 loss_class_aux: 3.552845 loss_bbox_aux: 0.910923 loss_giou_aux: 2.579010 loss_class_dn: 0.324293 loss_bbox_dn: 0.143555 loss_giou_dn: 0.370635 loss_class_aux_dn: 1.760434 loss_bbox_aux_dn: 0.837233 loss_giou_aux_dn: 2.044832 loss: 14.102369 eta: 15:36:11 batch_cost: 0.5770 data_cost: 0.0013 ips: 6.9323 images/s [04/01 13:36:30] ppdet.engine INFO: Epoch: [58] [ 300/7329] learning_rate: 0.000100 loss_class: 0.591304 loss_bbox: 0.147042 loss_giou: 0.353300 loss_class_aux: 3.807652 loss_bbox_aux: 0.918124 loss_giou_aux: 2.228745 loss_class_dn: 0.320164 loss_bbox_dn: 0.156646 loss_giou_dn: 0.331312 loss_class_aux_dn: 1.782281 loss_bbox_aux_dn: 0.926114 loss_giou_aux_dn: 1.860774 loss: 14.214792 eta: 15:35:17 batch_cost: 0.5608 data_cost: 0.0014 ips: 7.1323 images/s [04/01 13:37:37] ppdet.engine INFO: Epoch: [58] [ 400/7329] learning_rate: 0.000100 loss_class: 0.522733 loss_bbox: 0.134480 loss_giou: 0.376253 loss_class_aux: 3.401034 loss_bbox_aux: 0.923531 loss_giou_aux: 2.270320 loss_class_dn: 0.317200 loss_bbox_dn: 0.132875 loss_giou_dn: 0.359308 loss_class_aux_dn: 1.649658 loss_bbox_aux_dn: 0.809512 loss_giou_aux_dn: 2.061420 loss: 13.871479 eta: 15:34:23 batch_cost: 0.5996 data_cost: 0.0014 ips: 6.6706 images/s [04/01 13:38:36] ppdet.engine INFO: Epoch: [58] [ 500/7329] learning_rate: 0.000100 loss_class: 0.531279 loss_bbox: 0.125723 loss_giou: 0.319336 loss_class_aux: 3.353993 loss_bbox_aux: 0.864430 loss_giou_aux: 2.098809 loss_class_dn: 0.306754 loss_bbox_dn: 0.138767 loss_giou_dn: 0.328299 loss_class_aux_dn: 1.653973 loss_bbox_aux_dn: 0.852774 loss_giou_aux_dn: 1.788095 loss: 12.812464 eta: 15:33:28 batch_cost: 0.5430 data_cost: 0.0012 ips: 7.3667 images/s [04/01 13:39:41] ppdet.engine INFO: Epoch: [58] [ 600/7329] learning_rate: 0.000100 loss_class: 0.511755 loss_bbox: 0.130943 loss_giou: 0.358414 loss_class_aux: 3.324357 loss_bbox_aux: 0.828693 loss_giou_aux: 2.299711 loss_class_dn: 0.302405 loss_bbox_dn: 0.124612 loss_giou_dn: 0.320280 loss_class_aux_dn: 1.608314 loss_bbox_aux_dn: 0.755384 loss_giou_aux_dn: 1.824874 loss: 12.643277 eta: 15:32:34 batch_cost: 0.5701 data_cost: 0.0015 ips: 7.0158 images/s [04/01 13:40:41] ppdet.engine INFO: Epoch: [58] [ 700/7329] learning_rate: 0.000100 loss_class: 0.541350 loss_bbox: 0.132719 loss_giou: 0.322221 loss_class_aux: 3.457216 loss_bbox_aux: 0.858351 loss_giou_aux: 2.023438 loss_class_dn: 0.297353 loss_bbox_dn: 0.137535 loss_giou_dn: 0.310183 loss_class_aux_dn: 1.627795 loss_bbox_aux_dn: 0.848680 loss_giou_aux_dn: 1.727137 loss: 13.268433 eta: 15:31:39 batch_cost: 0.5522 data_cost: 0.0013 ips: 7.2442 images/s [04/01 13:41:39] ppdet.engine INFO: Epoch: [58] [ 800/7329] learning_rate: 0.000100 loss_class: 0.532709 loss_bbox: 0.116820 loss_giou: 0.329653 loss_class_aux: 3.279380 loss_bbox_aux: 0.805753 loss_giou_aux: 2.120951 loss_class_dn: 0.304372 loss_bbox_dn: 0.121675 loss_giou_dn: 0.292785 loss_class_aux_dn: 1.636882 loss_bbox_aux_dn: 0.717181 loss_giou_aux_dn: 1.677337 loss: 12.791043 eta: 15:30:44 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6383 images/s [04/01 13:42:42] ppdet.engine INFO: Epoch: [58] [ 900/7329] learning_rate: 0.000100 loss_class: 0.612350 loss_bbox: 0.147621 loss_giou: 0.406097 loss_class_aux: 4.066341 loss_bbox_aux: 0.979207 loss_giou_aux: 2.572655 loss_class_dn: 0.348846 loss_bbox_dn: 0.141739 loss_giou_dn: 0.398252 loss_class_aux_dn: 1.851274 loss_bbox_aux_dn: 0.868091 loss_giou_aux_dn: 2.171405 loss: 14.324995 eta: 15:29:49 batch_cost: 0.5740 data_cost: 0.0013 ips: 6.9691 images/s [04/01 13:43:38] ppdet.engine INFO: Epoch: [58] [1000/7329] learning_rate: 0.000100 loss_class: 0.547435 loss_bbox: 0.117408 loss_giou: 0.372750 loss_class_aux: 3.534786 loss_bbox_aux: 0.793120 loss_giou_aux: 2.290310 loss_class_dn: 0.316290 loss_bbox_dn: 0.112376 loss_giou_dn: 0.354754 loss_class_aux_dn: 1.657993 loss_bbox_aux_dn: 0.687472 loss_giou_aux_dn: 1.983218 loss: 12.927767 eta: 15:28:54 batch_cost: 0.5029 data_cost: 0.0012 ips: 7.9534 images/s [04/01 13:44:39] ppdet.engine INFO: Epoch: [58] [1100/7329] learning_rate: 0.000100 loss_class: 0.593112 loss_bbox: 0.134174 loss_giou: 0.384299 loss_class_aux: 3.806926 loss_bbox_aux: 0.831854 loss_giou_aux: 2.541681 loss_class_dn: 0.329012 loss_bbox_dn: 0.135199 loss_giou_dn: 0.358902 loss_class_aux_dn: 1.756318 loss_bbox_aux_dn: 0.811594 loss_giou_aux_dn: 2.041420 loss: 14.443911 eta: 15:27:59 batch_cost: 0.5510 data_cost: 0.0013 ips: 7.2596 images/s [04/01 13:45:37] ppdet.engine INFO: Epoch: [58] [1200/7329] learning_rate: 0.000100 loss_class: 0.610487 loss_bbox: 0.144022 loss_giou: 0.435099 loss_class_aux: 3.800728 loss_bbox_aux: 0.927685 loss_giou_aux: 2.710187 loss_class_dn: 0.333832 loss_bbox_dn: 0.158594 loss_giou_dn: 0.394161 loss_class_aux_dn: 1.769449 loss_bbox_aux_dn: 0.916939 loss_giou_aux_dn: 2.205014 loss: 15.069009 eta: 15:27:03 batch_cost: 0.5260 data_cost: 0.0014 ips: 7.6052 images/s [04/01 13:46:33] ppdet.engine INFO: Epoch: [58] [1300/7329] learning_rate: 0.000100 loss_class: 0.534078 loss_bbox: 0.114764 loss_giou: 0.370881 loss_class_aux: 3.410223 loss_bbox_aux: 0.770546 loss_giou_aux: 2.353586 loss_class_dn: 0.290910 loss_bbox_dn: 0.116832 loss_giou_dn: 0.324385 loss_class_aux_dn: 1.572770 loss_bbox_aux_dn: 0.700246 loss_giou_aux_dn: 1.837652 loss: 12.683046 eta: 15:26:07 batch_cost: 0.4985 data_cost: 0.0012 ips: 8.0233 images/s [04/01 13:47:35] ppdet.engine INFO: Epoch: [58] [1400/7329] learning_rate: 0.000100 loss_class: 0.513361 loss_bbox: 0.124784 loss_giou: 0.346514 loss_class_aux: 3.334101 loss_bbox_aux: 0.821104 loss_giou_aux: 2.218537 loss_class_dn: 0.301293 loss_bbox_dn: 0.133959 loss_giou_dn: 0.307874 loss_class_aux_dn: 1.646239 loss_bbox_aux_dn: 0.861091 loss_giou_aux_dn: 1.714954 loss: 12.698706 eta: 15:25:13 batch_cost: 0.5580 data_cost: 0.0015 ips: 7.1687 images/s [04/01 13:48:37] ppdet.engine INFO: Epoch: [58] [1500/7329] learning_rate: 0.000100 loss_class: 0.579329 loss_bbox: 0.141512 loss_giou: 0.380527 loss_class_aux: 3.700399 loss_bbox_aux: 0.926604 loss_giou_aux: 2.521414 loss_class_dn: 0.343829 loss_bbox_dn: 0.156472 loss_giou_dn: 0.390175 loss_class_aux_dn: 1.865035 loss_bbox_aux_dn: 0.936885 loss_giou_aux_dn: 2.144527 loss: 14.380319 eta: 15:24:18 batch_cost: 0.5622 data_cost: 0.0013 ips: 7.1153 images/s [04/01 13:49:40] ppdet.engine INFO: Epoch: [58] [1600/7329] learning_rate: 0.000100 loss_class: 0.544127 loss_bbox: 0.136140 loss_giou: 0.390993 loss_class_aux: 3.508862 loss_bbox_aux: 0.873275 loss_giou_aux: 2.466992 loss_class_dn: 0.318791 loss_bbox_dn: 0.144059 loss_giou_dn: 0.352620 loss_class_aux_dn: 1.701414 loss_bbox_aux_dn: 0.875225 loss_giou_aux_dn: 1.958605 loss: 12.999731 eta: 15:23:24 batch_cost: 0.5815 data_cost: 0.0012 ips: 6.8792 images/s [04/01 13:50:40] ppdet.engine INFO: Epoch: [58] [1700/7329] learning_rate: 0.000100 loss_class: 0.515467 loss_bbox: 0.137774 loss_giou: 0.379743 loss_class_aux: 3.294677 loss_bbox_aux: 0.866670 loss_giou_aux: 2.412436 loss_class_dn: 0.310091 loss_bbox_dn: 0.132170 loss_giou_dn: 0.340986 loss_class_aux_dn: 1.681294 loss_bbox_aux_dn: 0.802144 loss_giou_aux_dn: 1.913871 loss: 12.855557 eta: 15:22:29 batch_cost: 0.5358 data_cost: 0.0013 ips: 7.4650 images/s [04/01 13:51:41] ppdet.engine INFO: Epoch: [58] [1800/7329] learning_rate: 0.000100 loss_class: 0.544180 loss_bbox: 0.132466 loss_giou: 0.342342 loss_class_aux: 3.426000 loss_bbox_aux: 0.875116 loss_giou_aux: 2.175673 loss_class_dn: 0.306630 loss_bbox_dn: 0.125956 loss_giou_dn: 0.298910 loss_class_aux_dn: 1.658219 loss_bbox_aux_dn: 0.780284 loss_giou_aux_dn: 1.710233 loss: 13.026161 eta: 15:21:34 batch_cost: 0.5604 data_cost: 0.0012 ips: 7.1380 images/s [04/01 13:52:40] ppdet.engine INFO: Epoch: [58] [1900/7329] learning_rate: 0.000100 loss_class: 0.524686 loss_bbox: 0.136469 loss_giou: 0.350007 loss_class_aux: 3.445956 loss_bbox_aux: 0.879672 loss_giou_aux: 2.212282 loss_class_dn: 0.322117 loss_bbox_dn: 0.136128 loss_giou_dn: 0.344739 loss_class_aux_dn: 1.723440 loss_bbox_aux_dn: 0.861701 loss_giou_aux_dn: 1.951029 loss: 13.896967 eta: 15:20:39 batch_cost: 0.5293 data_cost: 0.0013 ips: 7.5565 images/s [04/01 13:53:43] ppdet.engine INFO: Epoch: [58] [2000/7329] learning_rate: 0.000100 loss_class: 0.565158 loss_bbox: 0.129871 loss_giou: 0.430012 loss_class_aux: 3.553189 loss_bbox_aux: 0.897547 loss_giou_aux: 2.703991 loss_class_dn: 0.347131 loss_bbox_dn: 0.134921 loss_giou_dn: 0.378292 loss_class_aux_dn: 1.857424 loss_bbox_aux_dn: 0.800434 loss_giou_aux_dn: 2.139702 loss: 14.249645 eta: 15:19:45 batch_cost: 0.5634 data_cost: 0.0016 ips: 7.0998 images/s [04/01 13:54:40] ppdet.engine INFO: Epoch: [58] [2100/7329] learning_rate: 0.000100 loss_class: 0.535552 loss_bbox: 0.143431 loss_giou: 0.380439 loss_class_aux: 3.492921 loss_bbox_aux: 0.920714 loss_giou_aux: 2.361404 loss_class_dn: 0.332449 loss_bbox_dn: 0.138242 loss_giou_dn: 0.378826 loss_class_aux_dn: 1.781708 loss_bbox_aux_dn: 0.857276 loss_giou_aux_dn: 2.100554 loss: 13.868123 eta: 15:18:49 batch_cost: 0.5157 data_cost: 0.0013 ips: 7.7561 images/s [04/01 13:55:37] ppdet.engine INFO: Epoch: [58] [2200/7329] learning_rate: 0.000100 loss_class: 0.565962 loss_bbox: 0.136684 loss_giou: 0.363345 loss_class_aux: 3.748945 loss_bbox_aux: 0.887051 loss_giou_aux: 2.445506 loss_class_dn: 0.336158 loss_bbox_dn: 0.133321 loss_giou_dn: 0.357248 loss_class_aux_dn: 1.905651 loss_bbox_aux_dn: 0.838560 loss_giou_aux_dn: 2.081424 loss: 15.145622 eta: 15:17:53 batch_cost: 0.5059 data_cost: 0.0016 ips: 7.9068 images/s [04/01 13:56:32] ppdet.engine INFO: Epoch: [58] [2300/7329] learning_rate: 0.000100 loss_class: 0.560907 loss_bbox: 0.130331 loss_giou: 0.411460 loss_class_aux: 3.763482 loss_bbox_aux: 0.881224 loss_giou_aux: 2.609589 loss_class_dn: 0.351718 loss_bbox_dn: 0.131194 loss_giou_dn: 0.374208 loss_class_aux_dn: 1.911330 loss_bbox_aux_dn: 0.804360 loss_giou_aux_dn: 2.100549 loss: 14.758886 eta: 15:16:57 batch_cost: 0.5031 data_cost: 0.0013 ips: 7.9512 images/s [04/01 13:57:30] ppdet.engine INFO: Epoch: [58] [2400/7329] learning_rate: 0.000100 loss_class: 0.508739 loss_bbox: 0.128852 loss_giou: 0.382076 loss_class_aux: 3.515996 loss_bbox_aux: 0.848503 loss_giou_aux: 2.439927 loss_class_dn: 0.305815 loss_bbox_dn: 0.131480 loss_giou_dn: 0.332208 loss_class_aux_dn: 1.628152 loss_bbox_aux_dn: 0.752427 loss_giou_aux_dn: 1.902700 loss: 12.940928 eta: 15:16:02 batch_cost: 0.5200 data_cost: 0.0012 ips: 7.6918 images/s [04/01 13:58:30] ppdet.engine INFO: Epoch: [58] [2500/7329] learning_rate: 0.000100 loss_class: 0.558373 loss_bbox: 0.128205 loss_giou: 0.363113 loss_class_aux: 3.552491 loss_bbox_aux: 0.901943 loss_giou_aux: 2.294801 loss_class_dn: 0.319397 loss_bbox_dn: 0.112535 loss_giou_dn: 0.328329 loss_class_aux_dn: 1.738916 loss_bbox_aux_dn: 0.706368 loss_giou_aux_dn: 1.847216 loss: 13.450539 eta: 15:15:07 batch_cost: 0.5443 data_cost: 0.0012 ips: 7.3493 images/s [04/01 13:59:34] ppdet.engine INFO: Epoch: [58] [2600/7329] learning_rate: 0.000100 loss_class: 0.579692 loss_bbox: 0.134114 loss_giou: 0.395381 loss_class_aux: 3.895952 loss_bbox_aux: 0.928810 loss_giou_aux: 2.574404 loss_class_dn: 0.334261 loss_bbox_dn: 0.133626 loss_giou_dn: 0.355908 loss_class_aux_dn: 1.820080 loss_bbox_aux_dn: 0.813426 loss_giou_aux_dn: 2.030098 loss: 14.017633 eta: 15:14:13 batch_cost: 0.5850 data_cost: 0.0013 ips: 6.8378 images/s [04/01 14:00:43] ppdet.engine INFO: Epoch: [58] [2700/7329] learning_rate: 0.000100 loss_class: 0.546658 loss_bbox: 0.122366 loss_giou: 0.311443 loss_class_aux: 3.446064 loss_bbox_aux: 0.814602 loss_giou_aux: 1.981199 loss_class_dn: 0.281914 loss_bbox_dn: 0.135957 loss_giou_dn: 0.293329 loss_class_aux_dn: 1.518206 loss_bbox_aux_dn: 0.788653 loss_giou_aux_dn: 1.696311 loss: 12.672148 eta: 15:13:20 batch_cost: 0.6328 data_cost: 0.0012 ips: 6.3212 images/s [04/01 14:01:39] ppdet.engine INFO: Epoch: [58] [2800/7329] learning_rate: 0.000100 loss_class: 0.611928 loss_bbox: 0.118229 loss_giou: 0.373855 loss_class_aux: 3.783736 loss_bbox_aux: 0.767766 loss_giou_aux: 2.388792 loss_class_dn: 0.317651 loss_bbox_dn: 0.127105 loss_giou_dn: 0.350229 loss_class_aux_dn: 1.723845 loss_bbox_aux_dn: 0.734888 loss_giou_aux_dn: 1.965732 loss: 13.927233 eta: 15:12:24 batch_cost: 0.5103 data_cost: 0.0013 ips: 7.8381 images/s [04/01 14:02:37] ppdet.engine INFO: Epoch: [58] [2900/7329] learning_rate: 0.000100 loss_class: 0.628690 loss_bbox: 0.134501 loss_giou: 0.470881 loss_class_aux: 4.212818 loss_bbox_aux: 0.868974 loss_giou_aux: 2.980862 loss_class_dn: 0.366768 loss_bbox_dn: 0.138603 loss_giou_dn: 0.420543 loss_class_aux_dn: 1.969095 loss_bbox_aux_dn: 0.822525 loss_giou_aux_dn: 2.344872 loss: 15.927999 eta: 15:11:29 batch_cost: 0.5188 data_cost: 0.0012 ips: 7.7101 images/s [04/01 14:03:47] ppdet.engine INFO: Epoch: [58] [3000/7329] learning_rate: 0.000100 loss_class: 0.554896 loss_bbox: 0.124763 loss_giou: 0.353877 loss_class_aux: 3.554899 loss_bbox_aux: 0.832885 loss_giou_aux: 2.281414 loss_class_dn: 0.326286 loss_bbox_dn: 0.130077 loss_giou_dn: 0.331141 loss_class_aux_dn: 1.778489 loss_bbox_aux_dn: 0.784012 loss_giou_aux_dn: 1.879382 loss: 13.761620 eta: 15:10:35 batch_cost: 0.6194 data_cost: 0.0016 ips: 6.4576 images/s [04/01 14:04:50] ppdet.engine INFO: Epoch: [58] [3100/7329] learning_rate: 0.000100 loss_class: 0.531356 loss_bbox: 0.126263 loss_giou: 0.376059 loss_class_aux: 3.470263 loss_bbox_aux: 0.825061 loss_giou_aux: 2.380498 loss_class_dn: 0.313824 loss_bbox_dn: 0.138703 loss_giou_dn: 0.342477 loss_class_aux_dn: 1.716675 loss_bbox_aux_dn: 0.813089 loss_giou_aux_dn: 2.011127 loss: 13.379524 eta: 15:09:41 batch_cost: 0.5648 data_cost: 0.0016 ips: 7.0817 images/s [04/01 14:05:56] ppdet.engine INFO: Epoch: [58] [3200/7329] learning_rate: 0.000100 loss_class: 0.614917 loss_bbox: 0.139766 loss_giou: 0.405517 loss_class_aux: 4.031024 loss_bbox_aux: 0.899176 loss_giou_aux: 2.558785 loss_class_dn: 0.347323 loss_bbox_dn: 0.138113 loss_giou_dn: 0.355912 loss_class_aux_dn: 1.840458 loss_bbox_aux_dn: 0.863029 loss_giou_aux_dn: 1.986700 loss: 14.447876 eta: 15:08:47 batch_cost: 0.6039 data_cost: 0.0013 ips: 6.6233 images/s [04/01 14:06:58] ppdet.engine INFO: Epoch: [58] [3300/7329] learning_rate: 0.000100 loss_class: 0.539085 loss_bbox: 0.131900 loss_giou: 0.323739 loss_class_aux: 3.303142 loss_bbox_aux: 0.910789 loss_giou_aux: 2.064044 loss_class_dn: 0.301378 loss_bbox_dn: 0.137378 loss_giou_dn: 0.312413 loss_class_aux_dn: 1.621706 loss_bbox_aux_dn: 0.867897 loss_giou_aux_dn: 1.814956 loss: 12.290041 eta: 15:07:53 batch_cost: 0.5672 data_cost: 0.0012 ips: 7.0520 images/s [04/01 14:07:59] ppdet.engine INFO: Epoch: [58] [3400/7329] learning_rate: 0.000100 loss_class: 0.552549 loss_bbox: 0.124766 loss_giou: 0.333846 loss_class_aux: 3.460162 loss_bbox_aux: 0.823977 loss_giou_aux: 2.123604 loss_class_dn: 0.296748 loss_bbox_dn: 0.131006 loss_giou_dn: 0.306015 loss_class_aux_dn: 1.649072 loss_bbox_aux_dn: 0.772915 loss_giou_aux_dn: 1.711884 loss: 13.084486 eta: 15:06:58 batch_cost: 0.5523 data_cost: 0.0012 ips: 7.2422 images/s [04/01 14:08:58] ppdet.engine INFO: Epoch: [58] [3500/7329] learning_rate: 0.000100 loss_class: 0.604968 loss_bbox: 0.130845 loss_giou: 0.402350 loss_class_aux: 3.831422 loss_bbox_aux: 0.854771 loss_giou_aux: 2.631746 loss_class_dn: 0.330947 loss_bbox_dn: 0.131740 loss_giou_dn: 0.372538 loss_class_aux_dn: 1.798000 loss_bbox_aux_dn: 0.763364 loss_giou_aux_dn: 2.098514 loss: 13.674127 eta: 15:06:03 batch_cost: 0.5326 data_cost: 0.0012 ips: 7.5100 images/s [04/01 14:09:58] ppdet.engine INFO: Epoch: [58] [3600/7329] learning_rate: 0.000100 loss_class: 0.588483 loss_bbox: 0.128718 loss_giou: 0.325481 loss_class_aux: 3.710470 loss_bbox_aux: 0.856452 loss_giou_aux: 1.991118 loss_class_dn: 0.309544 loss_bbox_dn: 0.133317 loss_giou_dn: 0.317550 loss_class_aux_dn: 1.665419 loss_bbox_aux_dn: 0.798947 loss_giou_aux_dn: 1.710465 loss: 13.952763 eta: 15:05:08 batch_cost: 0.5470 data_cost: 0.0012 ips: 7.3128 images/s [04/01 14:10:56] ppdet.engine INFO: Epoch: [58] [3700/7329] learning_rate: 0.000100 loss_class: 0.574399 loss_bbox: 0.135572 loss_giou: 0.343439 loss_class_aux: 3.631207 loss_bbox_aux: 0.915036 loss_giou_aux: 2.174053 loss_class_dn: 0.318092 loss_bbox_dn: 0.136975 loss_giou_dn: 0.326751 loss_class_aux_dn: 1.718810 loss_bbox_aux_dn: 0.812079 loss_giou_aux_dn: 1.864248 loss: 13.406034 eta: 15:04:13 batch_cost: 0.5265 data_cost: 0.0013 ips: 7.5977 images/s [04/01 14:11:53] ppdet.engine INFO: Epoch: [58] [3800/7329] learning_rate: 0.000100 loss_class: 0.587847 loss_bbox: 0.140859 loss_giou: 0.406081 loss_class_aux: 3.676738 loss_bbox_aux: 0.951546 loss_giou_aux: 2.565635 loss_class_dn: 0.336066 loss_bbox_dn: 0.135608 loss_giou_dn: 0.384449 loss_class_aux_dn: 1.792914 loss_bbox_aux_dn: 0.821380 loss_giou_aux_dn: 2.173102 loss: 14.068884 eta: 15:03:17 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8824 images/s [04/01 14:12:53] ppdet.engine INFO: Epoch: [58] [3900/7329] learning_rate: 0.000100 loss_class: 0.504702 loss_bbox: 0.115883 loss_giou: 0.361348 loss_class_aux: 3.304272 loss_bbox_aux: 0.769204 loss_giou_aux: 2.357598 loss_class_dn: 0.302543 loss_bbox_dn: 0.116672 loss_giou_dn: 0.324791 loss_class_aux_dn: 1.623925 loss_bbox_aux_dn: 0.740316 loss_giou_aux_dn: 1.859508 loss: 12.533819 eta: 15:02:22 batch_cost: 0.5455 data_cost: 0.0013 ips: 7.3323 images/s [04/01 14:13:49] ppdet.engine INFO: Epoch: [58] [4000/7329] learning_rate: 0.000100 loss_class: 0.568994 loss_bbox: 0.130362 loss_giou: 0.325383 loss_class_aux: 3.504512 loss_bbox_aux: 0.864102 loss_giou_aux: 2.076570 loss_class_dn: 0.319037 loss_bbox_dn: 0.123008 loss_giou_dn: 0.297809 loss_class_aux_dn: 1.702474 loss_bbox_aux_dn: 0.751774 loss_giou_aux_dn: 1.675981 loss: 12.868052 eta: 15:01:26 batch_cost: 0.5076 data_cost: 0.0012 ips: 7.8795 images/s [04/01 14:14:54] ppdet.engine INFO: Epoch: [58] [4100/7329] learning_rate: 0.000100 loss_class: 0.598714 loss_bbox: 0.132249 loss_giou: 0.379761 loss_class_aux: 3.848547 loss_bbox_aux: 0.874218 loss_giou_aux: 2.356848 loss_class_dn: 0.340740 loss_bbox_dn: 0.145165 loss_giou_dn: 0.338566 loss_class_aux_dn: 1.848279 loss_bbox_aux_dn: 0.846015 loss_giou_aux_dn: 1.915178 loss: 13.958965 eta: 15:00:32 batch_cost: 0.5921 data_cost: 0.0012 ips: 6.7561 images/s [04/01 14:16:03] ppdet.engine INFO: Epoch: [58] [4200/7329] learning_rate: 0.000100 loss_class: 0.519663 loss_bbox: 0.122768 loss_giou: 0.396982 loss_class_aux: 3.480575 loss_bbox_aux: 0.771936 loss_giou_aux: 2.497091 loss_class_dn: 0.322297 loss_bbox_dn: 0.119561 loss_giou_dn: 0.339078 loss_class_aux_dn: 1.736543 loss_bbox_aux_dn: 0.724923 loss_giou_aux_dn: 1.903800 loss: 13.669403 eta: 14:59:39 batch_cost: 0.6355 data_cost: 0.0013 ips: 6.2943 images/s [04/01 14:17:01] ppdet.engine INFO: Epoch: [58] [4300/7329] learning_rate: 0.000100 loss_class: 0.527505 loss_bbox: 0.138376 loss_giou: 0.341983 loss_class_aux: 3.488777 loss_bbox_aux: 0.914820 loss_giou_aux: 2.160705 loss_class_dn: 0.301789 loss_bbox_dn: 0.133797 loss_giou_dn: 0.313113 loss_class_aux_dn: 1.647077 loss_bbox_aux_dn: 0.837731 loss_giou_aux_dn: 1.815382 loss: 13.222340 eta: 14:58:44 batch_cost: 0.5208 data_cost: 0.0012 ips: 7.6804 images/s [04/01 14:17:58] ppdet.engine INFO: Epoch: [58] [4400/7329] learning_rate: 0.000100 loss_class: 0.536182 loss_bbox: 0.139668 loss_giou: 0.371439 loss_class_aux: 3.523276 loss_bbox_aux: 0.915872 loss_giou_aux: 2.419652 loss_class_dn: 0.306496 loss_bbox_dn: 0.123388 loss_giou_dn: 0.361634 loss_class_aux_dn: 1.683127 loss_bbox_aux_dn: 0.753030 loss_giou_aux_dn: 2.007648 loss: 13.036193 eta: 14:57:48 batch_cost: 0.5122 data_cost: 0.0013 ips: 7.8101 images/s [04/01 14:18:55] ppdet.engine INFO: Epoch: [58] [4500/7329] learning_rate: 0.000100 loss_class: 0.511750 loss_bbox: 0.128920 loss_giou: 0.366502 loss_class_aux: 3.378815 loss_bbox_aux: 0.833694 loss_giou_aux: 2.295374 loss_class_dn: 0.305945 loss_bbox_dn: 0.146271 loss_giou_dn: 0.323949 loss_class_aux_dn: 1.652328 loss_bbox_aux_dn: 0.887178 loss_giou_aux_dn: 1.801928 loss: 12.585239 eta: 14:56:53 batch_cost: 0.5207 data_cost: 0.0012 ips: 7.6819 images/s [04/01 14:19:56] ppdet.engine INFO: Epoch: [58] [4600/7329] learning_rate: 0.000100 loss_class: 0.586474 loss_bbox: 0.143669 loss_giou: 0.348187 loss_class_aux: 3.788489 loss_bbox_aux: 0.982098 loss_giou_aux: 2.234521 loss_class_dn: 0.318848 loss_bbox_dn: 0.146874 loss_giou_dn: 0.348565 loss_class_aux_dn: 1.732514 loss_bbox_aux_dn: 0.897989 loss_giou_aux_dn: 1.929886 loss: 14.267968 eta: 14:55:58 batch_cost: 0.5547 data_cost: 0.0012 ips: 7.2111 images/s [04/01 14:20:59] ppdet.engine INFO: Epoch: [58] [4700/7329] learning_rate: 0.000100 loss_class: 0.613363 loss_bbox: 0.141818 loss_giou: 0.433694 loss_class_aux: 3.797280 loss_bbox_aux: 0.892556 loss_giou_aux: 2.607231 loss_class_dn: 0.346046 loss_bbox_dn: 0.138701 loss_giou_dn: 0.403607 loss_class_aux_dn: 1.862035 loss_bbox_aux_dn: 0.830157 loss_giou_aux_dn: 2.181390 loss: 14.053059 eta: 14:55:04 batch_cost: 0.5744 data_cost: 0.0013 ips: 6.9640 images/s [04/01 14:22:01] ppdet.engine INFO: Epoch: [58] [4800/7329] learning_rate: 0.000100 loss_class: 0.622123 loss_bbox: 0.133648 loss_giou: 0.351762 loss_class_aux: 4.001548 loss_bbox_aux: 0.908095 loss_giou_aux: 2.338749 loss_class_dn: 0.346486 loss_bbox_dn: 0.143029 loss_giou_dn: 0.334112 loss_class_aux_dn: 1.911432 loss_bbox_aux_dn: 0.856319 loss_giou_aux_dn: 1.930679 loss: 14.412944 eta: 14:54:09 batch_cost: 0.5677 data_cost: 0.0012 ips: 7.0461 images/s [04/01 14:22:58] ppdet.engine INFO: Epoch: [58] [4900/7329] learning_rate: 0.000100 loss_class: 0.524058 loss_bbox: 0.122104 loss_giou: 0.312933 loss_class_aux: 3.376117 loss_bbox_aux: 0.809404 loss_giou_aux: 2.042120 loss_class_dn: 0.315103 loss_bbox_dn: 0.131657 loss_giou_dn: 0.317710 loss_class_aux_dn: 1.687261 loss_bbox_aux_dn: 0.821571 loss_giou_aux_dn: 1.791210 loss: 13.184106 eta: 14:53:14 batch_cost: 0.5086 data_cost: 0.0012 ips: 7.8652 images/s [04/01 14:23:54] ppdet.engine INFO: Epoch: [58] [5000/7329] learning_rate: 0.000100 loss_class: 0.556544 loss_bbox: 0.132750 loss_giou: 0.369491 loss_class_aux: 3.489766 loss_bbox_aux: 0.888041 loss_giou_aux: 2.337540 loss_class_dn: 0.301936 loss_bbox_dn: 0.149964 loss_giou_dn: 0.339636 loss_class_aux_dn: 1.643551 loss_bbox_aux_dn: 0.931232 loss_giou_aux_dn: 1.927714 loss: 13.048338 eta: 14:52:18 batch_cost: 0.5067 data_cost: 0.0012 ips: 7.8940 images/s [04/01 14:24:56] ppdet.engine INFO: Epoch: [58] [5100/7329] learning_rate: 0.000100 loss_class: 0.562795 loss_bbox: 0.130719 loss_giou: 0.382368 loss_class_aux: 3.572610 loss_bbox_aux: 0.885437 loss_giou_aux: 2.261573 loss_class_dn: 0.311362 loss_bbox_dn: 0.151319 loss_giou_dn: 0.335295 loss_class_aux_dn: 1.680348 loss_bbox_aux_dn: 0.864081 loss_giou_aux_dn: 1.887103 loss: 13.139791 eta: 14:51:23 batch_cost: 0.5627 data_cost: 0.0013 ips: 7.1083 images/s [04/01 14:25:58] ppdet.engine INFO: Epoch: [58] [5200/7329] learning_rate: 0.000100 loss_class: 0.556035 loss_bbox: 0.132859 loss_giou: 0.349385 loss_class_aux: 3.423259 loss_bbox_aux: 0.810777 loss_giou_aux: 2.165930 loss_class_dn: 0.313184 loss_bbox_dn: 0.132802 loss_giou_dn: 0.328092 loss_class_aux_dn: 1.658212 loss_bbox_aux_dn: 0.782773 loss_giou_aux_dn: 1.845087 loss: 12.568712 eta: 14:50:29 batch_cost: 0.5673 data_cost: 0.0012 ips: 7.0515 images/s [04/01 14:26:54] ppdet.engine INFO: Epoch: [58] [5300/7329] learning_rate: 0.000100 loss_class: 0.604028 loss_bbox: 0.133145 loss_giou: 0.393005 loss_class_aux: 3.836761 loss_bbox_aux: 0.916572 loss_giou_aux: 2.495420 loss_class_dn: 0.328967 loss_bbox_dn: 0.137219 loss_giou_dn: 0.355099 loss_class_aux_dn: 1.766680 loss_bbox_aux_dn: 0.801276 loss_giou_aux_dn: 2.003875 loss: 14.256229 eta: 14:49:33 batch_cost: 0.5083 data_cost: 0.0012 ips: 7.8694 images/s [04/01 14:27:52] ppdet.engine INFO: Epoch: [58] [5400/7329] learning_rate: 0.000100 loss_class: 0.473279 loss_bbox: 0.116163 loss_giou: 0.278583 loss_class_aux: 3.146414 loss_bbox_aux: 0.812597 loss_giou_aux: 1.787207 loss_class_dn: 0.256201 loss_bbox_dn: 0.118807 loss_giou_dn: 0.280950 loss_class_aux_dn: 1.464785 loss_bbox_aux_dn: 0.745976 loss_giou_aux_dn: 1.615163 loss: 11.578112 eta: 14:48:38 batch_cost: 0.5190 data_cost: 0.0014 ips: 7.7068 images/s [04/01 14:28:55] ppdet.engine INFO: Epoch: [58] [5500/7329] learning_rate: 0.000100 loss_class: 0.479955 loss_bbox: 0.124959 loss_giou: 0.343365 loss_class_aux: 3.090635 loss_bbox_aux: 0.812248 loss_giou_aux: 2.176023 loss_class_dn: 0.295014 loss_bbox_dn: 0.118960 loss_giou_dn: 0.326908 loss_class_aux_dn: 1.594787 loss_bbox_aux_dn: 0.736722 loss_giou_aux_dn: 1.865953 loss: 12.333786 eta: 14:47:43 batch_cost: 0.5656 data_cost: 0.0013 ips: 7.0724 images/s [04/01 14:29:59] ppdet.engine INFO: Epoch: [58] [5600/7329] learning_rate: 0.000100 loss_class: 0.539505 loss_bbox: 0.129210 loss_giou: 0.360774 loss_class_aux: 3.450174 loss_bbox_aux: 0.868935 loss_giou_aux: 2.300644 loss_class_dn: 0.293563 loss_bbox_dn: 0.137126 loss_giou_dn: 0.328173 loss_class_aux_dn: 1.572815 loss_bbox_aux_dn: 0.847691 loss_giou_aux_dn: 1.792262 loss: 12.728042 eta: 14:46:49 batch_cost: 0.5828 data_cost: 0.0017 ips: 6.8634 images/s [04/01 14:31:01] ppdet.engine INFO: Epoch: [58] [5700/7329] learning_rate: 0.000100 loss_class: 0.571545 loss_bbox: 0.116752 loss_giou: 0.398900 loss_class_aux: 3.715503 loss_bbox_aux: 0.743363 loss_giou_aux: 2.597785 loss_class_dn: 0.323898 loss_bbox_dn: 0.113443 loss_giou_dn: 0.369328 loss_class_aux_dn: 1.729261 loss_bbox_aux_dn: 0.697372 loss_giou_aux_dn: 2.131014 loss: 14.083055 eta: 14:45:54 batch_cost: 0.5612 data_cost: 0.0013 ips: 7.1275 images/s [04/01 14:32:01] ppdet.engine INFO: Epoch: [58] [5800/7329] learning_rate: 0.000100 loss_class: 0.563397 loss_bbox: 0.139007 loss_giou: 0.374297 loss_class_aux: 3.523689 loss_bbox_aux: 0.871520 loss_giou_aux: 2.411586 loss_class_dn: 0.310706 loss_bbox_dn: 0.126502 loss_giou_dn: 0.330118 loss_class_aux_dn: 1.702149 loss_bbox_aux_dn: 0.771120 loss_giou_aux_dn: 1.856569 loss: 13.129308 eta: 14:44:59 batch_cost: 0.5361 data_cost: 0.0014 ips: 7.4609 images/s [04/01 14:33:00] ppdet.engine INFO: Epoch: [58] [5900/7329] learning_rate: 0.000100 loss_class: 0.619855 loss_bbox: 0.148602 loss_giou: 0.394033 loss_class_aux: 3.812241 loss_bbox_aux: 0.976870 loss_giou_aux: 2.553033 loss_class_dn: 0.353144 loss_bbox_dn: 0.152324 loss_giou_dn: 0.399073 loss_class_aux_dn: 1.890361 loss_bbox_aux_dn: 0.859557 loss_giou_aux_dn: 2.272075 loss: 15.727413 eta: 14:44:04 batch_cost: 0.5378 data_cost: 0.0012 ips: 7.4377 images/s [04/01 14:33:58] ppdet.engine INFO: Epoch: [58] [6000/7329] learning_rate: 0.000100 loss_class: 0.564578 loss_bbox: 0.124773 loss_giou: 0.369164 loss_class_aux: 3.731473 loss_bbox_aux: 0.790218 loss_giou_aux: 2.468090 loss_class_dn: 0.348821 loss_bbox_dn: 0.133184 loss_giou_dn: 0.364090 loss_class_aux_dn: 1.899065 loss_bbox_aux_dn: 0.817841 loss_giou_aux_dn: 2.062884 loss: 14.229668 eta: 14:43:09 batch_cost: 0.5286 data_cost: 0.0012 ips: 7.5674 images/s [04/01 14:35:02] ppdet.engine INFO: Epoch: [58] [6100/7329] learning_rate: 0.000100 loss_class: 0.551577 loss_bbox: 0.136316 loss_giou: 0.343583 loss_class_aux: 3.510205 loss_bbox_aux: 0.886744 loss_giou_aux: 2.214782 loss_class_dn: 0.330912 loss_bbox_dn: 0.138596 loss_giou_dn: 0.318854 loss_class_aux_dn: 1.754938 loss_bbox_aux_dn: 0.844853 loss_giou_aux_dn: 1.783024 loss: 13.363413 eta: 14:42:15 batch_cost: 0.5777 data_cost: 0.0013 ips: 6.9240 images/s [04/01 14:36:03] ppdet.engine INFO: Epoch: [58] [6200/7329] learning_rate: 0.000100 loss_class: 0.571025 loss_bbox: 0.145482 loss_giou: 0.443465 loss_class_aux: 3.675248 loss_bbox_aux: 0.894891 loss_giou_aux: 2.753347 loss_class_dn: 0.351507 loss_bbox_dn: 0.140078 loss_giou_dn: 0.366414 loss_class_aux_dn: 1.884373 loss_bbox_aux_dn: 0.852906 loss_giou_aux_dn: 2.118224 loss: 14.497482 eta: 14:41:20 batch_cost: 0.5488 data_cost: 0.0013 ips: 7.2888 images/s [04/01 14:36:59] ppdet.engine INFO: Epoch: [58] [6300/7329] learning_rate: 0.000100 loss_class: 0.523575 loss_bbox: 0.123958 loss_giou: 0.333567 loss_class_aux: 3.261957 loss_bbox_aux: 0.802803 loss_giou_aux: 2.107046 loss_class_dn: 0.295236 loss_bbox_dn: 0.120945 loss_giou_dn: 0.300149 loss_class_aux_dn: 1.583526 loss_bbox_aux_dn: 0.738054 loss_giou_aux_dn: 1.644914 loss: 11.948275 eta: 14:40:24 batch_cost: 0.5041 data_cost: 0.0012 ips: 7.9353 images/s [04/01 14:37:57] ppdet.engine INFO: Epoch: [58] [6400/7329] learning_rate: 0.000100 loss_class: 0.499228 loss_bbox: 0.144672 loss_giou: 0.311934 loss_class_aux: 3.161331 loss_bbox_aux: 0.936045 loss_giou_aux: 1.996428 loss_class_dn: 0.300670 loss_bbox_dn: 0.164078 loss_giou_dn: 0.301445 loss_class_aux_dn: 1.646415 loss_bbox_aux_dn: 0.957194 loss_giou_aux_dn: 1.721671 loss: 12.747166 eta: 14:39:29 batch_cost: 0.5331 data_cost: 0.0012 ips: 7.5030 images/s [04/01 14:39:04] ppdet.engine INFO: Epoch: [58] [6500/7329] learning_rate: 0.000100 loss_class: 0.578060 loss_bbox: 0.116474 loss_giou: 0.333892 loss_class_aux: 3.553478 loss_bbox_aux: 0.794905 loss_giou_aux: 2.206761 loss_class_dn: 0.301384 loss_bbox_dn: 0.134635 loss_giou_dn: 0.317143 loss_class_aux_dn: 1.655118 loss_bbox_aux_dn: 0.782866 loss_giou_aux_dn: 1.801053 loss: 13.517813 eta: 14:38:35 batch_cost: 0.6081 data_cost: 0.0012 ips: 6.5782 images/s [04/01 14:40:01] ppdet.engine INFO: Epoch: [58] [6600/7329] learning_rate: 0.000100 loss_class: 0.587011 loss_bbox: 0.140117 loss_giou: 0.418688 loss_class_aux: 3.691566 loss_bbox_aux: 0.913345 loss_giou_aux: 2.696501 loss_class_dn: 0.362574 loss_bbox_dn: 0.147448 loss_giou_dn: 0.388393 loss_class_aux_dn: 1.902693 loss_bbox_aux_dn: 0.856715 loss_giou_aux_dn: 2.151910 loss: 15.283434 eta: 14:37:40 batch_cost: 0.5195 data_cost: 0.0012 ips: 7.6997 images/s [04/01 14:40:59] ppdet.engine INFO: Epoch: [58] [6700/7329] learning_rate: 0.000100 loss_class: 0.568941 loss_bbox: 0.141201 loss_giou: 0.368351 loss_class_aux: 3.679238 loss_bbox_aux: 0.912140 loss_giou_aux: 2.329884 loss_class_dn: 0.329493 loss_bbox_dn: 0.140315 loss_giou_dn: 0.353819 loss_class_aux_dn: 1.773780 loss_bbox_aux_dn: 0.827268 loss_giou_aux_dn: 1.979197 loss: 14.142044 eta: 14:36:44 batch_cost: 0.5206 data_cost: 0.0012 ips: 7.6837 images/s [04/01 14:41:57] ppdet.engine INFO: Epoch: [58] [6800/7329] learning_rate: 0.000100 loss_class: 0.604316 loss_bbox: 0.133635 loss_giou: 0.390168 loss_class_aux: 3.738123 loss_bbox_aux: 0.877275 loss_giou_aux: 2.558440 loss_class_dn: 0.345174 loss_bbox_dn: 0.131026 loss_giou_dn: 0.360015 loss_class_aux_dn: 1.848591 loss_bbox_aux_dn: 0.766938 loss_giou_aux_dn: 2.024386 loss: 14.570064 eta: 14:35:49 batch_cost: 0.5254 data_cost: 0.0014 ips: 7.6126 images/s [04/01 14:42:57] ppdet.engine INFO: Epoch: [58] [6900/7329] learning_rate: 0.000100 loss_class: 0.566994 loss_bbox: 0.136454 loss_giou: 0.349282 loss_class_aux: 3.630378 loss_bbox_aux: 0.925724 loss_giou_aux: 2.248048 loss_class_dn: 0.319291 loss_bbox_dn: 0.136433 loss_giou_dn: 0.336884 loss_class_aux_dn: 1.685091 loss_bbox_aux_dn: 0.787862 loss_giou_aux_dn: 1.932972 loss: 13.557308 eta: 14:34:54 batch_cost: 0.5418 data_cost: 0.0012 ips: 7.3835 images/s [04/01 14:43:55] ppdet.engine INFO: Epoch: [58] [7000/7329] learning_rate: 0.000100 loss_class: 0.537678 loss_bbox: 0.136623 loss_giou: 0.331089 loss_class_aux: 3.566014 loss_bbox_aux: 0.878876 loss_giou_aux: 2.153635 loss_class_dn: 0.306988 loss_bbox_dn: 0.135617 loss_giou_dn: 0.328804 loss_class_aux_dn: 1.683475 loss_bbox_aux_dn: 0.818195 loss_giou_aux_dn: 1.838385 loss: 13.585284 eta: 14:33:59 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6667 images/s [04/01 14:44:51] ppdet.engine INFO: Epoch: [58] [7100/7329] learning_rate: 0.000100 loss_class: 0.550159 loss_bbox: 0.126558 loss_giou: 0.375463 loss_class_aux: 3.526365 loss_bbox_aux: 0.817112 loss_giou_aux: 2.454364 loss_class_dn: 0.307616 loss_bbox_dn: 0.123846 loss_giou_dn: 0.344365 loss_class_aux_dn: 1.648097 loss_bbox_aux_dn: 0.773729 loss_giou_aux_dn: 1.873139 loss: 12.593082 eta: 14:33:03 batch_cost: 0.5045 data_cost: 0.0013 ips: 7.9289 images/s [04/01 14:45:46] ppdet.engine INFO: Epoch: [58] [7200/7329] learning_rate: 0.000100 loss_class: 0.560150 loss_bbox: 0.130807 loss_giou: 0.420076 loss_class_aux: 3.636687 loss_bbox_aux: 0.884163 loss_giou_aux: 2.642256 loss_class_dn: 0.341412 loss_bbox_dn: 0.121904 loss_giou_dn: 0.376596 loss_class_aux_dn: 1.844218 loss_bbox_aux_dn: 0.769389 loss_giou_aux_dn: 2.109712 loss: 14.458099 eta: 14:32:07 batch_cost: 0.5009 data_cost: 0.0013 ips: 7.9852 images/s [04/01 14:46:44] ppdet.engine INFO: Epoch: [58] [7300/7329] learning_rate: 0.000100 loss_class: 0.568651 loss_bbox: 0.140843 loss_giou: 0.417991 loss_class_aux: 3.716848 loss_bbox_aux: 0.931992 loss_giou_aux: 2.691557 loss_class_dn: 0.325586 loss_bbox_dn: 0.142207 loss_giou_dn: 0.369996 loss_class_aux_dn: 1.780647 loss_bbox_aux_dn: 0.865353 loss_giou_aux_dn: 2.059584 loss: 14.374264 eta: 14:31:11 batch_cost: 0.5219 data_cost: 0.0012 ips: 7.6647 images/s [04/01 14:47:06] ppdet.engine INFO: Eval iter: 0 [04/01 14:47:35] ppdet.engine INFO: Eval iter: 100 [04/01 14:48:04] ppdet.engine INFO: Eval iter: 200 [04/01 14:48:31] ppdet.engine INFO: Eval iter: 300 [04/01 14:48:58] ppdet.engine INFO: Eval iter: 400 [04/01 14:49:25] ppdet.engine INFO: Eval iter: 500 [04/01 14:49:54] ppdet.engine INFO: Eval iter: 600 [04/01 14:50:23] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/01 14:50:24] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.28s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=124.74s). Accumulating evaluation results... DONE (t=28.09s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 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 ] = 0.654 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 ] = 0.545 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 ] = 0.881 [04/01 14:53:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.58550270305477 [04/01 14:53:20] ppdet.engine INFO: Best test bbox ap is 0.529. [04/01 14:53:22] ppdet.engine INFO: Epoch: [59] [ 0/7329] learning_rate: 0.000100 loss_class: 0.575895 loss_bbox: 0.138434 loss_giou: 0.397061 loss_class_aux: 3.858595 loss_bbox_aux: 0.931008 loss_giou_aux: 2.589880 loss_class_dn: 0.321890 loss_bbox_dn: 0.155558 loss_giou_dn: 0.363195 loss_class_aux_dn: 1.773173 loss_bbox_aux_dn: 0.896001 loss_giou_aux_dn: 1.993778 loss: 14.251705 eta: 14:30:55 batch_cost: 0.5300 data_cost: 0.0014 ips: 7.5477 images/s [04/01 14:54:19] ppdet.engine INFO: Epoch: [59] [ 100/7329] learning_rate: 0.000100 loss_class: 0.567642 loss_bbox: 0.139879 loss_giou: 0.400845 loss_class_aux: 3.760525 loss_bbox_aux: 0.914734 loss_giou_aux: 2.500319 loss_class_dn: 0.351323 loss_bbox_dn: 0.138508 loss_giou_dn: 0.367147 loss_class_aux_dn: 1.903233 loss_bbox_aux_dn: 0.825288 loss_giou_aux_dn: 2.030301 loss: 14.091705 eta: 14:30:00 batch_cost: 0.5167 data_cost: 0.0012 ips: 7.7409 images/s [04/01 14:55:16] ppdet.engine INFO: Epoch: [59] [ 200/7329] learning_rate: 0.000100 loss_class: 0.598069 loss_bbox: 0.120900 loss_giou: 0.389517 loss_class_aux: 3.792366 loss_bbox_aux: 0.789537 loss_giou_aux: 2.385721 loss_class_dn: 0.340142 loss_bbox_dn: 0.114679 loss_giou_dn: 0.354931 loss_class_aux_dn: 1.810746 loss_bbox_aux_dn: 0.735108 loss_giou_aux_dn: 1.970462 loss: 14.173828 eta: 14:29:04 batch_cost: 0.5124 data_cost: 0.0012 ips: 7.8068 images/s [04/01 14:56:17] ppdet.engine INFO: Epoch: [59] [ 300/7329] learning_rate: 0.000100 loss_class: 0.555913 loss_bbox: 0.137177 loss_giou: 0.375533 loss_class_aux: 3.575418 loss_bbox_aux: 0.856055 loss_giou_aux: 2.381560 loss_class_dn: 0.299509 loss_bbox_dn: 0.142007 loss_giou_dn: 0.324652 loss_class_aux_dn: 1.619739 loss_bbox_aux_dn: 0.798345 loss_giou_aux_dn: 1.923655 loss: 13.188427 eta: 14:28:10 batch_cost: 0.5572 data_cost: 0.0011 ips: 7.1793 images/s [04/01 14:57:21] ppdet.engine INFO: Epoch: [59] [ 400/7329] learning_rate: 0.000100 loss_class: 0.521106 loss_bbox: 0.129952 loss_giou: 0.357410 loss_class_aux: 3.345875 loss_bbox_aux: 0.845088 loss_giou_aux: 2.341665 loss_class_dn: 0.316487 loss_bbox_dn: 0.137719 loss_giou_dn: 0.330072 loss_class_aux_dn: 1.699950 loss_bbox_aux_dn: 0.836891 loss_giou_aux_dn: 1.913257 loss: 13.251438 eta: 14:27:16 batch_cost: 0.5872 data_cost: 0.0014 ips: 6.8124 images/s [04/01 14:58:30] ppdet.engine INFO: Epoch: [59] [ 500/7329] learning_rate: 0.000100 loss_class: 0.558456 loss_bbox: 0.143460 loss_giou: 0.395506 loss_class_aux: 3.553910 loss_bbox_aux: 0.933313 loss_giou_aux: 2.481876 loss_class_dn: 0.326281 loss_bbox_dn: 0.145849 loss_giou_dn: 0.360096 loss_class_aux_dn: 1.774107 loss_bbox_aux_dn: 0.872931 loss_giou_aux_dn: 1.997599 loss: 13.732464 eta: 14:26:22 batch_cost: 0.6317 data_cost: 0.0013 ips: 6.3325 images/s [04/01 14:59:34] ppdet.engine INFO: Epoch: [59] [ 600/7329] learning_rate: 0.000100 loss_class: 0.599163 loss_bbox: 0.137970 loss_giou: 0.450919 loss_class_aux: 3.984484 loss_bbox_aux: 0.904680 loss_giou_aux: 2.768723 loss_class_dn: 0.332827 loss_bbox_dn: 0.139159 loss_giou_dn: 0.408119 loss_class_aux_dn: 1.837256 loss_bbox_aux_dn: 0.810007 loss_giou_aux_dn: 2.215503 loss: 14.566952 eta: 14:25:28 batch_cost: 0.5809 data_cost: 0.0014 ips: 6.8864 images/s [04/01 15:00:34] ppdet.engine INFO: Epoch: [59] [ 700/7329] learning_rate: 0.000100 loss_class: 0.561346 loss_bbox: 0.136778 loss_giou: 0.352212 loss_class_aux: 3.554654 loss_bbox_aux: 0.928729 loss_giou_aux: 2.272025 loss_class_dn: 0.321528 loss_bbox_dn: 0.140449 loss_giou_dn: 0.333135 loss_class_aux_dn: 1.709256 loss_bbox_aux_dn: 0.843823 loss_giou_aux_dn: 1.923520 loss: 13.404860 eta: 14:24:34 batch_cost: 0.5492 data_cost: 0.0012 ips: 7.2833 images/s [04/01 15:01:42] ppdet.engine INFO: Epoch: [59] [ 800/7329] learning_rate: 0.000100 loss_class: 0.581581 loss_bbox: 0.133175 loss_giou: 0.370360 loss_class_aux: 3.736169 loss_bbox_aux: 0.873411 loss_giou_aux: 2.352790 loss_class_dn: 0.305724 loss_bbox_dn: 0.129191 loss_giou_dn: 0.343084 loss_class_aux_dn: 1.680358 loss_bbox_aux_dn: 0.791379 loss_giou_aux_dn: 1.931134 loss: 13.237200 eta: 14:23:40 batch_cost: 0.6235 data_cost: 0.0013 ips: 6.4153 images/s [04/01 15:02:51] ppdet.engine INFO: Epoch: [59] [ 900/7329] learning_rate: 0.000100 loss_class: 0.637078 loss_bbox: 0.138067 loss_giou: 0.426515 loss_class_aux: 4.002095 loss_bbox_aux: 0.897684 loss_giou_aux: 2.619164 loss_class_dn: 0.352616 loss_bbox_dn: 0.126678 loss_giou_dn: 0.367923 loss_class_aux_dn: 1.922915 loss_bbox_aux_dn: 0.762906 loss_giou_aux_dn: 2.115972 loss: 14.113602 eta: 14:22:47 batch_cost: 0.6402 data_cost: 0.0012 ips: 6.2476 images/s [04/01 15:03:56] ppdet.engine INFO: Epoch: [59] [1000/7329] learning_rate: 0.000100 loss_class: 0.596179 loss_bbox: 0.139182 loss_giou: 0.407145 loss_class_aux: 3.817798 loss_bbox_aux: 0.913207 loss_giou_aux: 2.554419 loss_class_dn: 0.332935 loss_bbox_dn: 0.162835 loss_giou_dn: 0.354297 loss_class_aux_dn: 1.804349 loss_bbox_aux_dn: 0.976971 loss_giou_aux_dn: 2.024429 loss: 14.394492 eta: 14:21:53 batch_cost: 0.5870 data_cost: 0.0013 ips: 6.8145 images/s [04/01 15:04:57] ppdet.engine INFO: Epoch: [59] [1100/7329] learning_rate: 0.000100 loss_class: 0.609038 loss_bbox: 0.136888 loss_giou: 0.367383 loss_class_aux: 3.903502 loss_bbox_aux: 0.911060 loss_giou_aux: 2.265877 loss_class_dn: 0.321793 loss_bbox_dn: 0.134359 loss_giou_dn: 0.334486 loss_class_aux_dn: 1.767690 loss_bbox_aux_dn: 0.804588 loss_giou_aux_dn: 1.870650 loss: 14.062174 eta: 14:20:59 batch_cost: 0.5507 data_cost: 0.0013 ips: 7.2628 images/s [04/01 15:05:57] ppdet.engine INFO: Epoch: [59] [1200/7329] learning_rate: 0.000100 loss_class: 0.575034 loss_bbox: 0.130731 loss_giou: 0.369592 loss_class_aux: 3.644361 loss_bbox_aux: 0.841702 loss_giou_aux: 2.352640 loss_class_dn: 0.320063 loss_bbox_dn: 0.132090 loss_giou_dn: 0.362087 loss_class_aux_dn: 1.744785 loss_bbox_aux_dn: 0.816304 loss_giou_aux_dn: 2.053387 loss: 14.002217 eta: 14:20:04 batch_cost: 0.5419 data_cost: 0.0013 ips: 7.3814 images/s [04/01 15:06:57] ppdet.engine INFO: Epoch: [59] [1300/7329] learning_rate: 0.000100 loss_class: 0.579013 loss_bbox: 0.135684 loss_giou: 0.373138 loss_class_aux: 3.615831 loss_bbox_aux: 0.905253 loss_giou_aux: 2.444911 loss_class_dn: 0.302288 loss_bbox_dn: 0.129564 loss_giou_dn: 0.341085 loss_class_aux_dn: 1.640825 loss_bbox_aux_dn: 0.759330 loss_giou_aux_dn: 1.952837 loss: 13.384098 eta: 14:19:09 batch_cost: 0.5439 data_cost: 0.0012 ips: 7.3543 images/s [04/01 15:07:52] ppdet.engine INFO: Epoch: [59] [1400/7329] learning_rate: 0.000100 loss_class: 0.572691 loss_bbox: 0.124519 loss_giou: 0.359787 loss_class_aux: 3.765583 loss_bbox_aux: 0.807476 loss_giou_aux: 2.298226 loss_class_dn: 0.311513 loss_bbox_dn: 0.128251 loss_giou_dn: 0.344624 loss_class_aux_dn: 1.702019 loss_bbox_aux_dn: 0.748143 loss_giou_aux_dn: 1.955329 loss: 13.413294 eta: 14:18:13 batch_cost: 0.5009 data_cost: 0.0012 ips: 7.9855 images/s [04/01 15:08:55] ppdet.engine INFO: Epoch: [59] [1500/7329] learning_rate: 0.000100 loss_class: 0.549127 loss_bbox: 0.124201 loss_giou: 0.339097 loss_class_aux: 3.537978 loss_bbox_aux: 0.822175 loss_giou_aux: 2.141862 loss_class_dn: 0.318719 loss_bbox_dn: 0.118135 loss_giou_dn: 0.325551 loss_class_aux_dn: 1.733438 loss_bbox_aux_dn: 0.734663 loss_giou_aux_dn: 1.842051 loss: 13.395035 eta: 14:17:18 batch_cost: 0.5701 data_cost: 0.0014 ips: 7.0165 images/s [04/01 15:09:58] ppdet.engine INFO: Epoch: [59] [1600/7329] learning_rate: 0.000100 loss_class: 0.557406 loss_bbox: 0.137571 loss_giou: 0.360647 loss_class_aux: 3.682020 loss_bbox_aux: 0.944152 loss_giou_aux: 2.311505 loss_class_dn: 0.345392 loss_bbox_dn: 0.157320 loss_giou_dn: 0.353272 loss_class_aux_dn: 1.818038 loss_bbox_aux_dn: 0.962995 loss_giou_aux_dn: 2.014450 loss: 14.563516 eta: 14:16:24 batch_cost: 0.5681 data_cost: 0.0012 ips: 7.0404 images/s [04/01 15:11:05] ppdet.engine INFO: Epoch: [59] [1700/7329] learning_rate: 0.000100 loss_class: 0.559088 loss_bbox: 0.123437 loss_giou: 0.423351 loss_class_aux: 3.462260 loss_bbox_aux: 0.827467 loss_giou_aux: 2.741569 loss_class_dn: 0.319626 loss_bbox_dn: 0.129323 loss_giou_dn: 0.384075 loss_class_aux_dn: 1.687228 loss_bbox_aux_dn: 0.785513 loss_giou_aux_dn: 2.152102 loss: 13.941816 eta: 14:15:31 batch_cost: 0.6141 data_cost: 0.0012 ips: 6.5137 images/s [04/01 15:12:03] ppdet.engine INFO: Epoch: [59] [1800/7329] learning_rate: 0.000100 loss_class: 0.599600 loss_bbox: 0.149177 loss_giou: 0.460711 loss_class_aux: 3.986707 loss_bbox_aux: 0.972716 loss_giou_aux: 2.851688 loss_class_dn: 0.348731 loss_bbox_dn: 0.140626 loss_giou_dn: 0.415462 loss_class_aux_dn: 1.875367 loss_bbox_aux_dn: 0.845425 loss_giou_aux_dn: 2.373658 loss: 15.564325 eta: 14:14:35 batch_cost: 0.5216 data_cost: 0.0012 ips: 7.6680 images/s [04/01 15:13:02] ppdet.engine INFO: Epoch: [59] [1900/7329] learning_rate: 0.000100 loss_class: 0.528215 loss_bbox: 0.126471 loss_giou: 0.408325 loss_class_aux: 3.380093 loss_bbox_aux: 0.791464 loss_giou_aux: 2.609912 loss_class_dn: 0.334821 loss_bbox_dn: 0.108774 loss_giou_dn: 0.382214 loss_class_aux_dn: 1.767151 loss_bbox_aux_dn: 0.659778 loss_giou_aux_dn: 2.065262 loss: 14.613191 eta: 14:13:40 batch_cost: 0.5319 data_cost: 0.0013 ips: 7.5203 images/s [04/01 15:14:02] ppdet.engine INFO: Epoch: [59] [2000/7329] learning_rate: 0.000100 loss_class: 0.547836 loss_bbox: 0.135255 loss_giou: 0.382738 loss_class_aux: 3.559629 loss_bbox_aux: 0.893982 loss_giou_aux: 2.455014 loss_class_dn: 0.311558 loss_bbox_dn: 0.134008 loss_giou_dn: 0.361872 loss_class_aux_dn: 1.671782 loss_bbox_aux_dn: 0.817123 loss_giou_aux_dn: 2.087363 loss: 13.403823 eta: 14:12:45 batch_cost: 0.5461 data_cost: 0.0013 ips: 7.3246 images/s [04/01 15:15:05] ppdet.engine INFO: Epoch: [59] [2100/7329] learning_rate: 0.000100 loss_class: 0.565650 loss_bbox: 0.135129 loss_giou: 0.433536 loss_class_aux: 3.702902 loss_bbox_aux: 0.917027 loss_giou_aux: 2.660084 loss_class_dn: 0.323881 loss_bbox_dn: 0.125639 loss_giou_dn: 0.382163 loss_class_aux_dn: 1.741257 loss_bbox_aux_dn: 0.760244 loss_giou_aux_dn: 2.067072 loss: 13.556024 eta: 14:11:51 batch_cost: 0.5719 data_cost: 0.0014 ips: 6.9941 images/s [04/01 15:16:09] ppdet.engine INFO: Epoch: [59] [2200/7329] learning_rate: 0.000100 loss_class: 0.453733 loss_bbox: 0.126701 loss_giou: 0.284946 loss_class_aux: 2.954261 loss_bbox_aux: 0.812761 loss_giou_aux: 1.770576 loss_class_dn: 0.249270 loss_bbox_dn: 0.123786 loss_giou_dn: 0.256820 loss_class_aux_dn: 1.387322 loss_bbox_aux_dn: 0.741786 loss_giou_aux_dn: 1.422802 loss: 11.075904 eta: 14:10:57 batch_cost: 0.5842 data_cost: 0.0013 ips: 6.8464 images/s [04/01 15:17:15] ppdet.engine INFO: Epoch: [59] [2300/7329] learning_rate: 0.000100 loss_class: 0.565968 loss_bbox: 0.137392 loss_giou: 0.354102 loss_class_aux: 3.638240 loss_bbox_aux: 0.930394 loss_giou_aux: 2.247432 loss_class_dn: 0.337105 loss_bbox_dn: 0.147738 loss_giou_dn: 0.358162 loss_class_aux_dn: 1.818077 loss_bbox_aux_dn: 0.903689 loss_giou_aux_dn: 1.994962 loss: 14.250957 eta: 14:10:03 batch_cost: 0.5911 data_cost: 0.0015 ips: 6.7667 images/s [04/01 15:18:18] ppdet.engine INFO: Epoch: [59] [2400/7329] learning_rate: 0.000100 loss_class: 0.593766 loss_bbox: 0.135183 loss_giou: 0.401386 loss_class_aux: 3.820124 loss_bbox_aux: 0.897083 loss_giou_aux: 2.641660 loss_class_dn: 0.380001 loss_bbox_dn: 0.138251 loss_giou_dn: 0.387861 loss_class_aux_dn: 2.050416 loss_bbox_aux_dn: 0.827110 loss_giou_aux_dn: 2.173348 loss: 15.131962 eta: 14:09:08 batch_cost: 0.5726 data_cost: 0.0013 ips: 6.9859 images/s [04/01 15:19:16] ppdet.engine INFO: Epoch: [59] [2500/7329] learning_rate: 0.000100 loss_class: 0.572810 loss_bbox: 0.134802 loss_giou: 0.361642 loss_class_aux: 3.833125 loss_bbox_aux: 0.897177 loss_giou_aux: 2.237847 loss_class_dn: 0.338981 loss_bbox_dn: 0.147697 loss_giou_dn: 0.335297 loss_class_aux_dn: 1.843132 loss_bbox_aux_dn: 0.894603 loss_giou_aux_dn: 1.934517 loss: 14.611614 eta: 14:08:13 batch_cost: 0.5295 data_cost: 0.0013 ips: 7.5549 images/s [04/01 15:20:24] ppdet.engine INFO: Epoch: [59] [2600/7329] learning_rate: 0.000100 loss_class: 0.551309 loss_bbox: 0.128212 loss_giou: 0.421187 loss_class_aux: 3.512659 loss_bbox_aux: 0.838882 loss_giou_aux: 2.637097 loss_class_dn: 0.332972 loss_bbox_dn: 0.120302 loss_giou_dn: 0.362853 loss_class_aux_dn: 1.814644 loss_bbox_aux_dn: 0.757379 loss_giou_aux_dn: 2.044689 loss: 13.746285 eta: 14:07:19 batch_cost: 0.6015 data_cost: 0.0016 ips: 6.6500 images/s [04/01 15:21:28] ppdet.engine INFO: Epoch: [59] [2700/7329] learning_rate: 0.000100 loss_class: 0.540431 loss_bbox: 0.123033 loss_giou: 0.353913 loss_class_aux: 3.368660 loss_bbox_aux: 0.814418 loss_giou_aux: 2.227367 loss_class_dn: 0.310180 loss_bbox_dn: 0.136754 loss_giou_dn: 0.332070 loss_class_aux_dn: 1.695089 loss_bbox_aux_dn: 0.823108 loss_giou_aux_dn: 1.939066 loss: 13.224216 eta: 14:06:25 batch_cost: 0.5815 data_cost: 0.0012 ips: 6.8787 images/s [04/01 15:22:27] ppdet.engine INFO: Epoch: [59] [2800/7329] learning_rate: 0.000100 loss_class: 0.607310 loss_bbox: 0.131813 loss_giou: 0.398456 loss_class_aux: 3.766917 loss_bbox_aux: 0.866437 loss_giou_aux: 2.456155 loss_class_dn: 0.343857 loss_bbox_dn: 0.135132 loss_giou_dn: 0.341870 loss_class_aux_dn: 1.886107 loss_bbox_aux_dn: 0.811403 loss_giou_aux_dn: 1.895351 loss: 14.934615 eta: 14:05:30 batch_cost: 0.5272 data_cost: 0.0014 ips: 7.5878 images/s [04/01 15:23:28] ppdet.engine INFO: Epoch: [59] [2900/7329] learning_rate: 0.000100 loss_class: 0.558258 loss_bbox: 0.132657 loss_giou: 0.384781 loss_class_aux: 3.565269 loss_bbox_aux: 0.904424 loss_giou_aux: 2.469550 loss_class_dn: 0.317584 loss_bbox_dn: 0.138508 loss_giou_dn: 0.350897 loss_class_aux_dn: 1.697886 loss_bbox_aux_dn: 0.816327 loss_giou_aux_dn: 1.971686 loss: 13.635723 eta: 14:04:35 batch_cost: 0.5578 data_cost: 0.0013 ips: 7.1707 images/s [04/01 15:24:29] ppdet.engine INFO: Epoch: [59] [3000/7329] learning_rate: 0.000100 loss_class: 0.521979 loss_bbox: 0.114846 loss_giou: 0.342681 loss_class_aux: 3.382442 loss_bbox_aux: 0.770768 loss_giou_aux: 2.313191 loss_class_dn: 0.315209 loss_bbox_dn: 0.125691 loss_giou_dn: 0.321387 loss_class_aux_dn: 1.699045 loss_bbox_aux_dn: 0.765737 loss_giou_aux_dn: 1.828541 loss: 12.960618 eta: 14:03:40 batch_cost: 0.5400 data_cost: 0.0013 ips: 7.4078 images/s [04/01 15:25:29] ppdet.engine INFO: Epoch: [59] [3100/7329] learning_rate: 0.000100 loss_class: 0.534768 loss_bbox: 0.132687 loss_giou: 0.384265 loss_class_aux: 3.478616 loss_bbox_aux: 0.863503 loss_giou_aux: 2.308286 loss_class_dn: 0.302497 loss_bbox_dn: 0.139045 loss_giou_dn: 0.343660 loss_class_aux_dn: 1.626557 loss_bbox_aux_dn: 0.859546 loss_giou_aux_dn: 1.889935 loss: 13.831866 eta: 14:02:45 batch_cost: 0.5422 data_cost: 0.0013 ips: 7.3780 images/s [04/01 15:26:24] ppdet.engine INFO: Epoch: [59] [3200/7329] learning_rate: 0.000100 loss_class: 0.551026 loss_bbox: 0.137329 loss_giou: 0.355771 loss_class_aux: 3.548097 loss_bbox_aux: 0.883123 loss_giou_aux: 2.320825 loss_class_dn: 0.326197 loss_bbox_dn: 0.139867 loss_giou_dn: 0.325685 loss_class_aux_dn: 1.703309 loss_bbox_aux_dn: 0.869000 loss_giou_aux_dn: 1.865559 loss: 12.939190 eta: 14:01:49 batch_cost: 0.4987 data_cost: 0.0012 ips: 8.0204 images/s [04/01 15:27:20] ppdet.engine INFO: Epoch: [59] [3300/7329] learning_rate: 0.000100 loss_class: 0.515756 loss_bbox: 0.135849 loss_giou: 0.333560 loss_class_aux: 3.320503 loss_bbox_aux: 0.878721 loss_giou_aux: 2.224923 loss_class_dn: 0.292807 loss_bbox_dn: 0.121134 loss_giou_dn: 0.340581 loss_class_aux_dn: 1.614396 loss_bbox_aux_dn: 0.748184 loss_giou_aux_dn: 1.842718 loss: 12.778074 eta: 14:00:54 batch_cost: 0.5094 data_cost: 0.0012 ips: 7.8525 images/s [04/01 15:28:24] ppdet.engine INFO: Epoch: [59] [3400/7329] learning_rate: 0.000100 loss_class: 0.587605 loss_bbox: 0.139683 loss_giou: 0.408921 loss_class_aux: 3.734185 loss_bbox_aux: 0.885253 loss_giou_aux: 2.714154 loss_class_dn: 0.369459 loss_bbox_dn: 0.144609 loss_giou_dn: 0.401748 loss_class_aux_dn: 1.957276 loss_bbox_aux_dn: 0.842351 loss_giou_aux_dn: 2.191966 loss: 14.771294 eta: 13:59:59 batch_cost: 0.5720 data_cost: 0.0015 ips: 6.9926 images/s [04/01 15:29:29] ppdet.engine INFO: Epoch: [59] [3500/7329] learning_rate: 0.000100 loss_class: 0.605156 loss_bbox: 0.129730 loss_giou: 0.465408 loss_class_aux: 3.889202 loss_bbox_aux: 0.848023 loss_giou_aux: 2.879007 loss_class_dn: 0.361213 loss_bbox_dn: 0.136743 loss_giou_dn: 0.407697 loss_class_aux_dn: 1.945814 loss_bbox_aux_dn: 0.832883 loss_giou_aux_dn: 2.277267 loss: 15.112640 eta: 13:59:05 batch_cost: 0.5962 data_cost: 0.0014 ips: 6.7095 images/s [04/01 15:30:28] ppdet.engine INFO: Epoch: [59] [3600/7329] learning_rate: 0.000100 loss_class: 0.612576 loss_bbox: 0.162009 loss_giou: 0.421898 loss_class_aux: 3.811981 loss_bbox_aux: 1.013164 loss_giou_aux: 2.527400 loss_class_dn: 0.362711 loss_bbox_dn: 0.145478 loss_giou_dn: 0.406140 loss_class_aux_dn: 1.950757 loss_bbox_aux_dn: 0.879225 loss_giou_aux_dn: 2.258305 loss: 15.806936 eta: 13:58:10 batch_cost: 0.5345 data_cost: 0.0013 ips: 7.4837 images/s [04/01 15:31:31] ppdet.engine INFO: Epoch: [59] [3700/7329] learning_rate: 0.000100 loss_class: 0.511395 loss_bbox: 0.122278 loss_giou: 0.281888 loss_class_aux: 3.275440 loss_bbox_aux: 0.777882 loss_giou_aux: 1.756972 loss_class_dn: 0.271772 loss_bbox_dn: 0.126285 loss_giou_dn: 0.274087 loss_class_aux_dn: 1.478893 loss_bbox_aux_dn: 0.782758 loss_giou_aux_dn: 1.581415 loss: 11.530391 eta: 13:57:16 batch_cost: 0.5712 data_cost: 0.0012 ips: 7.0030 images/s [04/01 15:32:34] ppdet.engine INFO: Epoch: [59] [3800/7329] learning_rate: 0.000100 loss_class: 0.537296 loss_bbox: 0.136693 loss_giou: 0.425826 loss_class_aux: 3.438467 loss_bbox_aux: 0.851878 loss_giou_aux: 2.662699 loss_class_dn: 0.326603 loss_bbox_dn: 0.126215 loss_giou_dn: 0.368888 loss_class_aux_dn: 1.767512 loss_bbox_aux_dn: 0.769767 loss_giou_aux_dn: 2.055716 loss: 13.741241 eta: 13:56:22 batch_cost: 0.5787 data_cost: 0.0013 ips: 6.9120 images/s [04/01 15:33:36] ppdet.engine INFO: Epoch: [59] [3900/7329] learning_rate: 0.000100 loss_class: 0.534534 loss_bbox: 0.117206 loss_giou: 0.311506 loss_class_aux: 3.182734 loss_bbox_aux: 0.783011 loss_giou_aux: 1.964078 loss_class_dn: 0.280097 loss_bbox_dn: 0.126974 loss_giou_dn: 0.295053 loss_class_aux_dn: 1.515807 loss_bbox_aux_dn: 0.746663 loss_giou_aux_dn: 1.688291 loss: 11.242939 eta: 13:55:27 batch_cost: 0.5584 data_cost: 0.0013 ips: 7.1636 images/s [04/01 15:34:39] ppdet.engine INFO: Epoch: [59] [4000/7329] learning_rate: 0.000100 loss_class: 0.590694 loss_bbox: 0.128116 loss_giou: 0.407192 loss_class_aux: 3.775325 loss_bbox_aux: 0.864821 loss_giou_aux: 2.578070 loss_class_dn: 0.325744 loss_bbox_dn: 0.141445 loss_giou_dn: 0.375059 loss_class_aux_dn: 1.773014 loss_bbox_aux_dn: 0.870176 loss_giou_aux_dn: 2.120265 loss: 13.607189 eta: 13:54:32 batch_cost: 0.5613 data_cost: 0.0014 ips: 7.1268 images/s [04/01 15:35:38] ppdet.engine INFO: Epoch: [59] [4100/7329] learning_rate: 0.000100 loss_class: 0.533239 loss_bbox: 0.123016 loss_giou: 0.393020 loss_class_aux: 3.355492 loss_bbox_aux: 0.818554 loss_giou_aux: 2.426118 loss_class_dn: 0.322716 loss_bbox_dn: 0.135499 loss_giou_dn: 0.339171 loss_class_aux_dn: 1.731153 loss_bbox_aux_dn: 0.826007 loss_giou_aux_dn: 1.915033 loss: 13.507522 eta: 13:53:37 batch_cost: 0.5261 data_cost: 0.0013 ips: 7.6037 images/s [04/01 15:36:34] ppdet.engine INFO: Epoch: [59] [4200/7329] learning_rate: 0.000100 loss_class: 0.589096 loss_bbox: 0.140907 loss_giou: 0.390210 loss_class_aux: 3.696510 loss_bbox_aux: 0.930822 loss_giou_aux: 2.564699 loss_class_dn: 0.327775 loss_bbox_dn: 0.146585 loss_giou_dn: 0.368560 loss_class_aux_dn: 1.799719 loss_bbox_aux_dn: 0.876869 loss_giou_aux_dn: 2.072612 loss: 14.175928 eta: 13:52:41 batch_cost: 0.5099 data_cost: 0.0013 ips: 7.8452 images/s [04/01 15:37:35] ppdet.engine INFO: Epoch: [59] [4300/7329] learning_rate: 0.000100 loss_class: 0.562551 loss_bbox: 0.129669 loss_giou: 0.346170 loss_class_aux: 3.477345 loss_bbox_aux: 0.817371 loss_giou_aux: 2.130422 loss_class_dn: 0.314283 loss_bbox_dn: 0.126516 loss_giou_dn: 0.329286 loss_class_aux_dn: 1.716779 loss_bbox_aux_dn: 0.758811 loss_giou_aux_dn: 1.896825 loss: 12.807476 eta: 13:51:46 batch_cost: 0.5504 data_cost: 0.0016 ips: 7.2668 images/s [04/01 15:38:33] ppdet.engine INFO: Epoch: [59] [4400/7329] learning_rate: 0.000100 loss_class: 0.449156 loss_bbox: 0.122915 loss_giou: 0.307832 loss_class_aux: 2.948667 loss_bbox_aux: 0.808697 loss_giou_aux: 2.016853 loss_class_dn: 0.268555 loss_bbox_dn: 0.126079 loss_giou_dn: 0.283772 loss_class_aux_dn: 1.456940 loss_bbox_aux_dn: 0.767151 loss_giou_aux_dn: 1.575597 loss: 11.414639 eta: 13:50:51 batch_cost: 0.5291 data_cost: 0.0012 ips: 7.5607 images/s [04/01 15:39:35] ppdet.engine INFO: Epoch: [59] [4500/7329] learning_rate: 0.000100 loss_class: 0.572842 loss_bbox: 0.127098 loss_giou: 0.381358 loss_class_aux: 3.551325 loss_bbox_aux: 0.840829 loss_giou_aux: 2.393248 loss_class_dn: 0.306445 loss_bbox_dn: 0.142201 loss_giou_dn: 0.349564 loss_class_aux_dn: 1.666831 loss_bbox_aux_dn: 0.875600 loss_giou_aux_dn: 1.940827 loss: 13.245375 eta: 13:49:57 batch_cost: 0.5604 data_cost: 0.0012 ips: 7.1378 images/s [04/01 15:40:31] ppdet.engine INFO: Epoch: [59] [4600/7329] learning_rate: 0.000100 loss_class: 0.556330 loss_bbox: 0.135634 loss_giou: 0.346457 loss_class_aux: 3.583139 loss_bbox_aux: 0.901582 loss_giou_aux: 2.308434 loss_class_dn: 0.347939 loss_bbox_dn: 0.132281 loss_giou_dn: 0.335907 loss_class_aux_dn: 1.875387 loss_bbox_aux_dn: 0.826563 loss_giou_aux_dn: 1.924910 loss: 13.950747 eta: 13:49:01 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8816 images/s [04/01 15:41:30] ppdet.engine INFO: Epoch: [59] [4700/7329] learning_rate: 0.000100 loss_class: 0.601826 loss_bbox: 0.132604 loss_giou: 0.376588 loss_class_aux: 3.827432 loss_bbox_aux: 0.893545 loss_giou_aux: 2.410375 loss_class_dn: 0.332614 loss_bbox_dn: 0.139693 loss_giou_dn: 0.354833 loss_class_aux_dn: 1.811407 loss_bbox_aux_dn: 0.852754 loss_giou_aux_dn: 1.993192 loss: 13.955494 eta: 13:48:06 batch_cost: 0.5364 data_cost: 0.0012 ips: 7.4568 images/s [04/01 15:42:30] ppdet.engine INFO: Epoch: [59] [4800/7329] learning_rate: 0.000100 loss_class: 0.549834 loss_bbox: 0.128275 loss_giou: 0.309232 loss_class_aux: 3.530443 loss_bbox_aux: 0.846126 loss_giou_aux: 1.937216 loss_class_dn: 0.292111 loss_bbox_dn: 0.140525 loss_giou_dn: 0.299696 loss_class_aux_dn: 1.593964 loss_bbox_aux_dn: 0.830054 loss_giou_aux_dn: 1.683990 loss: 12.419702 eta: 13:47:11 batch_cost: 0.5467 data_cost: 0.0013 ips: 7.3170 images/s [04/01 15:43:33] ppdet.engine INFO: Epoch: [59] [4900/7329] learning_rate: 0.000100 loss_class: 0.558209 loss_bbox: 0.126020 loss_giou: 0.306630 loss_class_aux: 3.556693 loss_bbox_aux: 0.855686 loss_giou_aux: 1.999633 loss_class_dn: 0.294407 loss_bbox_dn: 0.135739 loss_giou_dn: 0.307077 loss_class_aux_dn: 1.609442 loss_bbox_aux_dn: 0.835071 loss_giou_aux_dn: 1.737617 loss: 13.262518 eta: 13:46:16 batch_cost: 0.5659 data_cost: 0.0013 ips: 7.0681 images/s [04/01 15:44:34] ppdet.engine INFO: Epoch: [59] [5000/7329] learning_rate: 0.000100 loss_class: 0.576064 loss_bbox: 0.134531 loss_giou: 0.366757 loss_class_aux: 3.585329 loss_bbox_aux: 0.948076 loss_giou_aux: 2.385709 loss_class_dn: 0.309198 loss_bbox_dn: 0.142471 loss_giou_dn: 0.343644 loss_class_aux_dn: 1.677903 loss_bbox_aux_dn: 0.820528 loss_giou_aux_dn: 1.979953 loss: 13.454327 eta: 13:45:22 batch_cost: 0.5501 data_cost: 0.0014 ips: 7.2709 images/s [04/01 15:45:38] ppdet.engine INFO: Epoch: [59] [5100/7329] learning_rate: 0.000100 loss_class: 0.606904 loss_bbox: 0.133922 loss_giou: 0.391824 loss_class_aux: 3.881264 loss_bbox_aux: 0.846922 loss_giou_aux: 2.475199 loss_class_dn: 0.335929 loss_bbox_dn: 0.153049 loss_giou_dn: 0.357807 loss_class_aux_dn: 1.841816 loss_bbox_aux_dn: 0.948419 loss_giou_aux_dn: 1.998803 loss: 13.666935 eta: 13:44:27 batch_cost: 0.5819 data_cost: 0.0012 ips: 6.8740 images/s [04/01 15:46:34] ppdet.engine INFO: Epoch: [59] [5200/7329] learning_rate: 0.000100 loss_class: 0.538636 loss_bbox: 0.137284 loss_giou: 0.432527 loss_class_aux: 3.349891 loss_bbox_aux: 0.914444 loss_giou_aux: 2.642561 loss_class_dn: 0.309429 loss_bbox_dn: 0.131107 loss_giou_dn: 0.355183 loss_class_aux_dn: 1.690811 loss_bbox_aux_dn: 0.795400 loss_giou_aux_dn: 1.983209 loss: 13.487404 eta: 13:43:32 batch_cost: 0.5058 data_cost: 0.0012 ips: 7.9083 images/s [04/01 15:47:31] ppdet.engine INFO: Epoch: [59] [5300/7329] learning_rate: 0.000100 loss_class: 0.578626 loss_bbox: 0.136590 loss_giou: 0.419748 loss_class_aux: 3.594226 loss_bbox_aux: 0.888381 loss_giou_aux: 2.579368 loss_class_dn: 0.345351 loss_bbox_dn: 0.125742 loss_giou_dn: 0.369075 loss_class_aux_dn: 1.866623 loss_bbox_aux_dn: 0.759787 loss_giou_aux_dn: 2.071659 loss: 14.570761 eta: 13:42:36 batch_cost: 0.5160 data_cost: 0.0012 ips: 7.7526 images/s [04/01 15:48:33] ppdet.engine INFO: Epoch: [59] [5400/7329] learning_rate: 0.000100 loss_class: 0.512734 loss_bbox: 0.129175 loss_giou: 0.351770 loss_class_aux: 3.179087 loss_bbox_aux: 0.892283 loss_giou_aux: 2.272863 loss_class_dn: 0.297895 loss_bbox_dn: 0.135150 loss_giou_dn: 0.323484 loss_class_aux_dn: 1.597855 loss_bbox_aux_dn: 0.827365 loss_giou_aux_dn: 1.812287 loss: 12.350400 eta: 13:41:42 batch_cost: 0.5622 data_cost: 0.0016 ips: 7.1144 images/s [04/01 15:49:29] ppdet.engine INFO: Epoch: [59] [5500/7329] learning_rate: 0.000100 loss_class: 0.481226 loss_bbox: 0.122826 loss_giou: 0.294400 loss_class_aux: 3.172056 loss_bbox_aux: 0.827354 loss_giou_aux: 1.828656 loss_class_dn: 0.285738 loss_bbox_dn: 0.137304 loss_giou_dn: 0.268290 loss_class_aux_dn: 1.546057 loss_bbox_aux_dn: 0.810561 loss_giou_aux_dn: 1.512689 loss: 11.256355 eta: 13:40:46 batch_cost: 0.5037 data_cost: 0.0012 ips: 7.9411 images/s [04/01 15:50:28] ppdet.engine INFO: Epoch: [59] [5600/7329] learning_rate: 0.000100 loss_class: 0.577789 loss_bbox: 0.138156 loss_giou: 0.397299 loss_class_aux: 3.695159 loss_bbox_aux: 0.925079 loss_giou_aux: 2.457669 loss_class_dn: 0.315795 loss_bbox_dn: 0.131179 loss_giou_dn: 0.372879 loss_class_aux_dn: 1.720496 loss_bbox_aux_dn: 0.754722 loss_giou_aux_dn: 2.032815 loss: 13.049227 eta: 13:39:51 batch_cost: 0.5343 data_cost: 0.0012 ips: 7.4860 images/s [04/01 15:51:25] ppdet.engine INFO: Epoch: [59] [5700/7329] learning_rate: 0.000100 loss_class: 0.583972 loss_bbox: 0.136113 loss_giou: 0.407371 loss_class_aux: 3.634538 loss_bbox_aux: 0.917575 loss_giou_aux: 2.510324 loss_class_dn: 0.329591 loss_bbox_dn: 0.138575 loss_giou_dn: 0.357861 loss_class_aux_dn: 1.756840 loss_bbox_aux_dn: 0.843808 loss_giou_aux_dn: 1.989415 loss: 13.654619 eta: 13:38:55 batch_cost: 0.5147 data_cost: 0.0014 ips: 7.7708 images/s [04/01 15:52:21] ppdet.engine INFO: Epoch: [59] [5800/7329] learning_rate: 0.000100 loss_class: 0.528571 loss_bbox: 0.134298 loss_giou: 0.398566 loss_class_aux: 3.486535 loss_bbox_aux: 0.881432 loss_giou_aux: 2.536810 loss_class_dn: 0.318431 loss_bbox_dn: 0.134330 loss_giou_dn: 0.363360 loss_class_aux_dn: 1.685251 loss_bbox_aux_dn: 0.831517 loss_giou_aux_dn: 2.072145 loss: 13.453125 eta: 13:37:59 batch_cost: 0.5030 data_cost: 0.0013 ips: 7.9519 images/s [04/01 15:53:20] ppdet.engine INFO: Epoch: [59] [5900/7329] learning_rate: 0.000100 loss_class: 0.604321 loss_bbox: 0.137470 loss_giou: 0.463401 loss_class_aux: 3.757185 loss_bbox_aux: 0.931662 loss_giou_aux: 2.954396 loss_class_dn: 0.338765 loss_bbox_dn: 0.127650 loss_giou_dn: 0.419215 loss_class_aux_dn: 1.778511 loss_bbox_aux_dn: 0.758270 loss_giou_aux_dn: 2.319530 loss: 15.256626 eta: 13:37:04 batch_cost: 0.5373 data_cost: 0.0012 ips: 7.4442 images/s [04/01 15:54:18] ppdet.engine INFO: Epoch: [59] [6000/7329] learning_rate: 0.000100 loss_class: 0.540190 loss_bbox: 0.133058 loss_giou: 0.366930 loss_class_aux: 3.473542 loss_bbox_aux: 0.864911 loss_giou_aux: 2.339304 loss_class_dn: 0.313004 loss_bbox_dn: 0.145632 loss_giou_dn: 0.357611 loss_class_aux_dn: 1.646738 loss_bbox_aux_dn: 0.846239 loss_giou_aux_dn: 1.924680 loss: 12.954146 eta: 13:36:09 batch_cost: 0.5228 data_cost: 0.0013 ips: 7.6517 images/s [04/01 15:55:15] ppdet.engine INFO: Epoch: [59] [6100/7329] learning_rate: 0.000100 loss_class: 0.505180 loss_bbox: 0.117011 loss_giou: 0.313954 loss_class_aux: 3.414301 loss_bbox_aux: 0.785969 loss_giou_aux: 2.031291 loss_class_dn: 0.293608 loss_bbox_dn: 0.140038 loss_giou_dn: 0.302905 loss_class_aux_dn: 1.596761 loss_bbox_aux_dn: 0.836871 loss_giou_aux_dn: 1.695767 loss: 12.385604 eta: 13:35:13 batch_cost: 0.5210 data_cost: 0.0012 ips: 7.6771 images/s [04/01 15:56:16] ppdet.engine INFO: Epoch: [59] [6200/7329] learning_rate: 0.000100 loss_class: 0.512665 loss_bbox: 0.123380 loss_giou: 0.374969 loss_class_aux: 3.321572 loss_bbox_aux: 0.854228 loss_giou_aux: 2.384858 loss_class_dn: 0.292357 loss_bbox_dn: 0.134800 loss_giou_dn: 0.332320 loss_class_aux_dn: 1.585385 loss_bbox_aux_dn: 0.767231 loss_giou_aux_dn: 1.863013 loss: 12.725513 eta: 13:34:19 batch_cost: 0.5491 data_cost: 0.0012 ips: 7.2842 images/s [04/01 15:57:12] ppdet.engine INFO: Epoch: [59] [6300/7329] learning_rate: 0.000100 loss_class: 0.587588 loss_bbox: 0.137312 loss_giou: 0.393288 loss_class_aux: 3.621702 loss_bbox_aux: 0.932115 loss_giou_aux: 2.476542 loss_class_dn: 0.339983 loss_bbox_dn: 0.140943 loss_giou_dn: 0.334454 loss_class_aux_dn: 1.813161 loss_bbox_aux_dn: 0.883920 loss_giou_aux_dn: 1.898855 loss: 14.608906 eta: 13:33:23 batch_cost: 0.5114 data_cost: 0.0012 ips: 7.8214 images/s [04/01 15:58:13] ppdet.engine INFO: Epoch: [59] [6400/7329] learning_rate: 0.000100 loss_class: 0.565249 loss_bbox: 0.144802 loss_giou: 0.345865 loss_class_aux: 3.685435 loss_bbox_aux: 0.929424 loss_giou_aux: 2.257942 loss_class_dn: 0.331559 loss_bbox_dn: 0.130721 loss_giou_dn: 0.347749 loss_class_aux_dn: 1.810256 loss_bbox_aux_dn: 0.818186 loss_giou_aux_dn: 2.021837 loss: 13.977324 eta: 13:32:28 batch_cost: 0.5497 data_cost: 0.0013 ips: 7.2772 images/s [04/01 15:59:20] ppdet.engine INFO: Epoch: [59] [6500/7329] learning_rate: 0.000100 loss_class: 0.591336 loss_bbox: 0.135125 loss_giou: 0.413920 loss_class_aux: 3.826103 loss_bbox_aux: 0.904047 loss_giou_aux: 2.599867 loss_class_dn: 0.337522 loss_bbox_dn: 0.135478 loss_giou_dn: 0.382560 loss_class_aux_dn: 1.791529 loss_bbox_aux_dn: 0.828110 loss_giou_aux_dn: 2.154741 loss: 14.722132 eta: 13:31:35 batch_cost: 0.6062 data_cost: 0.0014 ips: 6.5989 images/s [04/01 16:00:20] ppdet.engine INFO: Epoch: [59] [6600/7329] learning_rate: 0.000100 loss_class: 0.559925 loss_bbox: 0.121456 loss_giou: 0.384961 loss_class_aux: 3.542457 loss_bbox_aux: 0.811996 loss_giou_aux: 2.476680 loss_class_dn: 0.314202 loss_bbox_dn: 0.125832 loss_giou_dn: 0.354715 loss_class_aux_dn: 1.692072 loss_bbox_aux_dn: 0.769559 loss_giou_aux_dn: 1.989836 loss: 13.405731 eta: 13:30:40 batch_cost: 0.5475 data_cost: 0.0013 ips: 7.3061 images/s [04/01 16:01:18] ppdet.engine INFO: Epoch: [59] [6700/7329] learning_rate: 0.000100 loss_class: 0.482356 loss_bbox: 0.127600 loss_giou: 0.368411 loss_class_aux: 3.185449 loss_bbox_aux: 0.835658 loss_giou_aux: 2.324270 loss_class_dn: 0.306074 loss_bbox_dn: 0.121135 loss_giou_dn: 0.344401 loss_class_aux_dn: 1.651217 loss_bbox_aux_dn: 0.689069 loss_giou_aux_dn: 1.930721 loss: 12.676554 eta: 13:29:44 batch_cost: 0.5206 data_cost: 0.0013 ips: 7.6839 images/s [04/01 16:02:23] ppdet.engine INFO: Epoch: [59] [6800/7329] learning_rate: 0.000100 loss_class: 0.573906 loss_bbox: 0.128085 loss_giou: 0.327032 loss_class_aux: 3.677186 loss_bbox_aux: 0.862143 loss_giou_aux: 2.081410 loss_class_dn: 0.307706 loss_bbox_dn: 0.133679 loss_giou_dn: 0.324862 loss_class_aux_dn: 1.679059 loss_bbox_aux_dn: 0.828166 loss_giou_aux_dn: 1.858014 loss: 13.387537 eta: 13:28:50 batch_cost: 0.5883 data_cost: 0.0013 ips: 6.7990 images/s [04/01 16:03:23] ppdet.engine INFO: Epoch: [59] [6900/7329] learning_rate: 0.000100 loss_class: 0.535900 loss_bbox: 0.142104 loss_giou: 0.427820 loss_class_aux: 3.545854 loss_bbox_aux: 0.934625 loss_giou_aux: 2.840877 loss_class_dn: 0.332334 loss_bbox_dn: 0.145360 loss_giou_dn: 0.423142 loss_class_aux_dn: 1.815960 loss_bbox_aux_dn: 0.826272 loss_giou_aux_dn: 2.335775 loss: 14.485766 eta: 13:27:55 batch_cost: 0.5504 data_cost: 0.0012 ips: 7.2680 images/s [04/01 16:04:22] ppdet.engine INFO: Epoch: [59] [7000/7329] learning_rate: 0.000100 loss_class: 0.521708 loss_bbox: 0.117906 loss_giou: 0.365068 loss_class_aux: 3.233730 loss_bbox_aux: 0.775623 loss_giou_aux: 2.294722 loss_class_dn: 0.316965 loss_bbox_dn: 0.116979 loss_giou_dn: 0.329837 loss_class_aux_dn: 1.734953 loss_bbox_aux_dn: 0.684558 loss_giou_aux_dn: 1.869835 loss: 13.277702 eta: 13:27:00 batch_cost: 0.5347 data_cost: 0.0013 ips: 7.4812 images/s [04/01 16:05:32] ppdet.engine INFO: Epoch: [59] [7100/7329] learning_rate: 0.000100 loss_class: 0.599795 loss_bbox: 0.151653 loss_giou: 0.487311 loss_class_aux: 3.894478 loss_bbox_aux: 0.951385 loss_giou_aux: 3.168409 loss_class_dn: 0.382132 loss_bbox_dn: 0.147266 loss_giou_dn: 0.444993 loss_class_aux_dn: 2.076650 loss_bbox_aux_dn: 0.910101 loss_giou_aux_dn: 2.453541 loss: 15.947845 eta: 13:26:07 batch_cost: 0.6222 data_cost: 0.0013 ips: 6.4287 images/s [04/01 16:06:31] ppdet.engine INFO: Epoch: [59] [7200/7329] learning_rate: 0.000100 loss_class: 0.585874 loss_bbox: 0.155801 loss_giou: 0.395136 loss_class_aux: 3.696504 loss_bbox_aux: 1.025844 loss_giou_aux: 2.531253 loss_class_dn: 0.323320 loss_bbox_dn: 0.159349 loss_giou_dn: 0.355809 loss_class_aux_dn: 1.738416 loss_bbox_aux_dn: 0.927257 loss_giou_aux_dn: 2.074183 loss: 13.950762 eta: 13:25:12 batch_cost: 0.5365 data_cost: 0.0012 ips: 7.4564 images/s [04/01 16:07:35] ppdet.engine INFO: Epoch: [59] [7300/7329] learning_rate: 0.000100 loss_class: 0.575101 loss_bbox: 0.147788 loss_giou: 0.376774 loss_class_aux: 3.597586 loss_bbox_aux: 0.986548 loss_giou_aux: 2.465555 loss_class_dn: 0.330616 loss_bbox_dn: 0.138307 loss_giou_dn: 0.347221 loss_class_aux_dn: 1.747280 loss_bbox_aux_dn: 0.847733 loss_giou_aux_dn: 1.986515 loss: 13.937429 eta: 13:24:18 batch_cost: 0.5898 data_cost: 0.0011 ips: 6.7825 images/s [04/01 16:08:00] ppdet.engine INFO: Eval iter: 0 [04/01 16:08:29] ppdet.engine INFO: Eval iter: 100 [04/01 16:08:57] ppdet.engine INFO: Eval iter: 200 [04/01 16:09:25] ppdet.engine INFO: Eval iter: 300 [04/01 16:09:54] ppdet.engine INFO: Eval iter: 400 [04/01 16:10:22] ppdet.engine INFO: Eval iter: 500 [04/01 16:10:49] ppdet.engine INFO: Eval iter: 600 [04/01 16:11:19] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/01 16:11:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.94s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.98s). Accumulating evaluation results... DONE (t=31.40s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 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 ] = 0.700 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 ] = 0.720 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 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/01 16:14:07] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.212147251014773 [04/01 16:14:07] ppdet.engine INFO: Best test bbox ap is 0.530. [04/01 16:14:10] ppdet.engine INFO: Epoch: [60] [ 0/7329] learning_rate: 0.000100 loss_class: 0.575101 loss_bbox: 0.144196 loss_giou: 0.406338 loss_class_aux: 3.650002 loss_bbox_aux: 0.884785 loss_giou_aux: 2.600017 loss_class_dn: 0.335394 loss_bbox_dn: 0.127914 loss_giou_dn: 0.367344 loss_class_aux_dn: 1.798311 loss_bbox_aux_dn: 0.757345 loss_giou_aux_dn: 2.107386 loss: 14.540585 eta: 13:24:02 batch_cost: 0.5425 data_cost: 0.0012 ips: 7.3737 images/s [04/01 16:15:12] ppdet.engine INFO: Epoch: [60] [ 100/7329] learning_rate: 0.000100 loss_class: 0.515203 loss_bbox: 0.126129 loss_giou: 0.305209 loss_class_aux: 3.326226 loss_bbox_aux: 0.839338 loss_giou_aux: 2.026684 loss_class_dn: 0.284807 loss_bbox_dn: 0.124022 loss_giou_dn: 0.308951 loss_class_aux_dn: 1.561742 loss_bbox_aux_dn: 0.754190 loss_giou_aux_dn: 1.776640 loss: 12.336922 eta: 13:23:07 batch_cost: 0.5619 data_cost: 0.0015 ips: 7.1192 images/s [04/01 16:16:12] ppdet.engine INFO: Epoch: [60] [ 200/7329] learning_rate: 0.000100 loss_class: 0.558497 loss_bbox: 0.138972 loss_giou: 0.339639 loss_class_aux: 3.525689 loss_bbox_aux: 0.874185 loss_giou_aux: 2.178702 loss_class_dn: 0.302852 loss_bbox_dn: 0.142435 loss_giou_dn: 0.325113 loss_class_aux_dn: 1.650290 loss_bbox_aux_dn: 0.896411 loss_giou_aux_dn: 1.862400 loss: 12.841084 eta: 13:22:12 batch_cost: 0.5456 data_cost: 0.0014 ips: 7.3315 images/s [04/01 16:17:10] ppdet.engine INFO: Epoch: [60] [ 300/7329] learning_rate: 0.000100 loss_class: 0.536744 loss_bbox: 0.123407 loss_giou: 0.380519 loss_class_aux: 3.373936 loss_bbox_aux: 0.844319 loss_giou_aux: 2.417232 loss_class_dn: 0.334567 loss_bbox_dn: 0.128856 loss_giou_dn: 0.361978 loss_class_aux_dn: 1.806887 loss_bbox_aux_dn: 0.771036 loss_giou_aux_dn: 2.029100 loss: 13.439522 eta: 13:21:17 batch_cost: 0.5221 data_cost: 0.0012 ips: 7.6610 images/s [04/01 16:18:17] ppdet.engine INFO: Epoch: [60] [ 400/7329] learning_rate: 0.000100 loss_class: 0.557895 loss_bbox: 0.145108 loss_giou: 0.378312 loss_class_aux: 3.579425 loss_bbox_aux: 0.946039 loss_giou_aux: 2.373264 loss_class_dn: 0.330924 loss_bbox_dn: 0.152806 loss_giou_dn: 0.363509 loss_class_aux_dn: 1.760412 loss_bbox_aux_dn: 0.913777 loss_giou_aux_dn: 2.073321 loss: 14.589186 eta: 13:20:23 batch_cost: 0.6104 data_cost: 0.0012 ips: 6.5536 images/s [04/01 16:19:22] ppdet.engine INFO: Epoch: [60] [ 500/7329] learning_rate: 0.000100 loss_class: 0.548953 loss_bbox: 0.139468 loss_giou: 0.379493 loss_class_aux: 3.573556 loss_bbox_aux: 0.899818 loss_giou_aux: 2.379525 loss_class_dn: 0.329523 loss_bbox_dn: 0.137924 loss_giou_dn: 0.344887 loss_class_aux_dn: 1.765035 loss_bbox_aux_dn: 0.855132 loss_giou_aux_dn: 1.942658 loss: 13.727074 eta: 13:19:30 batch_cost: 0.6005 data_cost: 0.0012 ips: 6.6616 images/s [04/01 16:20:22] ppdet.engine INFO: Epoch: [60] [ 600/7329] learning_rate: 0.000100 loss_class: 0.576123 loss_bbox: 0.125455 loss_giou: 0.386509 loss_class_aux: 3.690820 loss_bbox_aux: 0.831001 loss_giou_aux: 2.364696 loss_class_dn: 0.314058 loss_bbox_dn: 0.128370 loss_giou_dn: 0.338284 loss_class_aux_dn: 1.719702 loss_bbox_aux_dn: 0.757127 loss_giou_aux_dn: 1.920759 loss: 13.339254 eta: 13:18:35 batch_cost: 0.5429 data_cost: 0.0013 ips: 7.3679 images/s [04/01 16:21:21] ppdet.engine INFO: Epoch: [60] [ 700/7329] learning_rate: 0.000100 loss_class: 0.533085 loss_bbox: 0.121957 loss_giou: 0.321694 loss_class_aux: 3.469216 loss_bbox_aux: 0.789205 loss_giou_aux: 2.006190 loss_class_dn: 0.312957 loss_bbox_dn: 0.125035 loss_giou_dn: 0.309662 loss_class_aux_dn: 1.714501 loss_bbox_aux_dn: 0.735859 loss_giou_aux_dn: 1.807851 loss: 12.886497 eta: 13:17:39 batch_cost: 0.5347 data_cost: 0.0012 ips: 7.4802 images/s [04/01 16:22:24] ppdet.engine INFO: Epoch: [60] [ 800/7329] learning_rate: 0.000100 loss_class: 0.585625 loss_bbox: 0.124346 loss_giou: 0.358852 loss_class_aux: 3.772041 loss_bbox_aux: 0.886366 loss_giou_aux: 2.258815 loss_class_dn: 0.308844 loss_bbox_dn: 0.121308 loss_giou_dn: 0.338466 loss_class_aux_dn: 1.654968 loss_bbox_aux_dn: 0.733317 loss_giou_aux_dn: 1.898269 loss: 13.256945 eta: 13:16:45 batch_cost: 0.5762 data_cost: 0.0013 ips: 6.9415 images/s [04/01 16:23:30] ppdet.engine INFO: Epoch: [60] [ 900/7329] learning_rate: 0.000100 loss_class: 0.522527 loss_bbox: 0.137274 loss_giou: 0.281841 loss_class_aux: 3.175382 loss_bbox_aux: 0.958586 loss_giou_aux: 1.785997 loss_class_dn: 0.279933 loss_bbox_dn: 0.149083 loss_giou_dn: 0.273161 loss_class_aux_dn: 1.512027 loss_bbox_aux_dn: 0.900949 loss_giou_aux_dn: 1.659297 loss: 12.344704 eta: 13:15:51 batch_cost: 0.5897 data_cost: 0.0015 ips: 6.7828 images/s [04/01 16:24:31] ppdet.engine INFO: Epoch: [60] [1000/7329] learning_rate: 0.000100 loss_class: 0.561721 loss_bbox: 0.122521 loss_giou: 0.340003 loss_class_aux: 3.510545 loss_bbox_aux: 0.852439 loss_giou_aux: 2.105243 loss_class_dn: 0.270353 loss_bbox_dn: 0.140610 loss_giou_dn: 0.303217 loss_class_aux_dn: 1.505373 loss_bbox_aux_dn: 0.846482 loss_giou_aux_dn: 1.712318 loss: 12.691338 eta: 13:14:56 batch_cost: 0.5503 data_cost: 0.0015 ips: 7.2689 images/s [04/01 16:25:31] ppdet.engine INFO: Epoch: [60] [1100/7329] learning_rate: 0.000100 loss_class: 0.602349 loss_bbox: 0.133544 loss_giou: 0.381616 loss_class_aux: 3.821164 loss_bbox_aux: 0.847965 loss_giou_aux: 2.460397 loss_class_dn: 0.326137 loss_bbox_dn: 0.129477 loss_giou_dn: 0.348673 loss_class_aux_dn: 1.773111 loss_bbox_aux_dn: 0.782882 loss_giou_aux_dn: 2.015317 loss: 13.700391 eta: 13:14:01 batch_cost: 0.5367 data_cost: 0.0013 ips: 7.4527 images/s [04/01 16:26:33] ppdet.engine INFO: Epoch: [60] [1200/7329] learning_rate: 0.000100 loss_class: 0.575356 loss_bbox: 0.124022 loss_giou: 0.365881 loss_class_aux: 3.688976 loss_bbox_aux: 0.808781 loss_giou_aux: 2.359209 loss_class_dn: 0.319890 loss_bbox_dn: 0.134400 loss_giou_dn: 0.333984 loss_class_aux_dn: 1.710907 loss_bbox_aux_dn: 0.790991 loss_giou_aux_dn: 1.891664 loss: 13.648101 eta: 13:13:07 batch_cost: 0.5687 data_cost: 0.0014 ips: 7.0331 images/s [04/01 16:27:30] ppdet.engine INFO: Epoch: [60] [1300/7329] learning_rate: 0.000100 loss_class: 0.552479 loss_bbox: 0.144609 loss_giou: 0.327809 loss_class_aux: 3.505980 loss_bbox_aux: 0.929572 loss_giou_aux: 2.141184 loss_class_dn: 0.311538 loss_bbox_dn: 0.148409 loss_giou_dn: 0.306015 loss_class_aux_dn: 1.682366 loss_bbox_aux_dn: 0.943005 loss_giou_aux_dn: 1.769066 loss: 13.097300 eta: 13:12:11 batch_cost: 0.5137 data_cost: 0.0012 ips: 7.7873 images/s [04/01 16:28:25] ppdet.engine INFO: Epoch: [60] [1400/7329] learning_rate: 0.000100 loss_class: 0.551439 loss_bbox: 0.142726 loss_giou: 0.409139 loss_class_aux: 3.730294 loss_bbox_aux: 0.912402 loss_giou_aux: 2.469701 loss_class_dn: 0.325638 loss_bbox_dn: 0.133385 loss_giou_dn: 0.343736 loss_class_aux_dn: 1.773000 loss_bbox_aux_dn: 0.728213 loss_giou_aux_dn: 1.929760 loss: 13.903357 eta: 13:11:15 batch_cost: 0.4974 data_cost: 0.0013 ips: 8.0425 images/s [04/01 16:29:27] ppdet.engine INFO: Epoch: [60] [1500/7329] learning_rate: 0.000100 loss_class: 0.495099 loss_bbox: 0.117501 loss_giou: 0.342040 loss_class_aux: 3.189672 loss_bbox_aux: 0.799921 loss_giou_aux: 2.126570 loss_class_dn: 0.289658 loss_bbox_dn: 0.125789 loss_giou_dn: 0.325193 loss_class_aux_dn: 1.544874 loss_bbox_aux_dn: 0.732531 loss_giou_aux_dn: 1.822965 loss: 12.206285 eta: 13:10:21 batch_cost: 0.5666 data_cost: 0.0012 ips: 7.0591 images/s [04/01 16:30:27] ppdet.engine INFO: Epoch: [60] [1600/7329] learning_rate: 0.000100 loss_class: 0.512950 loss_bbox: 0.117311 loss_giou: 0.349811 loss_class_aux: 3.098674 loss_bbox_aux: 0.797022 loss_giou_aux: 2.110003 loss_class_dn: 0.306051 loss_bbox_dn: 0.137458 loss_giou_dn: 0.324741 loss_class_aux_dn: 1.666599 loss_bbox_aux_dn: 0.815593 loss_giou_aux_dn: 1.857371 loss: 13.562887 eta: 13:09:26 batch_cost: 0.5429 data_cost: 0.0012 ips: 7.3672 images/s [04/01 16:31:29] ppdet.engine INFO: Epoch: [60] [1700/7329] learning_rate: 0.000100 loss_class: 0.507964 loss_bbox: 0.120204 loss_giou: 0.342565 loss_class_aux: 3.363843 loss_bbox_aux: 0.795006 loss_giou_aux: 2.086716 loss_class_dn: 0.288335 loss_bbox_dn: 0.131015 loss_giou_dn: 0.312386 loss_class_aux_dn: 1.561662 loss_bbox_aux_dn: 0.792392 loss_giou_aux_dn: 1.734257 loss: 11.987595 eta: 13:08:31 batch_cost: 0.5631 data_cost: 0.0014 ips: 7.1031 images/s [04/01 16:32:33] ppdet.engine INFO: Epoch: [60] [1800/7329] learning_rate: 0.000100 loss_class: 0.483145 loss_bbox: 0.135662 loss_giou: 0.330622 loss_class_aux: 3.244322 loss_bbox_aux: 0.885912 loss_giou_aux: 2.071666 loss_class_dn: 0.288186 loss_bbox_dn: 0.134818 loss_giou_dn: 0.294604 loss_class_aux_dn: 1.541548 loss_bbox_aux_dn: 0.826228 loss_giou_aux_dn: 1.689562 loss: 11.916189 eta: 13:07:37 batch_cost: 0.5732 data_cost: 0.0014 ips: 6.9787 images/s [04/01 16:33:36] ppdet.engine INFO: Epoch: [60] [1900/7329] learning_rate: 0.000100 loss_class: 0.547402 loss_bbox: 0.135215 loss_giou: 0.412094 loss_class_aux: 3.512129 loss_bbox_aux: 0.911448 loss_giou_aux: 2.653677 loss_class_dn: 0.317745 loss_bbox_dn: 0.140780 loss_giou_dn: 0.362206 loss_class_aux_dn: 1.711728 loss_bbox_aux_dn: 0.830009 loss_giou_aux_dn: 2.018113 loss: 13.408343 eta: 13:06:42 batch_cost: 0.5640 data_cost: 0.0014 ips: 7.0928 images/s [04/01 16:34:32] ppdet.engine INFO: Epoch: [60] [2000/7329] learning_rate: 0.000100 loss_class: 0.555672 loss_bbox: 0.146611 loss_giou: 0.350648 loss_class_aux: 3.508437 loss_bbox_aux: 1.002017 loss_giou_aux: 2.291646 loss_class_dn: 0.314233 loss_bbox_dn: 0.150275 loss_giou_dn: 0.321455 loss_class_aux_dn: 1.694582 loss_bbox_aux_dn: 0.924599 loss_giou_aux_dn: 1.810737 loss: 13.015898 eta: 13:05:47 batch_cost: 0.5070 data_cost: 0.0013 ips: 7.8895 images/s [04/01 16:35:34] ppdet.engine INFO: Epoch: [60] [2100/7329] learning_rate: 0.000100 loss_class: 0.522568 loss_bbox: 0.122776 loss_giou: 0.373451 loss_class_aux: 3.384249 loss_bbox_aux: 0.852368 loss_giou_aux: 2.360756 loss_class_dn: 0.307117 loss_bbox_dn: 0.130383 loss_giou_dn: 0.336766 loss_class_aux_dn: 1.654007 loss_bbox_aux_dn: 0.788102 loss_giou_aux_dn: 1.869148 loss: 12.689848 eta: 13:04:52 batch_cost: 0.5480 data_cost: 0.0018 ips: 7.2998 images/s [04/01 16:36:33] ppdet.engine INFO: Epoch: [60] [2200/7329] learning_rate: 0.000100 loss_class: 0.583316 loss_bbox: 0.141545 loss_giou: 0.436875 loss_class_aux: 3.882958 loss_bbox_aux: 0.947435 loss_giou_aux: 2.770035 loss_class_dn: 0.367056 loss_bbox_dn: 0.150668 loss_giou_dn: 0.398208 loss_class_aux_dn: 1.960838 loss_bbox_aux_dn: 0.911250 loss_giou_aux_dn: 2.198875 loss: 15.287773 eta: 13:03:57 batch_cost: 0.5311 data_cost: 0.0012 ips: 7.5310 images/s [04/01 16:37:37] ppdet.engine INFO: Epoch: [60] [2300/7329] learning_rate: 0.000100 loss_class: 0.594993 loss_bbox: 0.132380 loss_giou: 0.324595 loss_class_aux: 3.696410 loss_bbox_aux: 0.880632 loss_giou_aux: 2.136606 loss_class_dn: 0.315407 loss_bbox_dn: 0.137139 loss_giou_dn: 0.317204 loss_class_aux_dn: 1.708645 loss_bbox_aux_dn: 0.875802 loss_giou_aux_dn: 1.781864 loss: 13.150147 eta: 13:03:02 batch_cost: 0.5862 data_cost: 0.0012 ips: 6.8239 images/s [04/01 16:38:38] ppdet.engine INFO: Epoch: [60] [2400/7329] learning_rate: 0.000100 loss_class: 0.558039 loss_bbox: 0.130630 loss_giou: 0.390486 loss_class_aux: 3.520796 loss_bbox_aux: 0.853455 loss_giou_aux: 2.477027 loss_class_dn: 0.336109 loss_bbox_dn: 0.137322 loss_giou_dn: 0.364640 loss_class_aux_dn: 1.814455 loss_bbox_aux_dn: 0.857993 loss_giou_aux_dn: 2.031967 loss: 14.235609 eta: 13:02:08 batch_cost: 0.5450 data_cost: 0.0014 ips: 7.3389 images/s [04/01 16:39:43] ppdet.engine INFO: Epoch: [60] [2500/7329] learning_rate: 0.000100 loss_class: 0.537092 loss_bbox: 0.124507 loss_giou: 0.340412 loss_class_aux: 3.338537 loss_bbox_aux: 0.859060 loss_giou_aux: 2.285815 loss_class_dn: 0.295922 loss_bbox_dn: 0.135035 loss_giou_dn: 0.316989 loss_class_aux_dn: 1.598297 loss_bbox_aux_dn: 0.874258 loss_giou_aux_dn: 1.752273 loss: 12.821014 eta: 13:01:13 batch_cost: 0.5846 data_cost: 0.0014 ips: 6.8419 images/s [04/01 16:40:41] ppdet.engine INFO: Epoch: [60] [2600/7329] learning_rate: 0.000100 loss_class: 0.572868 loss_bbox: 0.144574 loss_giou: 0.388858 loss_class_aux: 3.676503 loss_bbox_aux: 0.944806 loss_giou_aux: 2.476408 loss_class_dn: 0.353164 loss_bbox_dn: 0.148941 loss_giou_dn: 0.358245 loss_class_aux_dn: 1.917868 loss_bbox_aux_dn: 0.877026 loss_giou_aux_dn: 1.977829 loss: 14.311264 eta: 13:00:18 batch_cost: 0.5204 data_cost: 0.0013 ips: 7.6868 images/s [04/01 16:41:46] ppdet.engine INFO: Epoch: [60] [2700/7329] learning_rate: 0.000100 loss_class: 0.567973 loss_bbox: 0.140770 loss_giou: 0.370080 loss_class_aux: 3.560715 loss_bbox_aux: 0.899807 loss_giou_aux: 2.515285 loss_class_dn: 0.319818 loss_bbox_dn: 0.132808 loss_giou_dn: 0.340665 loss_class_aux_dn: 1.711385 loss_bbox_aux_dn: 0.778445 loss_giou_aux_dn: 1.946451 loss: 13.612096 eta: 12:59:24 batch_cost: 0.5918 data_cost: 0.0015 ips: 6.7591 images/s [04/01 16:42:47] ppdet.engine INFO: Epoch: [60] [2800/7329] learning_rate: 0.000100 loss_class: 0.551412 loss_bbox: 0.137709 loss_giou: 0.383815 loss_class_aux: 3.334316 loss_bbox_aux: 0.910847 loss_giou_aux: 2.404349 loss_class_dn: 0.317368 loss_bbox_dn: 0.138721 loss_giou_dn: 0.333410 loss_class_aux_dn: 1.748770 loss_bbox_aux_dn: 0.829677 loss_giou_aux_dn: 1.849562 loss: 13.487696 eta: 12:58:29 batch_cost: 0.5529 data_cost: 0.0012 ips: 7.2343 images/s [04/01 16:43:46] ppdet.engine INFO: Epoch: [60] [2900/7329] learning_rate: 0.000100 loss_class: 0.504997 loss_bbox: 0.130905 loss_giou: 0.389909 loss_class_aux: 3.089686 loss_bbox_aux: 0.843121 loss_giou_aux: 2.423040 loss_class_dn: 0.314691 loss_bbox_dn: 0.132764 loss_giou_dn: 0.371154 loss_class_aux_dn: 1.685633 loss_bbox_aux_dn: 0.791368 loss_giou_aux_dn: 2.039715 loss: 13.756363 eta: 12:57:34 batch_cost: 0.5398 data_cost: 0.0014 ips: 7.4103 images/s [04/01 16:44:51] ppdet.engine INFO: Epoch: [60] [3000/7329] learning_rate: 0.000100 loss_class: 0.569333 loss_bbox: 0.136069 loss_giou: 0.440236 loss_class_aux: 3.706673 loss_bbox_aux: 0.925705 loss_giou_aux: 2.729246 loss_class_dn: 0.339117 loss_bbox_dn: 0.141557 loss_giou_dn: 0.398487 loss_class_aux_dn: 1.804631 loss_bbox_aux_dn: 0.848867 loss_giou_aux_dn: 2.255738 loss: 14.653332 eta: 12:56:40 batch_cost: 0.5847 data_cost: 0.0015 ips: 6.8407 images/s [04/01 16:45:52] ppdet.engine INFO: Epoch: [60] [3100/7329] learning_rate: 0.000100 loss_class: 0.490119 loss_bbox: 0.106658 loss_giou: 0.335990 loss_class_aux: 3.087378 loss_bbox_aux: 0.735904 loss_giou_aux: 2.137533 loss_class_dn: 0.285854 loss_bbox_dn: 0.109369 loss_giou_dn: 0.305120 loss_class_aux_dn: 1.536105 loss_bbox_aux_dn: 0.674242 loss_giou_aux_dn: 1.725498 loss: 11.461500 eta: 12:55:45 batch_cost: 0.5467 data_cost: 0.0014 ips: 7.3168 images/s [04/01 16:46:57] ppdet.engine INFO: Epoch: [60] [3200/7329] learning_rate: 0.000100 loss_class: 0.547038 loss_bbox: 0.133947 loss_giou: 0.319692 loss_class_aux: 3.527785 loss_bbox_aux: 0.884458 loss_giou_aux: 2.177262 loss_class_dn: 0.311414 loss_bbox_dn: 0.127277 loss_giou_dn: 0.314505 loss_class_aux_dn: 1.698123 loss_bbox_aux_dn: 0.771650 loss_giou_aux_dn: 1.834664 loss: 12.793253 eta: 12:54:51 batch_cost: 0.5906 data_cost: 0.0013 ips: 6.7724 images/s [04/01 16:47:54] ppdet.engine INFO: Epoch: [60] [3300/7329] learning_rate: 0.000100 loss_class: 0.577419 loss_bbox: 0.141490 loss_giou: 0.421721 loss_class_aux: 3.642814 loss_bbox_aux: 0.957114 loss_giou_aux: 2.665013 loss_class_dn: 0.326638 loss_bbox_dn: 0.127569 loss_giou_dn: 0.401233 loss_class_aux_dn: 1.760501 loss_bbox_aux_dn: 0.744526 loss_giou_aux_dn: 2.182186 loss: 14.225285 eta: 12:53:56 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7993 images/s [04/01 16:48:52] ppdet.engine INFO: Epoch: [60] [3400/7329] learning_rate: 0.000100 loss_class: 0.652647 loss_bbox: 0.148745 loss_giou: 0.416957 loss_class_aux: 4.041420 loss_bbox_aux: 0.994482 loss_giou_aux: 2.814662 loss_class_dn: 0.364333 loss_bbox_dn: 0.149011 loss_giou_dn: 0.397410 loss_class_aux_dn: 1.981302 loss_bbox_aux_dn: 0.902231 loss_giou_aux_dn: 2.276598 loss: 15.716455 eta: 12:53:00 batch_cost: 0.5187 data_cost: 0.0013 ips: 7.7117 images/s [04/01 16:49:58] ppdet.engine INFO: Epoch: [60] [3500/7329] learning_rate: 0.000100 loss_class: 0.575168 loss_bbox: 0.117714 loss_giou: 0.411224 loss_class_aux: 3.619852 loss_bbox_aux: 0.771402 loss_giou_aux: 2.689847 loss_class_dn: 0.352103 loss_bbox_dn: 0.113188 loss_giou_dn: 0.353133 loss_class_aux_dn: 1.864137 loss_bbox_aux_dn: 0.702687 loss_giou_aux_dn: 2.026426 loss: 14.247252 eta: 12:52:06 batch_cost: 0.5962 data_cost: 0.0013 ips: 6.7091 images/s [04/01 16:51:00] ppdet.engine INFO: Epoch: [60] [3600/7329] learning_rate: 0.000100 loss_class: 0.593030 loss_bbox: 0.125850 loss_giou: 0.359652 loss_class_aux: 3.627373 loss_bbox_aux: 0.833998 loss_giou_aux: 2.341456 loss_class_dn: 0.329184 loss_bbox_dn: 0.133545 loss_giou_dn: 0.349578 loss_class_aux_dn: 1.771635 loss_bbox_aux_dn: 0.764784 loss_giou_aux_dn: 1.949681 loss: 13.430809 eta: 12:51:12 batch_cost: 0.5729 data_cost: 0.0012 ips: 6.9825 images/s [04/01 16:52:03] ppdet.engine INFO: Epoch: [60] [3700/7329] learning_rate: 0.000100 loss_class: 0.565255 loss_bbox: 0.131755 loss_giou: 0.380231 loss_class_aux: 3.647708 loss_bbox_aux: 0.868616 loss_giou_aux: 2.503898 loss_class_dn: 0.316731 loss_bbox_dn: 0.132042 loss_giou_dn: 0.358605 loss_class_aux_dn: 1.725083 loss_bbox_aux_dn: 0.819259 loss_giou_aux_dn: 2.044792 loss: 13.796452 eta: 12:50:17 batch_cost: 0.5750 data_cost: 0.0012 ips: 6.9568 images/s [04/01 16:53:04] ppdet.engine INFO: Epoch: [60] [3800/7329] learning_rate: 0.000100 loss_class: 0.601616 loss_bbox: 0.135717 loss_giou: 0.358718 loss_class_aux: 3.879674 loss_bbox_aux: 0.978237 loss_giou_aux: 2.261266 loss_class_dn: 0.339915 loss_bbox_dn: 0.135524 loss_giou_dn: 0.353763 loss_class_aux_dn: 1.858037 loss_bbox_aux_dn: 0.825469 loss_giou_aux_dn: 1.995960 loss: 14.192255 eta: 12:49:23 batch_cost: 0.5508 data_cost: 0.0012 ips: 7.2627 images/s [04/01 16:54:10] ppdet.engine INFO: Epoch: [60] [3900/7329] learning_rate: 0.000100 loss_class: 0.629165 loss_bbox: 0.143667 loss_giou: 0.407257 loss_class_aux: 4.033039 loss_bbox_aux: 0.956947 loss_giou_aux: 2.541870 loss_class_dn: 0.349164 loss_bbox_dn: 0.155350 loss_giou_dn: 0.357809 loss_class_aux_dn: 1.878901 loss_bbox_aux_dn: 0.904854 loss_giou_aux_dn: 2.033305 loss: 14.650104 eta: 12:48:28 batch_cost: 0.5899 data_cost: 0.0013 ips: 6.7807 images/s [04/01 16:55:12] ppdet.engine INFO: Epoch: [60] [4000/7329] learning_rate: 0.000100 loss_class: 0.578090 loss_bbox: 0.139252 loss_giou: 0.401195 loss_class_aux: 3.598163 loss_bbox_aux: 0.913335 loss_giou_aux: 2.543663 loss_class_dn: 0.339849 loss_bbox_dn: 0.142733 loss_giou_dn: 0.375907 loss_class_aux_dn: 1.828726 loss_bbox_aux_dn: 0.879581 loss_giou_aux_dn: 2.165473 loss: 14.451692 eta: 12:47:34 batch_cost: 0.5607 data_cost: 0.0013 ips: 7.1334 images/s [04/01 16:56:08] ppdet.engine INFO: Epoch: [60] [4100/7329] learning_rate: 0.000100 loss_class: 0.484103 loss_bbox: 0.110892 loss_giou: 0.303758 loss_class_aux: 3.085493 loss_bbox_aux: 0.748144 loss_giou_aux: 1.982532 loss_class_dn: 0.273400 loss_bbox_dn: 0.105585 loss_giou_dn: 0.277997 loss_class_aux_dn: 1.473126 loss_bbox_aux_dn: 0.672322 loss_giou_aux_dn: 1.578336 loss: 11.747873 eta: 12:46:38 batch_cost: 0.5080 data_cost: 0.0013 ips: 7.8747 images/s [04/01 16:57:07] ppdet.engine INFO: Epoch: [60] [4200/7329] learning_rate: 0.000100 loss_class: 0.542269 loss_bbox: 0.133671 loss_giou: 0.353729 loss_class_aux: 3.479946 loss_bbox_aux: 0.868375 loss_giou_aux: 2.229525 loss_class_dn: 0.332687 loss_bbox_dn: 0.144526 loss_giou_dn: 0.341320 loss_class_aux_dn: 1.801517 loss_bbox_aux_dn: 0.834146 loss_giou_aux_dn: 1.888060 loss: 13.529334 eta: 12:45:43 batch_cost: 0.5331 data_cost: 0.0013 ips: 7.5030 images/s [04/01 16:58:06] ppdet.engine INFO: Epoch: [60] [4300/7329] learning_rate: 0.000100 loss_class: 0.560364 loss_bbox: 0.124940 loss_giou: 0.371460 loss_class_aux: 3.527648 loss_bbox_aux: 0.859593 loss_giou_aux: 2.326720 loss_class_dn: 0.318245 loss_bbox_dn: 0.123076 loss_giou_dn: 0.351869 loss_class_aux_dn: 1.684935 loss_bbox_aux_dn: 0.778465 loss_giou_aux_dn: 1.919631 loss: 13.233411 eta: 12:44:48 batch_cost: 0.5343 data_cost: 0.0012 ips: 7.4860 images/s [04/01 16:59:07] ppdet.engine INFO: Epoch: [60] [4400/7329] learning_rate: 0.000100 loss_class: 0.472561 loss_bbox: 0.116096 loss_giou: 0.288812 loss_class_aux: 3.102898 loss_bbox_aux: 0.730226 loss_giou_aux: 1.831810 loss_class_dn: 0.271427 loss_bbox_dn: 0.119308 loss_giou_dn: 0.273456 loss_class_aux_dn: 1.503506 loss_bbox_aux_dn: 0.722647 loss_giou_aux_dn: 1.543285 loss: 10.641554 eta: 12:43:53 batch_cost: 0.5526 data_cost: 0.0014 ips: 7.2380 images/s [04/01 17:00:10] ppdet.engine INFO: Epoch: [60] [4500/7329] learning_rate: 0.000100 loss_class: 0.517540 loss_bbox: 0.129455 loss_giou: 0.345191 loss_class_aux: 3.412580 loss_bbox_aux: 0.862257 loss_giou_aux: 2.211548 loss_class_dn: 0.296881 loss_bbox_dn: 0.126421 loss_giou_dn: 0.304917 loss_class_aux_dn: 1.651426 loss_bbox_aux_dn: 0.771878 loss_giou_aux_dn: 1.764280 loss: 13.138065 eta: 12:42:59 batch_cost: 0.5686 data_cost: 0.0014 ips: 7.0352 images/s [04/01 17:01:12] ppdet.engine INFO: Epoch: [60] [4600/7329] learning_rate: 0.000100 loss_class: 0.527570 loss_bbox: 0.130082 loss_giou: 0.401537 loss_class_aux: 3.342181 loss_bbox_aux: 0.854287 loss_giou_aux: 2.523750 loss_class_dn: 0.334922 loss_bbox_dn: 0.125920 loss_giou_dn: 0.359330 loss_class_aux_dn: 1.747812 loss_bbox_aux_dn: 0.765755 loss_giou_aux_dn: 2.050719 loss: 13.999035 eta: 12:42:04 batch_cost: 0.5614 data_cost: 0.0013 ips: 7.1257 images/s [04/01 17:02:15] ppdet.engine INFO: Epoch: [60] [4700/7329] learning_rate: 0.000100 loss_class: 0.617028 loss_bbox: 0.156302 loss_giou: 0.433681 loss_class_aux: 3.979287 loss_bbox_aux: 1.012300 loss_giou_aux: 2.655230 loss_class_dn: 0.338002 loss_bbox_dn: 0.156231 loss_giou_dn: 0.356840 loss_class_aux_dn: 1.864535 loss_bbox_aux_dn: 0.941796 loss_giou_aux_dn: 2.045505 loss: 14.585767 eta: 12:41:10 batch_cost: 0.5775 data_cost: 0.0013 ips: 6.9260 images/s [04/01 17:03:18] ppdet.engine INFO: Epoch: [60] [4800/7329] learning_rate: 0.000100 loss_class: 0.589183 loss_bbox: 0.140497 loss_giou: 0.408141 loss_class_aux: 3.650251 loss_bbox_aux: 0.949723 loss_giou_aux: 2.550283 loss_class_dn: 0.324505 loss_bbox_dn: 0.148947 loss_giou_dn: 0.359086 loss_class_aux_dn: 1.765096 loss_bbox_aux_dn: 0.835336 loss_giou_aux_dn: 2.013554 loss: 13.327954 eta: 12:40:15 batch_cost: 0.5568 data_cost: 0.0015 ips: 7.1834 images/s [04/01 17:04:16] ppdet.engine INFO: Epoch: [60] [4900/7329] learning_rate: 0.000100 loss_class: 0.643335 loss_bbox: 0.143130 loss_giou: 0.446518 loss_class_aux: 3.946518 loss_bbox_aux: 0.924834 loss_giou_aux: 2.863685 loss_class_dn: 0.372214 loss_bbox_dn: 0.130078 loss_giou_dn: 0.400695 loss_class_aux_dn: 1.985339 loss_bbox_aux_dn: 0.765589 loss_giou_aux_dn: 2.311902 loss: 15.760921 eta: 12:39:20 batch_cost: 0.5258 data_cost: 0.0015 ips: 7.6073 images/s [04/01 17:05:20] ppdet.engine INFO: Epoch: [60] [5000/7329] learning_rate: 0.000100 loss_class: 0.617963 loss_bbox: 0.134985 loss_giou: 0.385720 loss_class_aux: 4.036275 loss_bbox_aux: 0.934470 loss_giou_aux: 2.486374 loss_class_dn: 0.337895 loss_bbox_dn: 0.133945 loss_giou_dn: 0.363865 loss_class_aux_dn: 1.864172 loss_bbox_aux_dn: 0.808992 loss_giou_aux_dn: 2.027549 loss: 14.861199 eta: 12:38:26 batch_cost: 0.5852 data_cost: 0.0012 ips: 6.8349 images/s [04/01 17:06:22] ppdet.engine INFO: Epoch: [60] [5100/7329] learning_rate: 0.000100 loss_class: 0.510531 loss_bbox: 0.136610 loss_giou: 0.327412 loss_class_aux: 3.222148 loss_bbox_aux: 0.892412 loss_giou_aux: 2.135576 loss_class_dn: 0.311352 loss_bbox_dn: 0.138618 loss_giou_dn: 0.311285 loss_class_aux_dn: 1.682938 loss_bbox_aux_dn: 0.823142 loss_giou_aux_dn: 1.784318 loss: 12.926121 eta: 12:37:31 batch_cost: 0.5618 data_cost: 0.0012 ips: 7.1205 images/s [04/01 17:07:24] ppdet.engine INFO: Epoch: [60] [5200/7329] learning_rate: 0.000100 loss_class: 0.620388 loss_bbox: 0.141762 loss_giou: 0.406541 loss_class_aux: 4.076456 loss_bbox_aux: 0.997649 loss_giou_aux: 2.653128 loss_class_dn: 0.341456 loss_bbox_dn: 0.142288 loss_giou_dn: 0.374989 loss_class_aux_dn: 1.833888 loss_bbox_aux_dn: 0.884534 loss_giou_aux_dn: 2.024076 loss: 14.440714 eta: 12:36:37 batch_cost: 0.5726 data_cost: 0.0012 ips: 6.9853 images/s [04/01 17:08:29] ppdet.engine INFO: Epoch: [60] [5300/7329] learning_rate: 0.000100 loss_class: 0.606949 loss_bbox: 0.144034 loss_giou: 0.348114 loss_class_aux: 3.957567 loss_bbox_aux: 0.930079 loss_giou_aux: 2.316396 loss_class_dn: 0.357040 loss_bbox_dn: 0.145422 loss_giou_dn: 0.333575 loss_class_aux_dn: 1.953687 loss_bbox_aux_dn: 0.847816 loss_giou_aux_dn: 1.915357 loss: 14.287767 eta: 12:35:42 batch_cost: 0.5910 data_cost: 0.0012 ips: 6.7688 images/s [04/01 17:09:31] ppdet.engine INFO: Epoch: [60] [5400/7329] learning_rate: 0.000100 loss_class: 0.486163 loss_bbox: 0.125114 loss_giou: 0.332679 loss_class_aux: 3.258724 loss_bbox_aux: 0.857618 loss_giou_aux: 2.160883 loss_class_dn: 0.300784 loss_bbox_dn: 0.130299 loss_giou_dn: 0.289309 loss_class_aux_dn: 1.655303 loss_bbox_aux_dn: 0.767725 loss_giou_aux_dn: 1.661215 loss: 12.186101 eta: 12:34:48 batch_cost: 0.5707 data_cost: 0.0012 ips: 7.0091 images/s [04/01 17:10:33] ppdet.engine INFO: Epoch: [60] [5500/7329] learning_rate: 0.000100 loss_class: 0.548808 loss_bbox: 0.130826 loss_giou: 0.391438 loss_class_aux: 3.390464 loss_bbox_aux: 0.897793 loss_giou_aux: 2.500526 loss_class_dn: 0.308048 loss_bbox_dn: 0.126215 loss_giou_dn: 0.359650 loss_class_aux_dn: 1.664588 loss_bbox_aux_dn: 0.739847 loss_giou_aux_dn: 1.997653 loss: 13.017282 eta: 12:33:53 batch_cost: 0.5666 data_cost: 0.0012 ips: 7.0592 images/s [04/01 17:11:31] ppdet.engine INFO: Epoch: [60] [5600/7329] learning_rate: 0.000100 loss_class: 0.573574 loss_bbox: 0.133403 loss_giou: 0.369624 loss_class_aux: 3.641582 loss_bbox_aux: 0.855636 loss_giou_aux: 2.372831 loss_class_dn: 0.315384 loss_bbox_dn: 0.133763 loss_giou_dn: 0.362306 loss_class_aux_dn: 1.728604 loss_bbox_aux_dn: 0.814508 loss_giou_aux_dn: 2.106663 loss: 13.959153 eta: 12:32:58 batch_cost: 0.5182 data_cost: 0.0012 ips: 7.7196 images/s [04/01 17:12:28] ppdet.engine INFO: Epoch: [60] [5700/7329] learning_rate: 0.000100 loss_class: 0.532957 loss_bbox: 0.132813 loss_giou: 0.333639 loss_class_aux: 3.490660 loss_bbox_aux: 0.885521 loss_giou_aux: 2.158062 loss_class_dn: 0.293812 loss_bbox_dn: 0.135093 loss_giou_dn: 0.325535 loss_class_aux_dn: 1.601577 loss_bbox_aux_dn: 0.824121 loss_giou_aux_dn: 1.831155 loss: 12.976458 eta: 12:32:03 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7033 images/s [04/01 17:13:28] ppdet.engine INFO: Epoch: [60] [5800/7329] learning_rate: 0.000100 loss_class: 0.551071 loss_bbox: 0.117370 loss_giou: 0.342261 loss_class_aux: 3.546528 loss_bbox_aux: 0.802580 loss_giou_aux: 2.187160 loss_class_dn: 0.300181 loss_bbox_dn: 0.124316 loss_giou_dn: 0.336032 loss_class_aux_dn: 1.606616 loss_bbox_aux_dn: 0.793396 loss_giou_aux_dn: 1.892228 loss: 12.467447 eta: 12:31:08 batch_cost: 0.5366 data_cost: 0.0014 ips: 7.4545 images/s [04/01 17:14:28] ppdet.engine INFO: Epoch: [60] [5900/7329] learning_rate: 0.000100 loss_class: 0.584740 loss_bbox: 0.131985 loss_giou: 0.353125 loss_class_aux: 3.822648 loss_bbox_aux: 0.889001 loss_giou_aux: 2.229328 loss_class_dn: 0.329879 loss_bbox_dn: 0.145132 loss_giou_dn: 0.332247 loss_class_aux_dn: 1.782447 loss_bbox_aux_dn: 0.844735 loss_giou_aux_dn: 1.878358 loss: 14.191614 eta: 12:30:13 batch_cost: 0.5421 data_cost: 0.0013 ips: 7.3784 images/s [04/01 17:15:38] ppdet.engine INFO: Epoch: [60] [6000/7329] learning_rate: 0.000100 loss_class: 0.494001 loss_bbox: 0.134077 loss_giou: 0.317183 loss_class_aux: 3.336751 loss_bbox_aux: 0.923061 loss_giou_aux: 1.959640 loss_class_dn: 0.281659 loss_bbox_dn: 0.142164 loss_giou_dn: 0.281276 loss_class_aux_dn: 1.516588 loss_bbox_aux_dn: 0.918689 loss_giou_aux_dn: 1.636208 loss: 12.452623 eta: 12:29:19 batch_cost: 0.6335 data_cost: 0.0013 ips: 6.3140 images/s [04/01 17:16:43] ppdet.engine INFO: Epoch: [60] [6100/7329] learning_rate: 0.000100 loss_class: 0.525903 loss_bbox: 0.120957 loss_giou: 0.372586 loss_class_aux: 3.374516 loss_bbox_aux: 0.798721 loss_giou_aux: 2.380798 loss_class_dn: 0.321680 loss_bbox_dn: 0.124289 loss_giou_dn: 0.336694 loss_class_aux_dn: 1.710815 loss_bbox_aux_dn: 0.782193 loss_giou_aux_dn: 1.925285 loss: 12.865330 eta: 12:28:25 batch_cost: 0.5895 data_cost: 0.0012 ips: 6.7853 images/s [04/01 17:17:39] ppdet.engine INFO: Epoch: [60] [6200/7329] learning_rate: 0.000100 loss_class: 0.651884 loss_bbox: 0.147849 loss_giou: 0.460733 loss_class_aux: 3.998320 loss_bbox_aux: 0.944238 loss_giou_aux: 2.889127 loss_class_dn: 0.338972 loss_bbox_dn: 0.146827 loss_giou_dn: 0.415743 loss_class_aux_dn: 1.886276 loss_bbox_aux_dn: 0.887191 loss_giou_aux_dn: 2.340428 loss: 15.232876 eta: 12:27:30 batch_cost: 0.5155 data_cost: 0.0012 ips: 7.7601 images/s [04/01 17:18:38] ppdet.engine INFO: Epoch: [60] [6300/7329] learning_rate: 0.000100 loss_class: 0.556930 loss_bbox: 0.142223 loss_giou: 0.359802 loss_class_aux: 3.549488 loss_bbox_aux: 0.920258 loss_giou_aux: 2.205582 loss_class_dn: 0.323833 loss_bbox_dn: 0.148047 loss_giou_dn: 0.326401 loss_class_aux_dn: 1.725244 loss_bbox_aux_dn: 0.878709 loss_giou_aux_dn: 1.840755 loss: 12.801950 eta: 12:26:34 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5868 images/s [04/01 17:19:42] ppdet.engine INFO: Epoch: [60] [6400/7329] learning_rate: 0.000100 loss_class: 0.634879 loss_bbox: 0.150235 loss_giou: 0.451603 loss_class_aux: 4.054377 loss_bbox_aux: 0.939284 loss_giou_aux: 2.879473 loss_class_dn: 0.357554 loss_bbox_dn: 0.149823 loss_giou_dn: 0.413934 loss_class_aux_dn: 1.942994 loss_bbox_aux_dn: 0.902198 loss_giou_aux_dn: 2.271484 loss: 15.453340 eta: 12:25:40 batch_cost: 0.5722 data_cost: 0.0015 ips: 6.9906 images/s [04/01 17:20:38] ppdet.engine INFO: Epoch: [60] [6500/7329] learning_rate: 0.000100 loss_class: 0.516969 loss_bbox: 0.129926 loss_giou: 0.360294 loss_class_aux: 3.229603 loss_bbox_aux: 0.870780 loss_giou_aux: 2.258468 loss_class_dn: 0.295530 loss_bbox_dn: 0.133517 loss_giou_dn: 0.322961 loss_class_aux_dn: 1.606869 loss_bbox_aux_dn: 0.792461 loss_giou_aux_dn: 1.838673 loss: 12.488464 eta: 12:24:44 batch_cost: 0.5043 data_cost: 0.0014 ips: 7.9324 images/s [04/01 17:21:33] ppdet.engine INFO: Epoch: [60] [6600/7329] learning_rate: 0.000100 loss_class: 0.611016 loss_bbox: 0.142663 loss_giou: 0.344487 loss_class_aux: 3.770306 loss_bbox_aux: 0.893928 loss_giou_aux: 2.144512 loss_class_dn: 0.314029 loss_bbox_dn: 0.137560 loss_giou_dn: 0.323077 loss_class_aux_dn: 1.703953 loss_bbox_aux_dn: 0.838857 loss_giou_aux_dn: 1.832380 loss: 13.725368 eta: 12:23:49 batch_cost: 0.4997 data_cost: 0.0013 ips: 8.0053 images/s [04/01 17:22:32] ppdet.engine INFO: Epoch: [60] [6700/7329] learning_rate: 0.000100 loss_class: 0.526822 loss_bbox: 0.122676 loss_giou: 0.305696 loss_class_aux: 3.298807 loss_bbox_aux: 0.796435 loss_giou_aux: 1.958193 loss_class_dn: 0.285542 loss_bbox_dn: 0.117631 loss_giou_dn: 0.277916 loss_class_aux_dn: 1.552166 loss_bbox_aux_dn: 0.731085 loss_giou_aux_dn: 1.566120 loss: 12.076832 eta: 12:22:53 batch_cost: 0.5323 data_cost: 0.0012 ips: 7.5144 images/s [04/01 17:23:33] ppdet.engine INFO: Epoch: [60] [6800/7329] learning_rate: 0.000100 loss_class: 0.569288 loss_bbox: 0.134278 loss_giou: 0.385531 loss_class_aux: 3.672642 loss_bbox_aux: 0.874023 loss_giou_aux: 2.483874 loss_class_dn: 0.344118 loss_bbox_dn: 0.127543 loss_giou_dn: 0.362438 loss_class_aux_dn: 1.863678 loss_bbox_aux_dn: 0.774372 loss_giou_aux_dn: 2.020257 loss: 14.252874 eta: 12:21:59 batch_cost: 0.5448 data_cost: 0.0017 ips: 7.3425 images/s [04/01 17:24:30] ppdet.engine INFO: Epoch: [60] [6900/7329] learning_rate: 0.000100 loss_class: 0.554470 loss_bbox: 0.115989 loss_giou: 0.351748 loss_class_aux: 3.562798 loss_bbox_aux: 0.804667 loss_giou_aux: 2.192549 loss_class_dn: 0.317361 loss_bbox_dn: 0.132655 loss_giou_dn: 0.331000 loss_class_aux_dn: 1.753965 loss_bbox_aux_dn: 0.824168 loss_giou_aux_dn: 1.834039 loss: 12.982340 eta: 12:21:03 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8228 images/s [04/01 17:25:33] ppdet.engine INFO: Epoch: [60] [7000/7329] learning_rate: 0.000100 loss_class: 0.564945 loss_bbox: 0.142433 loss_giou: 0.433391 loss_class_aux: 3.637949 loss_bbox_aux: 0.898474 loss_giou_aux: 2.677039 loss_class_dn: 0.328439 loss_bbox_dn: 0.139921 loss_giou_dn: 0.354418 loss_class_aux_dn: 1.745535 loss_bbox_aux_dn: 0.888951 loss_giou_aux_dn: 1.994229 loss: 13.943039 eta: 12:20:09 batch_cost: 0.5726 data_cost: 0.0013 ips: 6.9857 images/s [04/01 17:26:33] ppdet.engine INFO: Epoch: [60] [7100/7329] learning_rate: 0.000100 loss_class: 0.627751 loss_bbox: 0.128609 loss_giou: 0.419944 loss_class_aux: 3.931531 loss_bbox_aux: 0.880181 loss_giou_aux: 2.554917 loss_class_dn: 0.362788 loss_bbox_dn: 0.120574 loss_giou_dn: 0.381200 loss_class_aux_dn: 1.932967 loss_bbox_aux_dn: 0.746576 loss_giou_aux_dn: 2.122757 loss: 14.885250 eta: 12:19:14 batch_cost: 0.5514 data_cost: 0.0012 ips: 7.2542 images/s [04/01 17:27:33] ppdet.engine INFO: Epoch: [60] [7200/7329] learning_rate: 0.000100 loss_class: 0.554148 loss_bbox: 0.143190 loss_giou: 0.413874 loss_class_aux: 3.518782 loss_bbox_aux: 0.934349 loss_giou_aux: 2.745652 loss_class_dn: 0.342859 loss_bbox_dn: 0.133940 loss_giou_dn: 0.350981 loss_class_aux_dn: 1.812546 loss_bbox_aux_dn: 0.781198 loss_giou_aux_dn: 1.978457 loss: 13.883318 eta: 12:18:19 batch_cost: 0.5388 data_cost: 0.0012 ips: 7.4235 images/s [04/01 17:28:36] ppdet.engine INFO: Epoch: [60] [7300/7329] learning_rate: 0.000100 loss_class: 0.588202 loss_bbox: 0.136767 loss_giou: 0.387579 loss_class_aux: 3.633635 loss_bbox_aux: 0.900476 loss_giou_aux: 2.464104 loss_class_dn: 0.327639 loss_bbox_dn: 0.133508 loss_giou_dn: 0.356415 loss_class_aux_dn: 1.779621 loss_bbox_aux_dn: 0.793937 loss_giou_aux_dn: 1.999838 loss: 13.966507 eta: 12:17:24 batch_cost: 0.5778 data_cost: 0.0012 ips: 6.9231 images/s [04/01 17:28:57] ppdet.engine INFO: Eval iter: 0 [04/01 17:29:24] ppdet.engine INFO: Eval iter: 100 [04/01 17:29:51] ppdet.engine INFO: Eval iter: 200 [04/01 17:30:18] ppdet.engine INFO: Eval iter: 300 [04/01 17:30:45] ppdet.engine INFO: Eval iter: 400 [04/01 17:31:13] ppdet.engine INFO: Eval iter: 500 [04/01 17:31:39] ppdet.engine INFO: Eval iter: 600 [04/01 17:32:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/01 17:32:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.47s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.09s). Accumulating evaluation results... DONE (t=27.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 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 ] = 0.698 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 ] = 0.655 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 ] = 0.544 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 ] = 0.881 [04/01 17:34:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.33167739925913 [04/01 17:34:53] ppdet.engine INFO: Best test bbox ap is 0.530. [04/01 17:34:55] ppdet.engine INFO: Epoch: [61] [ 0/7329] learning_rate: 0.000100 loss_class: 0.584891 loss_bbox: 0.128886 loss_giou: 0.399930 loss_class_aux: 3.572892 loss_bbox_aux: 0.858254 loss_giou_aux: 2.476838 loss_class_dn: 0.329296 loss_bbox_dn: 0.121947 loss_giou_dn: 0.356415 loss_class_aux_dn: 1.797602 loss_bbox_aux_dn: 0.739550 loss_giou_aux_dn: 2.002273 loss: 13.726826 eta: 12:17:08 batch_cost: 0.5668 data_cost: 0.0013 ips: 7.0575 images/s [04/01 17:35:58] ppdet.engine INFO: Epoch: [61] [ 100/7329] learning_rate: 0.000100 loss_class: 0.531314 loss_bbox: 0.121199 loss_giou: 0.355291 loss_class_aux: 3.362233 loss_bbox_aux: 0.812372 loss_giou_aux: 2.226181 loss_class_dn: 0.293672 loss_bbox_dn: 0.132066 loss_giou_dn: 0.316261 loss_class_aux_dn: 1.552213 loss_bbox_aux_dn: 0.821394 loss_giou_aux_dn: 1.809715 loss: 12.710318 eta: 12:16:14 batch_cost: 0.5802 data_cost: 0.0012 ips: 6.8938 images/s [04/01 17:37:02] ppdet.engine INFO: Epoch: [61] [ 200/7329] learning_rate: 0.000100 loss_class: 0.634601 loss_bbox: 0.134071 loss_giou: 0.395949 loss_class_aux: 4.050121 loss_bbox_aux: 0.852503 loss_giou_aux: 2.435904 loss_class_dn: 0.365572 loss_bbox_dn: 0.126357 loss_giou_dn: 0.374621 loss_class_aux_dn: 2.005468 loss_bbox_aux_dn: 0.790853 loss_giou_aux_dn: 2.124135 loss: 15.479130 eta: 12:15:20 batch_cost: 0.5899 data_cost: 0.0013 ips: 6.7805 images/s [04/01 17:38:03] ppdet.engine INFO: Epoch: [61] [ 300/7329] learning_rate: 0.000100 loss_class: 0.583481 loss_bbox: 0.149205 loss_giou: 0.460591 loss_class_aux: 3.826142 loss_bbox_aux: 0.938159 loss_giou_aux: 2.773492 loss_class_dn: 0.349761 loss_bbox_dn: 0.148630 loss_giou_dn: 0.400654 loss_class_aux_dn: 1.883570 loss_bbox_aux_dn: 0.900810 loss_giou_aux_dn: 2.277215 loss: 14.712282 eta: 12:14:25 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2498 images/s [04/01 17:39:16] ppdet.engine INFO: Epoch: [61] [ 400/7329] learning_rate: 0.000100 loss_class: 0.582726 loss_bbox: 0.140290 loss_giou: 0.452666 loss_class_aux: 3.659917 loss_bbox_aux: 0.895503 loss_giou_aux: 3.048813 loss_class_dn: 0.344391 loss_bbox_dn: 0.130483 loss_giou_dn: 0.393066 loss_class_aux_dn: 1.817625 loss_bbox_aux_dn: 0.775386 loss_giou_aux_dn: 2.190690 loss: 14.433639 eta: 12:13:32 batch_cost: 0.6367 data_cost: 0.0016 ips: 6.2824 images/s [04/01 17:40:13] ppdet.engine INFO: Epoch: [61] [ 500/7329] learning_rate: 0.000100 loss_class: 0.577123 loss_bbox: 0.118409 loss_giou: 0.360366 loss_class_aux: 3.628124 loss_bbox_aux: 0.785555 loss_giou_aux: 2.268060 loss_class_dn: 0.324682 loss_bbox_dn: 0.116055 loss_giou_dn: 0.339312 loss_class_aux_dn: 1.734055 loss_bbox_aux_dn: 0.755464 loss_giou_aux_dn: 1.887300 loss: 13.532652 eta: 12:12:36 batch_cost: 0.5127 data_cost: 0.0013 ips: 7.8014 images/s [04/01 17:41:10] ppdet.engine INFO: Epoch: [61] [ 600/7329] learning_rate: 0.000100 loss_class: 0.513351 loss_bbox: 0.127895 loss_giou: 0.362753 loss_class_aux: 3.337687 loss_bbox_aux: 0.846527 loss_giou_aux: 2.329970 loss_class_dn: 0.323619 loss_bbox_dn: 0.131476 loss_giou_dn: 0.347853 loss_class_aux_dn: 1.707869 loss_bbox_aux_dn: 0.811157 loss_giou_aux_dn: 1.956235 loss: 13.093121 eta: 12:11:41 batch_cost: 0.5180 data_cost: 0.0013 ips: 7.7217 images/s [04/01 17:42:16] ppdet.engine INFO: Epoch: [61] [ 700/7329] learning_rate: 0.000100 loss_class: 0.512235 loss_bbox: 0.113183 loss_giou: 0.308517 loss_class_aux: 3.201667 loss_bbox_aux: 0.799472 loss_giou_aux: 2.025213 loss_class_dn: 0.308724 loss_bbox_dn: 0.118505 loss_giou_dn: 0.305890 loss_class_aux_dn: 1.648795 loss_bbox_aux_dn: 0.723473 loss_giou_aux_dn: 1.769685 loss: 12.507980 eta: 12:10:47 batch_cost: 0.6045 data_cost: 0.0013 ips: 6.6167 images/s [04/01 17:43:16] ppdet.engine INFO: Epoch: [61] [ 800/7329] learning_rate: 0.000100 loss_class: 0.508304 loss_bbox: 0.127682 loss_giou: 0.297297 loss_class_aux: 3.178157 loss_bbox_aux: 0.844903 loss_giou_aux: 1.925812 loss_class_dn: 0.275849 loss_bbox_dn: 0.133181 loss_giou_dn: 0.293800 loss_class_aux_dn: 1.484848 loss_bbox_aux_dn: 0.780955 loss_giou_aux_dn: 1.657560 loss: 12.331259 eta: 12:09:52 batch_cost: 0.5398 data_cost: 0.0012 ips: 7.4099 images/s [04/01 17:44:13] ppdet.engine INFO: Epoch: [61] [ 900/7329] learning_rate: 0.000100 loss_class: 0.621476 loss_bbox: 0.134174 loss_giou: 0.439293 loss_class_aux: 3.952130 loss_bbox_aux: 0.922466 loss_giou_aux: 2.886774 loss_class_dn: 0.339386 loss_bbox_dn: 0.128195 loss_giou_dn: 0.382271 loss_class_aux_dn: 1.828084 loss_bbox_aux_dn: 0.770304 loss_giou_aux_dn: 2.154092 loss: 14.673546 eta: 12:08:57 batch_cost: 0.5197 data_cost: 0.0012 ips: 7.6972 images/s [04/01 17:45:17] ppdet.engine INFO: Epoch: [61] [1000/7329] learning_rate: 0.000100 loss_class: 0.535086 loss_bbox: 0.121446 loss_giou: 0.303372 loss_class_aux: 3.346583 loss_bbox_aux: 0.839749 loss_giou_aux: 1.980573 loss_class_dn: 0.287081 loss_bbox_dn: 0.133886 loss_giou_dn: 0.310937 loss_class_aux_dn: 1.576892 loss_bbox_aux_dn: 0.815673 loss_giou_aux_dn: 1.779622 loss: 13.101077 eta: 12:08:02 batch_cost: 0.5878 data_cost: 0.0012 ips: 6.8048 images/s [04/01 17:46:16] ppdet.engine INFO: Epoch: [61] [1100/7329] learning_rate: 0.000100 loss_class: 0.564246 loss_bbox: 0.121848 loss_giou: 0.429034 loss_class_aux: 3.572357 loss_bbox_aux: 0.791258 loss_giou_aux: 2.743434 loss_class_dn: 0.343102 loss_bbox_dn: 0.118620 loss_giou_dn: 0.386963 loss_class_aux_dn: 1.844184 loss_bbox_aux_dn: 0.750014 loss_giou_aux_dn: 2.149153 loss: 14.541431 eta: 12:07:07 batch_cost: 0.5316 data_cost: 0.0012 ips: 7.5246 images/s [04/01 17:47:15] ppdet.engine INFO: Epoch: [61] [1200/7329] learning_rate: 0.000100 loss_class: 0.492006 loss_bbox: 0.122062 loss_giou: 0.299624 loss_class_aux: 3.207581 loss_bbox_aux: 0.768975 loss_giou_aux: 1.923357 loss_class_dn: 0.286190 loss_bbox_dn: 0.126901 loss_giou_dn: 0.277945 loss_class_aux_dn: 1.547081 loss_bbox_aux_dn: 0.746819 loss_giou_aux_dn: 1.563852 loss: 11.372646 eta: 12:06:12 batch_cost: 0.5416 data_cost: 0.0012 ips: 7.3855 images/s [04/01 17:48:20] ppdet.engine INFO: Epoch: [61] [1300/7329] learning_rate: 0.000100 loss_class: 0.548456 loss_bbox: 0.126114 loss_giou: 0.344555 loss_class_aux: 3.329948 loss_bbox_aux: 0.814413 loss_giou_aux: 2.388743 loss_class_dn: 0.316425 loss_bbox_dn: 0.126574 loss_giou_dn: 0.356751 loss_class_aux_dn: 1.730179 loss_bbox_aux_dn: 0.770933 loss_giou_aux_dn: 2.050527 loss: 13.675253 eta: 12:05:18 batch_cost: 0.5874 data_cost: 0.0012 ips: 6.8102 images/s [04/01 17:49:17] ppdet.engine INFO: Epoch: [61] [1400/7329] learning_rate: 0.000100 loss_class: 0.484202 loss_bbox: 0.122073 loss_giou: 0.291164 loss_class_aux: 3.158942 loss_bbox_aux: 0.791780 loss_giou_aux: 1.808533 loss_class_dn: 0.269299 loss_bbox_dn: 0.129525 loss_giou_dn: 0.279972 loss_class_aux_dn: 1.452790 loss_bbox_aux_dn: 0.817649 loss_giou_aux_dn: 1.601981 loss: 11.669710 eta: 12:04:23 batch_cost: 0.5212 data_cost: 0.0013 ips: 7.6739 images/s [04/01 17:50:16] ppdet.engine INFO: Epoch: [61] [1500/7329] learning_rate: 0.000100 loss_class: 0.575026 loss_bbox: 0.137840 loss_giou: 0.450218 loss_class_aux: 3.608984 loss_bbox_aux: 0.904579 loss_giou_aux: 2.707009 loss_class_dn: 0.362134 loss_bbox_dn: 0.138122 loss_giou_dn: 0.378906 loss_class_aux_dn: 1.919450 loss_bbox_aux_dn: 0.841833 loss_giou_aux_dn: 2.110353 loss: 14.808849 eta: 12:03:28 batch_cost: 0.5314 data_cost: 0.0012 ips: 7.5273 images/s [04/01 17:51:13] ppdet.engine INFO: Epoch: [61] [1600/7329] learning_rate: 0.000100 loss_class: 0.556657 loss_bbox: 0.149936 loss_giou: 0.402245 loss_class_aux: 3.504463 loss_bbox_aux: 0.972330 loss_giou_aux: 2.414344 loss_class_dn: 0.329264 loss_bbox_dn: 0.149698 loss_giou_dn: 0.322975 loss_class_aux_dn: 1.788647 loss_bbox_aux_dn: 0.877741 loss_giou_aux_dn: 1.857561 loss: 13.741955 eta: 12:02:32 batch_cost: 0.5187 data_cost: 0.0013 ips: 7.7109 images/s [04/01 17:52:11] ppdet.engine INFO: Epoch: [61] [1700/7329] learning_rate: 0.000100 loss_class: 0.548742 loss_bbox: 0.134991 loss_giou: 0.313525 loss_class_aux: 3.515437 loss_bbox_aux: 0.864872 loss_giou_aux: 1.970759 loss_class_dn: 0.288437 loss_bbox_dn: 0.132304 loss_giou_dn: 0.288994 loss_class_aux_dn: 1.574386 loss_bbox_aux_dn: 0.751096 loss_giou_aux_dn: 1.632626 loss: 13.016533 eta: 12:01:37 batch_cost: 0.5268 data_cost: 0.0012 ips: 7.5930 images/s [04/01 17:53:10] ppdet.engine INFO: Epoch: [61] [1800/7329] learning_rate: 0.000100 loss_class: 0.531092 loss_bbox: 0.122197 loss_giou: 0.337683 loss_class_aux: 3.321829 loss_bbox_aux: 0.797531 loss_giou_aux: 2.129197 loss_class_dn: 0.297834 loss_bbox_dn: 0.128818 loss_giou_dn: 0.328652 loss_class_aux_dn: 1.624007 loss_bbox_aux_dn: 0.767969 loss_giou_aux_dn: 1.847420 loss: 12.720419 eta: 12:00:42 batch_cost: 0.5307 data_cost: 0.0013 ips: 7.5378 images/s [04/01 17:54:10] ppdet.engine INFO: Epoch: [61] [1900/7329] learning_rate: 0.000100 loss_class: 0.532123 loss_bbox: 0.119089 loss_giou: 0.323388 loss_class_aux: 3.421896 loss_bbox_aux: 0.808391 loss_giou_aux: 2.134938 loss_class_dn: 0.316717 loss_bbox_dn: 0.130295 loss_giou_dn: 0.311098 loss_class_aux_dn: 1.728269 loss_bbox_aux_dn: 0.776726 loss_giou_aux_dn: 1.798044 loss: 13.352926 eta: 11:59:47 batch_cost: 0.5492 data_cost: 0.0013 ips: 7.2837 images/s [04/01 17:55:06] ppdet.engine INFO: Epoch: [61] [2000/7329] learning_rate: 0.000100 loss_class: 0.494190 loss_bbox: 0.127065 loss_giou: 0.307442 loss_class_aux: 3.168476 loss_bbox_aux: 0.847068 loss_giou_aux: 1.901749 loss_class_dn: 0.266947 loss_bbox_dn: 0.117092 loss_giou_dn: 0.268917 loss_class_aux_dn: 1.471015 loss_bbox_aux_dn: 0.734047 loss_giou_aux_dn: 1.571060 loss: 10.918423 eta: 11:58:51 batch_cost: 0.5018 data_cost: 0.0012 ips: 7.9718 images/s [04/01 17:56:05] ppdet.engine INFO: Epoch: [61] [2100/7329] learning_rate: 0.000100 loss_class: 0.520380 loss_bbox: 0.110189 loss_giou: 0.343000 loss_class_aux: 3.371942 loss_bbox_aux: 0.765951 loss_giou_aux: 2.224449 loss_class_dn: 0.297794 loss_bbox_dn: 0.121742 loss_giou_dn: 0.308280 loss_class_aux_dn: 1.609338 loss_bbox_aux_dn: 0.760106 loss_giou_aux_dn: 1.757438 loss: 12.690395 eta: 11:57:56 batch_cost: 0.5373 data_cost: 0.0013 ips: 7.4441 images/s [04/01 17:57:04] ppdet.engine INFO: Epoch: [61] [2200/7329] learning_rate: 0.000100 loss_class: 0.526922 loss_bbox: 0.126987 loss_giou: 0.371117 loss_class_aux: 3.399536 loss_bbox_aux: 0.822454 loss_giou_aux: 2.225860 loss_class_dn: 0.325691 loss_bbox_dn: 0.127378 loss_giou_dn: 0.325607 loss_class_aux_dn: 1.774790 loss_bbox_aux_dn: 0.806376 loss_giou_aux_dn: 1.824453 loss: 13.931879 eta: 11:57:01 batch_cost: 0.5244 data_cost: 0.0017 ips: 7.6274 images/s [04/01 17:58:05] ppdet.engine INFO: Epoch: [61] [2300/7329] learning_rate: 0.000100 loss_class: 0.633593 loss_bbox: 0.133576 loss_giou: 0.402565 loss_class_aux: 4.039216 loss_bbox_aux: 0.927760 loss_giou_aux: 2.594434 loss_class_dn: 0.371447 loss_bbox_dn: 0.142180 loss_giou_dn: 0.382307 loss_class_aux_dn: 1.965782 loss_bbox_aux_dn: 0.849575 loss_giou_aux_dn: 2.155533 loss: 15.250177 eta: 11:56:06 batch_cost: 0.5526 data_cost: 0.0013 ips: 7.2391 images/s [04/01 17:59:05] ppdet.engine INFO: Epoch: [61] [2400/7329] learning_rate: 0.000100 loss_class: 0.535160 loss_bbox: 0.133279 loss_giou: 0.388786 loss_class_aux: 3.383852 loss_bbox_aux: 0.840627 loss_giou_aux: 2.475374 loss_class_dn: 0.312958 loss_bbox_dn: 0.121678 loss_giou_dn: 0.343881 loss_class_aux_dn: 1.681200 loss_bbox_aux_dn: 0.741069 loss_giou_aux_dn: 1.970671 loss: 13.188885 eta: 11:55:11 batch_cost: 0.5426 data_cost: 0.0012 ips: 7.3717 images/s [04/01 18:00:10] ppdet.engine INFO: Epoch: [61] [2500/7329] learning_rate: 0.000100 loss_class: 0.607272 loss_bbox: 0.134547 loss_giou: 0.453452 loss_class_aux: 3.928205 loss_bbox_aux: 0.912163 loss_giou_aux: 2.905955 loss_class_dn: 0.370694 loss_bbox_dn: 0.131600 loss_giou_dn: 0.424055 loss_class_aux_dn: 1.956321 loss_bbox_aux_dn: 0.771002 loss_giou_aux_dn: 2.398595 loss: 15.470934 eta: 11:54:17 batch_cost: 0.5971 data_cost: 0.0012 ips: 6.6986 images/s [04/01 18:01:10] ppdet.engine INFO: Epoch: [61] [2600/7329] learning_rate: 0.000100 loss_class: 0.527800 loss_bbox: 0.126287 loss_giou: 0.397538 loss_class_aux: 3.407829 loss_bbox_aux: 0.837310 loss_giou_aux: 2.503893 loss_class_dn: 0.321972 loss_bbox_dn: 0.131164 loss_giou_dn: 0.363055 loss_class_aux_dn: 1.728302 loss_bbox_aux_dn: 0.788037 loss_giou_aux_dn: 2.018394 loss: 13.533219 eta: 11:53:22 batch_cost: 0.5400 data_cost: 0.0012 ips: 7.4069 images/s [04/01 18:02:06] ppdet.engine INFO: Epoch: [61] [2700/7329] learning_rate: 0.000100 loss_class: 0.539944 loss_bbox: 0.133323 loss_giou: 0.379706 loss_class_aux: 3.697129 loss_bbox_aux: 0.848295 loss_giou_aux: 2.442794 loss_class_dn: 0.325274 loss_bbox_dn: 0.122933 loss_giou_dn: 0.342444 loss_class_aux_dn: 1.741903 loss_bbox_aux_dn: 0.774399 loss_giou_aux_dn: 1.970774 loss: 13.959273 eta: 11:52:26 batch_cost: 0.5095 data_cost: 0.0012 ips: 7.8509 images/s [04/01 18:03:06] ppdet.engine INFO: Epoch: [61] [2800/7329] learning_rate: 0.000100 loss_class: 0.567820 loss_bbox: 0.130751 loss_giou: 0.429247 loss_class_aux: 3.651050 loss_bbox_aux: 0.866938 loss_giou_aux: 2.765926 loss_class_dn: 0.336128 loss_bbox_dn: 0.123716 loss_giou_dn: 0.377026 loss_class_aux_dn: 1.787127 loss_bbox_aux_dn: 0.773873 loss_giou_aux_dn: 2.188346 loss: 13.710264 eta: 11:51:32 batch_cost: 0.5468 data_cost: 0.0013 ips: 7.3156 images/s [04/01 18:04:06] ppdet.engine INFO: Epoch: [61] [2900/7329] learning_rate: 0.000100 loss_class: 0.573468 loss_bbox: 0.141920 loss_giou: 0.343479 loss_class_aux: 3.718634 loss_bbox_aux: 0.953870 loss_giou_aux: 2.178346 loss_class_dn: 0.305317 loss_bbox_dn: 0.140230 loss_giou_dn: 0.330355 loss_class_aux_dn: 1.680851 loss_bbox_aux_dn: 0.882127 loss_giou_aux_dn: 1.862974 loss: 13.743378 eta: 11:50:37 batch_cost: 0.5427 data_cost: 0.0012 ips: 7.3708 images/s [04/01 18:05:06] ppdet.engine INFO: Epoch: [61] [3000/7329] learning_rate: 0.000100 loss_class: 0.544339 loss_bbox: 0.137234 loss_giou: 0.376549 loss_class_aux: 3.597844 loss_bbox_aux: 0.955389 loss_giou_aux: 2.341964 loss_class_dn: 0.307695 loss_bbox_dn: 0.138728 loss_giou_dn: 0.335367 loss_class_aux_dn: 1.670803 loss_bbox_aux_dn: 0.815423 loss_giou_aux_dn: 1.831354 loss: 13.335190 eta: 11:49:42 batch_cost: 0.5442 data_cost: 0.0017 ips: 7.3504 images/s [04/01 18:06:03] ppdet.engine INFO: Epoch: [61] [3100/7329] learning_rate: 0.000100 loss_class: 0.577911 loss_bbox: 0.149071 loss_giou: 0.390251 loss_class_aux: 3.665199 loss_bbox_aux: 1.038575 loss_giou_aux: 2.454863 loss_class_dn: 0.343277 loss_bbox_dn: 0.151218 loss_giou_dn: 0.374078 loss_class_aux_dn: 1.846953 loss_bbox_aux_dn: 0.915303 loss_giou_aux_dn: 2.068180 loss: 14.614614 eta: 11:48:46 batch_cost: 0.5066 data_cost: 0.0013 ips: 7.8963 images/s [04/01 18:07:00] ppdet.engine INFO: Epoch: [61] [3200/7329] learning_rate: 0.000100 loss_class: 0.576338 loss_bbox: 0.132749 loss_giou: 0.356601 loss_class_aux: 3.876288 loss_bbox_aux: 0.889687 loss_giou_aux: 2.264764 loss_class_dn: 0.312306 loss_bbox_dn: 0.136196 loss_giou_dn: 0.308722 loss_class_aux_dn: 1.728171 loss_bbox_aux_dn: 0.843794 loss_giou_aux_dn: 1.831075 loss: 14.048349 eta: 11:47:51 batch_cost: 0.5187 data_cost: 0.0012 ips: 7.7120 images/s [04/01 18:08:04] ppdet.engine INFO: Epoch: [61] [3300/7329] learning_rate: 0.000100 loss_class: 0.625859 loss_bbox: 0.134996 loss_giou: 0.469147 loss_class_aux: 3.887041 loss_bbox_aux: 0.881570 loss_giou_aux: 2.996022 loss_class_dn: 0.373714 loss_bbox_dn: 0.125946 loss_giou_dn: 0.444426 loss_class_aux_dn: 2.021203 loss_bbox_aux_dn: 0.767990 loss_giou_aux_dn: 2.436426 loss: 15.595964 eta: 11:46:56 batch_cost: 0.5766 data_cost: 0.0016 ips: 6.9371 images/s [04/01 18:09:06] ppdet.engine INFO: Epoch: [61] [3400/7329] learning_rate: 0.000100 loss_class: 0.548331 loss_bbox: 0.141585 loss_giou: 0.403742 loss_class_aux: 3.515179 loss_bbox_aux: 0.938353 loss_giou_aux: 2.446806 loss_class_dn: 0.325427 loss_bbox_dn: 0.137745 loss_giou_dn: 0.346587 loss_class_aux_dn: 1.778973 loss_bbox_aux_dn: 0.842409 loss_giou_aux_dn: 1.994126 loss: 14.112635 eta: 11:46:02 batch_cost: 0.5653 data_cost: 0.0013 ips: 7.0756 images/s [04/01 18:10:13] ppdet.engine INFO: Epoch: [61] [3500/7329] learning_rate: 0.000100 loss_class: 0.629888 loss_bbox: 0.138170 loss_giou: 0.377770 loss_class_aux: 4.041757 loss_bbox_aux: 0.972027 loss_giou_aux: 2.486753 loss_class_dn: 0.371943 loss_bbox_dn: 0.152654 loss_giou_dn: 0.377285 loss_class_aux_dn: 1.963756 loss_bbox_aux_dn: 0.914202 loss_giou_aux_dn: 2.093161 loss: 15.534278 eta: 11:45:08 batch_cost: 0.6007 data_cost: 0.0015 ips: 6.6587 images/s [04/01 18:11:22] ppdet.engine INFO: Epoch: [61] [3600/7329] learning_rate: 0.000100 loss_class: 0.602398 loss_bbox: 0.141467 loss_giou: 0.471979 loss_class_aux: 3.887813 loss_bbox_aux: 0.930464 loss_giou_aux: 2.953408 loss_class_dn: 0.325139 loss_bbox_dn: 0.142815 loss_giou_dn: 0.412074 loss_class_aux_dn: 1.765745 loss_bbox_aux_dn: 0.797885 loss_giou_aux_dn: 2.257111 loss: 14.693604 eta: 11:44:14 batch_cost: 0.6251 data_cost: 0.0014 ips: 6.3991 images/s [04/01 18:12:17] ppdet.engine INFO: Epoch: [61] [3700/7329] learning_rate: 0.000100 loss_class: 0.554534 loss_bbox: 0.149418 loss_giou: 0.377102 loss_class_aux: 3.579946 loss_bbox_aux: 0.916413 loss_giou_aux: 2.517925 loss_class_dn: 0.332516 loss_bbox_dn: 0.130514 loss_giou_dn: 0.359271 loss_class_aux_dn: 1.798106 loss_bbox_aux_dn: 0.804654 loss_giou_aux_dn: 2.087782 loss: 14.587871 eta: 11:43:19 batch_cost: 0.4999 data_cost: 0.0012 ips: 8.0009 images/s [04/01 18:13:19] ppdet.engine INFO: Epoch: [61] [3800/7329] learning_rate: 0.000100 loss_class: 0.627691 loss_bbox: 0.134108 loss_giou: 0.483283 loss_class_aux: 4.013262 loss_bbox_aux: 0.918746 loss_giou_aux: 3.090737 loss_class_dn: 0.370389 loss_bbox_dn: 0.135640 loss_giou_dn: 0.415491 loss_class_aux_dn: 1.968328 loss_bbox_aux_dn: 0.861729 loss_giou_aux_dn: 2.436143 loss: 15.821693 eta: 11:42:24 batch_cost: 0.5547 data_cost: 0.0014 ips: 7.2110 images/s [04/01 18:14:18] ppdet.engine INFO: Epoch: [61] [3900/7329] learning_rate: 0.000100 loss_class: 0.515446 loss_bbox: 0.134368 loss_giou: 0.335582 loss_class_aux: 3.299694 loss_bbox_aux: 0.911848 loss_giou_aux: 2.172757 loss_class_dn: 0.307355 loss_bbox_dn: 0.125878 loss_giou_dn: 0.354489 loss_class_aux_dn: 1.695934 loss_bbox_aux_dn: 0.777449 loss_giou_aux_dn: 1.893406 loss: 12.817007 eta: 11:41:29 batch_cost: 0.5444 data_cost: 0.0013 ips: 7.3471 images/s [04/01 18:15:15] ppdet.engine INFO: Epoch: [61] [4000/7329] learning_rate: 0.000100 loss_class: 0.564849 loss_bbox: 0.130533 loss_giou: 0.385366 loss_class_aux: 3.428593 loss_bbox_aux: 0.883312 loss_giou_aux: 2.428241 loss_class_dn: 0.308938 loss_bbox_dn: 0.141422 loss_giou_dn: 0.352892 loss_class_aux_dn: 1.645117 loss_bbox_aux_dn: 0.790381 loss_giou_aux_dn: 1.911400 loss: 13.863737 eta: 11:40:33 batch_cost: 0.5081 data_cost: 0.0012 ips: 7.8721 images/s [04/01 18:16:16] ppdet.engine INFO: Epoch: [61] [4100/7329] learning_rate: 0.000100 loss_class: 0.602007 loss_bbox: 0.130839 loss_giou: 0.403746 loss_class_aux: 3.715940 loss_bbox_aux: 0.880224 loss_giou_aux: 2.512212 loss_class_dn: 0.342498 loss_bbox_dn: 0.120206 loss_giou_dn: 0.378159 loss_class_aux_dn: 1.887725 loss_bbox_aux_dn: 0.749106 loss_giou_aux_dn: 2.098812 loss: 14.264254 eta: 11:39:39 batch_cost: 0.5605 data_cost: 0.0012 ips: 7.1364 images/s [04/01 18:17:17] ppdet.engine INFO: Epoch: [61] [4200/7329] learning_rate: 0.000100 loss_class: 0.546428 loss_bbox: 0.133591 loss_giou: 0.337195 loss_class_aux: 3.526165 loss_bbox_aux: 0.872463 loss_giou_aux: 2.169733 loss_class_dn: 0.306133 loss_bbox_dn: 0.148259 loss_giou_dn: 0.302592 loss_class_aux_dn: 1.655744 loss_bbox_aux_dn: 0.868629 loss_giou_aux_dn: 1.747022 loss: 12.846901 eta: 11:38:44 batch_cost: 0.5497 data_cost: 0.0013 ips: 7.2762 images/s [04/01 18:18:18] ppdet.engine INFO: Epoch: [61] [4300/7329] learning_rate: 0.000100 loss_class: 0.563203 loss_bbox: 0.126070 loss_giou: 0.391393 loss_class_aux: 3.419819 loss_bbox_aux: 0.858411 loss_giou_aux: 2.519660 loss_class_dn: 0.330240 loss_bbox_dn: 0.130148 loss_giou_dn: 0.370938 loss_class_aux_dn: 1.801013 loss_bbox_aux_dn: 0.783228 loss_giou_aux_dn: 2.110629 loss: 14.291916 eta: 11:37:49 batch_cost: 0.5575 data_cost: 0.0013 ips: 7.1752 images/s [04/01 18:19:22] ppdet.engine INFO: Epoch: [61] [4400/7329] learning_rate: 0.000100 loss_class: 0.525547 loss_bbox: 0.119630 loss_giou: 0.413153 loss_class_aux: 3.279862 loss_bbox_aux: 0.810640 loss_giou_aux: 2.555815 loss_class_dn: 0.311814 loss_bbox_dn: 0.114654 loss_giou_dn: 0.356796 loss_class_aux_dn: 1.682954 loss_bbox_aux_dn: 0.710209 loss_giou_aux_dn: 2.000984 loss: 12.806587 eta: 11:36:55 batch_cost: 0.5783 data_cost: 0.0015 ips: 6.9165 images/s [04/01 18:20:21] ppdet.engine INFO: Epoch: [61] [4500/7329] learning_rate: 0.000100 loss_class: 0.623042 loss_bbox: 0.130553 loss_giou: 0.408696 loss_class_aux: 3.883710 loss_bbox_aux: 0.844111 loss_giou_aux: 2.645632 loss_class_dn: 0.360077 loss_bbox_dn: 0.130045 loss_giou_dn: 0.377933 loss_class_aux_dn: 1.923381 loss_bbox_aux_dn: 0.833903 loss_giou_aux_dn: 2.123722 loss: 15.338056 eta: 11:36:00 batch_cost: 0.5370 data_cost: 0.0013 ips: 7.4491 images/s [04/01 18:21:27] ppdet.engine INFO: Epoch: [61] [4600/7329] learning_rate: 0.000100 loss_class: 0.615156 loss_bbox: 0.135153 loss_giou: 0.390857 loss_class_aux: 3.879607 loss_bbox_aux: 0.916877 loss_giou_aux: 2.550691 loss_class_dn: 0.339394 loss_bbox_dn: 0.140975 loss_giou_dn: 0.351097 loss_class_aux_dn: 1.808430 loss_bbox_aux_dn: 0.870104 loss_giou_aux_dn: 2.026491 loss: 14.484306 eta: 11:35:06 batch_cost: 0.5914 data_cost: 0.0018 ips: 6.7637 images/s [04/01 18:22:26] ppdet.engine INFO: Epoch: [61] [4700/7329] learning_rate: 0.000100 loss_class: 0.528249 loss_bbox: 0.116844 loss_giou: 0.331290 loss_class_aux: 3.351638 loss_bbox_aux: 0.789268 loss_giou_aux: 2.141423 loss_class_dn: 0.288276 loss_bbox_dn: 0.127997 loss_giou_dn: 0.312722 loss_class_aux_dn: 1.570059 loss_bbox_aux_dn: 0.798646 loss_giou_aux_dn: 1.724941 loss: 12.385717 eta: 11:34:10 batch_cost: 0.5335 data_cost: 0.0012 ips: 7.4977 images/s [04/01 18:23:25] ppdet.engine INFO: Epoch: [61] [4800/7329] learning_rate: 0.000100 loss_class: 0.621113 loss_bbox: 0.140472 loss_giou: 0.389513 loss_class_aux: 3.885411 loss_bbox_aux: 0.955062 loss_giou_aux: 2.522200 loss_class_dn: 0.350390 loss_bbox_dn: 0.149372 loss_giou_dn: 0.386139 loss_class_aux_dn: 1.856622 loss_bbox_aux_dn: 0.863181 loss_giou_aux_dn: 2.143067 loss: 14.670149 eta: 11:33:15 batch_cost: 0.5357 data_cost: 0.0012 ips: 7.4665 images/s [04/01 18:24:24] ppdet.engine INFO: Epoch: [61] [4900/7329] learning_rate: 0.000100 loss_class: 0.526983 loss_bbox: 0.129699 loss_giou: 0.413578 loss_class_aux: 3.439948 loss_bbox_aux: 0.833738 loss_giou_aux: 2.620344 loss_class_dn: 0.308840 loss_bbox_dn: 0.124762 loss_giou_dn: 0.346418 loss_class_aux_dn: 1.667525 loss_bbox_aux_dn: 0.801155 loss_giou_aux_dn: 1.948944 loss: 13.623196 eta: 11:32:20 batch_cost: 0.5294 data_cost: 0.0013 ips: 7.5564 images/s [04/01 18:25:23] ppdet.engine INFO: Epoch: [61] [5000/7329] learning_rate: 0.000100 loss_class: 0.574398 loss_bbox: 0.133813 loss_giou: 0.416238 loss_class_aux: 3.658550 loss_bbox_aux: 0.877329 loss_giou_aux: 2.571317 loss_class_dn: 0.320045 loss_bbox_dn: 0.146965 loss_giou_dn: 0.356943 loss_class_aux_dn: 1.765265 loss_bbox_aux_dn: 0.860117 loss_giou_aux_dn: 2.032845 loss: 14.204859 eta: 11:31:25 batch_cost: 0.5297 data_cost: 0.0013 ips: 7.5508 images/s [04/01 18:26:34] ppdet.engine INFO: Epoch: [61] [5100/7329] learning_rate: 0.000100 loss_class: 0.591619 loss_bbox: 0.140705 loss_giou: 0.402154 loss_class_aux: 3.650178 loss_bbox_aux: 0.953518 loss_giou_aux: 2.509011 loss_class_dn: 0.339750 loss_bbox_dn: 0.139035 loss_giou_dn: 0.366802 loss_class_aux_dn: 1.792802 loss_bbox_aux_dn: 0.834618 loss_giou_aux_dn: 2.092750 loss: 14.424602 eta: 11:30:32 batch_cost: 0.6424 data_cost: 0.0014 ips: 6.2263 images/s [04/01 18:27:35] ppdet.engine INFO: Epoch: [61] [5200/7329] learning_rate: 0.000100 loss_class: 0.553797 loss_bbox: 0.131347 loss_giou: 0.343958 loss_class_aux: 3.481188 loss_bbox_aux: 0.864689 loss_giou_aux: 2.293168 loss_class_dn: 0.313922 loss_bbox_dn: 0.139378 loss_giou_dn: 0.349962 loss_class_aux_dn: 1.699468 loss_bbox_aux_dn: 0.824994 loss_giou_aux_dn: 1.922449 loss: 13.840321 eta: 11:29:37 batch_cost: 0.5542 data_cost: 0.0013 ips: 7.2170 images/s [04/01 18:28:31] ppdet.engine INFO: Epoch: [61] [5300/7329] learning_rate: 0.000100 loss_class: 0.550300 loss_bbox: 0.129529 loss_giou: 0.352551 loss_class_aux: 3.578982 loss_bbox_aux: 0.840247 loss_giou_aux: 2.311284 loss_class_dn: 0.331386 loss_bbox_dn: 0.129911 loss_giou_dn: 0.341124 loss_class_aux_dn: 1.807860 loss_bbox_aux_dn: 0.815756 loss_giou_aux_dn: 1.981014 loss: 13.886992 eta: 11:28:41 batch_cost: 0.5102 data_cost: 0.0012 ips: 7.8395 images/s [04/01 18:29:36] ppdet.engine INFO: Epoch: [61] [5400/7329] learning_rate: 0.000100 loss_class: 0.552847 loss_bbox: 0.120595 loss_giou: 0.401699 loss_class_aux: 3.609385 loss_bbox_aux: 0.804546 loss_giou_aux: 2.504439 loss_class_dn: 0.325357 loss_bbox_dn: 0.131060 loss_giou_dn: 0.368909 loss_class_aux_dn: 1.707858 loss_bbox_aux_dn: 0.789551 loss_giou_aux_dn: 2.107495 loss: 13.923746 eta: 11:27:47 batch_cost: 0.5831 data_cost: 0.0013 ips: 6.8594 images/s [04/01 18:30:35] ppdet.engine INFO: Epoch: [61] [5500/7329] learning_rate: 0.000100 loss_class: 0.552021 loss_bbox: 0.129128 loss_giou: 0.334668 loss_class_aux: 3.502634 loss_bbox_aux: 0.859568 loss_giou_aux: 2.125217 loss_class_dn: 0.306966 loss_bbox_dn: 0.132765 loss_giou_dn: 0.305666 loss_class_aux_dn: 1.662989 loss_bbox_aux_dn: 0.796352 loss_giou_aux_dn: 1.768988 loss: 13.064836 eta: 11:26:52 batch_cost: 0.5374 data_cost: 0.0012 ips: 7.4431 images/s [04/01 18:31:33] ppdet.engine INFO: Epoch: [61] [5600/7329] learning_rate: 0.000100 loss_class: 0.617279 loss_bbox: 0.145851 loss_giou: 0.393656 loss_class_aux: 3.786290 loss_bbox_aux: 0.965847 loss_giou_aux: 2.538780 loss_class_dn: 0.349229 loss_bbox_dn: 0.153816 loss_giou_dn: 0.376128 loss_class_aux_dn: 1.885816 loss_bbox_aux_dn: 0.893152 loss_giou_aux_dn: 2.116741 loss: 14.817753 eta: 11:25:57 batch_cost: 0.5203 data_cost: 0.0012 ips: 7.6872 images/s [04/01 18:32:35] ppdet.engine INFO: Epoch: [61] [5700/7329] learning_rate: 0.000100 loss_class: 0.492117 loss_bbox: 0.125038 loss_giou: 0.369240 loss_class_aux: 3.149587 loss_bbox_aux: 0.860438 loss_giou_aux: 2.388134 loss_class_dn: 0.296078 loss_bbox_dn: 0.131266 loss_giou_dn: 0.316411 loss_class_aux_dn: 1.605853 loss_bbox_aux_dn: 0.801178 loss_giou_aux_dn: 1.752529 loss: 12.578617 eta: 11:25:02 batch_cost: 0.5733 data_cost: 0.0012 ips: 6.9771 images/s [04/01 18:33:38] ppdet.engine INFO: Epoch: [61] [5800/7329] learning_rate: 0.000100 loss_class: 0.532987 loss_bbox: 0.120987 loss_giou: 0.369706 loss_class_aux: 3.399941 loss_bbox_aux: 0.793297 loss_giou_aux: 2.401760 loss_class_dn: 0.307188 loss_bbox_dn: 0.125188 loss_giou_dn: 0.346271 loss_class_aux_dn: 1.675595 loss_bbox_aux_dn: 0.779486 loss_giou_aux_dn: 1.887171 loss: 12.625082 eta: 11:24:08 batch_cost: 0.5634 data_cost: 0.0013 ips: 7.1001 images/s [04/01 18:34:36] ppdet.engine INFO: Epoch: [61] [5900/7329] learning_rate: 0.000100 loss_class: 0.564671 loss_bbox: 0.115276 loss_giou: 0.381898 loss_class_aux: 3.600257 loss_bbox_aux: 0.773760 loss_giou_aux: 2.429575 loss_class_dn: 0.325707 loss_bbox_dn: 0.121902 loss_giou_dn: 0.351829 loss_class_aux_dn: 1.795986 loss_bbox_aux_dn: 0.730075 loss_giou_aux_dn: 1.979892 loss: 13.429902 eta: 11:23:12 batch_cost: 0.5208 data_cost: 0.0012 ips: 7.6798 images/s [04/01 18:35:33] ppdet.engine INFO: Epoch: [61] [6000/7329] learning_rate: 0.000100 loss_class: 0.582472 loss_bbox: 0.128327 loss_giou: 0.406798 loss_class_aux: 3.659483 loss_bbox_aux: 0.860903 loss_giou_aux: 2.510206 loss_class_dn: 0.322201 loss_bbox_dn: 0.132653 loss_giou_dn: 0.363290 loss_class_aux_dn: 1.756910 loss_bbox_aux_dn: 0.781287 loss_giou_aux_dn: 2.004729 loss: 13.848125 eta: 11:22:17 batch_cost: 0.5101 data_cost: 0.0013 ips: 7.8414 images/s [04/01 18:36:30] ppdet.engine INFO: Epoch: [61] [6100/7329] learning_rate: 0.000100 loss_class: 0.617975 loss_bbox: 0.112992 loss_giou: 0.423775 loss_class_aux: 3.812873 loss_bbox_aux: 0.781343 loss_giou_aux: 2.681659 loss_class_dn: 0.319922 loss_bbox_dn: 0.127158 loss_giou_dn: 0.380612 loss_class_aux_dn: 1.718226 loss_bbox_aux_dn: 0.764156 loss_giou_aux_dn: 2.120329 loss: 13.240152 eta: 11:21:22 batch_cost: 0.5218 data_cost: 0.0013 ips: 7.6650 images/s [04/01 18:37:30] ppdet.engine INFO: Epoch: [61] [6200/7329] learning_rate: 0.000100 loss_class: 0.512156 loss_bbox: 0.132819 loss_giou: 0.350018 loss_class_aux: 3.241116 loss_bbox_aux: 0.865124 loss_giou_aux: 2.164021 loss_class_dn: 0.284109 loss_bbox_dn: 0.140116 loss_giou_dn: 0.296773 loss_class_aux_dn: 1.511096 loss_bbox_aux_dn: 0.804702 loss_giou_aux_dn: 1.689529 loss: 12.540749 eta: 11:20:27 batch_cost: 0.5444 data_cost: 0.0013 ips: 7.3471 images/s [04/01 18:38:28] ppdet.engine INFO: Epoch: [61] [6300/7329] learning_rate: 0.000100 loss_class: 0.540250 loss_bbox: 0.116781 loss_giou: 0.354916 loss_class_aux: 3.471916 loss_bbox_aux: 0.819234 loss_giou_aux: 2.211255 loss_class_dn: 0.299012 loss_bbox_dn: 0.121818 loss_giou_dn: 0.319862 loss_class_aux_dn: 1.606353 loss_bbox_aux_dn: 0.726101 loss_giou_aux_dn: 1.774159 loss: 12.933893 eta: 11:19:31 batch_cost: 0.5279 data_cost: 0.0012 ips: 7.5774 images/s [04/01 18:39:30] ppdet.engine INFO: Epoch: [61] [6400/7329] learning_rate: 0.000100 loss_class: 0.548997 loss_bbox: 0.132373 loss_giou: 0.351988 loss_class_aux: 3.402791 loss_bbox_aux: 0.886324 loss_giou_aux: 2.287794 loss_class_dn: 0.303601 loss_bbox_dn: 0.136260 loss_giou_dn: 0.317874 loss_class_aux_dn: 1.633193 loss_bbox_aux_dn: 0.811108 loss_giou_aux_dn: 1.802309 loss: 13.091129 eta: 11:18:37 batch_cost: 0.5584 data_cost: 0.0012 ips: 7.1631 images/s [04/01 18:40:26] ppdet.engine INFO: Epoch: [61] [6500/7329] learning_rate: 0.000100 loss_class: 0.565308 loss_bbox: 0.125632 loss_giou: 0.339474 loss_class_aux: 3.481731 loss_bbox_aux: 0.863812 loss_giou_aux: 2.099739 loss_class_dn: 0.308505 loss_bbox_dn: 0.131580 loss_giou_dn: 0.308377 loss_class_aux_dn: 1.691240 loss_bbox_aux_dn: 0.787525 loss_giou_aux_dn: 1.785635 loss: 12.650221 eta: 11:17:41 batch_cost: 0.5078 data_cost: 0.0012 ips: 7.8766 images/s [04/01 18:41:26] ppdet.engine INFO: Epoch: [61] [6600/7329] learning_rate: 0.000100 loss_class: 0.551061 loss_bbox: 0.131711 loss_giou: 0.355968 loss_class_aux: 3.633867 loss_bbox_aux: 0.833152 loss_giou_aux: 2.242721 loss_class_dn: 0.330038 loss_bbox_dn: 0.131827 loss_giou_dn: 0.326322 loss_class_aux_dn: 1.775447 loss_bbox_aux_dn: 0.780504 loss_giou_aux_dn: 1.851538 loss: 13.053959 eta: 11:16:46 batch_cost: 0.5445 data_cost: 0.0012 ips: 7.3459 images/s [04/01 18:42:35] ppdet.engine INFO: Epoch: [61] [6700/7329] learning_rate: 0.000100 loss_class: 0.532294 loss_bbox: 0.131941 loss_giou: 0.351068 loss_class_aux: 3.422297 loss_bbox_aux: 0.889705 loss_giou_aux: 2.316828 loss_class_dn: 0.295117 loss_bbox_dn: 0.133858 loss_giou_dn: 0.343371 loss_class_aux_dn: 1.573754 loss_bbox_aux_dn: 0.760727 loss_giou_aux_dn: 1.895104 loss: 13.212496 eta: 11:15:53 batch_cost: 0.6150 data_cost: 0.0017 ips: 6.5037 images/s [04/01 18:43:32] ppdet.engine INFO: Epoch: [61] [6800/7329] learning_rate: 0.000100 loss_class: 0.566621 loss_bbox: 0.137277 loss_giou: 0.376464 loss_class_aux: 3.589783 loss_bbox_aux: 0.840609 loss_giou_aux: 2.469656 loss_class_dn: 0.327948 loss_bbox_dn: 0.121219 loss_giou_dn: 0.349327 loss_class_aux_dn: 1.748401 loss_bbox_aux_dn: 0.722187 loss_giou_aux_dn: 1.977781 loss: 13.843605 eta: 11:14:57 batch_cost: 0.5183 data_cost: 0.0013 ips: 7.7177 images/s [04/01 18:44:39] ppdet.engine INFO: Epoch: [61] [6900/7329] learning_rate: 0.000100 loss_class: 0.563340 loss_bbox: 0.131435 loss_giou: 0.343305 loss_class_aux: 3.525725 loss_bbox_aux: 0.903939 loss_giou_aux: 2.148512 loss_class_dn: 0.329322 loss_bbox_dn: 0.133232 loss_giou_dn: 0.330132 loss_class_aux_dn: 1.757176 loss_bbox_aux_dn: 0.814292 loss_giou_aux_dn: 1.837756 loss: 13.587921 eta: 11:14:03 batch_cost: 0.6100 data_cost: 0.0013 ips: 6.5572 images/s [04/01 18:45:38] ppdet.engine INFO: Epoch: [61] [7000/7329] learning_rate: 0.000100 loss_class: 0.603173 loss_bbox: 0.124626 loss_giou: 0.388495 loss_class_aux: 3.799575 loss_bbox_aux: 0.815104 loss_giou_aux: 2.412695 loss_class_dn: 0.343922 loss_bbox_dn: 0.121116 loss_giou_dn: 0.354714 loss_class_aux_dn: 1.791947 loss_bbox_aux_dn: 0.742262 loss_giou_aux_dn: 1.975806 loss: 13.945324 eta: 11:13:08 batch_cost: 0.5382 data_cost: 0.0013 ips: 7.4318 images/s [04/01 18:46:36] ppdet.engine INFO: Epoch: [61] [7100/7329] learning_rate: 0.000100 loss_class: 0.583569 loss_bbox: 0.140750 loss_giou: 0.400098 loss_class_aux: 3.765633 loss_bbox_aux: 0.933281 loss_giou_aux: 2.530532 loss_class_dn: 0.343341 loss_bbox_dn: 0.143897 loss_giou_dn: 0.361672 loss_class_aux_dn: 1.813135 loss_bbox_aux_dn: 0.822013 loss_giou_aux_dn: 2.078901 loss: 14.707777 eta: 11:12:13 batch_cost: 0.5258 data_cost: 0.0013 ips: 7.6080 images/s [04/01 18:47:39] ppdet.engine INFO: Epoch: [61] [7200/7329] learning_rate: 0.000100 loss_class: 0.600162 loss_bbox: 0.141924 loss_giou: 0.393791 loss_class_aux: 3.763212 loss_bbox_aux: 0.913791 loss_giou_aux: 2.478146 loss_class_dn: 0.350714 loss_bbox_dn: 0.145361 loss_giou_dn: 0.375891 loss_class_aux_dn: 1.916824 loss_bbox_aux_dn: 0.863882 loss_giou_aux_dn: 2.122224 loss: 14.366906 eta: 11:11:18 batch_cost: 0.5652 data_cost: 0.0017 ips: 7.0773 images/s [04/01 18:48:38] ppdet.engine INFO: Epoch: [61] [7300/7329] learning_rate: 0.000100 loss_class: 0.593748 loss_bbox: 0.132862 loss_giou: 0.422487 loss_class_aux: 3.780863 loss_bbox_aux: 0.854265 loss_giou_aux: 2.756191 loss_class_dn: 0.370703 loss_bbox_dn: 0.136510 loss_giou_dn: 0.397175 loss_class_aux_dn: 1.975206 loss_bbox_aux_dn: 0.814203 loss_giou_aux_dn: 2.233138 loss: 14.907106 eta: 11:10:23 batch_cost: 0.5325 data_cost: 0.0012 ips: 7.5123 images/s [04/01 18:48:59] ppdet.engine INFO: Eval iter: 0 [04/01 18:49:27] ppdet.engine INFO: Eval iter: 100 [04/01 18:49:53] ppdet.engine INFO: Eval iter: 200 [04/01 18:50:20] ppdet.engine INFO: Eval iter: 300 [04/01 18:50:47] ppdet.engine INFO: Eval iter: 400 [04/01 18:51:15] ppdet.engine INFO: Eval iter: 500 [04/01 18:51:43] ppdet.engine INFO: Eval iter: 600 [04/01 18:52:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/01 18:52:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=20.26s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.05s). Accumulating evaluation results... DONE (t=28.28s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 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 ] = 0.699 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 ] = 0.655 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 ] = 0.543 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 ] = 0.880 [04/01 18:54:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.157791546830676 [04/01 18:54:57] ppdet.engine INFO: Best test bbox ap is 0.530. [04/01 18:54:58] ppdet.engine INFO: Epoch: [62] [ 0/7329] learning_rate: 0.000100 loss_class: 0.575159 loss_bbox: 0.133068 loss_giou: 0.417632 loss_class_aux: 3.680557 loss_bbox_aux: 0.867019 loss_giou_aux: 2.682912 loss_class_dn: 0.353768 loss_bbox_dn: 0.145908 loss_giou_dn: 0.399030 loss_class_aux_dn: 1.918706 loss_bbox_aux_dn: 0.850659 loss_giou_aux_dn: 2.233138 loss: 14.853407 eta: 11:10:07 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7307 images/s [04/01 18:56:00] ppdet.engine INFO: Epoch: [62] [ 100/7329] learning_rate: 0.000100 loss_class: 0.572796 loss_bbox: 0.116487 loss_giou: 0.385005 loss_class_aux: 3.771505 loss_bbox_aux: 0.794198 loss_giou_aux: 2.441208 loss_class_dn: 0.316360 loss_bbox_dn: 0.134932 loss_giou_dn: 0.343925 loss_class_aux_dn: 1.727704 loss_bbox_aux_dn: 0.831785 loss_giou_aux_dn: 1.949081 loss: 12.997149 eta: 11:09:12 batch_cost: 0.5526 data_cost: 0.0017 ips: 7.2380 images/s [04/01 18:57:03] ppdet.engine INFO: Epoch: [62] [ 200/7329] learning_rate: 0.000100 loss_class: 0.493740 loss_bbox: 0.138046 loss_giou: 0.321260 loss_class_aux: 3.348174 loss_bbox_aux: 0.863833 loss_giou_aux: 2.104603 loss_class_dn: 0.293948 loss_bbox_dn: 0.136609 loss_giou_dn: 0.295796 loss_class_aux_dn: 1.585794 loss_bbox_aux_dn: 0.827753 loss_giou_aux_dn: 1.661370 loss: 11.789196 eta: 11:08:18 batch_cost: 0.5765 data_cost: 0.0014 ips: 6.9390 images/s [04/01 18:58:09] ppdet.engine INFO: Epoch: [62] [ 300/7329] learning_rate: 0.000100 loss_class: 0.626933 loss_bbox: 0.137055 loss_giou: 0.420221 loss_class_aux: 3.885013 loss_bbox_aux: 0.897730 loss_giou_aux: 2.718682 loss_class_dn: 0.359504 loss_bbox_dn: 0.135337 loss_giou_dn: 0.382000 loss_class_aux_dn: 1.967515 loss_bbox_aux_dn: 0.773641 loss_giou_aux_dn: 2.165669 loss: 14.744381 eta: 11:07:24 batch_cost: 0.6040 data_cost: 0.0012 ips: 6.6221 images/s [04/01 18:59:12] ppdet.engine INFO: Epoch: [62] [ 400/7329] learning_rate: 0.000100 loss_class: 0.557669 loss_bbox: 0.126364 loss_giou: 0.390173 loss_class_aux: 3.365262 loss_bbox_aux: 0.812354 loss_giou_aux: 2.356465 loss_class_dn: 0.302441 loss_bbox_dn: 0.123585 loss_giou_dn: 0.349726 loss_class_aux_dn: 1.637462 loss_bbox_aux_dn: 0.720882 loss_giou_aux_dn: 1.958558 loss: 13.341999 eta: 11:06:30 batch_cost: 0.5739 data_cost: 0.0013 ips: 6.9695 images/s [04/01 19:00:12] ppdet.engine INFO: Epoch: [62] [ 500/7329] learning_rate: 0.000100 loss_class: 0.576385 loss_bbox: 0.125087 loss_giou: 0.326894 loss_class_aux: 3.744987 loss_bbox_aux: 0.817567 loss_giou_aux: 2.031002 loss_class_dn: 0.317110 loss_bbox_dn: 0.126432 loss_giou_dn: 0.313247 loss_class_aux_dn: 1.706982 loss_bbox_aux_dn: 0.771568 loss_giou_aux_dn: 1.726015 loss: 12.491728 eta: 11:05:35 batch_cost: 0.5364 data_cost: 0.0013 ips: 7.4568 images/s [04/01 19:01:09] ppdet.engine INFO: Epoch: [62] [ 600/7329] learning_rate: 0.000100 loss_class: 0.562026 loss_bbox: 0.116181 loss_giou: 0.338273 loss_class_aux: 3.496451 loss_bbox_aux: 0.788608 loss_giou_aux: 2.174400 loss_class_dn: 0.310972 loss_bbox_dn: 0.133605 loss_giou_dn: 0.326889 loss_class_aux_dn: 1.683055 loss_bbox_aux_dn: 0.798304 loss_giou_aux_dn: 1.811631 loss: 12.801970 eta: 11:04:39 batch_cost: 0.5199 data_cost: 0.0014 ips: 7.6932 images/s [04/01 19:02:09] ppdet.engine INFO: Epoch: [62] [ 700/7329] learning_rate: 0.000100 loss_class: 0.566017 loss_bbox: 0.141441 loss_giou: 0.369555 loss_class_aux: 3.638350 loss_bbox_aux: 0.884506 loss_giou_aux: 2.349494 loss_class_dn: 0.320441 loss_bbox_dn: 0.122764 loss_giou_dn: 0.326191 loss_class_aux_dn: 1.716998 loss_bbox_aux_dn: 0.791827 loss_giou_aux_dn: 1.824132 loss: 12.947257 eta: 11:03:44 batch_cost: 0.5392 data_cost: 0.0014 ips: 7.4187 images/s [04/01 19:03:12] ppdet.engine INFO: Epoch: [62] [ 800/7329] learning_rate: 0.000100 loss_class: 0.574133 loss_bbox: 0.148543 loss_giou: 0.385381 loss_class_aux: 3.678752 loss_bbox_aux: 1.034905 loss_giou_aux: 2.487900 loss_class_dn: 0.315575 loss_bbox_dn: 0.150169 loss_giou_dn: 0.327997 loss_class_aux_dn: 1.746041 loss_bbox_aux_dn: 0.902237 loss_giou_aux_dn: 1.830544 loss: 13.767508 eta: 11:02:50 batch_cost: 0.5652 data_cost: 0.0015 ips: 7.0768 images/s [04/01 19:04:14] ppdet.engine INFO: Epoch: [62] [ 900/7329] learning_rate: 0.000100 loss_class: 0.568313 loss_bbox: 0.140789 loss_giou: 0.369931 loss_class_aux: 3.671851 loss_bbox_aux: 0.944936 loss_giou_aux: 2.397337 loss_class_dn: 0.311328 loss_bbox_dn: 0.146005 loss_giou_dn: 0.321152 loss_class_aux_dn: 1.656835 loss_bbox_aux_dn: 0.857296 loss_giou_aux_dn: 1.789282 loss: 13.499533 eta: 11:01:55 batch_cost: 0.5685 data_cost: 0.0013 ips: 7.0356 images/s [04/01 19:05:15] ppdet.engine INFO: Epoch: [62] [1000/7329] learning_rate: 0.000100 loss_class: 0.559126 loss_bbox: 0.109543 loss_giou: 0.360645 loss_class_aux: 3.449256 loss_bbox_aux: 0.772572 loss_giou_aux: 2.241078 loss_class_dn: 0.322160 loss_bbox_dn: 0.118759 loss_giou_dn: 0.348460 loss_class_aux_dn: 1.755375 loss_bbox_aux_dn: 0.701081 loss_giou_aux_dn: 1.943470 loss: 13.244076 eta: 11:01:00 batch_cost: 0.5429 data_cost: 0.0014 ips: 7.3673 images/s [04/01 19:06:11] ppdet.engine INFO: Epoch: [62] [1100/7329] learning_rate: 0.000100 loss_class: 0.515850 loss_bbox: 0.134143 loss_giou: 0.323966 loss_class_aux: 3.355126 loss_bbox_aux: 0.883796 loss_giou_aux: 2.152983 loss_class_dn: 0.299744 loss_bbox_dn: 0.125589 loss_giou_dn: 0.346381 loss_class_aux_dn: 1.620394 loss_bbox_aux_dn: 0.776847 loss_giou_aux_dn: 1.943314 loss: 12.705933 eta: 11:00:05 batch_cost: 0.5092 data_cost: 0.0013 ips: 7.8555 images/s [04/01 19:07:08] ppdet.engine INFO: Epoch: [62] [1200/7329] learning_rate: 0.000100 loss_class: 0.533623 loss_bbox: 0.112121 loss_giou: 0.348572 loss_class_aux: 3.409793 loss_bbox_aux: 0.733490 loss_giou_aux: 2.160679 loss_class_dn: 0.313262 loss_bbox_dn: 0.120815 loss_giou_dn: 0.320424 loss_class_aux_dn: 1.673253 loss_bbox_aux_dn: 0.738966 loss_giou_aux_dn: 1.736179 loss: 12.560362 eta: 10:59:09 batch_cost: 0.5140 data_cost: 0.0013 ips: 7.7821 images/s [04/01 19:08:12] ppdet.engine INFO: Epoch: [62] [1300/7329] learning_rate: 0.000100 loss_class: 0.607728 loss_bbox: 0.131123 loss_giou: 0.382625 loss_class_aux: 3.785565 loss_bbox_aux: 0.857173 loss_giou_aux: 2.403589 loss_class_dn: 0.318428 loss_bbox_dn: 0.129711 loss_giou_dn: 0.348620 loss_class_aux_dn: 1.760151 loss_bbox_aux_dn: 0.784911 loss_giou_aux_dn: 2.029330 loss: 13.630259 eta: 10:58:15 batch_cost: 0.5710 data_cost: 0.0015 ips: 7.0055 images/s [04/01 19:09:17] ppdet.engine INFO: Epoch: [62] [1400/7329] learning_rate: 0.000100 loss_class: 0.584116 loss_bbox: 0.127802 loss_giou: 0.339741 loss_class_aux: 3.654794 loss_bbox_aux: 0.799040 loss_giou_aux: 2.278807 loss_class_dn: 0.315896 loss_bbox_dn: 0.127960 loss_giou_dn: 0.307783 loss_class_aux_dn: 1.679317 loss_bbox_aux_dn: 0.794146 loss_giou_aux_dn: 1.769176 loss: 13.627431 eta: 10:57:21 batch_cost: 0.5898 data_cost: 0.0013 ips: 6.7816 images/s [04/01 19:10:19] ppdet.engine INFO: Epoch: [62] [1500/7329] learning_rate: 0.000100 loss_class: 0.579172 loss_bbox: 0.139647 loss_giou: 0.376906 loss_class_aux: 3.537480 loss_bbox_aux: 0.894408 loss_giou_aux: 2.356835 loss_class_dn: 0.331481 loss_bbox_dn: 0.143674 loss_giou_dn: 0.338450 loss_class_aux_dn: 1.784741 loss_bbox_aux_dn: 0.842670 loss_giou_aux_dn: 1.936369 loss: 13.714054 eta: 10:56:26 batch_cost: 0.5692 data_cost: 0.0013 ips: 7.0272 images/s [04/01 19:11:20] ppdet.engine INFO: Epoch: [62] [1600/7329] learning_rate: 0.000100 loss_class: 0.589645 loss_bbox: 0.137636 loss_giou: 0.440112 loss_class_aux: 3.773265 loss_bbox_aux: 0.897529 loss_giou_aux: 2.725646 loss_class_dn: 0.361740 loss_bbox_dn: 0.141947 loss_giou_dn: 0.414657 loss_class_aux_dn: 1.895721 loss_bbox_aux_dn: 0.852712 loss_giou_aux_dn: 2.280488 loss: 15.474341 eta: 10:55:31 batch_cost: 0.5511 data_cost: 0.0011 ips: 7.2580 images/s [04/01 19:12:22] ppdet.engine INFO: Epoch: [62] [1700/7329] learning_rate: 0.000100 loss_class: 0.564533 loss_bbox: 0.135273 loss_giou: 0.350537 loss_class_aux: 3.768810 loss_bbox_aux: 0.866826 loss_giou_aux: 2.290505 loss_class_dn: 0.329631 loss_bbox_dn: 0.132506 loss_giou_dn: 0.334253 loss_class_aux_dn: 1.772770 loss_bbox_aux_dn: 0.777533 loss_giou_aux_dn: 1.824075 loss: 13.502941 eta: 10:54:36 batch_cost: 0.5567 data_cost: 0.0015 ips: 7.1849 images/s [04/01 19:13:30] ppdet.engine INFO: Epoch: [62] [1800/7329] learning_rate: 0.000100 loss_class: 0.629150 loss_bbox: 0.135599 loss_giou: 0.425443 loss_class_aux: 4.102984 loss_bbox_aux: 0.919899 loss_giou_aux: 2.667082 loss_class_dn: 0.374825 loss_bbox_dn: 0.147914 loss_giou_dn: 0.386270 loss_class_aux_dn: 1.976652 loss_bbox_aux_dn: 0.861862 loss_giou_aux_dn: 2.211771 loss: 15.246426 eta: 10:53:43 batch_cost: 0.6294 data_cost: 0.0013 ips: 6.3552 images/s [04/01 19:14:27] ppdet.engine INFO: Epoch: [62] [1900/7329] learning_rate: 0.000100 loss_class: 0.562332 loss_bbox: 0.136382 loss_giou: 0.365075 loss_class_aux: 3.653534 loss_bbox_aux: 0.872887 loss_giou_aux: 2.323815 loss_class_dn: 0.317242 loss_bbox_dn: 0.142214 loss_giou_dn: 0.323148 loss_class_aux_dn: 1.745110 loss_bbox_aux_dn: 0.893087 loss_giou_aux_dn: 1.845196 loss: 13.539446 eta: 10:52:47 batch_cost: 0.5114 data_cost: 0.0013 ips: 7.8213 images/s [04/01 19:15:25] ppdet.engine INFO: Epoch: [62] [2000/7329] learning_rate: 0.000100 loss_class: 0.583313 loss_bbox: 0.134223 loss_giou: 0.381814 loss_class_aux: 3.695710 loss_bbox_aux: 0.939400 loss_giou_aux: 2.475245 loss_class_dn: 0.307953 loss_bbox_dn: 0.137309 loss_giou_dn: 0.346377 loss_class_aux_dn: 1.693354 loss_bbox_aux_dn: 0.815976 loss_giou_aux_dn: 1.977960 loss: 13.703775 eta: 10:51:52 batch_cost: 0.5195 data_cost: 0.0013 ips: 7.6995 images/s [04/01 19:16:26] ppdet.engine INFO: Epoch: [62] [2100/7329] learning_rate: 0.000100 loss_class: 0.572491 loss_bbox: 0.134872 loss_giou: 0.362643 loss_class_aux: 3.608301 loss_bbox_aux: 0.901605 loss_giou_aux: 2.269674 loss_class_dn: 0.329916 loss_bbox_dn: 0.141103 loss_giou_dn: 0.328087 loss_class_aux_dn: 1.776267 loss_bbox_aux_dn: 0.842699 loss_giou_aux_dn: 1.885873 loss: 14.121570 eta: 10:50:57 batch_cost: 0.5530 data_cost: 0.0013 ips: 7.2328 images/s [04/01 19:17:24] ppdet.engine INFO: Epoch: [62] [2200/7329] learning_rate: 0.000100 loss_class: 0.534775 loss_bbox: 0.137403 loss_giou: 0.317368 loss_class_aux: 3.399150 loss_bbox_aux: 0.905825 loss_giou_aux: 2.015271 loss_class_dn: 0.289241 loss_bbox_dn: 0.131215 loss_giou_dn: 0.282143 loss_class_aux_dn: 1.566926 loss_bbox_aux_dn: 0.800386 loss_giou_aux_dn: 1.653261 loss: 12.347294 eta: 10:50:02 batch_cost: 0.5241 data_cost: 0.0012 ips: 7.6315 images/s [04/01 19:18:23] ppdet.engine INFO: Epoch: [62] [2300/7329] learning_rate: 0.000100 loss_class: 0.567192 loss_bbox: 0.131838 loss_giou: 0.368309 loss_class_aux: 3.429977 loss_bbox_aux: 0.872155 loss_giou_aux: 2.300116 loss_class_dn: 0.302403 loss_bbox_dn: 0.128538 loss_giou_dn: 0.346035 loss_class_aux_dn: 1.640678 loss_bbox_aux_dn: 0.765374 loss_giou_aux_dn: 1.906234 loss: 12.947166 eta: 10:49:07 batch_cost: 0.5339 data_cost: 0.0013 ips: 7.4927 images/s [04/01 19:19:22] ppdet.engine INFO: Epoch: [62] [2400/7329] learning_rate: 0.000100 loss_class: 0.564591 loss_bbox: 0.140363 loss_giou: 0.362499 loss_class_aux: 3.663518 loss_bbox_aux: 0.914797 loss_giou_aux: 2.248459 loss_class_dn: 0.311496 loss_bbox_dn: 0.131138 loss_giou_dn: 0.314926 loss_class_aux_dn: 1.683031 loss_bbox_aux_dn: 0.776936 loss_giou_aux_dn: 1.849154 loss: 13.008213 eta: 10:48:12 batch_cost: 0.5391 data_cost: 0.0013 ips: 7.4196 images/s [04/01 19:20:20] ppdet.engine INFO: Epoch: [62] [2500/7329] learning_rate: 0.000100 loss_class: 0.590920 loss_bbox: 0.136379 loss_giou: 0.387123 loss_class_aux: 3.597683 loss_bbox_aux: 0.916391 loss_giou_aux: 2.482969 loss_class_dn: 0.334727 loss_bbox_dn: 0.146155 loss_giou_dn: 0.366127 loss_class_aux_dn: 1.811451 loss_bbox_aux_dn: 0.896436 loss_giou_aux_dn: 2.108350 loss: 14.464977 eta: 10:47:17 batch_cost: 0.5177 data_cost: 0.0013 ips: 7.7272 images/s [04/01 19:21:19] ppdet.engine INFO: Epoch: [62] [2600/7329] learning_rate: 0.000100 loss_class: 0.490510 loss_bbox: 0.125911 loss_giou: 0.348279 loss_class_aux: 3.215345 loss_bbox_aux: 0.832553 loss_giou_aux: 2.221251 loss_class_dn: 0.291606 loss_bbox_dn: 0.121673 loss_giou_dn: 0.302754 loss_class_aux_dn: 1.577265 loss_bbox_aux_dn: 0.749357 loss_giou_aux_dn: 1.697377 loss: 12.395688 eta: 10:46:22 batch_cost: 0.5397 data_cost: 0.0014 ips: 7.4119 images/s [04/01 19:22:21] ppdet.engine INFO: Epoch: [62] [2700/7329] learning_rate: 0.000100 loss_class: 0.579678 loss_bbox: 0.133517 loss_giou: 0.394786 loss_class_aux: 3.720572 loss_bbox_aux: 0.915276 loss_giou_aux: 2.493933 loss_class_dn: 0.329098 loss_bbox_dn: 0.142599 loss_giou_dn: 0.357318 loss_class_aux_dn: 1.788258 loss_bbox_aux_dn: 0.876943 loss_giou_aux_dn: 2.052111 loss: 13.920362 eta: 10:45:27 batch_cost: 0.5610 data_cost: 0.0012 ips: 7.1300 images/s [04/01 19:23:18] ppdet.engine INFO: Epoch: [62] [2800/7329] learning_rate: 0.000100 loss_class: 0.472096 loss_bbox: 0.127871 loss_giou: 0.303948 loss_class_aux: 2.985895 loss_bbox_aux: 0.815307 loss_giou_aux: 1.978062 loss_class_dn: 0.284835 loss_bbox_dn: 0.133775 loss_giou_dn: 0.286910 loss_class_aux_dn: 1.539961 loss_bbox_aux_dn: 0.814419 loss_giou_aux_dn: 1.708299 loss: 11.597656 eta: 10:44:32 batch_cost: 0.5181 data_cost: 0.0012 ips: 7.7205 images/s [04/01 19:24:14] ppdet.engine INFO: Epoch: [62] [2900/7329] learning_rate: 0.000100 loss_class: 0.549026 loss_bbox: 0.123226 loss_giou: 0.291467 loss_class_aux: 3.415065 loss_bbox_aux: 0.849743 loss_giou_aux: 1.873047 loss_class_dn: 0.286187 loss_bbox_dn: 0.128042 loss_giou_dn: 0.283408 loss_class_aux_dn: 1.558717 loss_bbox_aux_dn: 0.780520 loss_giou_aux_dn: 1.619085 loss: 12.305937 eta: 10:43:36 batch_cost: 0.5099 data_cost: 0.0012 ips: 7.8450 images/s [04/01 19:25:11] ppdet.engine INFO: Epoch: [62] [3000/7329] learning_rate: 0.000100 loss_class: 0.566117 loss_bbox: 0.129861 loss_giou: 0.337427 loss_class_aux: 3.446166 loss_bbox_aux: 0.834138 loss_giou_aux: 2.129305 loss_class_dn: 0.309196 loss_bbox_dn: 0.125080 loss_giou_dn: 0.312534 loss_class_aux_dn: 1.662097 loss_bbox_aux_dn: 0.786489 loss_giou_aux_dn: 1.838240 loss: 12.841927 eta: 10:42:41 batch_cost: 0.5111 data_cost: 0.0013 ips: 7.8257 images/s [04/01 19:26:07] ppdet.engine INFO: Epoch: [62] [3100/7329] learning_rate: 0.000100 loss_class: 0.580873 loss_bbox: 0.145590 loss_giou: 0.406271 loss_class_aux: 3.604757 loss_bbox_aux: 0.925819 loss_giou_aux: 2.650427 loss_class_dn: 0.355104 loss_bbox_dn: 0.141475 loss_giou_dn: 0.392261 loss_class_aux_dn: 1.876240 loss_bbox_aux_dn: 0.822787 loss_giou_aux_dn: 2.206844 loss: 14.849873 eta: 10:41:45 batch_cost: 0.5021 data_cost: 0.0012 ips: 7.9673 images/s [04/01 19:27:05] ppdet.engine INFO: Epoch: [62] [3200/7329] learning_rate: 0.000100 loss_class: 0.571100 loss_bbox: 0.129586 loss_giou: 0.366975 loss_class_aux: 3.639609 loss_bbox_aux: 0.859668 loss_giou_aux: 2.374127 loss_class_dn: 0.299112 loss_bbox_dn: 0.126938 loss_giou_dn: 0.328374 loss_class_aux_dn: 1.620966 loss_bbox_aux_dn: 0.804587 loss_giou_aux_dn: 1.880093 loss: 12.757895 eta: 10:40:50 batch_cost: 0.5273 data_cost: 0.0013 ips: 7.5852 images/s [04/01 19:28:08] ppdet.engine INFO: Epoch: [62] [3300/7329] learning_rate: 0.000100 loss_class: 0.572955 loss_bbox: 0.128483 loss_giou: 0.424489 loss_class_aux: 3.714276 loss_bbox_aux: 0.839777 loss_giou_aux: 2.700139 loss_class_dn: 0.334276 loss_bbox_dn: 0.127447 loss_giou_dn: 0.401416 loss_class_aux_dn: 1.793814 loss_bbox_aux_dn: 0.746612 loss_giou_aux_dn: 2.239148 loss: 14.115938 eta: 10:39:56 batch_cost: 0.5801 data_cost: 0.0012 ips: 6.8955 images/s [04/01 19:29:11] ppdet.engine INFO: Epoch: [62] [3400/7329] learning_rate: 0.000100 loss_class: 0.584069 loss_bbox: 0.139719 loss_giou: 0.364184 loss_class_aux: 3.712063 loss_bbox_aux: 0.930143 loss_giou_aux: 2.304832 loss_class_dn: 0.303939 loss_bbox_dn: 0.164777 loss_giou_dn: 0.355051 loss_class_aux_dn: 1.633126 loss_bbox_aux_dn: 1.020749 loss_giou_aux_dn: 1.998333 loss: 13.672905 eta: 10:39:01 batch_cost: 0.5631 data_cost: 0.0014 ips: 7.1032 images/s [04/01 19:30:17] ppdet.engine INFO: Epoch: [62] [3500/7329] learning_rate: 0.000100 loss_class: 0.510122 loss_bbox: 0.118957 loss_giou: 0.320997 loss_class_aux: 3.290961 loss_bbox_aux: 0.840482 loss_giou_aux: 2.059127 loss_class_dn: 0.301446 loss_bbox_dn: 0.130714 loss_giou_dn: 0.301352 loss_class_aux_dn: 1.627433 loss_bbox_aux_dn: 0.796085 loss_giou_aux_dn: 1.685534 loss: 12.324927 eta: 10:38:07 batch_cost: 0.5937 data_cost: 0.0015 ips: 6.7370 images/s [04/01 19:31:19] ppdet.engine INFO: Epoch: [62] [3600/7329] learning_rate: 0.000100 loss_class: 0.586054 loss_bbox: 0.131447 loss_giou: 0.395017 loss_class_aux: 3.542548 loss_bbox_aux: 0.829478 loss_giou_aux: 2.404494 loss_class_dn: 0.317793 loss_bbox_dn: 0.126355 loss_giou_dn: 0.352917 loss_class_aux_dn: 1.733196 loss_bbox_aux_dn: 0.785056 loss_giou_aux_dn: 1.956635 loss: 13.878469 eta: 10:37:12 batch_cost: 0.5618 data_cost: 0.0013 ips: 7.1202 images/s [04/01 19:32:20] ppdet.engine INFO: Epoch: [62] [3700/7329] learning_rate: 0.000100 loss_class: 0.651760 loss_bbox: 0.148159 loss_giou: 0.449356 loss_class_aux: 4.170426 loss_bbox_aux: 0.944471 loss_giou_aux: 2.791896 loss_class_dn: 0.357010 loss_bbox_dn: 0.147623 loss_giou_dn: 0.422732 loss_class_aux_dn: 1.910039 loss_bbox_aux_dn: 0.919474 loss_giou_aux_dn: 2.347638 loss: 15.617794 eta: 10:36:17 batch_cost: 0.5583 data_cost: 0.0029 ips: 7.1648 images/s [04/01 19:33:17] ppdet.engine INFO: Epoch: [62] [3800/7329] learning_rate: 0.000100 loss_class: 0.545133 loss_bbox: 0.132427 loss_giou: 0.320400 loss_class_aux: 3.512511 loss_bbox_aux: 0.885219 loss_giou_aux: 2.084842 loss_class_dn: 0.318589 loss_bbox_dn: 0.121624 loss_giou_dn: 0.308531 loss_class_aux_dn: 1.751889 loss_bbox_aux_dn: 0.722680 loss_giou_aux_dn: 1.793821 loss: 13.252682 eta: 10:35:22 batch_cost: 0.5164 data_cost: 0.0012 ips: 7.7455 images/s [04/01 19:34:16] ppdet.engine INFO: Epoch: [62] [3900/7329] learning_rate: 0.000100 loss_class: 0.517627 loss_bbox: 0.118943 loss_giou: 0.326720 loss_class_aux: 3.302466 loss_bbox_aux: 0.792287 loss_giou_aux: 2.100456 loss_class_dn: 0.302697 loss_bbox_dn: 0.120397 loss_giou_dn: 0.292073 loss_class_aux_dn: 1.714352 loss_bbox_aux_dn: 0.733633 loss_giou_aux_dn: 1.666677 loss: 12.638849 eta: 10:34:27 batch_cost: 0.5328 data_cost: 0.0014 ips: 7.5072 images/s [04/01 19:35:14] ppdet.engine INFO: Epoch: [62] [4000/7329] learning_rate: 0.000100 loss_class: 0.492889 loss_bbox: 0.122079 loss_giou: 0.339102 loss_class_aux: 3.401123 loss_bbox_aux: 0.799997 loss_giou_aux: 2.127554 loss_class_dn: 0.284369 loss_bbox_dn: 0.122720 loss_giou_dn: 0.297526 loss_class_aux_dn: 1.515099 loss_bbox_aux_dn: 0.745417 loss_giou_aux_dn: 1.686671 loss: 12.805962 eta: 10:33:32 batch_cost: 0.5188 data_cost: 0.0012 ips: 7.7105 images/s [04/01 19:36:12] ppdet.engine INFO: Epoch: [62] [4100/7329] learning_rate: 0.000100 loss_class: 0.535290 loss_bbox: 0.120724 loss_giou: 0.369157 loss_class_aux: 3.466998 loss_bbox_aux: 0.864233 loss_giou_aux: 2.375161 loss_class_dn: 0.326377 loss_bbox_dn: 0.117309 loss_giou_dn: 0.355663 loss_class_aux_dn: 1.780336 loss_bbox_aux_dn: 0.730898 loss_giou_aux_dn: 2.029284 loss: 14.057762 eta: 10:32:36 batch_cost: 0.5232 data_cost: 0.0012 ips: 7.6455 images/s [04/01 19:37:13] ppdet.engine INFO: Epoch: [62] [4200/7329] learning_rate: 0.000100 loss_class: 0.484376 loss_bbox: 0.136533 loss_giou: 0.292973 loss_class_aux: 3.116213 loss_bbox_aux: 0.832520 loss_giou_aux: 1.941915 loss_class_dn: 0.309727 loss_bbox_dn: 0.128177 loss_giou_dn: 0.305045 loss_class_aux_dn: 1.617083 loss_bbox_aux_dn: 0.750045 loss_giou_aux_dn: 1.769709 loss: 12.733818 eta: 10:31:42 batch_cost: 0.5592 data_cost: 0.0014 ips: 7.1527 images/s [04/01 19:38:10] ppdet.engine INFO: Epoch: [62] [4300/7329] learning_rate: 0.000100 loss_class: 0.592373 loss_bbox: 0.134157 loss_giou: 0.383054 loss_class_aux: 3.802501 loss_bbox_aux: 0.873591 loss_giou_aux: 2.474567 loss_class_dn: 0.326480 loss_bbox_dn: 0.139868 loss_giou_dn: 0.361496 loss_class_aux_dn: 1.785247 loss_bbox_aux_dn: 0.837342 loss_giou_aux_dn: 2.009225 loss: 14.247655 eta: 10:30:46 batch_cost: 0.5164 data_cost: 0.0012 ips: 7.7458 images/s [04/01 19:39:15] ppdet.engine INFO: Epoch: [62] [4400/7329] learning_rate: 0.000100 loss_class: 0.614872 loss_bbox: 0.150297 loss_giou: 0.395299 loss_class_aux: 3.735901 loss_bbox_aux: 0.996200 loss_giou_aux: 2.651968 loss_class_dn: 0.363295 loss_bbox_dn: 0.149504 loss_giou_dn: 0.416153 loss_class_aux_dn: 1.940851 loss_bbox_aux_dn: 0.914125 loss_giou_aux_dn: 2.335133 loss: 15.304432 eta: 10:29:52 batch_cost: 0.5961 data_cost: 0.0013 ips: 6.7108 images/s [04/01 19:40:14] ppdet.engine INFO: Epoch: [62] [4500/7329] learning_rate: 0.000100 loss_class: 0.509475 loss_bbox: 0.125481 loss_giou: 0.356559 loss_class_aux: 3.293773 loss_bbox_aux: 0.815615 loss_giou_aux: 2.317062 loss_class_dn: 0.302794 loss_bbox_dn: 0.115429 loss_giou_dn: 0.334071 loss_class_aux_dn: 1.606907 loss_bbox_aux_dn: 0.739438 loss_giou_aux_dn: 1.892174 loss: 13.499340 eta: 10:28:57 batch_cost: 0.5243 data_cost: 0.0013 ips: 7.6288 images/s [04/01 19:41:13] ppdet.engine INFO: Epoch: [62] [4600/7329] learning_rate: 0.000100 loss_class: 0.533874 loss_bbox: 0.131706 loss_giou: 0.350261 loss_class_aux: 3.192600 loss_bbox_aux: 0.842366 loss_giou_aux: 2.140600 loss_class_dn: 0.288088 loss_bbox_dn: 0.128407 loss_giou_dn: 0.319577 loss_class_aux_dn: 1.528452 loss_bbox_aux_dn: 0.754094 loss_giou_aux_dn: 1.804251 loss: 12.592114 eta: 10:28:02 batch_cost: 0.5359 data_cost: 0.0013 ips: 7.4647 images/s [04/01 19:42:13] ppdet.engine INFO: Epoch: [62] [4700/7329] learning_rate: 0.000100 loss_class: 0.609223 loss_bbox: 0.139819 loss_giou: 0.390123 loss_class_aux: 3.889703 loss_bbox_aux: 0.917895 loss_giou_aux: 2.439795 loss_class_dn: 0.329152 loss_bbox_dn: 0.143730 loss_giou_dn: 0.325905 loss_class_aux_dn: 1.766649 loss_bbox_aux_dn: 0.887359 loss_giou_aux_dn: 1.888946 loss: 14.524342 eta: 10:27:07 batch_cost: 0.5427 data_cost: 0.0012 ips: 7.3705 images/s [04/01 19:43:11] ppdet.engine INFO: Epoch: [62] [4800/7329] learning_rate: 0.000100 loss_class: 0.570147 loss_bbox: 0.134400 loss_giou: 0.299312 loss_class_aux: 3.637072 loss_bbox_aux: 0.823374 loss_giou_aux: 1.913470 loss_class_dn: 0.312397 loss_bbox_dn: 0.146814 loss_giou_dn: 0.291396 loss_class_aux_dn: 1.675540 loss_bbox_aux_dn: 0.837133 loss_giou_aux_dn: 1.665076 loss: 12.758265 eta: 10:26:12 batch_cost: 0.5247 data_cost: 0.0013 ips: 7.6236 images/s [04/01 19:44:08] ppdet.engine INFO: Epoch: [62] [4900/7329] learning_rate: 0.000100 loss_class: 0.467704 loss_bbox: 0.126704 loss_giou: 0.313161 loss_class_aux: 3.129618 loss_bbox_aux: 0.843943 loss_giou_aux: 1.964208 loss_class_dn: 0.270745 loss_bbox_dn: 0.122702 loss_giou_dn: 0.293332 loss_class_aux_dn: 1.485578 loss_bbox_aux_dn: 0.758952 loss_giou_aux_dn: 1.684757 loss: 11.992813 eta: 10:25:16 batch_cost: 0.5178 data_cost: 0.0012 ips: 7.7247 images/s [04/01 19:45:13] ppdet.engine INFO: Epoch: [62] [5000/7329] learning_rate: 0.000100 loss_class: 0.582606 loss_bbox: 0.135414 loss_giou: 0.385673 loss_class_aux: 3.630957 loss_bbox_aux: 0.920435 loss_giou_aux: 2.455122 loss_class_dn: 0.334543 loss_bbox_dn: 0.146704 loss_giou_dn: 0.367613 loss_class_aux_dn: 1.814411 loss_bbox_aux_dn: 0.899058 loss_giou_aux_dn: 2.055524 loss: 13.766905 eta: 10:24:22 batch_cost: 0.5732 data_cost: 0.0019 ips: 6.9790 images/s [04/01 19:46:18] ppdet.engine INFO: Epoch: [62] [5100/7329] learning_rate: 0.000100 loss_class: 0.559543 loss_bbox: 0.125345 loss_giou: 0.383943 loss_class_aux: 3.545467 loss_bbox_aux: 0.824191 loss_giou_aux: 2.503213 loss_class_dn: 0.331290 loss_bbox_dn: 0.121706 loss_giou_dn: 0.346357 loss_class_aux_dn: 1.771383 loss_bbox_aux_dn: 0.728701 loss_giou_aux_dn: 1.972542 loss: 13.355003 eta: 10:23:28 batch_cost: 0.5913 data_cost: 0.0014 ips: 6.7651 images/s [04/01 19:47:17] ppdet.engine INFO: Epoch: [62] [5200/7329] learning_rate: 0.000100 loss_class: 0.605386 loss_bbox: 0.139100 loss_giou: 0.390906 loss_class_aux: 3.898782 loss_bbox_aux: 0.892397 loss_giou_aux: 2.512616 loss_class_dn: 0.356902 loss_bbox_dn: 0.133839 loss_giou_dn: 0.383079 loss_class_aux_dn: 1.933804 loss_bbox_aux_dn: 0.838235 loss_giou_aux_dn: 2.175757 loss: 14.982647 eta: 10:22:33 batch_cost: 0.5371 data_cost: 0.0013 ips: 7.4471 images/s [04/01 19:48:17] ppdet.engine INFO: Epoch: [62] [5300/7329] learning_rate: 0.000100 loss_class: 0.565196 loss_bbox: 0.128221 loss_giou: 0.359510 loss_class_aux: 3.555238 loss_bbox_aux: 0.838340 loss_giou_aux: 2.212934 loss_class_dn: 0.347024 loss_bbox_dn: 0.136930 loss_giou_dn: 0.341294 loss_class_aux_dn: 1.824662 loss_bbox_aux_dn: 0.843879 loss_giou_aux_dn: 1.972592 loss: 14.055134 eta: 10:21:38 batch_cost: 0.5406 data_cost: 0.0012 ips: 7.3995 images/s [04/01 19:49:14] ppdet.engine INFO: Epoch: [62] [5400/7329] learning_rate: 0.000100 loss_class: 0.665027 loss_bbox: 0.140504 loss_giou: 0.402130 loss_class_aux: 4.184316 loss_bbox_aux: 0.925758 loss_giou_aux: 2.632923 loss_class_dn: 0.381554 loss_bbox_dn: 0.133208 loss_giou_dn: 0.387332 loss_class_aux_dn: 2.095093 loss_bbox_aux_dn: 0.812041 loss_giou_aux_dn: 2.196486 loss: 15.579151 eta: 10:20:42 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7927 images/s [04/01 19:50:13] ppdet.engine INFO: Epoch: [62] [5500/7329] learning_rate: 0.000100 loss_class: 0.568497 loss_bbox: 0.136736 loss_giou: 0.367298 loss_class_aux: 3.643390 loss_bbox_aux: 0.931036 loss_giou_aux: 2.327368 loss_class_dn: 0.324550 loss_bbox_dn: 0.146647 loss_giou_dn: 0.356474 loss_class_aux_dn: 1.752970 loss_bbox_aux_dn: 0.855272 loss_giou_aux_dn: 1.967630 loss: 14.771367 eta: 10:19:47 batch_cost: 0.5314 data_cost: 0.0013 ips: 7.5274 images/s [04/01 19:51:13] ppdet.engine INFO: Epoch: [62] [5600/7329] learning_rate: 0.000100 loss_class: 0.627817 loss_bbox: 0.168959 loss_giou: 0.452572 loss_class_aux: 3.985759 loss_bbox_aux: 1.102813 loss_giou_aux: 2.884170 loss_class_dn: 0.364220 loss_bbox_dn: 0.179989 loss_giou_dn: 0.376032 loss_class_aux_dn: 1.977812 loss_bbox_aux_dn: 1.039707 loss_giou_aux_dn: 2.135364 loss: 15.217157 eta: 10:18:52 batch_cost: 0.5540 data_cost: 0.0013 ips: 7.2198 images/s [04/01 19:52:15] ppdet.engine INFO: Epoch: [62] [5700/7329] learning_rate: 0.000100 loss_class: 0.574322 loss_bbox: 0.145014 loss_giou: 0.360713 loss_class_aux: 3.634132 loss_bbox_aux: 0.923044 loss_giou_aux: 2.286763 loss_class_dn: 0.319954 loss_bbox_dn: 0.138821 loss_giou_dn: 0.332029 loss_class_aux_dn: 1.751388 loss_bbox_aux_dn: 0.822647 loss_giou_aux_dn: 1.901882 loss: 13.252254 eta: 10:17:58 batch_cost: 0.5581 data_cost: 0.0017 ips: 7.1669 images/s [04/01 19:53:17] ppdet.engine INFO: Epoch: [62] [5800/7329] learning_rate: 0.000100 loss_class: 0.521385 loss_bbox: 0.122360 loss_giou: 0.342607 loss_class_aux: 3.328293 loss_bbox_aux: 0.812607 loss_giou_aux: 2.196620 loss_class_dn: 0.313401 loss_bbox_dn: 0.113942 loss_giou_dn: 0.330894 loss_class_aux_dn: 1.675063 loss_bbox_aux_dn: 0.707724 loss_giou_aux_dn: 1.901468 loss: 12.969277 eta: 10:17:03 batch_cost: 0.5598 data_cost: 0.0012 ips: 7.1448 images/s [04/01 19:54:14] ppdet.engine INFO: Epoch: [62] [5900/7329] learning_rate: 0.000100 loss_class: 0.498377 loss_bbox: 0.123497 loss_giou: 0.318592 loss_class_aux: 3.128638 loss_bbox_aux: 0.791687 loss_giou_aux: 1.973346 loss_class_dn: 0.286292 loss_bbox_dn: 0.122978 loss_giou_dn: 0.286115 loss_class_aux_dn: 1.516103 loss_bbox_aux_dn: 0.743696 loss_giou_aux_dn: 1.635101 loss: 11.835278 eta: 10:16:08 batch_cost: 0.5153 data_cost: 0.0014 ips: 7.7623 images/s [04/01 19:55:18] ppdet.engine INFO: Epoch: [62] [6000/7329] learning_rate: 0.000100 loss_class: 0.537018 loss_bbox: 0.121371 loss_giou: 0.305440 loss_class_aux: 3.447392 loss_bbox_aux: 0.780558 loss_giou_aux: 1.870236 loss_class_dn: 0.297494 loss_bbox_dn: 0.138920 loss_giou_dn: 0.312071 loss_class_aux_dn: 1.600897 loss_bbox_aux_dn: 0.857985 loss_giou_aux_dn: 1.740843 loss: 12.246362 eta: 10:15:13 batch_cost: 0.5716 data_cost: 0.0014 ips: 6.9979 images/s [04/01 19:56:22] ppdet.engine INFO: Epoch: [62] [6100/7329] learning_rate: 0.000100 loss_class: 0.599882 loss_bbox: 0.122011 loss_giou: 0.367981 loss_class_aux: 3.802301 loss_bbox_aux: 0.897400 loss_giou_aux: 2.447943 loss_class_dn: 0.326068 loss_bbox_dn: 0.128039 loss_giou_dn: 0.342185 loss_class_aux_dn: 1.767979 loss_bbox_aux_dn: 0.789059 loss_giou_aux_dn: 1.958163 loss: 13.668850 eta: 10:14:19 batch_cost: 0.5804 data_cost: 0.0016 ips: 6.8922 images/s [04/01 19:57:22] ppdet.engine INFO: Epoch: [62] [6200/7329] learning_rate: 0.000100 loss_class: 0.567339 loss_bbox: 0.152128 loss_giou: 0.399439 loss_class_aux: 3.727755 loss_bbox_aux: 0.984143 loss_giou_aux: 2.577286 loss_class_dn: 0.338551 loss_bbox_dn: 0.135268 loss_giou_dn: 0.344021 loss_class_aux_dn: 1.869143 loss_bbox_aux_dn: 0.837945 loss_giou_aux_dn: 1.946743 loss: 14.541315 eta: 10:13:24 batch_cost: 0.5434 data_cost: 0.0013 ips: 7.3605 images/s [04/01 19:58:27] ppdet.engine INFO: Epoch: [62] [6300/7329] learning_rate: 0.000100 loss_class: 0.560722 loss_bbox: 0.147258 loss_giou: 0.485730 loss_class_aux: 3.474691 loss_bbox_aux: 0.918796 loss_giou_aux: 2.915781 loss_class_dn: 0.342903 loss_bbox_dn: 0.139477 loss_giou_dn: 0.416922 loss_class_aux_dn: 1.826767 loss_bbox_aux_dn: 0.837225 loss_giou_aux_dn: 2.281600 loss: 14.923135 eta: 10:12:29 batch_cost: 0.5823 data_cost: 0.0012 ips: 6.8690 images/s [04/01 19:59:26] ppdet.engine INFO: Epoch: [62] [6400/7329] learning_rate: 0.000100 loss_class: 0.580507 loss_bbox: 0.123170 loss_giou: 0.372770 loss_class_aux: 3.594097 loss_bbox_aux: 0.879173 loss_giou_aux: 2.464913 loss_class_dn: 0.337332 loss_bbox_dn: 0.133053 loss_giou_dn: 0.358629 loss_class_aux_dn: 1.798084 loss_bbox_aux_dn: 0.821014 loss_giou_aux_dn: 1.998058 loss: 13.504647 eta: 10:11:34 batch_cost: 0.5351 data_cost: 0.0013 ips: 7.4751 images/s [04/01 20:00:33] ppdet.engine INFO: Epoch: [62] [6500/7329] learning_rate: 0.000100 loss_class: 0.586574 loss_bbox: 0.137080 loss_giou: 0.332055 loss_class_aux: 3.768537 loss_bbox_aux: 0.897338 loss_giou_aux: 2.096610 loss_class_dn: 0.309542 loss_bbox_dn: 0.121717 loss_giou_dn: 0.319472 loss_class_aux_dn: 1.672968 loss_bbox_aux_dn: 0.755991 loss_giou_aux_dn: 1.756567 loss: 13.255277 eta: 10:10:40 batch_cost: 0.6147 data_cost: 0.0013 ips: 6.5072 images/s [04/01 20:01:32] ppdet.engine INFO: Epoch: [62] [6600/7329] learning_rate: 0.000100 loss_class: 0.537829 loss_bbox: 0.133803 loss_giou: 0.401525 loss_class_aux: 3.426837 loss_bbox_aux: 0.862467 loss_giou_aux: 2.570483 loss_class_dn: 0.350549 loss_bbox_dn: 0.136070 loss_giou_dn: 0.377111 loss_class_aux_dn: 1.923427 loss_bbox_aux_dn: 0.820932 loss_giou_aux_dn: 2.131166 loss: 14.080384 eta: 10:09:45 batch_cost: 0.5333 data_cost: 0.0012 ips: 7.4998 images/s [04/01 20:02:32] ppdet.engine INFO: Epoch: [62] [6700/7329] learning_rate: 0.000100 loss_class: 0.570464 loss_bbox: 0.129070 loss_giou: 0.389791 loss_class_aux: 3.592251 loss_bbox_aux: 0.870087 loss_giou_aux: 2.448231 loss_class_dn: 0.333346 loss_bbox_dn: 0.135664 loss_giou_dn: 0.377496 loss_class_aux_dn: 1.801454 loss_bbox_aux_dn: 0.825229 loss_giou_aux_dn: 2.094265 loss: 14.517769 eta: 10:08:50 batch_cost: 0.5384 data_cost: 0.0012 ips: 7.4296 images/s [04/01 20:03:30] ppdet.engine INFO: Epoch: [62] [6800/7329] learning_rate: 0.000100 loss_class: 0.535301 loss_bbox: 0.112008 loss_giou: 0.317854 loss_class_aux: 3.387722 loss_bbox_aux: 0.758364 loss_giou_aux: 2.021858 loss_class_dn: 0.293542 loss_bbox_dn: 0.123110 loss_giou_dn: 0.284617 loss_class_aux_dn: 1.583092 loss_bbox_aux_dn: 0.749409 loss_giou_aux_dn: 1.661985 loss: 12.023685 eta: 10:07:55 batch_cost: 0.5262 data_cost: 0.0011 ips: 7.6022 images/s [04/01 20:04:28] ppdet.engine INFO: Epoch: [62] [6900/7329] learning_rate: 0.000100 loss_class: 0.535464 loss_bbox: 0.146739 loss_giou: 0.369626 loss_class_aux: 3.502595 loss_bbox_aux: 0.960998 loss_giou_aux: 2.318807 loss_class_dn: 0.309373 loss_bbox_dn: 0.144759 loss_giou_dn: 0.362648 loss_class_aux_dn: 1.655314 loss_bbox_aux_dn: 0.872968 loss_giou_aux_dn: 1.962690 loss: 13.280550 eta: 10:07:00 batch_cost: 0.5298 data_cost: 0.0013 ips: 7.5506 images/s [04/01 20:05:26] ppdet.engine INFO: Epoch: [62] [7000/7329] learning_rate: 0.000100 loss_class: 0.596268 loss_bbox: 0.137952 loss_giou: 0.383319 loss_class_aux: 3.820599 loss_bbox_aux: 0.940796 loss_giou_aux: 2.432524 loss_class_dn: 0.339682 loss_bbox_dn: 0.139264 loss_giou_dn: 0.344391 loss_class_aux_dn: 1.833403 loss_bbox_aux_dn: 0.811494 loss_giou_aux_dn: 1.938036 loss: 14.172630 eta: 10:06:05 batch_cost: 0.5195 data_cost: 0.0012 ips: 7.7000 images/s [04/01 20:06:24] ppdet.engine INFO: Epoch: [62] [7100/7329] learning_rate: 0.000100 loss_class: 0.573906 loss_bbox: 0.136771 loss_giou: 0.330530 loss_class_aux: 3.598525 loss_bbox_aux: 0.910296 loss_giou_aux: 2.126199 loss_class_dn: 0.332370 loss_bbox_dn: 0.150480 loss_giou_dn: 0.319728 loss_class_aux_dn: 1.823093 loss_bbox_aux_dn: 0.905302 loss_giou_aux_dn: 1.837296 loss: 13.775366 eta: 10:05:10 batch_cost: 0.5287 data_cost: 0.0013 ips: 7.5662 images/s [04/01 20:07:26] ppdet.engine INFO: Epoch: [62] [7200/7329] learning_rate: 0.000100 loss_class: 0.579199 loss_bbox: 0.136344 loss_giou: 0.368832 loss_class_aux: 3.602224 loss_bbox_aux: 0.914823 loss_giou_aux: 2.336422 loss_class_dn: 0.325431 loss_bbox_dn: 0.143150 loss_giou_dn: 0.349909 loss_class_aux_dn: 1.754553 loss_bbox_aux_dn: 0.830847 loss_giou_aux_dn: 1.891945 loss: 14.030417 eta: 10:04:15 batch_cost: 0.5565 data_cost: 0.0014 ips: 7.1873 images/s [04/01 20:08:25] ppdet.engine INFO: Epoch: [62] [7300/7329] learning_rate: 0.000100 loss_class: 0.591814 loss_bbox: 0.128601 loss_giou: 0.404600 loss_class_aux: 3.798855 loss_bbox_aux: 0.873002 loss_giou_aux: 2.529119 loss_class_dn: 0.342077 loss_bbox_dn: 0.123738 loss_giou_dn: 0.379363 loss_class_aux_dn: 1.884745 loss_bbox_aux_dn: 0.743280 loss_giou_aux_dn: 2.140642 loss: 14.864591 eta: 10:03:20 batch_cost: 0.5306 data_cost: 0.0012 ips: 7.5386 images/s [04/01 20:08:50] ppdet.engine INFO: Eval iter: 0 [04/01 20:09:19] ppdet.engine INFO: Eval iter: 100 [04/01 20:09:47] ppdet.engine INFO: Eval iter: 200 [04/01 20:10:14] ppdet.engine INFO: Eval iter: 300 [04/01 20:10:44] ppdet.engine INFO: Eval iter: 400 [04/01 20:11:12] ppdet.engine INFO: Eval iter: 500 [04/01 20:11:42] ppdet.engine INFO: Eval iter: 600 [04/01 20:12:11] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.81s) creating index... index created! [04/01 20:12:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.76s). Accumulating evaluation results... DONE (t=34.26s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 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 ] = 0.656 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 ] = 0.545 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 ] = 0.881 [04/01 20:15:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.901806829427667 [04/01 20:15:01] ppdet.engine INFO: Best test bbox ap is 0.530. [04/01 20:15:05] ppdet.engine INFO: Epoch: [63] [ 0/7329] learning_rate: 0.000100 loss_class: 0.560507 loss_bbox: 0.126724 loss_giou: 0.343806 loss_class_aux: 3.639516 loss_bbox_aux: 0.869292 loss_giou_aux: 2.237828 loss_class_dn: 0.337549 loss_bbox_dn: 0.122239 loss_giou_dn: 0.366024 loss_class_aux_dn: 1.834795 loss_bbox_aux_dn: 0.736864 loss_giou_aux_dn: 1.993170 loss: 14.648588 eta: 10:03:04 batch_cost: 0.5577 data_cost: 0.0013 ips: 7.1721 images/s [04/01 20:16:19] ppdet.engine INFO: Epoch: [63] [ 100/7329] learning_rate: 0.000100 loss_class: 0.561602 loss_bbox: 0.134730 loss_giou: 0.364063 loss_class_aux: 3.550458 loss_bbox_aux: 0.879765 loss_giou_aux: 2.257237 loss_class_dn: 0.317589 loss_bbox_dn: 0.138913 loss_giou_dn: 0.340895 loss_class_aux_dn: 1.731307 loss_bbox_aux_dn: 0.816628 loss_giou_aux_dn: 1.920541 loss: 13.432247 eta: 10:02:11 batch_cost: 0.6609 data_cost: 0.0014 ips: 6.0522 images/s [04/01 20:17:18] ppdet.engine INFO: Epoch: [63] [ 200/7329] learning_rate: 0.000100 loss_class: 0.536932 loss_bbox: 0.134524 loss_giou: 0.364296 loss_class_aux: 3.520818 loss_bbox_aux: 0.931945 loss_giou_aux: 2.323710 loss_class_dn: 0.319584 loss_bbox_dn: 0.129961 loss_giou_dn: 0.347925 loss_class_aux_dn: 1.756686 loss_bbox_aux_dn: 0.851320 loss_giou_aux_dn: 1.944305 loss: 13.567275 eta: 10:01:16 batch_cost: 0.5359 data_cost: 0.0013 ips: 7.4638 images/s [04/01 20:18:17] ppdet.engine INFO: Epoch: [63] [ 300/7329] learning_rate: 0.000100 loss_class: 0.567935 loss_bbox: 0.141853 loss_giou: 0.407281 loss_class_aux: 3.585654 loss_bbox_aux: 0.935252 loss_giou_aux: 2.539325 loss_class_dn: 0.341742 loss_bbox_dn: 0.126640 loss_giou_dn: 0.373665 loss_class_aux_dn: 1.805478 loss_bbox_aux_dn: 0.768568 loss_giou_aux_dn: 2.061851 loss: 13.673120 eta: 10:00:21 batch_cost: 0.5444 data_cost: 0.0013 ips: 7.3477 images/s [04/01 20:19:17] ppdet.engine INFO: Epoch: [63] [ 400/7329] learning_rate: 0.000100 loss_class: 0.529409 loss_bbox: 0.137553 loss_giou: 0.360847 loss_class_aux: 3.559755 loss_bbox_aux: 0.917737 loss_giou_aux: 2.383573 loss_class_dn: 0.314706 loss_bbox_dn: 0.136684 loss_giou_dn: 0.347168 loss_class_aux_dn: 1.698121 loss_bbox_aux_dn: 0.847007 loss_giou_aux_dn: 1.960154 loss: 13.915101 eta: 9:59:26 batch_cost: 0.5372 data_cost: 0.0013 ips: 7.4458 images/s [04/01 20:20:15] ppdet.engine INFO: Epoch: [63] [ 500/7329] learning_rate: 0.000100 loss_class: 0.598796 loss_bbox: 0.138948 loss_giou: 0.388288 loss_class_aux: 3.666679 loss_bbox_aux: 0.919888 loss_giou_aux: 2.494195 loss_class_dn: 0.331526 loss_bbox_dn: 0.138980 loss_giou_dn: 0.363774 loss_class_aux_dn: 1.755244 loss_bbox_aux_dn: 0.851963 loss_giou_aux_dn: 2.080228 loss: 14.475169 eta: 9:58:31 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6383 images/s [04/01 20:21:19] ppdet.engine INFO: Epoch: [63] [ 600/7329] learning_rate: 0.000100 loss_class: 0.554623 loss_bbox: 0.138245 loss_giou: 0.322941 loss_class_aux: 3.468722 loss_bbox_aux: 0.895450 loss_giou_aux: 2.077705 loss_class_dn: 0.316322 loss_bbox_dn: 0.143147 loss_giou_dn: 0.326406 loss_class_aux_dn: 1.732802 loss_bbox_aux_dn: 0.876822 loss_giou_aux_dn: 1.966100 loss: 14.051655 eta: 9:57:36 batch_cost: 0.5762 data_cost: 0.0012 ips: 6.9425 images/s [04/01 20:22:21] ppdet.engine INFO: Epoch: [63] [ 700/7329] learning_rate: 0.000100 loss_class: 0.597469 loss_bbox: 0.142012 loss_giou: 0.452277 loss_class_aux: 3.805405 loss_bbox_aux: 0.945500 loss_giou_aux: 2.867544 loss_class_dn: 0.351223 loss_bbox_dn: 0.152408 loss_giou_dn: 0.397554 loss_class_aux_dn: 1.901981 loss_bbox_aux_dn: 0.908514 loss_giou_aux_dn: 2.210212 loss: 14.825553 eta: 9:56:42 batch_cost: 0.5664 data_cost: 0.0012 ips: 7.0625 images/s [04/01 20:23:19] ppdet.engine INFO: Epoch: [63] [ 800/7329] learning_rate: 0.000100 loss_class: 0.576094 loss_bbox: 0.130201 loss_giou: 0.390296 loss_class_aux: 3.561672 loss_bbox_aux: 0.822457 loss_giou_aux: 2.441469 loss_class_dn: 0.323595 loss_bbox_dn: 0.123444 loss_giou_dn: 0.339668 loss_class_aux_dn: 1.752018 loss_bbox_aux_dn: 0.736554 loss_giou_aux_dn: 1.909051 loss: 13.333276 eta: 9:55:47 batch_cost: 0.5298 data_cost: 0.0013 ips: 7.5499 images/s [04/01 20:24:22] ppdet.engine INFO: Epoch: [63] [ 900/7329] learning_rate: 0.000100 loss_class: 0.553009 loss_bbox: 0.139668 loss_giou: 0.439911 loss_class_aux: 3.435996 loss_bbox_aux: 0.907677 loss_giou_aux: 2.816216 loss_class_dn: 0.344992 loss_bbox_dn: 0.135842 loss_giou_dn: 0.364850 loss_class_aux_dn: 1.823042 loss_bbox_aux_dn: 0.842090 loss_giou_aux_dn: 2.044083 loss: 14.497757 eta: 9:54:52 batch_cost: 0.5709 data_cost: 0.0012 ips: 7.0062 images/s [04/01 20:25:29] ppdet.engine INFO: Epoch: [63] [1000/7329] learning_rate: 0.000100 loss_class: 0.617737 loss_bbox: 0.140692 loss_giou: 0.435537 loss_class_aux: 3.940371 loss_bbox_aux: 0.943094 loss_giou_aux: 2.774477 loss_class_dn: 0.369759 loss_bbox_dn: 0.129701 loss_giou_dn: 0.399994 loss_class_aux_dn: 2.010443 loss_bbox_aux_dn: 0.800337 loss_giou_aux_dn: 2.269106 loss: 15.472986 eta: 9:53:58 batch_cost: 0.6067 data_cost: 0.0015 ips: 6.5936 images/s [04/01 20:26:32] ppdet.engine INFO: Epoch: [63] [1100/7329] learning_rate: 0.000100 loss_class: 0.547427 loss_bbox: 0.129653 loss_giou: 0.333436 loss_class_aux: 3.521746 loss_bbox_aux: 0.832248 loss_giou_aux: 2.056994 loss_class_dn: 0.288084 loss_bbox_dn: 0.133729 loss_giou_dn: 0.296500 loss_class_aux_dn: 1.589005 loss_bbox_aux_dn: 0.853496 loss_giou_aux_dn: 1.701706 loss: 12.632383 eta: 9:53:03 batch_cost: 0.5649 data_cost: 0.0013 ips: 7.0813 images/s [04/01 20:27:32] ppdet.engine INFO: Epoch: [63] [1200/7329] learning_rate: 0.000100 loss_class: 0.496981 loss_bbox: 0.123595 loss_giou: 0.334821 loss_class_aux: 3.282126 loss_bbox_aux: 0.798289 loss_giou_aux: 2.111375 loss_class_dn: 0.286386 loss_bbox_dn: 0.133819 loss_giou_dn: 0.297779 loss_class_aux_dn: 1.536705 loss_bbox_aux_dn: 0.794665 loss_giou_aux_dn: 1.659492 loss: 12.197033 eta: 9:52:08 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3965 images/s [04/01 20:28:31] ppdet.engine INFO: Epoch: [63] [1300/7329] learning_rate: 0.000100 loss_class: 0.623142 loss_bbox: 0.134932 loss_giou: 0.349520 loss_class_aux: 3.824078 loss_bbox_aux: 0.908565 loss_giou_aux: 2.246125 loss_class_dn: 0.332152 loss_bbox_dn: 0.147561 loss_giou_dn: 0.330869 loss_class_aux_dn: 1.796992 loss_bbox_aux_dn: 0.885391 loss_giou_aux_dn: 1.842064 loss: 13.995149 eta: 9:51:13 batch_cost: 0.5376 data_cost: 0.0012 ips: 7.4400 images/s [04/01 20:29:29] ppdet.engine INFO: Epoch: [63] [1400/7329] learning_rate: 0.000100 loss_class: 0.546571 loss_bbox: 0.125203 loss_giou: 0.320945 loss_class_aux: 3.441590 loss_bbox_aux: 0.787812 loss_giou_aux: 2.063367 loss_class_dn: 0.292008 loss_bbox_dn: 0.133268 loss_giou_dn: 0.293967 loss_class_aux_dn: 1.589105 loss_bbox_aux_dn: 0.813926 loss_giou_aux_dn: 1.664829 loss: 11.913969 eta: 9:50:18 batch_cost: 0.5191 data_cost: 0.0013 ips: 7.7058 images/s [04/01 20:30:25] ppdet.engine INFO: Epoch: [63] [1500/7329] learning_rate: 0.000100 loss_class: 0.525160 loss_bbox: 0.130061 loss_giou: 0.407673 loss_class_aux: 3.450217 loss_bbox_aux: 0.889683 loss_giou_aux: 2.447680 loss_class_dn: 0.313265 loss_bbox_dn: 0.129264 loss_giou_dn: 0.352101 loss_class_aux_dn: 1.723384 loss_bbox_aux_dn: 0.775897 loss_giou_aux_dn: 1.947263 loss: 13.654539 eta: 9:49:23 batch_cost: 0.5095 data_cost: 0.0013 ips: 7.8505 images/s [04/01 20:31:26] ppdet.engine INFO: Epoch: [63] [1600/7329] learning_rate: 0.000100 loss_class: 0.558893 loss_bbox: 0.135212 loss_giou: 0.346638 loss_class_aux: 3.574393 loss_bbox_aux: 0.873566 loss_giou_aux: 2.192194 loss_class_dn: 0.326385 loss_bbox_dn: 0.127622 loss_giou_dn: 0.329197 loss_class_aux_dn: 1.771064 loss_bbox_aux_dn: 0.744557 loss_giou_aux_dn: 1.859537 loss: 13.265248 eta: 9:48:28 batch_cost: 0.5518 data_cost: 0.0012 ips: 7.2495 images/s [04/01 20:32:31] ppdet.engine INFO: Epoch: [63] [1700/7329] learning_rate: 0.000100 loss_class: 0.529676 loss_bbox: 0.122429 loss_giou: 0.331275 loss_class_aux: 3.384328 loss_bbox_aux: 0.771066 loss_giou_aux: 2.066000 loss_class_dn: 0.287815 loss_bbox_dn: 0.121144 loss_giou_dn: 0.298369 loss_class_aux_dn: 1.571130 loss_bbox_aux_dn: 0.710232 loss_giou_aux_dn: 1.694499 loss: 11.946547 eta: 9:47:34 batch_cost: 0.5949 data_cost: 0.0013 ips: 6.7236 images/s [04/01 20:33:35] ppdet.engine INFO: Epoch: [63] [1800/7329] learning_rate: 0.000100 loss_class: 0.507351 loss_bbox: 0.121958 loss_giou: 0.320639 loss_class_aux: 3.292464 loss_bbox_aux: 0.827667 loss_giou_aux: 2.056548 loss_class_dn: 0.304509 loss_bbox_dn: 0.116856 loss_giou_dn: 0.319573 loss_class_aux_dn: 1.627629 loss_bbox_aux_dn: 0.733900 loss_giou_aux_dn: 1.729637 loss: 12.388310 eta: 9:46:39 batch_cost: 0.5880 data_cost: 0.0013 ips: 6.8022 images/s [04/01 20:34:33] ppdet.engine INFO: Epoch: [63] [1900/7329] learning_rate: 0.000100 loss_class: 0.553602 loss_bbox: 0.133702 loss_giou: 0.359099 loss_class_aux: 3.413545 loss_bbox_aux: 0.877809 loss_giou_aux: 2.346844 loss_class_dn: 0.321915 loss_bbox_dn: 0.134368 loss_giou_dn: 0.337183 loss_class_aux_dn: 1.721522 loss_bbox_aux_dn: 0.781278 loss_giou_aux_dn: 1.862760 loss: 13.347668 eta: 9:45:44 batch_cost: 0.5234 data_cost: 0.0012 ips: 7.6430 images/s [04/01 20:35:35] ppdet.engine INFO: Epoch: [63] [2000/7329] learning_rate: 0.000100 loss_class: 0.530738 loss_bbox: 0.123163 loss_giou: 0.328218 loss_class_aux: 3.303304 loss_bbox_aux: 0.809206 loss_giou_aux: 2.136114 loss_class_dn: 0.303930 loss_bbox_dn: 0.129943 loss_giou_dn: 0.316220 loss_class_aux_dn: 1.603239 loss_bbox_aux_dn: 0.765526 loss_giou_aux_dn: 1.770660 loss: 12.584610 eta: 9:44:49 batch_cost: 0.5610 data_cost: 0.0012 ips: 7.1303 images/s [04/01 20:36:42] ppdet.engine INFO: Epoch: [63] [2100/7329] learning_rate: 0.000100 loss_class: 0.551485 loss_bbox: 0.125803 loss_giou: 0.332317 loss_class_aux: 3.411323 loss_bbox_aux: 0.828031 loss_giou_aux: 2.207920 loss_class_dn: 0.299359 loss_bbox_dn: 0.128931 loss_giou_dn: 0.318509 loss_class_aux_dn: 1.636392 loss_bbox_aux_dn: 0.780969 loss_giou_aux_dn: 1.783482 loss: 12.737288 eta: 9:43:55 batch_cost: 0.6093 data_cost: 0.0013 ips: 6.5652 images/s [04/01 20:37:48] ppdet.engine INFO: Epoch: [63] [2200/7329] learning_rate: 0.000100 loss_class: 0.600122 loss_bbox: 0.139742 loss_giou: 0.369378 loss_class_aux: 3.717544 loss_bbox_aux: 0.910846 loss_giou_aux: 2.311326 loss_class_dn: 0.345562 loss_bbox_dn: 0.147429 loss_giou_dn: 0.348965 loss_class_aux_dn: 1.846250 loss_bbox_aux_dn: 0.850137 loss_giou_aux_dn: 1.948832 loss: 15.047979 eta: 9:43:01 batch_cost: 0.6040 data_cost: 0.0013 ips: 6.6230 images/s [04/01 20:38:52] ppdet.engine INFO: Epoch: [63] [2300/7329] learning_rate: 0.000100 loss_class: 0.562587 loss_bbox: 0.130781 loss_giou: 0.354068 loss_class_aux: 3.474385 loss_bbox_aux: 0.846321 loss_giou_aux: 2.345412 loss_class_dn: 0.324648 loss_bbox_dn: 0.127373 loss_giou_dn: 0.348721 loss_class_aux_dn: 1.699423 loss_bbox_aux_dn: 0.783345 loss_giou_aux_dn: 1.921247 loss: 12.841046 eta: 9:42:07 batch_cost: 0.5854 data_cost: 0.0012 ips: 6.8328 images/s [04/01 20:39:50] ppdet.engine INFO: Epoch: [63] [2400/7329] learning_rate: 0.000100 loss_class: 0.507371 loss_bbox: 0.135443 loss_giou: 0.356946 loss_class_aux: 3.257730 loss_bbox_aux: 0.877892 loss_giou_aux: 2.204123 loss_class_dn: 0.305122 loss_bbox_dn: 0.138032 loss_giou_dn: 0.309581 loss_class_aux_dn: 1.659190 loss_bbox_aux_dn: 0.849431 loss_giou_aux_dn: 1.776305 loss: 12.463020 eta: 9:41:12 batch_cost: 0.5268 data_cost: 0.0012 ips: 7.5928 images/s [04/01 20:40:48] ppdet.engine INFO: Epoch: [63] [2500/7329] learning_rate: 0.000100 loss_class: 0.587549 loss_bbox: 0.147833 loss_giou: 0.351069 loss_class_aux: 3.908570 loss_bbox_aux: 0.940888 loss_giou_aux: 2.233334 loss_class_dn: 0.334082 loss_bbox_dn: 0.151899 loss_giou_dn: 0.330151 loss_class_aux_dn: 1.828881 loss_bbox_aux_dn: 0.923491 loss_giou_aux_dn: 1.868362 loss: 14.113235 eta: 9:40:17 batch_cost: 0.5256 data_cost: 0.0015 ips: 7.6099 images/s [04/01 20:41:50] ppdet.engine INFO: Epoch: [63] [2600/7329] learning_rate: 0.000100 loss_class: 0.625184 loss_bbox: 0.133076 loss_giou: 0.387789 loss_class_aux: 3.936246 loss_bbox_aux: 0.885434 loss_giou_aux: 2.448475 loss_class_dn: 0.341274 loss_bbox_dn: 0.135406 loss_giou_dn: 0.353501 loss_class_aux_dn: 1.850852 loss_bbox_aux_dn: 0.828043 loss_giou_aux_dn: 1.976567 loss: 14.498182 eta: 9:39:22 batch_cost: 0.5574 data_cost: 0.0015 ips: 7.1760 images/s [04/01 20:42:48] ppdet.engine INFO: Epoch: [63] [2700/7329] learning_rate: 0.000100 loss_class: 0.600870 loss_bbox: 0.128857 loss_giou: 0.404741 loss_class_aux: 3.714630 loss_bbox_aux: 0.884987 loss_giou_aux: 2.538994 loss_class_dn: 0.345509 loss_bbox_dn: 0.133709 loss_giou_dn: 0.365136 loss_class_aux_dn: 1.853764 loss_bbox_aux_dn: 0.804451 loss_giou_aux_dn: 2.097610 loss: 14.796171 eta: 9:38:27 batch_cost: 0.5269 data_cost: 0.0013 ips: 7.5918 images/s [04/01 20:43:53] ppdet.engine INFO: Epoch: [63] [2800/7329] learning_rate: 0.000100 loss_class: 0.632972 loss_bbox: 0.142369 loss_giou: 0.405497 loss_class_aux: 3.985048 loss_bbox_aux: 0.974609 loss_giou_aux: 2.679478 loss_class_dn: 0.362690 loss_bbox_dn: 0.141254 loss_giou_dn: 0.374617 loss_class_aux_dn: 1.934550 loss_bbox_aux_dn: 0.842005 loss_giou_aux_dn: 2.078817 loss: 15.900965 eta: 9:37:32 batch_cost: 0.5857 data_cost: 0.0012 ips: 6.8300 images/s [04/01 20:44:49] ppdet.engine INFO: Epoch: [63] [2900/7329] learning_rate: 0.000100 loss_class: 0.566606 loss_bbox: 0.124262 loss_giou: 0.442464 loss_class_aux: 3.524145 loss_bbox_aux: 0.848965 loss_giou_aux: 2.740342 loss_class_dn: 0.342130 loss_bbox_dn: 0.121675 loss_giou_dn: 0.370311 loss_class_aux_dn: 1.809920 loss_bbox_aux_dn: 0.731092 loss_giou_aux_dn: 2.017086 loss: 14.435861 eta: 9:36:37 batch_cost: 0.5108 data_cost: 0.0012 ips: 7.8307 images/s [04/01 20:45:51] ppdet.engine INFO: Epoch: [63] [3000/7329] learning_rate: 0.000100 loss_class: 0.566767 loss_bbox: 0.151126 loss_giou: 0.382852 loss_class_aux: 3.493817 loss_bbox_aux: 0.993492 loss_giou_aux: 2.473027 loss_class_dn: 0.313423 loss_bbox_dn: 0.144425 loss_giou_dn: 0.358729 loss_class_aux_dn: 1.718717 loss_bbox_aux_dn: 0.861280 loss_giou_aux_dn: 1.991855 loss: 13.928249 eta: 9:35:42 batch_cost: 0.5585 data_cost: 0.0013 ips: 7.1624 images/s [04/01 20:46:59] ppdet.engine INFO: Epoch: [63] [3100/7329] learning_rate: 0.000100 loss_class: 0.507988 loss_bbox: 0.111671 loss_giou: 0.318942 loss_class_aux: 3.240867 loss_bbox_aux: 0.737798 loss_giou_aux: 1.971305 loss_class_dn: 0.293155 loss_bbox_dn: 0.115571 loss_giou_dn: 0.302370 loss_class_aux_dn: 1.590184 loss_bbox_aux_dn: 0.737497 loss_giou_aux_dn: 1.706011 loss: 11.948524 eta: 9:34:48 batch_cost: 0.6242 data_cost: 0.0013 ips: 6.4079 images/s [04/01 20:48:08] ppdet.engine INFO: Epoch: [63] [3200/7329] learning_rate: 0.000100 loss_class: 0.588456 loss_bbox: 0.129327 loss_giou: 0.378092 loss_class_aux: 3.900706 loss_bbox_aux: 0.837123 loss_giou_aux: 2.413842 loss_class_dn: 0.352850 loss_bbox_dn: 0.127912 loss_giou_dn: 0.370424 loss_class_aux_dn: 1.880956 loss_bbox_aux_dn: 0.754709 loss_giou_aux_dn: 2.138690 loss: 14.745219 eta: 9:33:55 batch_cost: 0.6428 data_cost: 0.0012 ips: 6.2224 images/s [04/01 20:49:04] ppdet.engine INFO: Epoch: [63] [3300/7329] learning_rate: 0.000100 loss_class: 0.618206 loss_bbox: 0.142662 loss_giou: 0.411760 loss_class_aux: 3.801814 loss_bbox_aux: 0.913310 loss_giou_aux: 2.694967 loss_class_dn: 0.338397 loss_bbox_dn: 0.137226 loss_giou_dn: 0.397364 loss_class_aux_dn: 1.843263 loss_bbox_aux_dn: 0.801044 loss_giou_aux_dn: 2.288942 loss: 15.105970 eta: 9:32:59 batch_cost: 0.5049 data_cost: 0.0012 ips: 7.9224 images/s [04/01 20:50:05] ppdet.engine INFO: Epoch: [63] [3400/7329] learning_rate: 0.000100 loss_class: 0.581934 loss_bbox: 0.132807 loss_giou: 0.372671 loss_class_aux: 3.695052 loss_bbox_aux: 0.893892 loss_giou_aux: 2.336835 loss_class_dn: 0.325101 loss_bbox_dn: 0.137107 loss_giou_dn: 0.328758 loss_class_aux_dn: 1.760079 loss_bbox_aux_dn: 0.830508 loss_giou_aux_dn: 1.874472 loss: 13.940305 eta: 9:32:04 batch_cost: 0.5473 data_cost: 0.0014 ips: 7.3088 images/s [04/01 20:51:05] ppdet.engine INFO: Epoch: [63] [3500/7329] learning_rate: 0.000100 loss_class: 0.568203 loss_bbox: 0.134519 loss_giou: 0.365725 loss_class_aux: 3.636006 loss_bbox_aux: 0.850460 loss_giou_aux: 2.261562 loss_class_dn: 0.339867 loss_bbox_dn: 0.130742 loss_giou_dn: 0.338865 loss_class_aux_dn: 1.780767 loss_bbox_aux_dn: 0.796250 loss_giou_aux_dn: 1.903860 loss: 13.831635 eta: 9:31:09 batch_cost: 0.5360 data_cost: 0.0014 ips: 7.4626 images/s [04/01 20:52:09] ppdet.engine INFO: Epoch: [63] [3600/7329] learning_rate: 0.000100 loss_class: 0.570056 loss_bbox: 0.135636 loss_giou: 0.397455 loss_class_aux: 3.658086 loss_bbox_aux: 0.896525 loss_giou_aux: 2.590302 loss_class_dn: 0.335022 loss_bbox_dn: 0.134779 loss_giou_dn: 0.372257 loss_class_aux_dn: 1.763249 loss_bbox_aux_dn: 0.822020 loss_giou_aux_dn: 2.055775 loss: 13.484011 eta: 9:30:15 batch_cost: 0.5846 data_cost: 0.0013 ips: 6.8421 images/s [04/01 20:53:07] ppdet.engine INFO: Epoch: [63] [3700/7329] learning_rate: 0.000100 loss_class: 0.542406 loss_bbox: 0.127507 loss_giou: 0.320161 loss_class_aux: 3.392775 loss_bbox_aux: 0.819568 loss_giou_aux: 2.050382 loss_class_dn: 0.303998 loss_bbox_dn: 0.139496 loss_giou_dn: 0.312375 loss_class_aux_dn: 1.621375 loss_bbox_aux_dn: 0.840420 loss_giou_aux_dn: 1.783434 loss: 12.836807 eta: 9:29:20 batch_cost: 0.5245 data_cost: 0.0012 ips: 7.6266 images/s [04/01 20:54:04] ppdet.engine INFO: Epoch: [63] [3800/7329] learning_rate: 0.000100 loss_class: 0.497651 loss_bbox: 0.122274 loss_giou: 0.334430 loss_class_aux: 3.156148 loss_bbox_aux: 0.809902 loss_giou_aux: 2.083271 loss_class_dn: 0.275642 loss_bbox_dn: 0.120531 loss_giou_dn: 0.306547 loss_class_aux_dn: 1.489986 loss_bbox_aux_dn: 0.730003 loss_giou_aux_dn: 1.769521 loss: 12.386038 eta: 9:28:24 batch_cost: 0.5092 data_cost: 0.0013 ips: 7.8557 images/s [04/01 20:55:01] ppdet.engine INFO: Epoch: [63] [3900/7329] learning_rate: 0.000100 loss_class: 0.581498 loss_bbox: 0.122937 loss_giou: 0.382551 loss_class_aux: 3.573284 loss_bbox_aux: 0.806321 loss_giou_aux: 2.497232 loss_class_dn: 0.332167 loss_bbox_dn: 0.112268 loss_giou_dn: 0.348106 loss_class_aux_dn: 1.772781 loss_bbox_aux_dn: 0.663500 loss_giou_aux_dn: 2.008961 loss: 14.167364 eta: 9:27:29 batch_cost: 0.5103 data_cost: 0.0013 ips: 7.8387 images/s [04/01 20:55:56] ppdet.engine INFO: Epoch: [63] [4000/7329] learning_rate: 0.000100 loss_class: 0.569841 loss_bbox: 0.125408 loss_giou: 0.378165 loss_class_aux: 3.634616 loss_bbox_aux: 0.856615 loss_giou_aux: 2.562725 loss_class_dn: 0.334441 loss_bbox_dn: 0.121589 loss_giou_dn: 0.347601 loss_class_aux_dn: 1.817105 loss_bbox_aux_dn: 0.722311 loss_giou_aux_dn: 2.006635 loss: 14.061146 eta: 9:26:34 batch_cost: 0.4981 data_cost: 0.0012 ips: 8.0306 images/s [04/01 20:56:53] ppdet.engine INFO: Epoch: [63] [4100/7329] learning_rate: 0.000100 loss_class: 0.495893 loss_bbox: 0.111553 loss_giou: 0.316639 loss_class_aux: 3.175266 loss_bbox_aux: 0.762848 loss_giou_aux: 2.051367 loss_class_dn: 0.286743 loss_bbox_dn: 0.112547 loss_giou_dn: 0.299645 loss_class_aux_dn: 1.573355 loss_bbox_aux_dn: 0.707643 loss_giou_aux_dn: 1.689301 loss: 12.934460 eta: 9:25:38 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7988 images/s [04/01 20:57:58] ppdet.engine INFO: Epoch: [63] [4200/7329] learning_rate: 0.000100 loss_class: 0.683956 loss_bbox: 0.149956 loss_giou: 0.420374 loss_class_aux: 4.201673 loss_bbox_aux: 0.988940 loss_giou_aux: 2.660279 loss_class_dn: 0.374587 loss_bbox_dn: 0.151803 loss_giou_dn: 0.365961 loss_class_aux_dn: 2.017909 loss_bbox_aux_dn: 0.919449 loss_giou_aux_dn: 2.028738 loss: 15.627333 eta: 9:24:44 batch_cost: 0.5932 data_cost: 0.0012 ips: 6.7426 images/s [04/01 20:58:57] ppdet.engine INFO: Epoch: [63] [4300/7329] learning_rate: 0.000100 loss_class: 0.625451 loss_bbox: 0.134026 loss_giou: 0.372565 loss_class_aux: 3.853290 loss_bbox_aux: 0.860762 loss_giou_aux: 2.440937 loss_class_dn: 0.364758 loss_bbox_dn: 0.138759 loss_giou_dn: 0.367742 loss_class_aux_dn: 1.990518 loss_bbox_aux_dn: 0.818332 loss_giou_aux_dn: 2.104100 loss: 15.146878 eta: 9:23:49 batch_cost: 0.5275 data_cost: 0.0012 ips: 7.5830 images/s [04/01 21:00:02] ppdet.engine INFO: Epoch: [63] [4400/7329] learning_rate: 0.000100 loss_class: 0.587490 loss_bbox: 0.127667 loss_giou: 0.402015 loss_class_aux: 3.628228 loss_bbox_aux: 0.894602 loss_giou_aux: 2.459120 loss_class_dn: 0.312099 loss_bbox_dn: 0.131070 loss_giou_dn: 0.323795 loss_class_aux_dn: 1.674358 loss_bbox_aux_dn: 0.779819 loss_giou_aux_dn: 1.859468 loss: 13.144783 eta: 9:22:55 batch_cost: 0.5928 data_cost: 0.0013 ips: 6.7480 images/s [04/01 21:01:03] ppdet.engine INFO: Epoch: [63] [4500/7329] learning_rate: 0.000100 loss_class: 0.624531 loss_bbox: 0.140273 loss_giou: 0.453808 loss_class_aux: 3.634897 loss_bbox_aux: 0.917084 loss_giou_aux: 2.824332 loss_class_dn: 0.361189 loss_bbox_dn: 0.138287 loss_giou_dn: 0.399559 loss_class_aux_dn: 1.918383 loss_bbox_aux_dn: 0.863498 loss_giou_aux_dn: 2.261962 loss: 15.081236 eta: 9:22:00 batch_cost: 0.5515 data_cost: 0.0012 ips: 7.2534 images/s [04/01 21:02:00] ppdet.engine INFO: Epoch: [63] [4600/7329] learning_rate: 0.000100 loss_class: 0.604344 loss_bbox: 0.143234 loss_giou: 0.455283 loss_class_aux: 3.853800 loss_bbox_aux: 0.954329 loss_giou_aux: 2.768472 loss_class_dn: 0.333767 loss_bbox_dn: 0.144897 loss_giou_dn: 0.410014 loss_class_aux_dn: 1.815662 loss_bbox_aux_dn: 0.880823 loss_giou_aux_dn: 2.280385 loss: 15.007133 eta: 9:21:04 batch_cost: 0.5195 data_cost: 0.0012 ips: 7.6992 images/s [04/01 21:02:56] ppdet.engine INFO: Epoch: [63] [4700/7329] learning_rate: 0.000100 loss_class: 0.528940 loss_bbox: 0.123062 loss_giou: 0.373989 loss_class_aux: 3.428795 loss_bbox_aux: 0.820003 loss_giou_aux: 2.435419 loss_class_dn: 0.313596 loss_bbox_dn: 0.123080 loss_giou_dn: 0.336871 loss_class_aux_dn: 1.714635 loss_bbox_aux_dn: 0.765243 loss_giou_aux_dn: 1.886010 loss: 13.690344 eta: 9:20:09 batch_cost: 0.5059 data_cost: 0.0012 ips: 7.9067 images/s [04/01 21:03:57] ppdet.engine INFO: Epoch: [63] [4800/7329] learning_rate: 0.000100 loss_class: 0.595866 loss_bbox: 0.139039 loss_giou: 0.381234 loss_class_aux: 3.780800 loss_bbox_aux: 0.936397 loss_giou_aux: 2.422727 loss_class_dn: 0.338526 loss_bbox_dn: 0.142949 loss_giou_dn: 0.350648 loss_class_aux_dn: 1.838401 loss_bbox_aux_dn: 0.882318 loss_giou_aux_dn: 1.949896 loss: 13.630366 eta: 9:19:14 batch_cost: 0.5494 data_cost: 0.0013 ips: 7.2811 images/s [04/01 21:04:56] ppdet.engine INFO: Epoch: [63] [4900/7329] learning_rate: 0.000100 loss_class: 0.564277 loss_bbox: 0.124508 loss_giou: 0.389913 loss_class_aux: 3.604245 loss_bbox_aux: 0.862245 loss_giou_aux: 2.432558 loss_class_dn: 0.315002 loss_bbox_dn: 0.120463 loss_giou_dn: 0.373705 loss_class_aux_dn: 1.650081 loss_bbox_aux_dn: 0.733217 loss_giou_aux_dn: 2.042487 loss: 13.466715 eta: 9:18:19 batch_cost: 0.5365 data_cost: 0.0012 ips: 7.4560 images/s [04/01 21:05:58] ppdet.engine INFO: Epoch: [63] [5000/7329] learning_rate: 0.000100 loss_class: 0.534303 loss_bbox: 0.121351 loss_giou: 0.345160 loss_class_aux: 3.474939 loss_bbox_aux: 0.789352 loss_giou_aux: 2.207861 loss_class_dn: 0.302190 loss_bbox_dn: 0.125370 loss_giou_dn: 0.318079 loss_class_aux_dn: 1.626257 loss_bbox_aux_dn: 0.746789 loss_giou_aux_dn: 1.796366 loss: 12.513107 eta: 9:17:25 batch_cost: 0.5665 data_cost: 0.0013 ips: 7.0604 images/s [04/01 21:07:12] ppdet.engine INFO: Epoch: [63] [5100/7329] learning_rate: 0.000100 loss_class: 0.558060 loss_bbox: 0.132592 loss_giou: 0.376418 loss_class_aux: 3.513386 loss_bbox_aux: 0.881747 loss_giou_aux: 2.392390 loss_class_dn: 0.323650 loss_bbox_dn: 0.132267 loss_giou_dn: 0.347319 loss_class_aux_dn: 1.754545 loss_bbox_aux_dn: 0.775676 loss_giou_aux_dn: 1.909264 loss: 13.390775 eta: 9:16:31 batch_cost: 0.6602 data_cost: 0.0019 ips: 6.0591 images/s [04/01 21:08:14] ppdet.engine INFO: Epoch: [63] [5200/7329] learning_rate: 0.000100 loss_class: 0.534724 loss_bbox: 0.126910 loss_giou: 0.356138 loss_class_aux: 3.362605 loss_bbox_aux: 0.867782 loss_giou_aux: 2.228739 loss_class_dn: 0.310670 loss_bbox_dn: 0.119921 loss_giou_dn: 0.336570 loss_class_aux_dn: 1.661769 loss_bbox_aux_dn: 0.749601 loss_giou_aux_dn: 1.872294 loss: 12.541569 eta: 9:15:36 batch_cost: 0.5628 data_cost: 0.0013 ips: 7.1080 images/s [04/01 21:09:14] ppdet.engine INFO: Epoch: [63] [5300/7329] learning_rate: 0.000100 loss_class: 0.523857 loss_bbox: 0.132443 loss_giou: 0.304313 loss_class_aux: 3.279794 loss_bbox_aux: 0.889766 loss_giou_aux: 1.867240 loss_class_dn: 0.272750 loss_bbox_dn: 0.150564 loss_giou_dn: 0.272534 loss_class_aux_dn: 1.461996 loss_bbox_aux_dn: 0.897492 loss_giou_aux_dn: 1.544167 loss: 11.813717 eta: 9:14:42 batch_cost: 0.5480 data_cost: 0.0012 ips: 7.2987 images/s [04/01 21:10:14] ppdet.engine INFO: Epoch: [63] [5400/7329] learning_rate: 0.000100 loss_class: 0.549953 loss_bbox: 0.122275 loss_giou: 0.387084 loss_class_aux: 3.601234 loss_bbox_aux: 0.836268 loss_giou_aux: 2.467882 loss_class_dn: 0.317187 loss_bbox_dn: 0.132151 loss_giou_dn: 0.368662 loss_class_aux_dn: 1.747645 loss_bbox_aux_dn: 0.801145 loss_giou_aux_dn: 2.071001 loss: 13.947266 eta: 9:13:47 batch_cost: 0.5373 data_cost: 0.0012 ips: 7.4447 images/s [04/01 21:11:12] ppdet.engine INFO: Epoch: [63] [5500/7329] learning_rate: 0.000100 loss_class: 0.564032 loss_bbox: 0.143676 loss_giou: 0.402658 loss_class_aux: 3.569181 loss_bbox_aux: 0.959147 loss_giou_aux: 2.571284 loss_class_dn: 0.340041 loss_bbox_dn: 0.135475 loss_giou_dn: 0.367832 loss_class_aux_dn: 1.791412 loss_bbox_aux_dn: 0.881885 loss_giou_aux_dn: 2.060748 loss: 14.192532 eta: 9:12:51 batch_cost: 0.5242 data_cost: 0.0013 ips: 7.6308 images/s [04/01 21:12:13] ppdet.engine INFO: Epoch: [63] [5600/7329] learning_rate: 0.000100 loss_class: 0.572889 loss_bbox: 0.119784 loss_giou: 0.335934 loss_class_aux: 3.660987 loss_bbox_aux: 0.820368 loss_giou_aux: 2.059203 loss_class_dn: 0.323497 loss_bbox_dn: 0.123760 loss_giou_dn: 0.317272 loss_class_aux_dn: 1.717138 loss_bbox_aux_dn: 0.726697 loss_giou_aux_dn: 1.775376 loss: 13.474824 eta: 9:11:57 batch_cost: 0.5583 data_cost: 0.0013 ips: 7.1645 images/s [04/01 21:13:14] ppdet.engine INFO: Epoch: [63] [5700/7329] learning_rate: 0.000100 loss_class: 0.591762 loss_bbox: 0.132497 loss_giou: 0.436394 loss_class_aux: 3.792988 loss_bbox_aux: 0.861356 loss_giou_aux: 2.821673 loss_class_dn: 0.360122 loss_bbox_dn: 0.135776 loss_giou_dn: 0.405186 loss_class_aux_dn: 1.902040 loss_bbox_aux_dn: 0.834133 loss_giou_aux_dn: 2.255260 loss: 14.763956 eta: 9:11:02 batch_cost: 0.5571 data_cost: 0.0012 ips: 7.1799 images/s [04/01 21:14:11] ppdet.engine INFO: Epoch: [63] [5800/7329] learning_rate: 0.000100 loss_class: 0.543092 loss_bbox: 0.118472 loss_giou: 0.347551 loss_class_aux: 3.439501 loss_bbox_aux: 0.762717 loss_giou_aux: 2.232239 loss_class_dn: 0.326721 loss_bbox_dn: 0.126789 loss_giou_dn: 0.345119 loss_class_aux_dn: 1.732736 loss_bbox_aux_dn: 0.753215 loss_giou_aux_dn: 1.955780 loss: 13.546776 eta: 9:10:07 batch_cost: 0.5192 data_cost: 0.0012 ips: 7.7046 images/s [04/01 21:15:10] ppdet.engine INFO: Epoch: [63] [5900/7329] learning_rate: 0.000100 loss_class: 0.638069 loss_bbox: 0.146598 loss_giou: 0.416484 loss_class_aux: 3.947334 loss_bbox_aux: 0.982602 loss_giou_aux: 2.677583 loss_class_dn: 0.356688 loss_bbox_dn: 0.146992 loss_giou_dn: 0.410053 loss_class_aux_dn: 1.919675 loss_bbox_aux_dn: 0.878914 loss_giou_aux_dn: 2.296042 loss: 15.256426 eta: 9:09:12 batch_cost: 0.5291 data_cost: 0.0012 ips: 7.5596 images/s [04/01 21:16:11] ppdet.engine INFO: Epoch: [63] [6000/7329] learning_rate: 0.000100 loss_class: 0.579675 loss_bbox: 0.141014 loss_giou: 0.352311 loss_class_aux: 3.792346 loss_bbox_aux: 0.959579 loss_giou_aux: 2.238358 loss_class_dn: 0.337908 loss_bbox_dn: 0.140513 loss_giou_dn: 0.307806 loss_class_aux_dn: 1.830885 loss_bbox_aux_dn: 0.874301 loss_giou_aux_dn: 1.776579 loss: 13.289417 eta: 9:08:17 batch_cost: 0.5532 data_cost: 0.0013 ips: 7.2306 images/s [04/01 21:17:20] ppdet.engine INFO: Epoch: [63] [6100/7329] learning_rate: 0.000100 loss_class: 0.488392 loss_bbox: 0.126290 loss_giou: 0.305886 loss_class_aux: 2.993327 loss_bbox_aux: 0.811035 loss_giou_aux: 1.955440 loss_class_dn: 0.270348 loss_bbox_dn: 0.128693 loss_giou_dn: 0.284738 loss_class_aux_dn: 1.467169 loss_bbox_aux_dn: 0.791340 loss_giou_aux_dn: 1.593042 loss: 11.487572 eta: 9:07:23 batch_cost: 0.6236 data_cost: 0.0013 ips: 6.4143 images/s [04/01 21:18:27] ppdet.engine INFO: Epoch: [63] [6200/7329] learning_rate: 0.000100 loss_class: 0.530474 loss_bbox: 0.127044 loss_giou: 0.307648 loss_class_aux: 3.331112 loss_bbox_aux: 0.846474 loss_giou_aux: 1.986498 loss_class_dn: 0.290691 loss_bbox_dn: 0.138915 loss_giou_dn: 0.293306 loss_class_aux_dn: 1.577536 loss_bbox_aux_dn: 0.825719 loss_giou_aux_dn: 1.639176 loss: 12.839651 eta: 9:06:29 batch_cost: 0.6215 data_cost: 0.0012 ips: 6.4360 images/s [04/01 21:19:29] ppdet.engine INFO: Epoch: [63] [6300/7329] learning_rate: 0.000100 loss_class: 0.515914 loss_bbox: 0.113037 loss_giou: 0.367467 loss_class_aux: 3.231516 loss_bbox_aux: 0.759933 loss_giou_aux: 2.323302 loss_class_dn: 0.297165 loss_bbox_dn: 0.136841 loss_giou_dn: 0.311216 loss_class_aux_dn: 1.617060 loss_bbox_aux_dn: 0.828345 loss_giou_aux_dn: 1.759016 loss: 12.253747 eta: 9:05:34 batch_cost: 0.5582 data_cost: 0.0013 ips: 7.1662 images/s [04/01 21:20:30] ppdet.engine INFO: Epoch: [63] [6400/7329] learning_rate: 0.000100 loss_class: 0.565377 loss_bbox: 0.145217 loss_giou: 0.425100 loss_class_aux: 3.466474 loss_bbox_aux: 0.897924 loss_giou_aux: 2.658528 loss_class_dn: 0.350515 loss_bbox_dn: 0.142887 loss_giou_dn: 0.377825 loss_class_aux_dn: 1.854302 loss_bbox_aux_dn: 0.849555 loss_giou_aux_dn: 2.111761 loss: 14.309816 eta: 9:04:39 batch_cost: 0.5628 data_cost: 0.0012 ips: 7.1069 images/s [04/01 21:21:35] ppdet.engine INFO: Epoch: [63] [6500/7329] learning_rate: 0.000100 loss_class: 0.664252 loss_bbox: 0.148099 loss_giou: 0.436131 loss_class_aux: 4.216704 loss_bbox_aux: 0.989560 loss_giou_aux: 2.782522 loss_class_dn: 0.406668 loss_bbox_dn: 0.161393 loss_giou_dn: 0.404647 loss_class_aux_dn: 2.192688 loss_bbox_aux_dn: 0.989825 loss_giou_aux_dn: 2.310741 loss: 16.517780 eta: 9:03:45 batch_cost: 0.5903 data_cost: 0.0013 ips: 6.7767 images/s [04/01 21:22:39] ppdet.engine INFO: Epoch: [63] [6600/7329] learning_rate: 0.000100 loss_class: 0.585708 loss_bbox: 0.134639 loss_giou: 0.416627 loss_class_aux: 3.560802 loss_bbox_aux: 0.909236 loss_giou_aux: 2.641393 loss_class_dn: 0.348538 loss_bbox_dn: 0.137129 loss_giou_dn: 0.367893 loss_class_aux_dn: 1.851783 loss_bbox_aux_dn: 0.850880 loss_giou_aux_dn: 2.111821 loss: 14.178238 eta: 9:02:51 batch_cost: 0.5870 data_cost: 0.0012 ips: 6.8139 images/s [04/01 21:23:43] ppdet.engine INFO: Epoch: [63] [6700/7329] learning_rate: 0.000100 loss_class: 0.567933 loss_bbox: 0.126518 loss_giou: 0.339967 loss_class_aux: 3.579125 loss_bbox_aux: 0.886285 loss_giou_aux: 2.204663 loss_class_dn: 0.324362 loss_bbox_dn: 0.129424 loss_giou_dn: 0.338349 loss_class_aux_dn: 1.778302 loss_bbox_aux_dn: 0.795292 loss_giou_aux_dn: 1.913777 loss: 13.413969 eta: 9:01:56 batch_cost: 0.5844 data_cost: 0.0012 ips: 6.8443 images/s [04/01 21:24:44] ppdet.engine INFO: Epoch: [63] [6800/7329] learning_rate: 0.000100 loss_class: 0.611117 loss_bbox: 0.141389 loss_giou: 0.440483 loss_class_aux: 3.865718 loss_bbox_aux: 0.933846 loss_giou_aux: 2.808809 loss_class_dn: 0.358636 loss_bbox_dn: 0.163246 loss_giou_dn: 0.428720 loss_class_aux_dn: 1.892606 loss_bbox_aux_dn: 0.949199 loss_giou_aux_dn: 2.397491 loss: 15.298170 eta: 9:01:02 batch_cost: 0.5595 data_cost: 0.0012 ips: 7.1495 images/s [04/01 21:25:49] ppdet.engine INFO: Epoch: [63] [6900/7329] learning_rate: 0.000100 loss_class: 0.565645 loss_bbox: 0.133370 loss_giou: 0.383163 loss_class_aux: 3.580995 loss_bbox_aux: 0.874658 loss_giou_aux: 2.403022 loss_class_dn: 0.314711 loss_bbox_dn: 0.135998 loss_giou_dn: 0.338937 loss_class_aux_dn: 1.728791 loss_bbox_aux_dn: 0.785981 loss_giou_aux_dn: 1.884197 loss: 13.253380 eta: 9:00:07 batch_cost: 0.5893 data_cost: 0.0013 ips: 6.7873 images/s [04/01 21:26:45] ppdet.engine INFO: Epoch: [63] [7000/7329] learning_rate: 0.000100 loss_class: 0.569631 loss_bbox: 0.123305 loss_giou: 0.438330 loss_class_aux: 3.579378 loss_bbox_aux: 0.863705 loss_giou_aux: 2.731330 loss_class_dn: 0.321301 loss_bbox_dn: 0.142712 loss_giou_dn: 0.369291 loss_class_aux_dn: 1.737998 loss_bbox_aux_dn: 0.879141 loss_giou_aux_dn: 2.067871 loss: 13.778055 eta: 8:59:12 batch_cost: 0.5057 data_cost: 0.0012 ips: 7.9104 images/s [04/01 21:27:49] ppdet.engine INFO: Epoch: [63] [7100/7329] learning_rate: 0.000100 loss_class: 0.620781 loss_bbox: 0.136471 loss_giou: 0.396180 loss_class_aux: 3.959961 loss_bbox_aux: 0.909518 loss_giou_aux: 2.627088 loss_class_dn: 0.341920 loss_bbox_dn: 0.139393 loss_giou_dn: 0.402468 loss_class_aux_dn: 1.877487 loss_bbox_aux_dn: 0.819638 loss_giou_aux_dn: 2.277186 loss: 15.080112 eta: 8:58:17 batch_cost: 0.5867 data_cost: 0.0013 ips: 6.8179 images/s [04/01 21:28:46] ppdet.engine INFO: Epoch: [63] [7200/7329] learning_rate: 0.000100 loss_class: 0.520177 loss_bbox: 0.125790 loss_giou: 0.349191 loss_class_aux: 3.174953 loss_bbox_aux: 0.858192 loss_giou_aux: 2.161120 loss_class_dn: 0.290544 loss_bbox_dn: 0.123825 loss_giou_dn: 0.317736 loss_class_aux_dn: 1.573423 loss_bbox_aux_dn: 0.751407 loss_giou_aux_dn: 1.793043 loss: 12.878511 eta: 8:57:22 batch_cost: 0.5187 data_cost: 0.0013 ips: 7.7117 images/s [04/01 21:29:46] ppdet.engine INFO: Epoch: [63] [7300/7329] learning_rate: 0.000100 loss_class: 0.572662 loss_bbox: 0.145555 loss_giou: 0.370942 loss_class_aux: 3.667596 loss_bbox_aux: 0.923498 loss_giou_aux: 2.399465 loss_class_dn: 0.332930 loss_bbox_dn: 0.146458 loss_giou_dn: 0.345524 loss_class_aux_dn: 1.783912 loss_bbox_aux_dn: 0.867255 loss_giou_aux_dn: 1.966365 loss: 13.945696 eta: 8:56:27 batch_cost: 0.5497 data_cost: 0.0012 ips: 7.2763 images/s [04/01 21:30:09] ppdet.engine INFO: Eval iter: 0 [04/01 21:30:38] ppdet.engine INFO: Eval iter: 100 [04/01 21:31:05] ppdet.engine INFO: Eval iter: 200 [04/01 21:31:33] ppdet.engine INFO: Eval iter: 300 [04/01 21:32:00] ppdet.engine INFO: Eval iter: 400 [04/01 21:32:27] ppdet.engine INFO: Eval iter: 500 [04/01 21:32:55] ppdet.engine INFO: Eval iter: 600 [04/01 21:33:26] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/01 21:33:27] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.82s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=117.84s). Accumulating evaluation results... DONE (t=25.91s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 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 ] = 0.390 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 ] = 0.721 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 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/01 21:36:12] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.559116144249575 [04/01 21:36:12] ppdet.engine INFO: Best test bbox ap is 0.531. [04/01 21:36:15] ppdet.engine INFO: Epoch: [64] [ 0/7329] learning_rate: 0.000100 loss_class: 0.586625 loss_bbox: 0.144705 loss_giou: 0.392970 loss_class_aux: 3.706172 loss_bbox_aux: 0.928311 loss_giou_aux: 2.436337 loss_class_dn: 0.335123 loss_bbox_dn: 0.142942 loss_giou_dn: 0.360087 loss_class_aux_dn: 1.817346 loss_bbox_aux_dn: 0.875617 loss_giou_aux_dn: 2.042660 loss: 13.847631 eta: 8:56:11 batch_cost: 0.5612 data_cost: 0.0013 ips: 7.1274 images/s [04/01 21:37:16] ppdet.engine INFO: Epoch: [64] [ 100/7329] learning_rate: 0.000100 loss_class: 0.557387 loss_bbox: 0.116235 loss_giou: 0.372203 loss_class_aux: 3.537614 loss_bbox_aux: 0.815937 loss_giou_aux: 2.495091 loss_class_dn: 0.324311 loss_bbox_dn: 0.133932 loss_giou_dn: 0.352422 loss_class_aux_dn: 1.772121 loss_bbox_aux_dn: 0.783085 loss_giou_aux_dn: 2.026931 loss: 13.398922 eta: 8:55:17 batch_cost: 0.5570 data_cost: 0.0013 ips: 7.1807 images/s [04/01 21:38:17] ppdet.engine INFO: Epoch: [64] [ 200/7329] learning_rate: 0.000100 loss_class: 0.555655 loss_bbox: 0.138951 loss_giou: 0.342339 loss_class_aux: 3.563052 loss_bbox_aux: 0.928656 loss_giou_aux: 2.198890 loss_class_dn: 0.319646 loss_bbox_dn: 0.135341 loss_giou_dn: 0.327286 loss_class_aux_dn: 1.725069 loss_bbox_aux_dn: 0.799209 loss_giou_aux_dn: 1.899338 loss: 13.565868 eta: 8:54:22 batch_cost: 0.5509 data_cost: 0.0014 ips: 7.2611 images/s [04/01 21:39:18] ppdet.engine INFO: Epoch: [64] [ 300/7329] learning_rate: 0.000100 loss_class: 0.554367 loss_bbox: 0.123401 loss_giou: 0.372357 loss_class_aux: 3.548839 loss_bbox_aux: 0.771795 loss_giou_aux: 2.284593 loss_class_dn: 0.328363 loss_bbox_dn: 0.130807 loss_giou_dn: 0.334447 loss_class_aux_dn: 1.738226 loss_bbox_aux_dn: 0.776301 loss_giou_aux_dn: 1.913994 loss: 13.347202 eta: 8:53:27 batch_cost: 0.5493 data_cost: 0.0012 ips: 7.2821 images/s [04/01 21:40:15] ppdet.engine INFO: Epoch: [64] [ 400/7329] learning_rate: 0.000100 loss_class: 0.609223 loss_bbox: 0.136786 loss_giou: 0.366172 loss_class_aux: 3.765743 loss_bbox_aux: 0.893028 loss_giou_aux: 2.366569 loss_class_dn: 0.325386 loss_bbox_dn: 0.142637 loss_giou_dn: 0.366516 loss_class_aux_dn: 1.780395 loss_bbox_aux_dn: 0.887253 loss_giou_aux_dn: 1.991862 loss: 13.419605 eta: 8:52:32 batch_cost: 0.5228 data_cost: 0.0013 ips: 7.6512 images/s [04/01 21:41:17] ppdet.engine INFO: Epoch: [64] [ 500/7329] learning_rate: 0.000100 loss_class: 0.558349 loss_bbox: 0.126895 loss_giou: 0.336641 loss_class_aux: 3.539157 loss_bbox_aux: 0.877369 loss_giou_aux: 2.229693 loss_class_dn: 0.302245 loss_bbox_dn: 0.143369 loss_giou_dn: 0.319542 loss_class_aux_dn: 1.642697 loss_bbox_aux_dn: 0.831015 loss_giou_aux_dn: 1.821035 loss: 12.701866 eta: 8:51:37 batch_cost: 0.5636 data_cost: 0.0012 ips: 7.0972 images/s [04/01 21:42:21] ppdet.engine INFO: Epoch: [64] [ 600/7329] learning_rate: 0.000100 loss_class: 0.547819 loss_bbox: 0.114792 loss_giou: 0.394141 loss_class_aux: 3.420073 loss_bbox_aux: 0.765066 loss_giou_aux: 2.454328 loss_class_dn: 0.314031 loss_bbox_dn: 0.112092 loss_giou_dn: 0.351655 loss_class_aux_dn: 1.669881 loss_bbox_aux_dn: 0.686232 loss_giou_aux_dn: 2.054344 loss: 14.027155 eta: 8:50:42 batch_cost: 0.5758 data_cost: 0.0018 ips: 6.9466 images/s [04/01 21:43:17] ppdet.engine INFO: Epoch: [64] [ 700/7329] learning_rate: 0.000100 loss_class: 0.561345 loss_bbox: 0.141619 loss_giou: 0.366049 loss_class_aux: 3.509261 loss_bbox_aux: 0.910299 loss_giou_aux: 2.369100 loss_class_dn: 0.319507 loss_bbox_dn: 0.136748 loss_giou_dn: 0.348628 loss_class_aux_dn: 1.675509 loss_bbox_aux_dn: 0.829380 loss_giou_aux_dn: 1.964986 loss: 13.239197 eta: 8:49:47 batch_cost: 0.5049 data_cost: 0.0012 ips: 7.9216 images/s [04/01 21:44:15] ppdet.engine INFO: Epoch: [64] [ 800/7329] learning_rate: 0.000100 loss_class: 0.563202 loss_bbox: 0.137177 loss_giou: 0.332532 loss_class_aux: 3.613821 loss_bbox_aux: 0.865461 loss_giou_aux: 2.135995 loss_class_dn: 0.322261 loss_bbox_dn: 0.144406 loss_giou_dn: 0.311025 loss_class_aux_dn: 1.709490 loss_bbox_aux_dn: 0.827334 loss_giou_aux_dn: 1.767797 loss: 13.369625 eta: 8:48:52 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5875 images/s [04/01 21:45:12] ppdet.engine INFO: Epoch: [64] [ 900/7329] learning_rate: 0.000100 loss_class: 0.556307 loss_bbox: 0.135766 loss_giou: 0.343329 loss_class_aux: 3.473141 loss_bbox_aux: 0.849072 loss_giou_aux: 2.312150 loss_class_dn: 0.310862 loss_bbox_dn: 0.139687 loss_giou_dn: 0.329162 loss_class_aux_dn: 1.667073 loss_bbox_aux_dn: 0.819930 loss_giou_aux_dn: 1.870046 loss: 12.851658 eta: 8:47:57 batch_cost: 0.5158 data_cost: 0.0012 ips: 7.7548 images/s [04/01 21:46:15] ppdet.engine INFO: Epoch: [64] [1000/7329] learning_rate: 0.000100 loss_class: 0.597041 loss_bbox: 0.127774 loss_giou: 0.415213 loss_class_aux: 3.987219 loss_bbox_aux: 0.833582 loss_giou_aux: 2.654278 loss_class_dn: 0.348663 loss_bbox_dn: 0.140317 loss_giou_dn: 0.380154 loss_class_aux_dn: 1.821874 loss_bbox_aux_dn: 0.830182 loss_giou_aux_dn: 2.143922 loss: 15.016068 eta: 8:47:02 batch_cost: 0.5657 data_cost: 0.0014 ips: 7.0703 images/s [04/01 21:47:18] ppdet.engine INFO: Epoch: [64] [1100/7329] learning_rate: 0.000100 loss_class: 0.511665 loss_bbox: 0.115394 loss_giou: 0.319427 loss_class_aux: 3.216612 loss_bbox_aux: 0.751066 loss_giou_aux: 2.093114 loss_class_dn: 0.272110 loss_bbox_dn: 0.113962 loss_giou_dn: 0.295004 loss_class_aux_dn: 1.449639 loss_bbox_aux_dn: 0.692589 loss_giou_aux_dn: 1.666585 loss: 11.743587 eta: 8:46:07 batch_cost: 0.5654 data_cost: 0.0017 ips: 7.0741 images/s [04/01 21:48:19] ppdet.engine INFO: Epoch: [64] [1200/7329] learning_rate: 0.000100 loss_class: 0.552018 loss_bbox: 0.133313 loss_giou: 0.335540 loss_class_aux: 3.587053 loss_bbox_aux: 0.910014 loss_giou_aux: 2.184933 loss_class_dn: 0.309792 loss_bbox_dn: 0.142393 loss_giou_dn: 0.304303 loss_class_aux_dn: 1.710643 loss_bbox_aux_dn: 0.850096 loss_giou_aux_dn: 1.760073 loss: 12.393982 eta: 8:45:12 batch_cost: 0.5453 data_cost: 0.0015 ips: 7.3355 images/s [04/01 21:49:18] ppdet.engine INFO: Epoch: [64] [1300/7329] learning_rate: 0.000100 loss_class: 0.598305 loss_bbox: 0.137067 loss_giou: 0.439624 loss_class_aux: 3.965271 loss_bbox_aux: 0.921021 loss_giou_aux: 2.895571 loss_class_dn: 0.381391 loss_bbox_dn: 0.150562 loss_giou_dn: 0.404964 loss_class_aux_dn: 2.032187 loss_bbox_aux_dn: 0.850893 loss_giou_aux_dn: 2.240325 loss: 15.120390 eta: 8:44:17 batch_cost: 0.5300 data_cost: 0.0014 ips: 7.5470 images/s [04/01 21:50:14] ppdet.engine INFO: Epoch: [64] [1400/7329] learning_rate: 0.000100 loss_class: 0.588534 loss_bbox: 0.134409 loss_giou: 0.400445 loss_class_aux: 3.601693 loss_bbox_aux: 0.904437 loss_giou_aux: 2.630497 loss_class_dn: 0.331004 loss_bbox_dn: 0.126160 loss_giou_dn: 0.381041 loss_class_aux_dn: 1.789429 loss_bbox_aux_dn: 0.757766 loss_giou_aux_dn: 2.145701 loss: 13.904408 eta: 8:43:22 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8243 images/s [04/01 21:51:16] ppdet.engine INFO: Epoch: [64] [1500/7329] learning_rate: 0.000100 loss_class: 0.553996 loss_bbox: 0.130240 loss_giou: 0.366020 loss_class_aux: 3.565655 loss_bbox_aux: 0.850500 loss_giou_aux: 2.384264 loss_class_dn: 0.317709 loss_bbox_dn: 0.125632 loss_giou_dn: 0.361481 loss_class_aux_dn: 1.683511 loss_bbox_aux_dn: 0.766631 loss_giou_aux_dn: 2.031009 loss: 13.811207 eta: 8:42:27 batch_cost: 0.5567 data_cost: 0.0012 ips: 7.1856 images/s [04/01 21:52:13] ppdet.engine INFO: Epoch: [64] [1600/7329] learning_rate: 0.000100 loss_class: 0.584960 loss_bbox: 0.141700 loss_giou: 0.381858 loss_class_aux: 3.719307 loss_bbox_aux: 0.904795 loss_giou_aux: 2.436585 loss_class_dn: 0.325439 loss_bbox_dn: 0.126882 loss_giou_dn: 0.357711 loss_class_aux_dn: 1.765792 loss_bbox_aux_dn: 0.780361 loss_giou_aux_dn: 1.974891 loss: 13.506954 eta: 8:41:32 batch_cost: 0.5216 data_cost: 0.0012 ips: 7.6683 images/s [04/01 21:53:16] ppdet.engine INFO: Epoch: [64] [1700/7329] learning_rate: 0.000100 loss_class: 0.535119 loss_bbox: 0.125942 loss_giou: 0.330202 loss_class_aux: 3.314832 loss_bbox_aux: 0.838293 loss_giou_aux: 2.018944 loss_class_dn: 0.295250 loss_bbox_dn: 0.128952 loss_giou_dn: 0.298930 loss_class_aux_dn: 1.625361 loss_bbox_aux_dn: 0.757375 loss_giou_aux_dn: 1.658338 loss: 13.169992 eta: 8:40:37 batch_cost: 0.5547 data_cost: 0.0014 ips: 7.2109 images/s [04/01 21:54:15] ppdet.engine INFO: Epoch: [64] [1800/7329] learning_rate: 0.000100 loss_class: 0.516049 loss_bbox: 0.120621 loss_giou: 0.350187 loss_class_aux: 3.345160 loss_bbox_aux: 0.850149 loss_giou_aux: 2.243428 loss_class_dn: 0.305983 loss_bbox_dn: 0.132812 loss_giou_dn: 0.336658 loss_class_aux_dn: 1.634830 loss_bbox_aux_dn: 0.777104 loss_giou_aux_dn: 1.845897 loss: 12.912388 eta: 8:39:42 batch_cost: 0.5322 data_cost: 0.0015 ips: 7.5162 images/s [04/01 21:55:13] ppdet.engine INFO: Epoch: [64] [1900/7329] learning_rate: 0.000100 loss_class: 0.557915 loss_bbox: 0.121494 loss_giou: 0.416121 loss_class_aux: 3.567322 loss_bbox_aux: 0.825632 loss_giou_aux: 2.631446 loss_class_dn: 0.326972 loss_bbox_dn: 0.113705 loss_giou_dn: 0.376957 loss_class_aux_dn: 1.738913 loss_bbox_aux_dn: 0.651302 loss_giou_aux_dn: 2.143264 loss: 13.975130 eta: 8:38:47 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6669 images/s [04/01 21:56:12] ppdet.engine INFO: Epoch: [64] [2000/7329] learning_rate: 0.000100 loss_class: 0.499446 loss_bbox: 0.117443 loss_giou: 0.343285 loss_class_aux: 3.077013 loss_bbox_aux: 0.794213 loss_giou_aux: 2.139873 loss_class_dn: 0.288970 loss_bbox_dn: 0.112677 loss_giou_dn: 0.316497 loss_class_aux_dn: 1.538384 loss_bbox_aux_dn: 0.688005 loss_giou_aux_dn: 1.804435 loss: 12.442707 eta: 8:37:52 batch_cost: 0.5297 data_cost: 0.0014 ips: 7.5521 images/s [04/01 21:57:10] ppdet.engine INFO: Epoch: [64] [2100/7329] learning_rate: 0.000100 loss_class: 0.632650 loss_bbox: 0.129207 loss_giou: 0.414651 loss_class_aux: 3.907513 loss_bbox_aux: 0.865405 loss_giou_aux: 2.601847 loss_class_dn: 0.343513 loss_bbox_dn: 0.130664 loss_giou_dn: 0.381656 loss_class_aux_dn: 1.818764 loss_bbox_aux_dn: 0.790291 loss_giou_aux_dn: 2.082006 loss: 14.825109 eta: 8:36:57 batch_cost: 0.5205 data_cost: 0.0014 ips: 7.6842 images/s [04/01 21:58:10] ppdet.engine INFO: Epoch: [64] [2200/7329] learning_rate: 0.000100 loss_class: 0.482529 loss_bbox: 0.115112 loss_giou: 0.323994 loss_class_aux: 3.286985 loss_bbox_aux: 0.793846 loss_giou_aux: 2.004118 loss_class_dn: 0.288387 loss_bbox_dn: 0.135760 loss_giou_dn: 0.292482 loss_class_aux_dn: 1.569252 loss_bbox_aux_dn: 0.792426 loss_giou_aux_dn: 1.672899 loss: 12.409735 eta: 8:36:02 batch_cost: 0.5366 data_cost: 0.0014 ips: 7.4541 images/s [04/01 21:59:15] ppdet.engine INFO: Epoch: [64] [2300/7329] learning_rate: 0.000100 loss_class: 0.561050 loss_bbox: 0.123812 loss_giou: 0.420583 loss_class_aux: 3.663123 loss_bbox_aux: 0.780240 loss_giou_aux: 2.690663 loss_class_dn: 0.341650 loss_bbox_dn: 0.114782 loss_giou_dn: 0.355233 loss_class_aux_dn: 1.879156 loss_bbox_aux_dn: 0.690902 loss_giou_aux_dn: 2.051227 loss: 14.637193 eta: 8:35:07 batch_cost: 0.5943 data_cost: 0.0014 ips: 6.7306 images/s [04/01 22:00:20] ppdet.engine INFO: Epoch: [64] [2400/7329] learning_rate: 0.000100 loss_class: 0.603880 loss_bbox: 0.140794 loss_giou: 0.364097 loss_class_aux: 3.988073 loss_bbox_aux: 0.908989 loss_giou_aux: 2.273777 loss_class_dn: 0.326800 loss_bbox_dn: 0.136647 loss_giou_dn: 0.354613 loss_class_aux_dn: 1.742221 loss_bbox_aux_dn: 0.864655 loss_giou_aux_dn: 1.973012 loss: 14.475792 eta: 8:34:13 batch_cost: 0.5852 data_cost: 0.0013 ips: 6.8358 images/s [04/01 22:01:19] ppdet.engine INFO: Epoch: [64] [2500/7329] learning_rate: 0.000100 loss_class: 0.490775 loss_bbox: 0.122608 loss_giou: 0.316821 loss_class_aux: 3.226013 loss_bbox_aux: 0.814642 loss_giou_aux: 2.022057 loss_class_dn: 0.301436 loss_bbox_dn: 0.115169 loss_giou_dn: 0.308239 loss_class_aux_dn: 1.613717 loss_bbox_aux_dn: 0.696381 loss_giou_aux_dn: 1.728113 loss: 12.483404 eta: 8:33:18 batch_cost: 0.5365 data_cost: 0.0014 ips: 7.4552 images/s [04/01 22:02:23] ppdet.engine INFO: Epoch: [64] [2600/7329] learning_rate: 0.000100 loss_class: 0.557151 loss_bbox: 0.121255 loss_giou: 0.365096 loss_class_aux: 3.629458 loss_bbox_aux: 0.855914 loss_giou_aux: 2.306213 loss_class_dn: 0.313340 loss_bbox_dn: 0.122779 loss_giou_dn: 0.343596 loss_class_aux_dn: 1.706747 loss_bbox_aux_dn: 0.760681 loss_giou_aux_dn: 1.896026 loss: 13.115841 eta: 8:32:23 batch_cost: 0.5705 data_cost: 0.0013 ips: 7.0114 images/s [04/01 22:03:19] ppdet.engine INFO: Epoch: [64] [2700/7329] learning_rate: 0.000100 loss_class: 0.503846 loss_bbox: 0.121559 loss_giou: 0.308194 loss_class_aux: 3.090276 loss_bbox_aux: 0.850157 loss_giou_aux: 2.010905 loss_class_dn: 0.275392 loss_bbox_dn: 0.128901 loss_giou_dn: 0.290635 loss_class_aux_dn: 1.464603 loss_bbox_aux_dn: 0.765454 loss_giou_aux_dn: 1.627596 loss: 12.081391 eta: 8:31:28 batch_cost: 0.5109 data_cost: 0.0013 ips: 7.8291 images/s [04/01 22:04:17] ppdet.engine INFO: Epoch: [64] [2800/7329] learning_rate: 0.000100 loss_class: 0.534968 loss_bbox: 0.134484 loss_giou: 0.395115 loss_class_aux: 3.467145 loss_bbox_aux: 0.881111 loss_giou_aux: 2.463487 loss_class_dn: 0.321228 loss_bbox_dn: 0.130593 loss_giou_dn: 0.353605 loss_class_aux_dn: 1.757812 loss_bbox_aux_dn: 0.833435 loss_giou_aux_dn: 1.959360 loss: 13.979105 eta: 8:30:33 batch_cost: 0.5196 data_cost: 0.0014 ips: 7.6985 images/s [04/01 22:05:15] ppdet.engine INFO: Epoch: [64] [2900/7329] learning_rate: 0.000100 loss_class: 0.533686 loss_bbox: 0.128159 loss_giou: 0.350164 loss_class_aux: 3.385525 loss_bbox_aux: 0.856580 loss_giou_aux: 2.188191 loss_class_dn: 0.323129 loss_bbox_dn: 0.130656 loss_giou_dn: 0.351070 loss_class_aux_dn: 1.717068 loss_bbox_aux_dn: 0.767527 loss_giou_aux_dn: 1.962170 loss: 13.284071 eta: 8:29:38 batch_cost: 0.5242 data_cost: 0.0012 ips: 7.6302 images/s [04/01 22:06:13] ppdet.engine INFO: Epoch: [64] [3000/7329] learning_rate: 0.000100 loss_class: 0.539214 loss_bbox: 0.134081 loss_giou: 0.357166 loss_class_aux: 3.384743 loss_bbox_aux: 0.837707 loss_giou_aux: 2.253362 loss_class_dn: 0.308430 loss_bbox_dn: 0.125222 loss_giou_dn: 0.328031 loss_class_aux_dn: 1.689797 loss_bbox_aux_dn: 0.770088 loss_giou_aux_dn: 1.824250 loss: 12.935045 eta: 8:28:42 batch_cost: 0.5246 data_cost: 0.0012 ips: 7.6245 images/s [04/01 22:07:16] ppdet.engine INFO: Epoch: [64] [3100/7329] learning_rate: 0.000100 loss_class: 0.597631 loss_bbox: 0.132065 loss_giou: 0.439425 loss_class_aux: 3.839766 loss_bbox_aux: 0.901267 loss_giou_aux: 2.836709 loss_class_dn: 0.330583 loss_bbox_dn: 0.129653 loss_giou_dn: 0.393244 loss_class_aux_dn: 1.801905 loss_bbox_aux_dn: 0.805235 loss_giou_aux_dn: 2.182984 loss: 15.163500 eta: 8:27:48 batch_cost: 0.5800 data_cost: 0.0012 ips: 6.8962 images/s [04/01 22:08:13] ppdet.engine INFO: Epoch: [64] [3200/7329] learning_rate: 0.000100 loss_class: 0.525831 loss_bbox: 0.132372 loss_giou: 0.322816 loss_class_aux: 3.359414 loss_bbox_aux: 0.886434 loss_giou_aux: 2.058718 loss_class_dn: 0.319753 loss_bbox_dn: 0.139339 loss_giou_dn: 0.294085 loss_class_aux_dn: 1.762134 loss_bbox_aux_dn: 0.819965 loss_giou_aux_dn: 1.687000 loss: 12.940858 eta: 8:26:53 batch_cost: 0.5121 data_cost: 0.0013 ips: 7.8110 images/s [04/01 22:09:17] ppdet.engine INFO: Epoch: [64] [3300/7329] learning_rate: 0.000100 loss_class: 0.574977 loss_bbox: 0.134058 loss_giou: 0.366864 loss_class_aux: 3.511407 loss_bbox_aux: 0.908366 loss_giou_aux: 2.401698 loss_class_dn: 0.341435 loss_bbox_dn: 0.134958 loss_giou_dn: 0.384364 loss_class_aux_dn: 1.806135 loss_bbox_aux_dn: 0.838873 loss_giou_aux_dn: 2.156808 loss: 14.013250 eta: 8:25:58 batch_cost: 0.5769 data_cost: 0.0016 ips: 6.9341 images/s [04/01 22:10:17] ppdet.engine INFO: Epoch: [64] [3400/7329] learning_rate: 0.000100 loss_class: 0.538459 loss_bbox: 0.123585 loss_giou: 0.344910 loss_class_aux: 3.498461 loss_bbox_aux: 0.833959 loss_giou_aux: 2.147686 loss_class_dn: 0.309850 loss_bbox_dn: 0.133083 loss_giou_dn: 0.322851 loss_class_aux_dn: 1.676847 loss_bbox_aux_dn: 0.779831 loss_giou_aux_dn: 1.805665 loss: 13.562032 eta: 8:25:03 batch_cost: 0.5460 data_cost: 0.0013 ips: 7.3261 images/s [04/01 22:11:18] ppdet.engine INFO: Epoch: [64] [3500/7329] learning_rate: 0.000100 loss_class: 0.525613 loss_bbox: 0.123541 loss_giou: 0.390706 loss_class_aux: 3.233432 loss_bbox_aux: 0.829558 loss_giou_aux: 2.446599 loss_class_dn: 0.314243 loss_bbox_dn: 0.113717 loss_giou_dn: 0.347445 loss_class_aux_dn: 1.693268 loss_bbox_aux_dn: 0.666215 loss_giou_aux_dn: 1.951231 loss: 12.963892 eta: 8:24:08 batch_cost: 0.5517 data_cost: 0.0012 ips: 7.2503 images/s [04/01 22:12:22] ppdet.engine INFO: Epoch: [64] [3600/7329] learning_rate: 0.000100 loss_class: 0.605704 loss_bbox: 0.154348 loss_giou: 0.452030 loss_class_aux: 3.907925 loss_bbox_aux: 0.941603 loss_giou_aux: 2.713749 loss_class_dn: 0.367932 loss_bbox_dn: 0.145534 loss_giou_dn: 0.391156 loss_class_aux_dn: 1.929114 loss_bbox_aux_dn: 0.863699 loss_giou_aux_dn: 2.134085 loss: 15.329737 eta: 8:23:14 batch_cost: 0.5814 data_cost: 0.0013 ips: 6.8804 images/s [04/01 22:13:18] ppdet.engine INFO: Epoch: [64] [3700/7329] learning_rate: 0.000100 loss_class: 0.625898 loss_bbox: 0.135307 loss_giou: 0.383650 loss_class_aux: 3.834042 loss_bbox_aux: 0.869553 loss_giou_aux: 2.579311 loss_class_dn: 0.345758 loss_bbox_dn: 0.136745 loss_giou_dn: 0.336399 loss_class_aux_dn: 1.851165 loss_bbox_aux_dn: 0.879901 loss_giou_aux_dn: 1.964571 loss: 15.002558 eta: 8:22:19 batch_cost: 0.5092 data_cost: 0.0014 ips: 7.8548 images/s [04/01 22:14:13] ppdet.engine INFO: Epoch: [64] [3800/7329] learning_rate: 0.000100 loss_class: 0.507710 loss_bbox: 0.130652 loss_giou: 0.387630 loss_class_aux: 3.314756 loss_bbox_aux: 0.912138 loss_giou_aux: 2.463092 loss_class_dn: 0.303309 loss_bbox_dn: 0.133192 loss_giou_dn: 0.345864 loss_class_aux_dn: 1.604763 loss_bbox_aux_dn: 0.790747 loss_giou_aux_dn: 1.924581 loss: 13.188250 eta: 8:21:23 batch_cost: 0.4964 data_cost: 0.0013 ips: 8.0581 images/s [04/01 22:15:12] ppdet.engine INFO: Epoch: [64] [3900/7329] learning_rate: 0.000100 loss_class: 0.532804 loss_bbox: 0.131571 loss_giou: 0.419074 loss_class_aux: 3.338371 loss_bbox_aux: 0.861835 loss_giou_aux: 2.692389 loss_class_dn: 0.325244 loss_bbox_dn: 0.125853 loss_giou_dn: 0.349472 loss_class_aux_dn: 1.752478 loss_bbox_aux_dn: 0.755139 loss_giou_aux_dn: 1.934285 loss: 13.816301 eta: 8:20:28 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5085 images/s [04/01 22:16:13] ppdet.engine INFO: Epoch: [64] [4000/7329] learning_rate: 0.000100 loss_class: 0.478997 loss_bbox: 0.127024 loss_giou: 0.304393 loss_class_aux: 3.070313 loss_bbox_aux: 0.822075 loss_giou_aux: 1.952149 loss_class_dn: 0.276744 loss_bbox_dn: 0.114657 loss_giou_dn: 0.286912 loss_class_aux_dn: 1.511706 loss_bbox_aux_dn: 0.677182 loss_giou_aux_dn: 1.601297 loss: 11.677391 eta: 8:19:33 batch_cost: 0.5423 data_cost: 0.0014 ips: 7.3759 images/s [04/01 22:17:10] ppdet.engine INFO: Epoch: [64] [4100/7329] learning_rate: 0.000100 loss_class: 0.603532 loss_bbox: 0.136321 loss_giou: 0.416550 loss_class_aux: 3.903992 loss_bbox_aux: 0.900524 loss_giou_aux: 2.752555 loss_class_dn: 0.346524 loss_bbox_dn: 0.128333 loss_giou_dn: 0.396711 loss_class_aux_dn: 1.895236 loss_bbox_aux_dn: 0.767880 loss_giou_aux_dn: 2.233723 loss: 14.431356 eta: 8:18:38 batch_cost: 0.5225 data_cost: 0.0012 ips: 7.6555 images/s [04/01 22:18:10] ppdet.engine INFO: Epoch: [64] [4200/7329] learning_rate: 0.000100 loss_class: 0.557600 loss_bbox: 0.139428 loss_giou: 0.353618 loss_class_aux: 3.438274 loss_bbox_aux: 0.906224 loss_giou_aux: 2.382521 loss_class_dn: 0.329388 loss_bbox_dn: 0.149210 loss_giou_dn: 0.371838 loss_class_aux_dn: 1.735127 loss_bbox_aux_dn: 0.865117 loss_giou_aux_dn: 2.126617 loss: 13.777317 eta: 8:17:43 batch_cost: 0.5388 data_cost: 0.0016 ips: 7.4240 images/s [04/01 22:19:08] ppdet.engine INFO: Epoch: [64] [4300/7329] learning_rate: 0.000100 loss_class: 0.578544 loss_bbox: 0.146525 loss_giou: 0.396614 loss_class_aux: 3.656216 loss_bbox_aux: 0.967787 loss_giou_aux: 2.607149 loss_class_dn: 0.342631 loss_bbox_dn: 0.146208 loss_giou_dn: 0.374680 loss_class_aux_dn: 1.827566 loss_bbox_aux_dn: 0.871771 loss_giou_aux_dn: 2.096847 loss: 14.496670 eta: 8:16:48 batch_cost: 0.5205 data_cost: 0.0013 ips: 7.6853 images/s [04/01 22:20:05] ppdet.engine INFO: Epoch: [64] [4400/7329] learning_rate: 0.000100 loss_class: 0.540192 loss_bbox: 0.135170 loss_giou: 0.373369 loss_class_aux: 3.638051 loss_bbox_aux: 0.910403 loss_giou_aux: 2.409881 loss_class_dn: 0.306215 loss_bbox_dn: 0.137646 loss_giou_dn: 0.341278 loss_class_aux_dn: 1.728436 loss_bbox_aux_dn: 0.846903 loss_giou_aux_dn: 1.930536 loss: 12.991392 eta: 8:15:52 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7991 images/s [04/01 22:21:04] ppdet.engine INFO: Epoch: [64] [4500/7329] learning_rate: 0.000100 loss_class: 0.550661 loss_bbox: 0.115439 loss_giou: 0.357529 loss_class_aux: 3.495630 loss_bbox_aux: 0.788598 loss_giou_aux: 2.270749 loss_class_dn: 0.320402 loss_bbox_dn: 0.108156 loss_giou_dn: 0.340571 loss_class_aux_dn: 1.717552 loss_bbox_aux_dn: 0.664724 loss_giou_aux_dn: 1.924491 loss: 14.030828 eta: 8:14:58 batch_cost: 0.5379 data_cost: 0.0013 ips: 7.4358 images/s [04/01 22:22:06] ppdet.engine INFO: Epoch: [64] [4600/7329] learning_rate: 0.000100 loss_class: 0.539636 loss_bbox: 0.117355 loss_giou: 0.347256 loss_class_aux: 3.632038 loss_bbox_aux: 0.782759 loss_giou_aux: 2.238688 loss_class_dn: 0.312502 loss_bbox_dn: 0.127475 loss_giou_dn: 0.330197 loss_class_aux_dn: 1.680486 loss_bbox_aux_dn: 0.738509 loss_giou_aux_dn: 1.874443 loss: 12.724138 eta: 8:14:03 batch_cost: 0.5557 data_cost: 0.0013 ips: 7.1982 images/s [04/01 22:23:09] ppdet.engine INFO: Epoch: [64] [4700/7329] learning_rate: 0.000100 loss_class: 0.568331 loss_bbox: 0.141595 loss_giou: 0.417279 loss_class_aux: 3.642866 loss_bbox_aux: 0.914331 loss_giou_aux: 2.625894 loss_class_dn: 0.346546 loss_bbox_dn: 0.116327 loss_giou_dn: 0.343579 loss_class_aux_dn: 1.878008 loss_bbox_aux_dn: 0.714458 loss_giou_aux_dn: 1.862415 loss: 14.216094 eta: 8:13:08 batch_cost: 0.5734 data_cost: 0.0013 ips: 6.9764 images/s [04/01 22:24:13] ppdet.engine INFO: Epoch: [64] [4800/7329] learning_rate: 0.000100 loss_class: 0.526616 loss_bbox: 0.117625 loss_giou: 0.260711 loss_class_aux: 3.514408 loss_bbox_aux: 0.793098 loss_giou_aux: 1.782406 loss_class_dn: 0.293360 loss_bbox_dn: 0.131224 loss_giou_dn: 0.273172 loss_class_aux_dn: 1.592148 loss_bbox_aux_dn: 0.823620 loss_giou_aux_dn: 1.597809 loss: 13.173906 eta: 8:12:14 batch_cost: 0.5816 data_cost: 0.0012 ips: 6.8778 images/s [04/01 22:25:14] ppdet.engine INFO: Epoch: [64] [4900/7329] learning_rate: 0.000100 loss_class: 0.541134 loss_bbox: 0.138733 loss_giou: 0.389013 loss_class_aux: 3.406800 loss_bbox_aux: 0.853700 loss_giou_aux: 2.401416 loss_class_dn: 0.300796 loss_bbox_dn: 0.129457 loss_giou_dn: 0.327100 loss_class_aux_dn: 1.617931 loss_bbox_aux_dn: 0.753342 loss_giou_aux_dn: 1.821175 loss: 12.613026 eta: 8:11:19 batch_cost: 0.5592 data_cost: 0.0013 ips: 7.1528 images/s [04/01 22:26:12] ppdet.engine INFO: Epoch: [64] [5000/7329] learning_rate: 0.000100 loss_class: 0.586601 loss_bbox: 0.136628 loss_giou: 0.334018 loss_class_aux: 3.696598 loss_bbox_aux: 0.905175 loss_giou_aux: 2.271599 loss_class_dn: 0.327012 loss_bbox_dn: 0.149179 loss_giou_dn: 0.307313 loss_class_aux_dn: 1.797231 loss_bbox_aux_dn: 0.885014 loss_giou_aux_dn: 1.747514 loss: 13.846232 eta: 8:10:24 batch_cost: 0.5196 data_cost: 0.0012 ips: 7.6981 images/s [04/01 22:27:08] ppdet.engine INFO: Epoch: [64] [5100/7329] learning_rate: 0.000100 loss_class: 0.548706 loss_bbox: 0.122005 loss_giou: 0.338890 loss_class_aux: 3.559248 loss_bbox_aux: 0.781165 loss_giou_aux: 2.179316 loss_class_dn: 0.307521 loss_bbox_dn: 0.124318 loss_giou_dn: 0.314627 loss_class_aux_dn: 1.643697 loss_bbox_aux_dn: 0.779842 loss_giou_aux_dn: 1.741118 loss: 13.592348 eta: 8:09:28 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9631 images/s [04/01 22:28:08] ppdet.engine INFO: Epoch: [64] [5200/7329] learning_rate: 0.000100 loss_class: 0.490144 loss_bbox: 0.117675 loss_giou: 0.275863 loss_class_aux: 3.181518 loss_bbox_aux: 0.783962 loss_giou_aux: 1.833567 loss_class_dn: 0.274791 loss_bbox_dn: 0.120827 loss_giou_dn: 0.283849 loss_class_aux_dn: 1.500260 loss_bbox_aux_dn: 0.729490 loss_giou_aux_dn: 1.594312 loss: 12.210217 eta: 8:08:33 batch_cost: 0.5484 data_cost: 0.0013 ips: 7.2940 images/s [04/01 22:29:10] ppdet.engine INFO: Epoch: [64] [5300/7329] learning_rate: 0.000100 loss_class: 0.496582 loss_bbox: 0.121343 loss_giou: 0.318074 loss_class_aux: 3.218040 loss_bbox_aux: 0.808751 loss_giou_aux: 2.020882 loss_class_dn: 0.296400 loss_bbox_dn: 0.125374 loss_giou_dn: 0.290032 loss_class_aux_dn: 1.586327 loss_bbox_aux_dn: 0.769254 loss_giou_aux_dn: 1.640586 loss: 11.794087 eta: 8:07:39 batch_cost: 0.5590 data_cost: 0.0014 ips: 7.1551 images/s [04/01 22:30:08] ppdet.engine INFO: Epoch: [64] [5400/7329] learning_rate: 0.000100 loss_class: 0.531097 loss_bbox: 0.130581 loss_giou: 0.364143 loss_class_aux: 3.263777 loss_bbox_aux: 0.886799 loss_giou_aux: 2.360216 loss_class_dn: 0.323532 loss_bbox_dn: 0.142223 loss_giou_dn: 0.334511 loss_class_aux_dn: 1.688320 loss_bbox_aux_dn: 0.867015 loss_giou_aux_dn: 1.888586 loss: 12.796454 eta: 8:06:44 batch_cost: 0.5227 data_cost: 0.0012 ips: 7.6527 images/s [04/01 22:31:06] ppdet.engine INFO: Epoch: [64] [5500/7329] learning_rate: 0.000100 loss_class: 0.546522 loss_bbox: 0.133810 loss_giou: 0.360561 loss_class_aux: 3.601057 loss_bbox_aux: 0.886829 loss_giou_aux: 2.381869 loss_class_dn: 0.311613 loss_bbox_dn: 0.145719 loss_giou_dn: 0.329896 loss_class_aux_dn: 1.706908 loss_bbox_aux_dn: 0.850317 loss_giou_aux_dn: 1.836633 loss: 13.557040 eta: 8:05:48 batch_cost: 0.5227 data_cost: 0.0015 ips: 7.6521 images/s [04/01 22:32:08] ppdet.engine INFO: Epoch: [64] [5600/7329] learning_rate: 0.000100 loss_class: 0.545262 loss_bbox: 0.115653 loss_giou: 0.326445 loss_class_aux: 3.430572 loss_bbox_aux: 0.785273 loss_giou_aux: 2.099534 loss_class_dn: 0.305580 loss_bbox_dn: 0.133923 loss_giou_dn: 0.298014 loss_class_aux_dn: 1.637243 loss_bbox_aux_dn: 0.791885 loss_giou_aux_dn: 1.725407 loss: 12.738127 eta: 8:04:54 batch_cost: 0.5667 data_cost: 0.0012 ips: 7.0581 images/s [04/01 22:33:10] ppdet.engine INFO: Epoch: [64] [5700/7329] learning_rate: 0.000100 loss_class: 0.598371 loss_bbox: 0.129835 loss_giou: 0.409975 loss_class_aux: 3.676072 loss_bbox_aux: 0.872582 loss_giou_aux: 2.581482 loss_class_dn: 0.323852 loss_bbox_dn: 0.133327 loss_giou_dn: 0.353201 loss_class_aux_dn: 1.760565 loss_bbox_aux_dn: 0.765920 loss_giou_aux_dn: 1.986566 loss: 14.311393 eta: 8:03:59 batch_cost: 0.5678 data_cost: 0.0012 ips: 7.0449 images/s [04/01 22:34:12] ppdet.engine INFO: Epoch: [64] [5800/7329] learning_rate: 0.000100 loss_class: 0.553919 loss_bbox: 0.121334 loss_giou: 0.319782 loss_class_aux: 3.419649 loss_bbox_aux: 0.841337 loss_giou_aux: 2.096391 loss_class_dn: 0.304278 loss_bbox_dn: 0.131613 loss_giou_dn: 0.304440 loss_class_aux_dn: 1.648265 loss_bbox_aux_dn: 0.805675 loss_giou_aux_dn: 1.732398 loss: 12.353932 eta: 8:03:04 batch_cost: 0.5621 data_cost: 0.0013 ips: 7.1164 images/s [04/01 22:35:14] ppdet.engine INFO: Epoch: [64] [5900/7329] learning_rate: 0.000100 loss_class: 0.565331 loss_bbox: 0.139683 loss_giou: 0.443949 loss_class_aux: 3.564877 loss_bbox_aux: 0.941469 loss_giou_aux: 2.852480 loss_class_dn: 0.350598 loss_bbox_dn: 0.126896 loss_giou_dn: 0.393881 loss_class_aux_dn: 1.883932 loss_bbox_aux_dn: 0.759776 loss_giou_aux_dn: 2.224636 loss: 15.153605 eta: 8:02:10 batch_cost: 0.5552 data_cost: 0.0013 ips: 7.2048 images/s [04/01 22:36:15] ppdet.engine INFO: Epoch: [64] [6000/7329] learning_rate: 0.000100 loss_class: 0.549892 loss_bbox: 0.127459 loss_giou: 0.343346 loss_class_aux: 3.454604 loss_bbox_aux: 0.899322 loss_giou_aux: 2.246942 loss_class_dn: 0.302830 loss_bbox_dn: 0.139061 loss_giou_dn: 0.327259 loss_class_aux_dn: 1.650020 loss_bbox_aux_dn: 0.803143 loss_giou_aux_dn: 1.791533 loss: 12.719754 eta: 8:01:15 batch_cost: 0.5476 data_cost: 0.0013 ips: 7.3043 images/s [04/01 22:37:15] ppdet.engine INFO: Epoch: [64] [6100/7329] learning_rate: 0.000100 loss_class: 0.567327 loss_bbox: 0.129263 loss_giou: 0.333676 loss_class_aux: 3.569192 loss_bbox_aux: 0.900110 loss_giou_aux: 2.230181 loss_class_dn: 0.330125 loss_bbox_dn: 0.160447 loss_giou_dn: 0.344117 loss_class_aux_dn: 1.849494 loss_bbox_aux_dn: 0.951200 loss_giou_aux_dn: 1.967023 loss: 13.495020 eta: 8:00:20 batch_cost: 0.5326 data_cost: 0.0014 ips: 7.5096 images/s [04/01 22:38:15] ppdet.engine INFO: Epoch: [64] [6200/7329] learning_rate: 0.000100 loss_class: 0.566306 loss_bbox: 0.122629 loss_giou: 0.370833 loss_class_aux: 3.634263 loss_bbox_aux: 0.878499 loss_giou_aux: 2.315862 loss_class_dn: 0.325871 loss_bbox_dn: 0.126124 loss_giou_dn: 0.316686 loss_class_aux_dn: 1.774753 loss_bbox_aux_dn: 0.754714 loss_giou_aux_dn: 1.806395 loss: 13.290793 eta: 7:59:25 batch_cost: 0.5465 data_cost: 0.0012 ips: 7.3196 images/s [04/01 22:39:16] ppdet.engine INFO: Epoch: [64] [6300/7329] learning_rate: 0.000100 loss_class: 0.526330 loss_bbox: 0.128509 loss_giou: 0.358942 loss_class_aux: 3.227952 loss_bbox_aux: 0.854712 loss_giou_aux: 2.289027 loss_class_dn: 0.307748 loss_bbox_dn: 0.129398 loss_giou_dn: 0.331913 loss_class_aux_dn: 1.683219 loss_bbox_aux_dn: 0.781506 loss_giou_aux_dn: 1.854835 loss: 13.161400 eta: 7:58:30 batch_cost: 0.5515 data_cost: 0.0015 ips: 7.2531 images/s [04/01 22:40:12] ppdet.engine INFO: Epoch: [64] [6400/7329] learning_rate: 0.000100 loss_class: 0.581820 loss_bbox: 0.147671 loss_giou: 0.413921 loss_class_aux: 3.638099 loss_bbox_aux: 0.973426 loss_giou_aux: 2.694185 loss_class_dn: 0.348531 loss_bbox_dn: 0.145776 loss_giou_dn: 0.389583 loss_class_aux_dn: 1.860884 loss_bbox_aux_dn: 0.858345 loss_giou_aux_dn: 2.161233 loss: 14.496212 eta: 7:57:35 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8811 images/s [04/01 22:41:10] ppdet.engine INFO: Epoch: [64] [6500/7329] learning_rate: 0.000100 loss_class: 0.610410 loss_bbox: 0.147033 loss_giou: 0.427162 loss_class_aux: 3.941444 loss_bbox_aux: 0.932333 loss_giou_aux: 2.686066 loss_class_dn: 0.364554 loss_bbox_dn: 0.138324 loss_giou_dn: 0.376163 loss_class_aux_dn: 1.989871 loss_bbox_aux_dn: 0.838484 loss_giou_aux_dn: 2.096097 loss: 14.940994 eta: 7:56:40 batch_cost: 0.5249 data_cost: 0.0014 ips: 7.6206 images/s [04/01 22:42:13] ppdet.engine INFO: Epoch: [64] [6600/7329] learning_rate: 0.000100 loss_class: 0.543257 loss_bbox: 0.134307 loss_giou: 0.390573 loss_class_aux: 3.498690 loss_bbox_aux: 0.891731 loss_giou_aux: 2.453804 loss_class_dn: 0.322177 loss_bbox_dn: 0.135179 loss_giou_dn: 0.350340 loss_class_aux_dn: 1.699957 loss_bbox_aux_dn: 0.830992 loss_giou_aux_dn: 2.021858 loss: 14.018447 eta: 7:55:45 batch_cost: 0.5635 data_cost: 0.0014 ips: 7.0981 images/s [04/01 22:43:11] ppdet.engine INFO: Epoch: [64] [6700/7329] learning_rate: 0.000100 loss_class: 0.539067 loss_bbox: 0.116360 loss_giou: 0.288444 loss_class_aux: 3.511102 loss_bbox_aux: 0.741237 loss_giou_aux: 1.918416 loss_class_dn: 0.288035 loss_bbox_dn: 0.124769 loss_giou_dn: 0.295729 loss_class_aux_dn: 1.543512 loss_bbox_aux_dn: 0.726582 loss_giou_aux_dn: 1.671223 loss: 12.074359 eta: 7:54:50 batch_cost: 0.5246 data_cost: 0.0012 ips: 7.6246 images/s [04/01 22:44:07] ppdet.engine INFO: Epoch: [64] [6800/7329] learning_rate: 0.000100 loss_class: 0.440833 loss_bbox: 0.110081 loss_giou: 0.268247 loss_class_aux: 2.784221 loss_bbox_aux: 0.710752 loss_giou_aux: 1.648145 loss_class_dn: 0.243096 loss_bbox_dn: 0.117429 loss_giou_dn: 0.252234 loss_class_aux_dn: 1.330539 loss_bbox_aux_dn: 0.723368 loss_giou_aux_dn: 1.408744 loss: 10.533607 eta: 7:53:54 batch_cost: 0.5089 data_cost: 0.0012 ips: 7.8597 images/s [04/01 22:45:07] ppdet.engine INFO: Epoch: [64] [6900/7329] learning_rate: 0.000100 loss_class: 0.551051 loss_bbox: 0.127466 loss_giou: 0.344678 loss_class_aux: 3.391828 loss_bbox_aux: 0.850259 loss_giou_aux: 2.154971 loss_class_dn: 0.309277 loss_bbox_dn: 0.121597 loss_giou_dn: 0.312325 loss_class_aux_dn: 1.638204 loss_bbox_aux_dn: 0.730820 loss_giou_aux_dn: 1.778834 loss: 12.773421 eta: 7:53:00 batch_cost: 0.5468 data_cost: 0.0012 ips: 7.3153 images/s [04/01 22:46:09] ppdet.engine INFO: Epoch: [64] [7000/7329] learning_rate: 0.000100 loss_class: 0.550640 loss_bbox: 0.120914 loss_giou: 0.383433 loss_class_aux: 3.373476 loss_bbox_aux: 0.821292 loss_giou_aux: 2.390712 loss_class_dn: 0.312090 loss_bbox_dn: 0.116942 loss_giou_dn: 0.332940 loss_class_aux_dn: 1.671734 loss_bbox_aux_dn: 0.737140 loss_giou_aux_dn: 1.908808 loss: 13.082325 eta: 7:52:05 batch_cost: 0.5600 data_cost: 0.0016 ips: 7.1434 images/s [04/01 22:47:07] ppdet.engine INFO: Epoch: [64] [7100/7329] learning_rate: 0.000100 loss_class: 0.523929 loss_bbox: 0.118680 loss_giou: 0.367040 loss_class_aux: 3.304471 loss_bbox_aux: 0.803946 loss_giou_aux: 2.351231 loss_class_dn: 0.313404 loss_bbox_dn: 0.121478 loss_giou_dn: 0.337453 loss_class_aux_dn: 1.745911 loss_bbox_aux_dn: 0.783703 loss_giou_aux_dn: 1.873228 loss: 13.477380 eta: 7:51:10 batch_cost: 0.5271 data_cost: 0.0012 ips: 7.5883 images/s [04/01 22:48:11] ppdet.engine INFO: Epoch: [64] [7200/7329] learning_rate: 0.000100 loss_class: 0.572151 loss_bbox: 0.141154 loss_giou: 0.376371 loss_class_aux: 3.602081 loss_bbox_aux: 0.884044 loss_giou_aux: 2.317812 loss_class_dn: 0.323542 loss_bbox_dn: 0.135665 loss_giou_dn: 0.343468 loss_class_aux_dn: 1.734037 loss_bbox_aux_dn: 0.853030 loss_giou_aux_dn: 1.953684 loss: 13.733014 eta: 7:50:15 batch_cost: 0.5889 data_cost: 0.0012 ips: 6.7920 images/s [04/01 22:49:12] ppdet.engine INFO: Epoch: [64] [7300/7329] learning_rate: 0.000100 loss_class: 0.572568 loss_bbox: 0.137154 loss_giou: 0.350589 loss_class_aux: 3.588585 loss_bbox_aux: 0.882712 loss_giou_aux: 2.380061 loss_class_dn: 0.314035 loss_bbox_dn: 0.136929 loss_giou_dn: 0.348977 loss_class_aux_dn: 1.728619 loss_bbox_aux_dn: 0.811279 loss_giou_aux_dn: 1.992923 loss: 13.565354 eta: 7:49:20 batch_cost: 0.5399 data_cost: 0.0014 ips: 7.4086 images/s [04/01 22:49:34] ppdet.engine INFO: Eval iter: 0 [04/01 22:50:01] ppdet.engine INFO: Eval iter: 100 [04/01 22:50:28] ppdet.engine INFO: Eval iter: 200 [04/01 22:50:56] ppdet.engine INFO: Eval iter: 300 [04/01 22:51:24] ppdet.engine INFO: Eval iter: 400 [04/01 22:51:53] ppdet.engine INFO: Eval iter: 500 [04/01 22:52:21] ppdet.engine INFO: Eval iter: 600 [04/01 22:52:55] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.84s) creating index... index created! [04/01 22:52:57] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.23s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=118.62s). Accumulating evaluation results... DONE (t=26.85s). 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 ] = 0.577 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 ] = 0.580 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 ] = 0.391 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 ] = 0.722 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 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/01 22:55:46] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.535685176818117 [04/01 22:55:46] ppdet.engine INFO: Best test bbox ap is 0.531. [04/01 22:55:49] ppdet.engine INFO: Epoch: [65] [ 0/7329] learning_rate: 0.000100 loss_class: 0.605420 loss_bbox: 0.142920 loss_giou: 0.376083 loss_class_aux: 3.798249 loss_bbox_aux: 0.921813 loss_giou_aux: 2.453684 loss_class_dn: 0.321461 loss_bbox_dn: 0.143447 loss_giou_dn: 0.360476 loss_class_aux_dn: 1.790396 loss_bbox_aux_dn: 0.878070 loss_giou_aux_dn: 2.019931 loss: 14.204648 eta: 7:49:04 batch_cost: 0.5134 data_cost: 0.0014 ips: 7.7916 images/s [04/01 22:56:50] ppdet.engine INFO: Epoch: [65] [ 100/7329] learning_rate: 0.000100 loss_class: 0.567075 loss_bbox: 0.139909 loss_giou: 0.402565 loss_class_aux: 3.573883 loss_bbox_aux: 0.862908 loss_giou_aux: 2.486751 loss_class_dn: 0.339576 loss_bbox_dn: 0.139852 loss_giou_dn: 0.370882 loss_class_aux_dn: 1.792789 loss_bbox_aux_dn: 0.861106 loss_giou_aux_dn: 2.114583 loss: 13.875120 eta: 7:48:10 batch_cost: 0.5574 data_cost: 0.0013 ips: 7.1763 images/s [04/01 22:57:48] ppdet.engine INFO: Epoch: [65] [ 200/7329] learning_rate: 0.000100 loss_class: 0.522555 loss_bbox: 0.129577 loss_giou: 0.332403 loss_class_aux: 3.342255 loss_bbox_aux: 0.886251 loss_giou_aux: 2.134962 loss_class_dn: 0.295581 loss_bbox_dn: 0.143086 loss_giou_dn: 0.322956 loss_class_aux_dn: 1.618673 loss_bbox_aux_dn: 0.895214 loss_giou_aux_dn: 1.855368 loss: 13.577452 eta: 7:47:14 batch_cost: 0.5276 data_cost: 0.0012 ips: 7.5814 images/s [04/01 22:58:50] ppdet.engine INFO: Epoch: [65] [ 300/7329] learning_rate: 0.000100 loss_class: 0.516959 loss_bbox: 0.131268 loss_giou: 0.310825 loss_class_aux: 3.162843 loss_bbox_aux: 0.835585 loss_giou_aux: 2.031497 loss_class_dn: 0.291052 loss_bbox_dn: 0.134496 loss_giou_dn: 0.299064 loss_class_aux_dn: 1.618423 loss_bbox_aux_dn: 0.840803 loss_giou_aux_dn: 1.703265 loss: 12.530611 eta: 7:46:20 batch_cost: 0.5531 data_cost: 0.0013 ips: 7.2313 images/s [04/01 22:59:51] ppdet.engine INFO: Epoch: [65] [ 400/7329] learning_rate: 0.000100 loss_class: 0.583591 loss_bbox: 0.133545 loss_giou: 0.361412 loss_class_aux: 3.598087 loss_bbox_aux: 0.893495 loss_giou_aux: 2.325506 loss_class_dn: 0.323819 loss_bbox_dn: 0.140576 loss_giou_dn: 0.345925 loss_class_aux_dn: 1.694723 loss_bbox_aux_dn: 0.830420 loss_giou_aux_dn: 1.949730 loss: 14.094825 eta: 7:45:25 batch_cost: 0.5571 data_cost: 0.0014 ips: 7.1803 images/s [04/01 23:00:52] ppdet.engine INFO: Epoch: [65] [ 500/7329] learning_rate: 0.000100 loss_class: 0.570956 loss_bbox: 0.131566 loss_giou: 0.391945 loss_class_aux: 3.702079 loss_bbox_aux: 0.866667 loss_giou_aux: 2.368900 loss_class_dn: 0.332411 loss_bbox_dn: 0.132383 loss_giou_dn: 0.356521 loss_class_aux_dn: 1.820098 loss_bbox_aux_dn: 0.835628 loss_giou_aux_dn: 1.927173 loss: 13.416879 eta: 7:44:30 batch_cost: 0.5499 data_cost: 0.0012 ips: 7.2742 images/s [04/01 23:01:49] ppdet.engine INFO: Epoch: [65] [ 600/7329] learning_rate: 0.000100 loss_class: 0.587849 loss_bbox: 0.152342 loss_giou: 0.417183 loss_class_aux: 3.761978 loss_bbox_aux: 0.998754 loss_giou_aux: 2.705211 loss_class_dn: 0.343005 loss_bbox_dn: 0.146944 loss_giou_dn: 0.390799 loss_class_aux_dn: 1.879080 loss_bbox_aux_dn: 0.857746 loss_giou_aux_dn: 2.163844 loss: 15.098769 eta: 7:43:35 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6792 images/s [04/01 23:02:55] ppdet.engine INFO: Epoch: [65] [ 700/7329] learning_rate: 0.000100 loss_class: 0.509719 loss_bbox: 0.125967 loss_giou: 0.354762 loss_class_aux: 3.332777 loss_bbox_aux: 0.852470 loss_giou_aux: 2.152634 loss_class_dn: 0.287319 loss_bbox_dn: 0.123138 loss_giou_dn: 0.311191 loss_class_aux_dn: 1.617690 loss_bbox_aux_dn: 0.775219 loss_giou_aux_dn: 1.797450 loss: 12.453894 eta: 7:42:40 batch_cost: 0.5899 data_cost: 0.0014 ips: 6.7804 images/s [04/01 23:03:56] ppdet.engine INFO: Epoch: [65] [ 800/7329] learning_rate: 0.000100 loss_class: 0.559967 loss_bbox: 0.122721 loss_giou: 0.395646 loss_class_aux: 3.579816 loss_bbox_aux: 0.849396 loss_giou_aux: 2.530066 loss_class_dn: 0.346142 loss_bbox_dn: 0.126566 loss_giou_dn: 0.352513 loss_class_aux_dn: 1.879013 loss_bbox_aux_dn: 0.800859 loss_giou_aux_dn: 1.951222 loss: 14.311831 eta: 7:41:46 batch_cost: 0.5487 data_cost: 0.0013 ips: 7.2905 images/s [04/01 23:04:57] ppdet.engine INFO: Epoch: [65] [ 900/7329] learning_rate: 0.000100 loss_class: 0.561628 loss_bbox: 0.125346 loss_giou: 0.377569 loss_class_aux: 3.514088 loss_bbox_aux: 0.814113 loss_giou_aux: 2.334294 loss_class_dn: 0.328250 loss_bbox_dn: 0.120587 loss_giou_dn: 0.348556 loss_class_aux_dn: 1.775122 loss_bbox_aux_dn: 0.708875 loss_giou_aux_dn: 1.916800 loss: 13.590884 eta: 7:40:51 batch_cost: 0.5429 data_cost: 0.0014 ips: 7.3682 images/s [04/01 23:05:56] ppdet.engine INFO: Epoch: [65] [1000/7329] learning_rate: 0.000100 loss_class: 0.641945 loss_bbox: 0.138241 loss_giou: 0.422509 loss_class_aux: 4.110276 loss_bbox_aux: 0.930128 loss_giou_aux: 2.603500 loss_class_dn: 0.353015 loss_bbox_dn: 0.134548 loss_giou_dn: 0.379576 loss_class_aux_dn: 1.964509 loss_bbox_aux_dn: 0.807559 loss_giou_aux_dn: 2.157290 loss: 15.114690 eta: 7:39:56 batch_cost: 0.5383 data_cost: 0.0013 ips: 7.4309 images/s [04/01 23:06:56] ppdet.engine INFO: Epoch: [65] [1100/7329] learning_rate: 0.000100 loss_class: 0.520691 loss_bbox: 0.116262 loss_giou: 0.318552 loss_class_aux: 3.304454 loss_bbox_aux: 0.783615 loss_giou_aux: 2.112170 loss_class_dn: 0.300944 loss_bbox_dn: 0.120521 loss_giou_dn: 0.294842 loss_class_aux_dn: 1.617737 loss_bbox_aux_dn: 0.712945 loss_giou_aux_dn: 1.615867 loss: 12.026115 eta: 7:39:01 batch_cost: 0.5437 data_cost: 0.0013 ips: 7.3570 images/s [04/01 23:07:55] ppdet.engine INFO: Epoch: [65] [1200/7329] learning_rate: 0.000100 loss_class: 0.569215 loss_bbox: 0.129597 loss_giou: 0.364367 loss_class_aux: 3.661505 loss_bbox_aux: 0.846045 loss_giou_aux: 2.360304 loss_class_dn: 0.321066 loss_bbox_dn: 0.124523 loss_giou_dn: 0.321648 loss_class_aux_dn: 1.814252 loss_bbox_aux_dn: 0.740726 loss_giou_aux_dn: 1.864195 loss: 13.486258 eta: 7:38:06 batch_cost: 0.5305 data_cost: 0.0014 ips: 7.5402 images/s [04/01 23:08:56] ppdet.engine INFO: Epoch: [65] [1300/7329] learning_rate: 0.000100 loss_class: 0.545992 loss_bbox: 0.128249 loss_giou: 0.364250 loss_class_aux: 3.528106 loss_bbox_aux: 0.830277 loss_giou_aux: 2.404324 loss_class_dn: 0.296156 loss_bbox_dn: 0.122649 loss_giou_dn: 0.333175 loss_class_aux_dn: 1.600897 loss_bbox_aux_dn: 0.731953 loss_giou_aux_dn: 1.896995 loss: 12.917295 eta: 7:37:11 batch_cost: 0.5572 data_cost: 0.0012 ips: 7.1792 images/s [04/01 23:09:59] ppdet.engine INFO: Epoch: [65] [1400/7329] learning_rate: 0.000100 loss_class: 0.534086 loss_bbox: 0.134985 loss_giou: 0.334677 loss_class_aux: 3.499649 loss_bbox_aux: 0.898596 loss_giou_aux: 2.146509 loss_class_dn: 0.301750 loss_bbox_dn: 0.126067 loss_giou_dn: 0.292967 loss_class_aux_dn: 1.668623 loss_bbox_aux_dn: 0.779706 loss_giou_aux_dn: 1.705439 loss: 12.669110 eta: 7:36:16 batch_cost: 0.5741 data_cost: 0.0014 ips: 6.9671 images/s [04/01 23:11:02] ppdet.engine INFO: Epoch: [65] [1500/7329] learning_rate: 0.000100 loss_class: 0.538652 loss_bbox: 0.118998 loss_giou: 0.343588 loss_class_aux: 3.363848 loss_bbox_aux: 0.803221 loss_giou_aux: 2.230202 loss_class_dn: 0.317622 loss_bbox_dn: 0.123505 loss_giou_dn: 0.323923 loss_class_aux_dn: 1.726236 loss_bbox_aux_dn: 0.830625 loss_giou_aux_dn: 1.806254 loss: 13.027617 eta: 7:35:22 batch_cost: 0.5622 data_cost: 0.0016 ips: 7.1148 images/s [04/01 23:12:11] ppdet.engine INFO: Epoch: [65] [1600/7329] learning_rate: 0.000100 loss_class: 0.576304 loss_bbox: 0.136315 loss_giou: 0.399594 loss_class_aux: 3.639993 loss_bbox_aux: 0.919237 loss_giou_aux: 2.596202 loss_class_dn: 0.340036 loss_bbox_dn: 0.133272 loss_giou_dn: 0.359175 loss_class_aux_dn: 1.873870 loss_bbox_aux_dn: 0.829033 loss_giou_aux_dn: 2.037274 loss: 13.943115 eta: 7:34:28 batch_cost: 0.6240 data_cost: 0.0015 ips: 6.4104 images/s [04/01 23:13:21] ppdet.engine INFO: Epoch: [65] [1700/7329] learning_rate: 0.000100 loss_class: 0.570584 loss_bbox: 0.128284 loss_giou: 0.388713 loss_class_aux: 3.601335 loss_bbox_aux: 0.861898 loss_giou_aux: 2.444043 loss_class_dn: 0.323837 loss_bbox_dn: 0.120117 loss_giou_dn: 0.353883 loss_class_aux_dn: 1.703997 loss_bbox_aux_dn: 0.719262 loss_giou_aux_dn: 2.005358 loss: 13.797367 eta: 7:33:33 batch_cost: 0.6223 data_cost: 0.0016 ips: 6.4273 images/s [04/01 23:14:27] ppdet.engine INFO: Epoch: [65] [1800/7329] learning_rate: 0.000100 loss_class: 0.518938 loss_bbox: 0.125156 loss_giou: 0.288216 loss_class_aux: 3.321335 loss_bbox_aux: 0.828660 loss_giou_aux: 1.902118 loss_class_dn: 0.276844 loss_bbox_dn: 0.125202 loss_giou_dn: 0.259796 loss_class_aux_dn: 1.456544 loss_bbox_aux_dn: 0.770665 loss_giou_aux_dn: 1.586014 loss: 11.978736 eta: 7:32:39 batch_cost: 0.5932 data_cost: 0.0015 ips: 6.7427 images/s [04/01 23:15:24] ppdet.engine INFO: Epoch: [65] [1900/7329] learning_rate: 0.000100 loss_class: 0.492040 loss_bbox: 0.110372 loss_giou: 0.309074 loss_class_aux: 3.240179 loss_bbox_aux: 0.733341 loss_giou_aux: 1.971653 loss_class_dn: 0.271475 loss_bbox_dn: 0.120554 loss_giou_dn: 0.299013 loss_class_aux_dn: 1.450757 loss_bbox_aux_dn: 0.713505 loss_giou_aux_dn: 1.672763 loss: 11.679873 eta: 7:31:44 batch_cost: 0.5230 data_cost: 0.0012 ips: 7.6483 images/s [04/01 23:16:25] ppdet.engine INFO: Epoch: [65] [2000/7329] learning_rate: 0.000100 loss_class: 0.595856 loss_bbox: 0.128406 loss_giou: 0.395946 loss_class_aux: 3.939230 loss_bbox_aux: 0.857057 loss_giou_aux: 2.536782 loss_class_dn: 0.349454 loss_bbox_dn: 0.125475 loss_giou_dn: 0.369098 loss_class_aux_dn: 1.864419 loss_bbox_aux_dn: 0.787999 loss_giou_aux_dn: 2.009724 loss: 14.321827 eta: 7:30:49 batch_cost: 0.5434 data_cost: 0.0013 ips: 7.3613 images/s [04/01 23:17:26] ppdet.engine INFO: Epoch: [65] [2100/7329] learning_rate: 0.000100 loss_class: 0.567693 loss_bbox: 0.121749 loss_giou: 0.378992 loss_class_aux: 3.629876 loss_bbox_aux: 0.810883 loss_giou_aux: 2.437706 loss_class_dn: 0.321268 loss_bbox_dn: 0.129371 loss_giou_dn: 0.340162 loss_class_aux_dn: 1.760284 loss_bbox_aux_dn: 0.818846 loss_giou_aux_dn: 1.918504 loss: 13.390340 eta: 7:29:54 batch_cost: 0.5506 data_cost: 0.0013 ips: 7.2652 images/s [04/01 23:18:22] ppdet.engine INFO: Epoch: [65] [2200/7329] learning_rate: 0.000100 loss_class: 0.527193 loss_bbox: 0.118069 loss_giou: 0.320938 loss_class_aux: 3.325704 loss_bbox_aux: 0.800261 loss_giou_aux: 2.128920 loss_class_dn: 0.289958 loss_bbox_dn: 0.123460 loss_giou_dn: 0.315307 loss_class_aux_dn: 1.596022 loss_bbox_aux_dn: 0.755617 loss_giou_aux_dn: 1.771718 loss: 12.681118 eta: 7:28:59 batch_cost: 0.5101 data_cost: 0.0014 ips: 7.8420 images/s [04/01 23:19:21] ppdet.engine INFO: Epoch: [65] [2300/7329] learning_rate: 0.000100 loss_class: 0.545096 loss_bbox: 0.121413 loss_giou: 0.342335 loss_class_aux: 3.450780 loss_bbox_aux: 0.792495 loss_giou_aux: 2.204506 loss_class_dn: 0.325084 loss_bbox_dn: 0.128699 loss_giou_dn: 0.318014 loss_class_aux_dn: 1.776146 loss_bbox_aux_dn: 0.781436 loss_giou_aux_dn: 1.768430 loss: 13.482849 eta: 7:28:04 batch_cost: 0.5315 data_cost: 0.0013 ips: 7.5260 images/s [04/01 23:20:30] ppdet.engine INFO: Epoch: [65] [2400/7329] learning_rate: 0.000100 loss_class: 0.568965 loss_bbox: 0.137824 loss_giou: 0.370956 loss_class_aux: 3.642021 loss_bbox_aux: 0.898169 loss_giou_aux: 2.446222 loss_class_dn: 0.312662 loss_bbox_dn: 0.131054 loss_giou_dn: 0.328921 loss_class_aux_dn: 1.706327 loss_bbox_aux_dn: 0.778949 loss_giou_aux_dn: 1.823310 loss: 12.583431 eta: 7:27:10 batch_cost: 0.6199 data_cost: 0.0014 ips: 6.4524 images/s [04/01 23:21:34] ppdet.engine INFO: Epoch: [65] [2500/7329] learning_rate: 0.000100 loss_class: 0.629377 loss_bbox: 0.144694 loss_giou: 0.401709 loss_class_aux: 3.906161 loss_bbox_aux: 0.970072 loss_giou_aux: 2.532951 loss_class_dn: 0.353616 loss_bbox_dn: 0.144573 loss_giou_dn: 0.377701 loss_class_aux_dn: 1.883984 loss_bbox_aux_dn: 0.869664 loss_giou_aux_dn: 2.164476 loss: 15.423125 eta: 7:26:15 batch_cost: 0.5856 data_cost: 0.0014 ips: 6.8308 images/s [04/01 23:22:31] ppdet.engine INFO: Epoch: [65] [2600/7329] learning_rate: 0.000100 loss_class: 0.513956 loss_bbox: 0.115870 loss_giou: 0.357463 loss_class_aux: 3.387141 loss_bbox_aux: 0.840463 loss_giou_aux: 2.161037 loss_class_dn: 0.313542 loss_bbox_dn: 0.122077 loss_giou_dn: 0.310200 loss_class_aux_dn: 1.684352 loss_bbox_aux_dn: 0.791952 loss_giou_aux_dn: 1.762264 loss: 12.651033 eta: 7:25:20 batch_cost: 0.5119 data_cost: 0.0013 ips: 7.8139 images/s [04/01 23:23:28] ppdet.engine INFO: Epoch: [65] [2700/7329] learning_rate: 0.000100 loss_class: 0.574583 loss_bbox: 0.126702 loss_giou: 0.354313 loss_class_aux: 3.610173 loss_bbox_aux: 0.809676 loss_giou_aux: 2.260724 loss_class_dn: 0.315510 loss_bbox_dn: 0.114449 loss_giou_dn: 0.324577 loss_class_aux_dn: 1.691101 loss_bbox_aux_dn: 0.686268 loss_giou_aux_dn: 1.843105 loss: 13.326004 eta: 7:24:25 batch_cost: 0.5165 data_cost: 0.0012 ips: 7.7440 images/s [04/01 23:24:27] ppdet.engine INFO: Epoch: [65] [2800/7329] learning_rate: 0.000100 loss_class: 0.559504 loss_bbox: 0.123008 loss_giou: 0.396023 loss_class_aux: 3.479504 loss_bbox_aux: 0.806464 loss_giou_aux: 2.446107 loss_class_dn: 0.350070 loss_bbox_dn: 0.113725 loss_giou_dn: 0.371916 loss_class_aux_dn: 1.875305 loss_bbox_aux_dn: 0.703136 loss_giou_aux_dn: 2.077238 loss: 14.064436 eta: 7:23:30 batch_cost: 0.5284 data_cost: 0.0014 ips: 7.5704 images/s [04/01 23:25:24] ppdet.engine INFO: Epoch: [65] [2900/7329] learning_rate: 0.000100 loss_class: 0.579210 loss_bbox: 0.141907 loss_giou: 0.398033 loss_class_aux: 3.746311 loss_bbox_aux: 0.905894 loss_giou_aux: 2.615009 loss_class_dn: 0.344121 loss_bbox_dn: 0.153905 loss_giou_dn: 0.357797 loss_class_aux_dn: 1.851135 loss_bbox_aux_dn: 0.936724 loss_giou_aux_dn: 2.022244 loss: 14.087069 eta: 7:22:35 batch_cost: 0.5170 data_cost: 0.0013 ips: 7.7368 images/s [04/01 23:26:21] ppdet.engine INFO: Epoch: [65] [3000/7329] learning_rate: 0.000100 loss_class: 0.509641 loss_bbox: 0.118381 loss_giou: 0.372743 loss_class_aux: 3.273817 loss_bbox_aux: 0.823233 loss_giou_aux: 2.341883 loss_class_dn: 0.276546 loss_bbox_dn: 0.128863 loss_giou_dn: 0.343779 loss_class_aux_dn: 1.561594 loss_bbox_aux_dn: 0.782767 loss_giou_aux_dn: 1.925958 loss: 12.780434 eta: 7:21:39 batch_cost: 0.5143 data_cost: 0.0013 ips: 7.7773 images/s [04/01 23:27:25] ppdet.engine INFO: Epoch: [65] [3100/7329] learning_rate: 0.000100 loss_class: 0.534609 loss_bbox: 0.119950 loss_giou: 0.352590 loss_class_aux: 3.268274 loss_bbox_aux: 0.789390 loss_giou_aux: 2.210647 loss_class_dn: 0.294337 loss_bbox_dn: 0.132078 loss_giou_dn: 0.317971 loss_class_aux_dn: 1.579193 loss_bbox_aux_dn: 0.821023 loss_giou_aux_dn: 1.763309 loss: 12.261448 eta: 7:20:45 batch_cost: 0.5863 data_cost: 0.0012 ips: 6.8229 images/s [04/01 23:28:24] ppdet.engine INFO: Epoch: [65] [3200/7329] learning_rate: 0.000100 loss_class: 0.550755 loss_bbox: 0.145519 loss_giou: 0.387006 loss_class_aux: 3.514760 loss_bbox_aux: 0.966307 loss_giou_aux: 2.451124 loss_class_dn: 0.322805 loss_bbox_dn: 0.138259 loss_giou_dn: 0.366594 loss_class_aux_dn: 1.704454 loss_bbox_aux_dn: 0.809851 loss_giou_aux_dn: 2.033058 loss: 14.038485 eta: 7:19:50 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5906 images/s [04/01 23:29:23] ppdet.engine INFO: Epoch: [65] [3300/7329] learning_rate: 0.000100 loss_class: 0.535346 loss_bbox: 0.132712 loss_giou: 0.373191 loss_class_aux: 3.327743 loss_bbox_aux: 0.866782 loss_giou_aux: 2.322687 loss_class_dn: 0.306798 loss_bbox_dn: 0.126063 loss_giou_dn: 0.343551 loss_class_aux_dn: 1.619682 loss_bbox_aux_dn: 0.742103 loss_giou_aux_dn: 1.913369 loss: 13.014594 eta: 7:18:55 batch_cost: 0.5355 data_cost: 0.0013 ips: 7.4696 images/s [04/01 23:30:23] ppdet.engine INFO: Epoch: [65] [3400/7329] learning_rate: 0.000100 loss_class: 0.497397 loss_bbox: 0.133877 loss_giou: 0.340797 loss_class_aux: 3.243217 loss_bbox_aux: 0.822659 loss_giou_aux: 2.055617 loss_class_dn: 0.291496 loss_bbox_dn: 0.127606 loss_giou_dn: 0.300327 loss_class_aux_dn: 1.574230 loss_bbox_aux_dn: 0.725921 loss_giou_aux_dn: 1.662707 loss: 11.714983 eta: 7:18:00 batch_cost: 0.5452 data_cost: 0.0012 ips: 7.3373 images/s [04/01 23:31:25] ppdet.engine INFO: Epoch: [65] [3500/7329] learning_rate: 0.000100 loss_class: 0.569044 loss_bbox: 0.143822 loss_giou: 0.395768 loss_class_aux: 3.528002 loss_bbox_aux: 0.883720 loss_giou_aux: 2.517813 loss_class_dn: 0.323910 loss_bbox_dn: 0.139230 loss_giou_dn: 0.352358 loss_class_aux_dn: 1.766205 loss_bbox_aux_dn: 0.842823 loss_giou_aux_dn: 2.005524 loss: 13.659422 eta: 7:17:05 batch_cost: 0.5622 data_cost: 0.0014 ips: 7.1151 images/s [04/01 23:32:25] ppdet.engine INFO: Epoch: [65] [3600/7329] learning_rate: 0.000100 loss_class: 0.552325 loss_bbox: 0.133712 loss_giou: 0.399482 loss_class_aux: 3.505223 loss_bbox_aux: 0.882732 loss_giou_aux: 2.566006 loss_class_dn: 0.303412 loss_bbox_dn: 0.124900 loss_giou_dn: 0.352146 loss_class_aux_dn: 1.602021 loss_bbox_aux_dn: 0.755510 loss_giou_aux_dn: 1.931982 loss: 13.666885 eta: 7:16:10 batch_cost: 0.5450 data_cost: 0.0013 ips: 7.3393 images/s [04/01 23:33:22] ppdet.engine INFO: Epoch: [65] [3700/7329] learning_rate: 0.000100 loss_class: 0.628839 loss_bbox: 0.140646 loss_giou: 0.369648 loss_class_aux: 3.899913 loss_bbox_aux: 0.947931 loss_giou_aux: 2.435564 loss_class_dn: 0.336961 loss_bbox_dn: 0.146038 loss_giou_dn: 0.353003 loss_class_aux_dn: 1.839657 loss_bbox_aux_dn: 0.877438 loss_giou_aux_dn: 1.981010 loss: 14.407256 eta: 7:15:15 batch_cost: 0.5175 data_cost: 0.0015 ips: 7.7290 images/s [04/01 23:34:20] ppdet.engine INFO: Epoch: [65] [3800/7329] learning_rate: 0.000100 loss_class: 0.603530 loss_bbox: 0.136944 loss_giou: 0.412709 loss_class_aux: 3.814838 loss_bbox_aux: 0.881540 loss_giou_aux: 2.709070 loss_class_dn: 0.335829 loss_bbox_dn: 0.149606 loss_giou_dn: 0.385023 loss_class_aux_dn: 1.797753 loss_bbox_aux_dn: 0.925122 loss_giou_aux_dn: 2.157631 loss: 14.463272 eta: 7:14:20 batch_cost: 0.5178 data_cost: 0.0012 ips: 7.7249 images/s [04/01 23:35:19] ppdet.engine INFO: Epoch: [65] [3900/7329] learning_rate: 0.000100 loss_class: 0.543599 loss_bbox: 0.118857 loss_giou: 0.352452 loss_class_aux: 3.436268 loss_bbox_aux: 0.801732 loss_giou_aux: 2.281959 loss_class_dn: 0.299614 loss_bbox_dn: 0.120380 loss_giou_dn: 0.322175 loss_class_aux_dn: 1.641212 loss_bbox_aux_dn: 0.743378 loss_giou_aux_dn: 1.825066 loss: 12.925182 eta: 7:13:25 batch_cost: 0.5365 data_cost: 0.0013 ips: 7.4553 images/s [04/01 23:36:21] ppdet.engine INFO: Epoch: [65] [4000/7329] learning_rate: 0.000100 loss_class: 0.554936 loss_bbox: 0.143463 loss_giou: 0.365720 loss_class_aux: 3.540344 loss_bbox_aux: 0.921648 loss_giou_aux: 2.345419 loss_class_dn: 0.325980 loss_bbox_dn: 0.150277 loss_giou_dn: 0.341679 loss_class_aux_dn: 1.753642 loss_bbox_aux_dn: 0.855181 loss_giou_aux_dn: 1.946324 loss: 14.149010 eta: 7:12:30 batch_cost: 0.5615 data_cost: 0.0013 ips: 7.1240 images/s [04/01 23:37:17] ppdet.engine INFO: Epoch: [65] [4100/7329] learning_rate: 0.000100 loss_class: 0.595073 loss_bbox: 0.149817 loss_giou: 0.396305 loss_class_aux: 3.644037 loss_bbox_aux: 0.953632 loss_giou_aux: 2.518510 loss_class_dn: 0.317018 loss_bbox_dn: 0.152377 loss_giou_dn: 0.367112 loss_class_aux_dn: 1.723827 loss_bbox_aux_dn: 0.889766 loss_giou_aux_dn: 2.048529 loss: 14.411189 eta: 7:11:35 batch_cost: 0.5073 data_cost: 0.0012 ips: 7.8855 images/s [04/01 23:38:13] ppdet.engine INFO: Epoch: [65] [4200/7329] learning_rate: 0.000100 loss_class: 0.584111 loss_bbox: 0.145646 loss_giou: 0.413039 loss_class_aux: 3.891028 loss_bbox_aux: 0.921350 loss_giou_aux: 2.602880 loss_class_dn: 0.339928 loss_bbox_dn: 0.128130 loss_giou_dn: 0.394565 loss_class_aux_dn: 1.867396 loss_bbox_aux_dn: 0.782404 loss_giou_aux_dn: 2.190367 loss: 14.764774 eta: 7:10:40 batch_cost: 0.5060 data_cost: 0.0012 ips: 7.9059 images/s [04/01 23:39:09] ppdet.engine INFO: Epoch: [65] [4300/7329] learning_rate: 0.000100 loss_class: 0.530672 loss_bbox: 0.125393 loss_giou: 0.366813 loss_class_aux: 3.405154 loss_bbox_aux: 0.849006 loss_giou_aux: 2.268923 loss_class_dn: 0.309798 loss_bbox_dn: 0.121960 loss_giou_dn: 0.322790 loss_class_aux_dn: 1.659511 loss_bbox_aux_dn: 0.739861 loss_giou_aux_dn: 1.810956 loss: 12.623863 eta: 7:09:44 batch_cost: 0.5008 data_cost: 0.0012 ips: 7.9874 images/s [04/01 23:40:09] ppdet.engine INFO: Epoch: [65] [4400/7329] learning_rate: 0.000100 loss_class: 0.552934 loss_bbox: 0.124388 loss_giou: 0.367857 loss_class_aux: 3.364032 loss_bbox_aux: 0.797695 loss_giou_aux: 2.259064 loss_class_dn: 0.317971 loss_bbox_dn: 0.131661 loss_giou_dn: 0.329461 loss_class_aux_dn: 1.733689 loss_bbox_aux_dn: 0.750730 loss_giou_aux_dn: 1.848477 loss: 13.158018 eta: 7:08:49 batch_cost: 0.5438 data_cost: 0.0013 ips: 7.3554 images/s [04/01 23:41:05] ppdet.engine INFO: Epoch: [65] [4500/7329] learning_rate: 0.000100 loss_class: 0.576835 loss_bbox: 0.135958 loss_giou: 0.329107 loss_class_aux: 3.725378 loss_bbox_aux: 0.854560 loss_giou_aux: 1.992718 loss_class_dn: 0.318250 loss_bbox_dn: 0.150191 loss_giou_dn: 0.311534 loss_class_aux_dn: 1.705098 loss_bbox_aux_dn: 0.848413 loss_giou_aux_dn: 1.746598 loss: 13.186678 eta: 7:07:54 batch_cost: 0.5070 data_cost: 0.0012 ips: 7.8890 images/s [04/01 23:42:01] ppdet.engine INFO: Epoch: [65] [4600/7329] learning_rate: 0.000100 loss_class: 0.554550 loss_bbox: 0.135316 loss_giou: 0.353334 loss_class_aux: 3.624604 loss_bbox_aux: 0.912539 loss_giou_aux: 2.309352 loss_class_dn: 0.316511 loss_bbox_dn: 0.133088 loss_giou_dn: 0.328510 loss_class_aux_dn: 1.767167 loss_bbox_aux_dn: 0.802751 loss_giou_aux_dn: 1.790072 loss: 12.825583 eta: 7:06:59 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8701 images/s [04/01 23:42:58] ppdet.engine INFO: Epoch: [65] [4700/7329] learning_rate: 0.000100 loss_class: 0.581270 loss_bbox: 0.122386 loss_giou: 0.417156 loss_class_aux: 3.818711 loss_bbox_aux: 0.821041 loss_giou_aux: 2.653711 loss_class_dn: 0.355760 loss_bbox_dn: 0.121969 loss_giou_dn: 0.392353 loss_class_aux_dn: 1.878646 loss_bbox_aux_dn: 0.731925 loss_giou_aux_dn: 2.169898 loss: 14.537607 eta: 7:06:04 batch_cost: 0.5149 data_cost: 0.0013 ips: 7.7681 images/s [04/01 23:44:05] ppdet.engine INFO: Epoch: [65] [4800/7329] learning_rate: 0.000100 loss_class: 0.530060 loss_bbox: 0.117055 loss_giou: 0.343016 loss_class_aux: 3.367766 loss_bbox_aux: 0.796505 loss_giou_aux: 2.191837 loss_class_dn: 0.303073 loss_bbox_dn: 0.128239 loss_giou_dn: 0.303528 loss_class_aux_dn: 1.628635 loss_bbox_aux_dn: 0.763984 loss_giou_aux_dn: 1.702414 loss: 12.322570 eta: 7:05:10 batch_cost: 0.6156 data_cost: 0.0012 ips: 6.4975 images/s [04/01 23:45:10] ppdet.engine INFO: Epoch: [65] [4900/7329] learning_rate: 0.000100 loss_class: 0.505065 loss_bbox: 0.127807 loss_giou: 0.349787 loss_class_aux: 3.229544 loss_bbox_aux: 0.837259 loss_giou_aux: 2.251257 loss_class_dn: 0.295183 loss_bbox_dn: 0.126234 loss_giou_dn: 0.329423 loss_class_aux_dn: 1.592446 loss_bbox_aux_dn: 0.744244 loss_giou_aux_dn: 1.834972 loss: 12.722614 eta: 7:04:15 batch_cost: 0.5791 data_cost: 0.0016 ips: 6.9077 images/s [04/01 23:46:09] ppdet.engine INFO: Epoch: [65] [5000/7329] learning_rate: 0.000100 loss_class: 0.516458 loss_bbox: 0.113988 loss_giou: 0.347255 loss_class_aux: 3.309944 loss_bbox_aux: 0.745264 loss_giou_aux: 2.366794 loss_class_dn: 0.295818 loss_bbox_dn: 0.113164 loss_giou_dn: 0.310472 loss_class_aux_dn: 1.638006 loss_bbox_aux_dn: 0.765670 loss_giou_aux_dn: 1.723033 loss: 12.643560 eta: 7:03:20 batch_cost: 0.5349 data_cost: 0.0016 ips: 7.4775 images/s [04/01 23:47:07] ppdet.engine INFO: Epoch: [65] [5100/7329] learning_rate: 0.000100 loss_class: 0.586200 loss_bbox: 0.132463 loss_giou: 0.401015 loss_class_aux: 3.706440 loss_bbox_aux: 0.842070 loss_giou_aux: 2.511639 loss_class_dn: 0.347229 loss_bbox_dn: 0.132241 loss_giou_dn: 0.376581 loss_class_aux_dn: 1.866103 loss_bbox_aux_dn: 0.809892 loss_giou_aux_dn: 2.135653 loss: 14.965032 eta: 7:02:25 batch_cost: 0.5247 data_cost: 0.0018 ips: 7.6231 images/s [04/01 23:48:05] ppdet.engine INFO: Epoch: [65] [5200/7329] learning_rate: 0.000100 loss_class: 0.544270 loss_bbox: 0.134118 loss_giou: 0.387888 loss_class_aux: 3.436720 loss_bbox_aux: 0.826888 loss_giou_aux: 2.473264 loss_class_dn: 0.309502 loss_bbox_dn: 0.128273 loss_giou_dn: 0.324035 loss_class_aux_dn: 1.672282 loss_bbox_aux_dn: 0.782830 loss_giou_aux_dn: 1.799869 loss: 12.766119 eta: 7:01:30 batch_cost: 0.5179 data_cost: 0.0012 ips: 7.7238 images/s [04/01 23:49:02] ppdet.engine INFO: Epoch: [65] [5300/7329] learning_rate: 0.000100 loss_class: 0.560231 loss_bbox: 0.117458 loss_giou: 0.366335 loss_class_aux: 3.593873 loss_bbox_aux: 0.798680 loss_giou_aux: 2.305856 loss_class_dn: 0.311723 loss_bbox_dn: 0.132751 loss_giou_dn: 0.334604 loss_class_aux_dn: 1.678754 loss_bbox_aux_dn: 0.770824 loss_giou_aux_dn: 1.849658 loss: 13.401157 eta: 7:00:35 batch_cost: 0.5159 data_cost: 0.0013 ips: 7.7534 images/s [04/01 23:50:02] ppdet.engine INFO: Epoch: [65] [5400/7329] learning_rate: 0.000100 loss_class: 0.521672 loss_bbox: 0.133422 loss_giou: 0.397455 loss_class_aux: 3.394895 loss_bbox_aux: 0.898325 loss_giou_aux: 2.519457 loss_class_dn: 0.327430 loss_bbox_dn: 0.132024 loss_giou_dn: 0.338445 loss_class_aux_dn: 1.747743 loss_bbox_aux_dn: 0.788285 loss_giou_aux_dn: 1.908481 loss: 14.120820 eta: 6:59:40 batch_cost: 0.5474 data_cost: 0.0012 ips: 7.3071 images/s [04/01 23:51:01] ppdet.engine INFO: Epoch: [65] [5500/7329] learning_rate: 0.000100 loss_class: 0.617478 loss_bbox: 0.140004 loss_giou: 0.374746 loss_class_aux: 3.859895 loss_bbox_aux: 0.918405 loss_giou_aux: 2.350464 loss_class_dn: 0.340436 loss_bbox_dn: 0.148483 loss_giou_dn: 0.374357 loss_class_aux_dn: 1.837988 loss_bbox_aux_dn: 0.895589 loss_giou_aux_dn: 2.074352 loss: 14.607731 eta: 6:58:45 batch_cost: 0.5343 data_cost: 0.0012 ips: 7.4868 images/s [04/01 23:51:59] ppdet.engine INFO: Epoch: [65] [5600/7329] learning_rate: 0.000100 loss_class: 0.555634 loss_bbox: 0.127427 loss_giou: 0.408901 loss_class_aux: 3.563544 loss_bbox_aux: 0.857258 loss_giou_aux: 2.582479 loss_class_dn: 0.331048 loss_bbox_dn: 0.128273 loss_giou_dn: 0.359682 loss_class_aux_dn: 1.763198 loss_bbox_aux_dn: 0.785009 loss_giou_aux_dn: 2.073048 loss: 14.132177 eta: 6:57:50 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7026 images/s [04/01 23:52:55] ppdet.engine INFO: Epoch: [65] [5700/7329] learning_rate: 0.000100 loss_class: 0.523171 loss_bbox: 0.126505 loss_giou: 0.307611 loss_class_aux: 3.358850 loss_bbox_aux: 0.866028 loss_giou_aux: 1.879611 loss_class_dn: 0.273813 loss_bbox_dn: 0.126072 loss_giou_dn: 0.277767 loss_class_aux_dn: 1.485572 loss_bbox_aux_dn: 0.740546 loss_giou_aux_dn: 1.557956 loss: 11.727634 eta: 6:56:54 batch_cost: 0.5113 data_cost: 0.0012 ips: 7.8230 images/s [04/01 23:53:58] ppdet.engine INFO: Epoch: [65] [5800/7329] learning_rate: 0.000100 loss_class: 0.536606 loss_bbox: 0.128455 loss_giou: 0.327313 loss_class_aux: 3.307589 loss_bbox_aux: 0.816036 loss_giou_aux: 2.163506 loss_class_dn: 0.314154 loss_bbox_dn: 0.120628 loss_giou_dn: 0.313567 loss_class_aux_dn: 1.693531 loss_bbox_aux_dn: 0.767190 loss_giou_aux_dn: 1.822982 loss: 13.506250 eta: 6:56:00 batch_cost: 0.5670 data_cost: 0.0013 ips: 7.0549 images/s [04/01 23:54:59] ppdet.engine INFO: Epoch: [65] [5900/7329] learning_rate: 0.000100 loss_class: 0.615952 loss_bbox: 0.143038 loss_giou: 0.422214 loss_class_aux: 3.860444 loss_bbox_aux: 0.948000 loss_giou_aux: 2.661196 loss_class_dn: 0.355565 loss_bbox_dn: 0.141214 loss_giou_dn: 0.393879 loss_class_aux_dn: 1.892208 loss_bbox_aux_dn: 0.837641 loss_giou_aux_dn: 2.241505 loss: 15.305273 eta: 6:55:05 batch_cost: 0.5485 data_cost: 0.0014 ips: 7.2929 images/s [04/01 23:55:57] ppdet.engine INFO: Epoch: [65] [6000/7329] learning_rate: 0.000100 loss_class: 0.562195 loss_bbox: 0.122513 loss_giou: 0.391430 loss_class_aux: 3.547196 loss_bbox_aux: 0.829929 loss_giou_aux: 2.628812 loss_class_dn: 0.330564 loss_bbox_dn: 0.124848 loss_giou_dn: 0.370048 loss_class_aux_dn: 1.731683 loss_bbox_aux_dn: 0.758182 loss_giou_aux_dn: 2.073170 loss: 13.878180 eta: 6:54:10 batch_cost: 0.5260 data_cost: 0.0013 ips: 7.6048 images/s [04/01 23:56:55] ppdet.engine INFO: Epoch: [65] [6100/7329] learning_rate: 0.000100 loss_class: 0.556387 loss_bbox: 0.129653 loss_giou: 0.344659 loss_class_aux: 3.585394 loss_bbox_aux: 0.900506 loss_giou_aux: 2.270135 loss_class_dn: 0.297047 loss_bbox_dn: 0.126329 loss_giou_dn: 0.324109 loss_class_aux_dn: 1.626129 loss_bbox_aux_dn: 0.777568 loss_giou_aux_dn: 1.824965 loss: 13.091806 eta: 6:53:15 batch_cost: 0.5244 data_cost: 0.0012 ips: 7.6271 images/s [04/01 23:58:00] ppdet.engine INFO: Epoch: [65] [6200/7329] learning_rate: 0.000100 loss_class: 0.561797 loss_bbox: 0.132510 loss_giou: 0.386371 loss_class_aux: 3.570388 loss_bbox_aux: 0.850948 loss_giou_aux: 2.514808 loss_class_dn: 0.332776 loss_bbox_dn: 0.141175 loss_giou_dn: 0.346832 loss_class_aux_dn: 1.795415 loss_bbox_aux_dn: 0.860222 loss_giou_aux_dn: 2.009434 loss: 14.285836 eta: 6:52:20 batch_cost: 0.5992 data_cost: 0.0012 ips: 6.6757 images/s [04/01 23:59:01] ppdet.engine INFO: Epoch: [65] [6300/7329] learning_rate: 0.000100 loss_class: 0.526615 loss_bbox: 0.133582 loss_giou: 0.349975 loss_class_aux: 3.441883 loss_bbox_aux: 0.880715 loss_giou_aux: 2.334310 loss_class_dn: 0.316549 loss_bbox_dn: 0.129603 loss_giou_dn: 0.315224 loss_class_aux_dn: 1.711480 loss_bbox_aux_dn: 0.752656 loss_giou_aux_dn: 1.810335 loss: 13.394303 eta: 6:51:25 batch_cost: 0.5436 data_cost: 0.0014 ips: 7.3589 images/s [04/01 23:59:59] ppdet.engine INFO: Epoch: [65] [6400/7329] learning_rate: 0.000100 loss_class: 0.492468 loss_bbox: 0.127866 loss_giou: 0.347042 loss_class_aux: 3.170225 loss_bbox_aux: 0.822978 loss_giou_aux: 2.216936 loss_class_dn: 0.285689 loss_bbox_dn: 0.124897 loss_giou_dn: 0.296667 loss_class_aux_dn: 1.557368 loss_bbox_aux_dn: 0.796719 loss_giou_aux_dn: 1.671327 loss: 11.768352 eta: 6:50:30 batch_cost: 0.5283 data_cost: 0.0012 ips: 7.5720 images/s [04/02 00:00:57] ppdet.engine INFO: Epoch: [65] [6500/7329] learning_rate: 0.000100 loss_class: 0.542126 loss_bbox: 0.127070 loss_giou: 0.407378 loss_class_aux: 3.467738 loss_bbox_aux: 0.834138 loss_giou_aux: 2.504122 loss_class_dn: 0.319137 loss_bbox_dn: 0.136583 loss_giou_dn: 0.368853 loss_class_aux_dn: 1.709596 loss_bbox_aux_dn: 0.801008 loss_giou_aux_dn: 2.068020 loss: 13.664853 eta: 6:49:35 batch_cost: 0.5243 data_cost: 0.0012 ips: 7.6299 images/s [04/02 00:01:56] ppdet.engine INFO: Epoch: [65] [6600/7329] learning_rate: 0.000100 loss_class: 0.510098 loss_bbox: 0.126261 loss_giou: 0.366426 loss_class_aux: 3.247703 loss_bbox_aux: 0.839739 loss_giou_aux: 2.335095 loss_class_dn: 0.301559 loss_bbox_dn: 0.130925 loss_giou_dn: 0.332726 loss_class_aux_dn: 1.589468 loss_bbox_aux_dn: 0.786161 loss_giou_aux_dn: 1.870186 loss: 12.836597 eta: 6:48:40 batch_cost: 0.5394 data_cost: 0.0012 ips: 7.4158 images/s [04/02 00:02:52] ppdet.engine INFO: Epoch: [65] [6700/7329] learning_rate: 0.000100 loss_class: 0.556669 loss_bbox: 0.130011 loss_giou: 0.289873 loss_class_aux: 3.473509 loss_bbox_aux: 0.905577 loss_giou_aux: 1.865536 loss_class_dn: 0.263852 loss_bbox_dn: 0.153893 loss_giou_dn: 0.272937 loss_class_aux_dn: 1.448670 loss_bbox_aux_dn: 0.875544 loss_giou_aux_dn: 1.561006 loss: 11.523715 eta: 6:47:45 batch_cost: 0.5012 data_cost: 0.0012 ips: 7.9802 images/s [04/02 00:03:52] ppdet.engine INFO: Epoch: [65] [6800/7329] learning_rate: 0.000100 loss_class: 0.614056 loss_bbox: 0.159566 loss_giou: 0.452138 loss_class_aux: 3.817792 loss_bbox_aux: 1.010975 loss_giou_aux: 2.884223 loss_class_dn: 0.351268 loss_bbox_dn: 0.132168 loss_giou_dn: 0.387078 loss_class_aux_dn: 1.851880 loss_bbox_aux_dn: 0.825438 loss_giou_aux_dn: 2.204677 loss: 14.961862 eta: 6:46:50 batch_cost: 0.5397 data_cost: 0.0015 ips: 7.4113 images/s [04/02 00:04:55] ppdet.engine INFO: Epoch: [65] [6900/7329] learning_rate: 0.000100 loss_class: 0.552231 loss_bbox: 0.126314 loss_giou: 0.332402 loss_class_aux: 3.485182 loss_bbox_aux: 0.885973 loss_giou_aux: 2.126209 loss_class_dn: 0.287184 loss_bbox_dn: 0.130556 loss_giou_dn: 0.295135 loss_class_aux_dn: 1.623338 loss_bbox_aux_dn: 0.783132 loss_giou_aux_dn: 1.681691 loss: 12.727646 eta: 6:45:56 batch_cost: 0.5721 data_cost: 0.0014 ips: 6.9914 images/s [04/02 00:05:57] ppdet.engine INFO: Epoch: [65] [7000/7329] learning_rate: 0.000100 loss_class: 0.576900 loss_bbox: 0.143691 loss_giou: 0.328987 loss_class_aux: 3.753168 loss_bbox_aux: 0.913798 loss_giou_aux: 2.163133 loss_class_dn: 0.323752 loss_bbox_dn: 0.140282 loss_giou_dn: 0.365215 loss_class_aux_dn: 1.854289 loss_bbox_aux_dn: 0.833943 loss_giou_aux_dn: 2.078897 loss: 14.435534 eta: 6:45:01 batch_cost: 0.5622 data_cost: 0.0013 ips: 7.1144 images/s [04/02 00:06:59] ppdet.engine INFO: Epoch: [65] [7100/7329] learning_rate: 0.000100 loss_class: 0.548487 loss_bbox: 0.133219 loss_giou: 0.366554 loss_class_aux: 3.460632 loss_bbox_aux: 0.902158 loss_giou_aux: 2.433599 loss_class_dn: 0.307874 loss_bbox_dn: 0.127907 loss_giou_dn: 0.351555 loss_class_aux_dn: 1.657057 loss_bbox_aux_dn: 0.812933 loss_giou_aux_dn: 1.959856 loss: 13.612066 eta: 6:44:06 batch_cost: 0.5651 data_cost: 0.0012 ips: 7.0779 images/s [04/02 00:07:58] ppdet.engine INFO: Epoch: [65] [7200/7329] learning_rate: 0.000100 loss_class: 0.584617 loss_bbox: 0.145567 loss_giou: 0.364727 loss_class_aux: 3.649953 loss_bbox_aux: 0.940194 loss_giou_aux: 2.405168 loss_class_dn: 0.326070 loss_bbox_dn: 0.142534 loss_giou_dn: 0.350256 loss_class_aux_dn: 1.710888 loss_bbox_aux_dn: 0.823181 loss_giou_aux_dn: 1.992245 loss: 14.217152 eta: 6:43:11 batch_cost: 0.5325 data_cost: 0.0012 ips: 7.5120 images/s [04/02 00:08:59] ppdet.engine INFO: Epoch: [65] [7300/7329] learning_rate: 0.000100 loss_class: 0.596727 loss_bbox: 0.133903 loss_giou: 0.373101 loss_class_aux: 3.639317 loss_bbox_aux: 0.900419 loss_giou_aux: 2.404862 loss_class_dn: 0.333095 loss_bbox_dn: 0.139986 loss_giou_dn: 0.353139 loss_class_aux_dn: 1.810035 loss_bbox_aux_dn: 0.878339 loss_giou_aux_dn: 1.982516 loss: 13.966375 eta: 6:42:16 batch_cost: 0.5501 data_cost: 0.0015 ips: 7.2714 images/s [04/02 00:09:28] ppdet.engine INFO: Eval iter: 0 [04/02 00:09:57] ppdet.engine INFO: Eval iter: 100 [04/02 00:10:25] ppdet.engine INFO: Eval iter: 200 [04/02 00:10:52] ppdet.engine INFO: Eval iter: 300 [04/02 00:11:21] ppdet.engine INFO: Eval iter: 400 [04/02 00:11:48] ppdet.engine INFO: Eval iter: 500 [04/02 00:12:16] ppdet.engine INFO: Eval iter: 600 [04/02 00:12:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.61s) creating index... index created! [04/02 00:12:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.98s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.65s). Accumulating evaluation results... DONE (t=28.81s). 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 ] = 0.576 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 ] = 0.580 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 ] = 0.391 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 ] = 0.722 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 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.880 [04/02 00:15:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.470389384249525 [04/02 00:15:38] ppdet.engine INFO: Best test bbox ap is 0.531. [04/02 00:15:40] ppdet.engine INFO: Epoch: [66] [ 0/7329] learning_rate: 0.000100 loss_class: 0.596727 loss_bbox: 0.133370 loss_giou: 0.368628 loss_class_aux: 3.720525 loss_bbox_aux: 0.888543 loss_giou_aux: 2.371478 loss_class_dn: 0.320518 loss_bbox_dn: 0.142335 loss_giou_dn: 0.347152 loss_class_aux_dn: 1.684400 loss_bbox_aux_dn: 0.920067 loss_giou_aux_dn: 1.948255 loss: 13.653208 eta: 6:42:01 batch_cost: 0.6112 data_cost: 0.0017 ips: 6.5448 images/s [04/02 00:16:38] ppdet.engine INFO: Epoch: [66] [ 100/7329] learning_rate: 0.000100 loss_class: 0.549329 loss_bbox: 0.125753 loss_giou: 0.380742 loss_class_aux: 3.420597 loss_bbox_aux: 0.833499 loss_giou_aux: 2.434742 loss_class_dn: 0.300954 loss_bbox_dn: 0.116233 loss_giou_dn: 0.334910 loss_class_aux_dn: 1.636310 loss_bbox_aux_dn: 0.740204 loss_giou_aux_dn: 1.895007 loss: 12.709878 eta: 6:41:06 batch_cost: 0.5300 data_cost: 0.0012 ips: 7.5470 images/s [04/02 00:17:39] ppdet.engine INFO: Epoch: [66] [ 200/7329] learning_rate: 0.000100 loss_class: 0.582833 loss_bbox: 0.147636 loss_giou: 0.367795 loss_class_aux: 3.762979 loss_bbox_aux: 1.001005 loss_giou_aux: 2.353334 loss_class_dn: 0.322124 loss_bbox_dn: 0.143039 loss_giou_dn: 0.357485 loss_class_aux_dn: 1.676995 loss_bbox_aux_dn: 0.892691 loss_giou_aux_dn: 2.010888 loss: 13.582143 eta: 6:40:11 batch_cost: 0.5562 data_cost: 0.0011 ips: 7.1913 images/s [04/02 00:18:38] ppdet.engine INFO: Epoch: [66] [ 300/7329] learning_rate: 0.000100 loss_class: 0.522482 loss_bbox: 0.129227 loss_giou: 0.394839 loss_class_aux: 3.439875 loss_bbox_aux: 0.873004 loss_giou_aux: 2.580731 loss_class_dn: 0.333852 loss_bbox_dn: 0.129881 loss_giou_dn: 0.373085 loss_class_aux_dn: 1.797730 loss_bbox_aux_dn: 0.838706 loss_giou_aux_dn: 2.101601 loss: 14.590249 eta: 6:39:16 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5084 images/s [04/02 00:19:40] ppdet.engine INFO: Epoch: [66] [ 400/7329] learning_rate: 0.000100 loss_class: 0.592051 loss_bbox: 0.150671 loss_giou: 0.345208 loss_class_aux: 3.751634 loss_bbox_aux: 0.980999 loss_giou_aux: 2.149807 loss_class_dn: 0.314032 loss_bbox_dn: 0.145716 loss_giou_dn: 0.308801 loss_class_aux_dn: 1.695846 loss_bbox_aux_dn: 0.903088 loss_giou_aux_dn: 1.751876 loss: 13.405390 eta: 6:38:21 batch_cost: 0.5510 data_cost: 0.0014 ips: 7.2600 images/s [04/02 00:20:44] ppdet.engine INFO: Epoch: [66] [ 500/7329] learning_rate: 0.000100 loss_class: 0.572983 loss_bbox: 0.134303 loss_giou: 0.396241 loss_class_aux: 3.613653 loss_bbox_aux: 0.870244 loss_giou_aux: 2.414472 loss_class_dn: 0.345369 loss_bbox_dn: 0.128755 loss_giou_dn: 0.340534 loss_class_aux_dn: 1.880034 loss_bbox_aux_dn: 0.797892 loss_giou_aux_dn: 1.966549 loss: 14.404133 eta: 6:37:27 batch_cost: 0.5830 data_cost: 0.0012 ips: 6.8607 images/s [04/02 00:21:42] ppdet.engine INFO: Epoch: [66] [ 600/7329] learning_rate: 0.000100 loss_class: 0.524023 loss_bbox: 0.107035 loss_giou: 0.296840 loss_class_aux: 3.291581 loss_bbox_aux: 0.702915 loss_giou_aux: 1.905170 loss_class_dn: 0.298716 loss_bbox_dn: 0.125432 loss_giou_dn: 0.308261 loss_class_aux_dn: 1.640450 loss_bbox_aux_dn: 0.749136 loss_giou_aux_dn: 1.764803 loss: 11.980310 eta: 6:36:32 batch_cost: 0.5275 data_cost: 0.0012 ips: 7.5831 images/s [04/02 00:22:44] ppdet.engine INFO: Epoch: [66] [ 700/7329] learning_rate: 0.000100 loss_class: 0.537624 loss_bbox: 0.139246 loss_giou: 0.377769 loss_class_aux: 3.360425 loss_bbox_aux: 0.897543 loss_giou_aux: 2.386664 loss_class_dn: 0.323285 loss_bbox_dn: 0.143756 loss_giou_dn: 0.331826 loss_class_aux_dn: 1.749939 loss_bbox_aux_dn: 0.857390 loss_giou_aux_dn: 1.887133 loss: 13.767416 eta: 6:35:37 batch_cost: 0.5493 data_cost: 0.0017 ips: 7.2817 images/s [04/02 00:23:42] ppdet.engine INFO: Epoch: [66] [ 800/7329] learning_rate: 0.000100 loss_class: 0.552667 loss_bbox: 0.114078 loss_giou: 0.364060 loss_class_aux: 3.587361 loss_bbox_aux: 0.807908 loss_giou_aux: 2.331031 loss_class_dn: 0.325047 loss_bbox_dn: 0.114777 loss_giou_dn: 0.319100 loss_class_aux_dn: 1.759068 loss_bbox_aux_dn: 0.691877 loss_giou_aux_dn: 1.851835 loss: 13.271574 eta: 6:34:42 batch_cost: 0.5269 data_cost: 0.0013 ips: 7.5917 images/s [04/02 00:24:40] ppdet.engine INFO: Epoch: [66] [ 900/7329] learning_rate: 0.000100 loss_class: 0.524953 loss_bbox: 0.139251 loss_giou: 0.337710 loss_class_aux: 3.361341 loss_bbox_aux: 0.915273 loss_giou_aux: 2.158823 loss_class_dn: 0.302398 loss_bbox_dn: 0.134568 loss_giou_dn: 0.317134 loss_class_aux_dn: 1.633665 loss_bbox_aux_dn: 0.782504 loss_giou_aux_dn: 1.811554 loss: 12.842789 eta: 6:33:47 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6672 images/s [04/02 00:25:38] ppdet.engine INFO: Epoch: [66] [1000/7329] learning_rate: 0.000100 loss_class: 0.518907 loss_bbox: 0.123834 loss_giou: 0.319362 loss_class_aux: 3.247422 loss_bbox_aux: 0.844176 loss_giou_aux: 2.117599 loss_class_dn: 0.320636 loss_bbox_dn: 0.142748 loss_giou_dn: 0.326383 loss_class_aux_dn: 1.696368 loss_bbox_aux_dn: 0.839349 loss_giou_aux_dn: 1.826141 loss: 13.486486 eta: 6:32:52 batch_cost: 0.5226 data_cost: 0.0012 ips: 7.6539 images/s [04/02 00:26:38] ppdet.engine INFO: Epoch: [66] [1100/7329] learning_rate: 0.000100 loss_class: 0.558893 loss_bbox: 0.120112 loss_giou: 0.366212 loss_class_aux: 3.540236 loss_bbox_aux: 0.787301 loss_giou_aux: 2.361376 loss_class_dn: 0.333227 loss_bbox_dn: 0.110472 loss_giou_dn: 0.345572 loss_class_aux_dn: 1.801932 loss_bbox_aux_dn: 0.665300 loss_giou_aux_dn: 1.987779 loss: 13.874937 eta: 6:31:57 batch_cost: 0.5429 data_cost: 0.0015 ips: 7.3678 images/s [04/02 00:27:40] ppdet.engine INFO: Epoch: [66] [1200/7329] learning_rate: 0.000100 loss_class: 0.535249 loss_bbox: 0.115234 loss_giou: 0.368744 loss_class_aux: 3.515821 loss_bbox_aux: 0.762497 loss_giou_aux: 2.376161 loss_class_dn: 0.328541 loss_bbox_dn: 0.121645 loss_giou_dn: 0.326829 loss_class_aux_dn: 1.781446 loss_bbox_aux_dn: 0.744713 loss_giou_aux_dn: 1.895653 loss: 13.725115 eta: 6:31:02 batch_cost: 0.5583 data_cost: 0.0019 ips: 7.1650 images/s [04/02 00:28:43] ppdet.engine INFO: Epoch: [66] [1300/7329] learning_rate: 0.000100 loss_class: 0.562795 loss_bbox: 0.129883 loss_giou: 0.376806 loss_class_aux: 3.592792 loss_bbox_aux: 0.843793 loss_giou_aux: 2.415497 loss_class_dn: 0.311706 loss_bbox_dn: 0.129534 loss_giou_dn: 0.336372 loss_class_aux_dn: 1.676004 loss_bbox_aux_dn: 0.836588 loss_giou_aux_dn: 1.908555 loss: 13.106215 eta: 6:30:07 batch_cost: 0.5683 data_cost: 0.0016 ips: 7.0380 images/s [04/02 00:29:40] ppdet.engine INFO: Epoch: [66] [1400/7329] learning_rate: 0.000100 loss_class: 0.575370 loss_bbox: 0.148705 loss_giou: 0.378445 loss_class_aux: 3.707422 loss_bbox_aux: 0.935942 loss_giou_aux: 2.417876 loss_class_dn: 0.347776 loss_bbox_dn: 0.127572 loss_giou_dn: 0.386568 loss_class_aux_dn: 1.861228 loss_bbox_aux_dn: 0.753470 loss_giou_aux_dn: 2.105422 loss: 15.272505 eta: 6:29:12 batch_cost: 0.5091 data_cost: 0.0012 ips: 7.8576 images/s [04/02 00:30:44] ppdet.engine INFO: Epoch: [66] [1500/7329] learning_rate: 0.000100 loss_class: 0.531137 loss_bbox: 0.134508 loss_giou: 0.371359 loss_class_aux: 3.348322 loss_bbox_aux: 0.858552 loss_giou_aux: 2.440646 loss_class_dn: 0.317694 loss_bbox_dn: 0.128784 loss_giou_dn: 0.360868 loss_class_aux_dn: 1.710527 loss_bbox_aux_dn: 0.786191 loss_giou_aux_dn: 2.040950 loss: 13.904590 eta: 6:28:17 batch_cost: 0.5811 data_cost: 0.0013 ips: 6.8838 images/s [04/02 00:31:54] ppdet.engine INFO: Epoch: [66] [1600/7329] learning_rate: 0.000100 loss_class: 0.560131 loss_bbox: 0.126576 loss_giou: 0.402095 loss_class_aux: 3.385852 loss_bbox_aux: 0.864802 loss_giou_aux: 2.513332 loss_class_dn: 0.309228 loss_bbox_dn: 0.132532 loss_giou_dn: 0.328353 loss_class_aux_dn: 1.670416 loss_bbox_aux_dn: 0.769967 loss_giou_aux_dn: 1.911531 loss: 12.875568 eta: 6:27:23 batch_cost: 0.6457 data_cost: 0.0014 ips: 6.1945 images/s [04/02 00:32:55] ppdet.engine INFO: Epoch: [66] [1700/7329] learning_rate: 0.000100 loss_class: 0.531547 loss_bbox: 0.126595 loss_giou: 0.376048 loss_class_aux: 3.464660 loss_bbox_aux: 0.845118 loss_giou_aux: 2.260617 loss_class_dn: 0.313517 loss_bbox_dn: 0.119910 loss_giou_dn: 0.339756 loss_class_aux_dn: 1.695747 loss_bbox_aux_dn: 0.750654 loss_giou_aux_dn: 1.914085 loss: 12.765302 eta: 6:26:29 batch_cost: 0.5576 data_cost: 0.0012 ips: 7.1735 images/s [04/02 00:33:58] ppdet.engine INFO: Epoch: [66] [1800/7329] learning_rate: 0.000100 loss_class: 0.545533 loss_bbox: 0.130006 loss_giou: 0.395146 loss_class_aux: 3.366628 loss_bbox_aux: 0.838642 loss_giou_aux: 2.549562 loss_class_dn: 0.330363 loss_bbox_dn: 0.128112 loss_giou_dn: 0.358200 loss_class_aux_dn: 1.777618 loss_bbox_aux_dn: 0.789360 loss_giou_aux_dn: 2.010909 loss: 13.637518 eta: 6:25:34 batch_cost: 0.5713 data_cost: 0.0013 ips: 7.0016 images/s [04/02 00:35:01] ppdet.engine INFO: Epoch: [66] [1900/7329] learning_rate: 0.000100 loss_class: 0.515242 loss_bbox: 0.134486 loss_giou: 0.403552 loss_class_aux: 3.333378 loss_bbox_aux: 0.914809 loss_giou_aux: 2.539732 loss_class_dn: 0.306965 loss_bbox_dn: 0.133238 loss_giou_dn: 0.329675 loss_class_aux_dn: 1.692007 loss_bbox_aux_dn: 0.816222 loss_giou_aux_dn: 1.808751 loss: 12.940693 eta: 6:24:39 batch_cost: 0.5759 data_cost: 0.0013 ips: 6.9451 images/s [04/02 00:36:03] ppdet.engine INFO: Epoch: [66] [2000/7329] learning_rate: 0.000100 loss_class: 0.617960 loss_bbox: 0.160304 loss_giou: 0.403281 loss_class_aux: 3.875171 loss_bbox_aux: 1.052506 loss_giou_aux: 2.598920 loss_class_dn: 0.381479 loss_bbox_dn: 0.156307 loss_giou_dn: 0.404936 loss_class_aux_dn: 2.040215 loss_bbox_aux_dn: 0.959242 loss_giou_aux_dn: 2.349623 loss: 15.436752 eta: 6:23:45 batch_cost: 0.5593 data_cost: 0.0015 ips: 7.1519 images/s [04/02 00:37:04] ppdet.engine INFO: Epoch: [66] [2100/7329] learning_rate: 0.000100 loss_class: 0.564210 loss_bbox: 0.123793 loss_giou: 0.365718 loss_class_aux: 3.579710 loss_bbox_aux: 0.817923 loss_giou_aux: 2.394813 loss_class_dn: 0.314772 loss_bbox_dn: 0.115756 loss_giou_dn: 0.319588 loss_class_aux_dn: 1.732051 loss_bbox_aux_dn: 0.694000 loss_giou_aux_dn: 1.878869 loss: 13.009621 eta: 6:22:50 batch_cost: 0.5498 data_cost: 0.0012 ips: 7.2750 images/s [04/02 00:38:09] ppdet.engine INFO: Epoch: [66] [2200/7329] learning_rate: 0.000100 loss_class: 0.511226 loss_bbox: 0.123377 loss_giou: 0.354488 loss_class_aux: 3.174775 loss_bbox_aux: 0.797682 loss_giou_aux: 2.292280 loss_class_dn: 0.301738 loss_bbox_dn: 0.110937 loss_giou_dn: 0.303520 loss_class_aux_dn: 1.653595 loss_bbox_aux_dn: 0.679622 loss_giou_aux_dn: 1.701790 loss: 12.670288 eta: 6:21:55 batch_cost: 0.5955 data_cost: 0.0013 ips: 6.7169 images/s [04/02 00:39:11] ppdet.engine INFO: Epoch: [66] [2300/7329] learning_rate: 0.000100 loss_class: 0.600570 loss_bbox: 0.128110 loss_giou: 0.344581 loss_class_aux: 3.777442 loss_bbox_aux: 0.849161 loss_giou_aux: 2.213828 loss_class_dn: 0.329795 loss_bbox_dn: 0.133274 loss_giou_dn: 0.337433 loss_class_aux_dn: 1.755104 loss_bbox_aux_dn: 0.818364 loss_giou_aux_dn: 1.900927 loss: 13.965676 eta: 6:21:01 batch_cost: 0.5550 data_cost: 0.0016 ips: 7.2066 images/s [04/02 00:40:13] ppdet.engine INFO: Epoch: [66] [2400/7329] learning_rate: 0.000100 loss_class: 0.490490 loss_bbox: 0.132421 loss_giou: 0.366185 loss_class_aux: 3.144842 loss_bbox_aux: 0.852510 loss_giou_aux: 2.300490 loss_class_dn: 0.285570 loss_bbox_dn: 0.137028 loss_giou_dn: 0.320618 loss_class_aux_dn: 1.572976 loss_bbox_aux_dn: 0.866280 loss_giou_aux_dn: 1.845073 loss: 13.010349 eta: 6:20:06 batch_cost: 0.5641 data_cost: 0.0013 ips: 7.0915 images/s [04/02 00:41:17] ppdet.engine INFO: Epoch: [66] [2500/7329] learning_rate: 0.000100 loss_class: 0.620382 loss_bbox: 0.136229 loss_giou: 0.405728 loss_class_aux: 3.977638 loss_bbox_aux: 0.957837 loss_giou_aux: 2.555284 loss_class_dn: 0.369297 loss_bbox_dn: 0.147330 loss_giou_dn: 0.365031 loss_class_aux_dn: 1.981308 loss_bbox_aux_dn: 0.893937 loss_giou_aux_dn: 2.065805 loss: 14.580287 eta: 6:19:11 batch_cost: 0.5868 data_cost: 0.0016 ips: 6.8166 images/s [04/02 00:42:27] ppdet.engine INFO: Epoch: [66] [2600/7329] learning_rate: 0.000100 loss_class: 0.553501 loss_bbox: 0.128109 loss_giou: 0.364625 loss_class_aux: 3.542147 loss_bbox_aux: 0.883373 loss_giou_aux: 2.149637 loss_class_dn: 0.314164 loss_bbox_dn: 0.127697 loss_giou_dn: 0.340432 loss_class_aux_dn: 1.668071 loss_bbox_aux_dn: 0.816528 loss_giou_aux_dn: 1.881403 loss: 14.238746 eta: 6:18:17 batch_cost: 0.6332 data_cost: 0.0013 ips: 6.3175 images/s [04/02 00:43:29] ppdet.engine INFO: Epoch: [66] [2700/7329] learning_rate: 0.000100 loss_class: 0.604725 loss_bbox: 0.139958 loss_giou: 0.357895 loss_class_aux: 3.787155 loss_bbox_aux: 0.889052 loss_giou_aux: 2.297706 loss_class_dn: 0.332270 loss_bbox_dn: 0.133061 loss_giou_dn: 0.328937 loss_class_aux_dn: 1.821068 loss_bbox_aux_dn: 0.787757 loss_giou_aux_dn: 1.909706 loss: 14.062613 eta: 6:17:22 batch_cost: 0.5674 data_cost: 0.0013 ips: 7.0498 images/s [04/02 00:44:26] ppdet.engine INFO: Epoch: [66] [2800/7329] learning_rate: 0.000100 loss_class: 0.554015 loss_bbox: 0.133213 loss_giou: 0.368309 loss_class_aux: 3.576809 loss_bbox_aux: 0.877180 loss_giou_aux: 2.341408 loss_class_dn: 0.304906 loss_bbox_dn: 0.134077 loss_giou_dn: 0.332580 loss_class_aux_dn: 1.662754 loss_bbox_aux_dn: 0.803998 loss_giou_aux_dn: 1.894852 loss: 13.380565 eta: 6:16:27 batch_cost: 0.5184 data_cost: 0.0013 ips: 7.7161 images/s [04/02 00:45:27] ppdet.engine INFO: Epoch: [66] [2900/7329] learning_rate: 0.000100 loss_class: 0.548202 loss_bbox: 0.122119 loss_giou: 0.317001 loss_class_aux: 3.545245 loss_bbox_aux: 0.810439 loss_giou_aux: 2.033022 loss_class_dn: 0.305094 loss_bbox_dn: 0.128456 loss_giou_dn: 0.302058 loss_class_aux_dn: 1.677285 loss_bbox_aux_dn: 0.764260 loss_giou_aux_dn: 1.684310 loss: 12.134456 eta: 6:15:32 batch_cost: 0.5522 data_cost: 0.0012 ips: 7.2438 images/s [04/02 00:46:25] ppdet.engine INFO: Epoch: [66] [3000/7329] learning_rate: 0.000100 loss_class: 0.537239 loss_bbox: 0.123952 loss_giou: 0.333963 loss_class_aux: 3.558687 loss_bbox_aux: 0.814254 loss_giou_aux: 2.146270 loss_class_dn: 0.323706 loss_bbox_dn: 0.136772 loss_giou_dn: 0.321047 loss_class_aux_dn: 1.714419 loss_bbox_aux_dn: 0.841760 loss_giou_aux_dn: 1.813505 loss: 12.966589 eta: 6:14:37 batch_cost: 0.5199 data_cost: 0.0012 ips: 7.6941 images/s [04/02 00:47:25] ppdet.engine INFO: Epoch: [66] [3100/7329] learning_rate: 0.000100 loss_class: 0.539267 loss_bbox: 0.137931 loss_giou: 0.375409 loss_class_aux: 3.445981 loss_bbox_aux: 0.891326 loss_giou_aux: 2.400293 loss_class_dn: 0.315518 loss_bbox_dn: 0.127097 loss_giou_dn: 0.359924 loss_class_aux_dn: 1.674755 loss_bbox_aux_dn: 0.788472 loss_giou_aux_dn: 2.030204 loss: 13.796761 eta: 6:13:42 batch_cost: 0.5459 data_cost: 0.0014 ips: 7.3269 images/s [04/02 00:48:21] ppdet.engine INFO: Epoch: [66] [3200/7329] learning_rate: 0.000100 loss_class: 0.487906 loss_bbox: 0.140081 loss_giou: 0.353869 loss_class_aux: 3.261540 loss_bbox_aux: 0.934902 loss_giou_aux: 2.247443 loss_class_dn: 0.293555 loss_bbox_dn: 0.144381 loss_giou_dn: 0.313154 loss_class_aux_dn: 1.596988 loss_bbox_aux_dn: 0.838282 loss_giou_aux_dn: 1.768646 loss: 12.098083 eta: 6:12:47 batch_cost: 0.5015 data_cost: 0.0012 ips: 7.9761 images/s [04/02 00:49:29] ppdet.engine INFO: Epoch: [66] [3300/7329] learning_rate: 0.000100 loss_class: 0.514279 loss_bbox: 0.127262 loss_giou: 0.356044 loss_class_aux: 3.302952 loss_bbox_aux: 0.814212 loss_giou_aux: 2.214557 loss_class_dn: 0.312083 loss_bbox_dn: 0.120117 loss_giou_dn: 0.333245 loss_class_aux_dn: 1.689409 loss_bbox_aux_dn: 0.728782 loss_giou_aux_dn: 1.848816 loss: 12.907141 eta: 6:11:53 batch_cost: 0.6260 data_cost: 0.0013 ips: 6.3894 images/s [04/02 00:50:39] ppdet.engine INFO: Epoch: [66] [3400/7329] learning_rate: 0.000100 loss_class: 0.615996 loss_bbox: 0.119199 loss_giou: 0.437147 loss_class_aux: 3.896446 loss_bbox_aux: 0.796104 loss_giou_aux: 2.772397 loss_class_dn: 0.315293 loss_bbox_dn: 0.132645 loss_giou_dn: 0.390093 loss_class_aux_dn: 1.750132 loss_bbox_aux_dn: 0.769763 loss_giou_aux_dn: 2.159880 loss: 14.820716 eta: 6:10:59 batch_cost: 0.6517 data_cost: 0.0012 ips: 6.1378 images/s [04/02 00:51:39] ppdet.engine INFO: Epoch: [66] [3500/7329] learning_rate: 0.000100 loss_class: 0.534003 loss_bbox: 0.133761 loss_giou: 0.388358 loss_class_aux: 3.394202 loss_bbox_aux: 0.868382 loss_giou_aux: 2.405571 loss_class_dn: 0.333321 loss_bbox_dn: 0.129275 loss_giou_dn: 0.334233 loss_class_aux_dn: 1.773682 loss_bbox_aux_dn: 0.774302 loss_giou_aux_dn: 1.906401 loss: 13.388480 eta: 6:10:04 batch_cost: 0.5438 data_cost: 0.0012 ips: 7.3554 images/s [04/02 00:52:39] ppdet.engine INFO: Epoch: [66] [3600/7329] learning_rate: 0.000100 loss_class: 0.566128 loss_bbox: 0.123862 loss_giou: 0.346016 loss_class_aux: 3.619941 loss_bbox_aux: 0.824519 loss_giou_aux: 2.210231 loss_class_dn: 0.312723 loss_bbox_dn: 0.122843 loss_giou_dn: 0.328032 loss_class_aux_dn: 1.699577 loss_bbox_aux_dn: 0.753988 loss_giou_aux_dn: 1.850245 loss: 13.320340 eta: 6:09:09 batch_cost: 0.5480 data_cost: 0.0012 ips: 7.2989 images/s [04/02 00:53:39] ppdet.engine INFO: Epoch: [66] [3700/7329] learning_rate: 0.000100 loss_class: 0.579857 loss_bbox: 0.123319 loss_giou: 0.436411 loss_class_aux: 3.716128 loss_bbox_aux: 0.856096 loss_giou_aux: 2.769724 loss_class_dn: 0.349124 loss_bbox_dn: 0.127051 loss_giou_dn: 0.384770 loss_class_aux_dn: 1.880645 loss_bbox_aux_dn: 0.746808 loss_giou_aux_dn: 2.233709 loss: 14.369402 eta: 6:08:14 batch_cost: 0.5379 data_cost: 0.0012 ips: 7.4362 images/s [04/02 00:54:41] ppdet.engine INFO: Epoch: [66] [3800/7329] learning_rate: 0.000100 loss_class: 0.536776 loss_bbox: 0.122351 loss_giou: 0.331441 loss_class_aux: 3.363189 loss_bbox_aux: 0.824805 loss_giou_aux: 2.090749 loss_class_dn: 0.288273 loss_bbox_dn: 0.111228 loss_giou_dn: 0.285791 loss_class_aux_dn: 1.631270 loss_bbox_aux_dn: 0.688461 loss_giou_aux_dn: 1.627178 loss: 12.518409 eta: 6:07:20 batch_cost: 0.5675 data_cost: 0.0012 ips: 7.0485 images/s [04/02 00:55:41] ppdet.engine INFO: Epoch: [66] [3900/7329] learning_rate: 0.000100 loss_class: 0.575397 loss_bbox: 0.129722 loss_giou: 0.383268 loss_class_aux: 3.561209 loss_bbox_aux: 0.864965 loss_giou_aux: 2.440181 loss_class_dn: 0.325483 loss_bbox_dn: 0.135525 loss_giou_dn: 0.331399 loss_class_aux_dn: 1.738725 loss_bbox_aux_dn: 0.810842 loss_giou_aux_dn: 1.912426 loss: 13.065059 eta: 6:06:25 batch_cost: 0.5439 data_cost: 0.0012 ips: 7.3539 images/s [04/02 00:56:41] ppdet.engine INFO: Epoch: [66] [4000/7329] learning_rate: 0.000100 loss_class: 0.539881 loss_bbox: 0.132271 loss_giou: 0.318635 loss_class_aux: 3.474696 loss_bbox_aux: 0.847507 loss_giou_aux: 2.037170 loss_class_dn: 0.303526 loss_bbox_dn: 0.116150 loss_giou_dn: 0.302842 loss_class_aux_dn: 1.660475 loss_bbox_aux_dn: 0.706979 loss_giou_aux_dn: 1.764873 loss: 13.074915 eta: 6:05:30 batch_cost: 0.5493 data_cost: 0.0011 ips: 7.2822 images/s [04/02 00:57:51] ppdet.engine INFO: Epoch: [66] [4100/7329] learning_rate: 0.000100 loss_class: 0.545692 loss_bbox: 0.123816 loss_giou: 0.313868 loss_class_aux: 3.448525 loss_bbox_aux: 0.806677 loss_giou_aux: 2.058153 loss_class_dn: 0.308421 loss_bbox_dn: 0.122239 loss_giou_dn: 0.303732 loss_class_aux_dn: 1.640100 loss_bbox_aux_dn: 0.765821 loss_giou_aux_dn: 1.709745 loss: 12.507344 eta: 6:04:36 batch_cost: 0.6335 data_cost: 0.0014 ips: 6.3141 images/s [04/02 00:58:51] ppdet.engine INFO: Epoch: [66] [4200/7329] learning_rate: 0.000100 loss_class: 0.544868 loss_bbox: 0.137511 loss_giou: 0.417892 loss_class_aux: 3.463415 loss_bbox_aux: 0.877214 loss_giou_aux: 2.558468 loss_class_dn: 0.329006 loss_bbox_dn: 0.137550 loss_giou_dn: 0.387108 loss_class_aux_dn: 1.787811 loss_bbox_aux_dn: 0.813178 loss_giou_aux_dn: 2.105004 loss: 14.160642 eta: 6:03:41 batch_cost: 0.5440 data_cost: 0.0013 ips: 7.3533 images/s [04/02 00:59:48] ppdet.engine INFO: Epoch: [66] [4300/7329] learning_rate: 0.000100 loss_class: 0.544395 loss_bbox: 0.118192 loss_giou: 0.353263 loss_class_aux: 3.445316 loss_bbox_aux: 0.765256 loss_giou_aux: 2.302173 loss_class_dn: 0.300108 loss_bbox_dn: 0.130204 loss_giou_dn: 0.334030 loss_class_aux_dn: 1.589205 loss_bbox_aux_dn: 0.782205 loss_giou_aux_dn: 1.874053 loss: 12.573175 eta: 6:02:46 batch_cost: 0.5183 data_cost: 0.0012 ips: 7.7171 images/s [04/02 01:00:46] ppdet.engine INFO: Epoch: [66] [4400/7329] learning_rate: 0.000100 loss_class: 0.606885 loss_bbox: 0.143207 loss_giou: 0.397041 loss_class_aux: 3.729043 loss_bbox_aux: 0.940726 loss_giou_aux: 2.465921 loss_class_dn: 0.330863 loss_bbox_dn: 0.154918 loss_giou_dn: 0.381452 loss_class_aux_dn: 1.770205 loss_bbox_aux_dn: 0.918159 loss_giou_aux_dn: 2.152514 loss: 14.582664 eta: 6:01:51 batch_cost: 0.5229 data_cost: 0.0012 ips: 7.6495 images/s [04/02 01:01:47] ppdet.engine INFO: Epoch: [66] [4500/7329] learning_rate: 0.000100 loss_class: 0.486321 loss_bbox: 0.117399 loss_giou: 0.333870 loss_class_aux: 3.006148 loss_bbox_aux: 0.802035 loss_giou_aux: 2.051139 loss_class_dn: 0.277955 loss_bbox_dn: 0.103681 loss_giou_dn: 0.306999 loss_class_aux_dn: 1.517096 loss_bbox_aux_dn: 0.643106 loss_giou_aux_dn: 1.705809 loss: 11.984615 eta: 6:00:56 batch_cost: 0.5618 data_cost: 0.0012 ips: 7.1203 images/s [04/02 01:02:47] ppdet.engine INFO: Epoch: [66] [4600/7329] learning_rate: 0.000100 loss_class: 0.562809 loss_bbox: 0.136886 loss_giou: 0.352479 loss_class_aux: 3.482444 loss_bbox_aux: 0.924932 loss_giou_aux: 2.317501 loss_class_dn: 0.329594 loss_bbox_dn: 0.144940 loss_giou_dn: 0.331578 loss_class_aux_dn: 1.771127 loss_bbox_aux_dn: 0.847184 loss_giou_aux_dn: 1.890676 loss: 13.773260 eta: 6:00:01 batch_cost: 0.5460 data_cost: 0.0012 ips: 7.3264 images/s [04/02 01:03:44] ppdet.engine INFO: Epoch: [66] [4700/7329] learning_rate: 0.000100 loss_class: 0.591860 loss_bbox: 0.130261 loss_giou: 0.397219 loss_class_aux: 3.731924 loss_bbox_aux: 0.854811 loss_giou_aux: 2.507679 loss_class_dn: 0.329340 loss_bbox_dn: 0.131691 loss_giou_dn: 0.356698 loss_class_aux_dn: 1.756905 loss_bbox_aux_dn: 0.772579 loss_giou_aux_dn: 2.008828 loss: 13.932354 eta: 5:59:06 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8233 images/s [04/02 01:04:42] ppdet.engine INFO: Epoch: [66] [4800/7329] learning_rate: 0.000100 loss_class: 0.577686 loss_bbox: 0.133051 loss_giou: 0.393326 loss_class_aux: 3.715050 loss_bbox_aux: 0.872232 loss_giou_aux: 2.486883 loss_class_dn: 0.338367 loss_bbox_dn: 0.124331 loss_giou_dn: 0.354776 loss_class_aux_dn: 1.816824 loss_bbox_aux_dn: 0.749174 loss_giou_aux_dn: 2.012566 loss: 14.056067 eta: 5:58:11 batch_cost: 0.5252 data_cost: 0.0014 ips: 7.6167 images/s [04/02 01:05:41] ppdet.engine INFO: Epoch: [66] [4900/7329] learning_rate: 0.000100 loss_class: 0.551947 loss_bbox: 0.125528 loss_giou: 0.408724 loss_class_aux: 3.559742 loss_bbox_aux: 0.826544 loss_giou_aux: 2.553349 loss_class_dn: 0.321548 loss_bbox_dn: 0.115224 loss_giou_dn: 0.353331 loss_class_aux_dn: 1.737236 loss_bbox_aux_dn: 0.709832 loss_giou_aux_dn: 2.016733 loss: 13.702232 eta: 5:57:16 batch_cost: 0.5363 data_cost: 0.0012 ips: 7.4582 images/s [04/02 01:06:41] ppdet.engine INFO: Epoch: [66] [5000/7329] learning_rate: 0.000100 loss_class: 0.515913 loss_bbox: 0.120717 loss_giou: 0.376873 loss_class_aux: 3.193337 loss_bbox_aux: 0.783618 loss_giou_aux: 2.394660 loss_class_dn: 0.307109 loss_bbox_dn: 0.112791 loss_giou_dn: 0.337579 loss_class_aux_dn: 1.648489 loss_bbox_aux_dn: 0.672417 loss_giou_aux_dn: 1.845721 loss: 12.693454 eta: 5:56:21 batch_cost: 0.5414 data_cost: 0.0012 ips: 7.3885 images/s [04/02 01:07:43] ppdet.engine INFO: Epoch: [66] [5100/7329] learning_rate: 0.000100 loss_class: 0.515298 loss_bbox: 0.140169 loss_giou: 0.344904 loss_class_aux: 3.445315 loss_bbox_aux: 0.903581 loss_giou_aux: 2.172845 loss_class_dn: 0.309461 loss_bbox_dn: 0.128484 loss_giou_dn: 0.316065 loss_class_aux_dn: 1.705281 loss_bbox_aux_dn: 0.781873 loss_giou_aux_dn: 1.796779 loss: 12.933620 eta: 5:55:26 batch_cost: 0.5444 data_cost: 0.0015 ips: 7.3478 images/s [04/02 01:08:39] ppdet.engine INFO: Epoch: [66] [5200/7329] learning_rate: 0.000100 loss_class: 0.528252 loss_bbox: 0.140011 loss_giou: 0.359652 loss_class_aux: 3.516714 loss_bbox_aux: 0.858576 loss_giou_aux: 2.399383 loss_class_dn: 0.290077 loss_bbox_dn: 0.127750 loss_giou_dn: 0.345909 loss_class_aux_dn: 1.580971 loss_bbox_aux_dn: 0.800127 loss_giou_aux_dn: 1.903651 loss: 12.999866 eta: 5:54:31 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8991 images/s [04/02 01:09:34] ppdet.engine INFO: Epoch: [66] [5300/7329] learning_rate: 0.000100 loss_class: 0.578898 loss_bbox: 0.136102 loss_giou: 0.417291 loss_class_aux: 3.560857 loss_bbox_aux: 0.845520 loss_giou_aux: 2.662589 loss_class_dn: 0.339222 loss_bbox_dn: 0.130248 loss_giou_dn: 0.374504 loss_class_aux_dn: 1.805951 loss_bbox_aux_dn: 0.785836 loss_giou_aux_dn: 2.114877 loss: 14.682772 eta: 5:53:36 batch_cost: 0.4976 data_cost: 0.0012 ips: 8.0382 images/s [04/02 01:10:30] ppdet.engine INFO: Epoch: [66] [5400/7329] learning_rate: 0.000100 loss_class: 0.567273 loss_bbox: 0.129466 loss_giou: 0.375782 loss_class_aux: 3.502005 loss_bbox_aux: 0.887655 loss_giou_aux: 2.394254 loss_class_dn: 0.321094 loss_bbox_dn: 0.135590 loss_giou_dn: 0.334749 loss_class_aux_dn: 1.739532 loss_bbox_aux_dn: 0.826629 loss_giou_aux_dn: 1.928485 loss: 13.397692 eta: 5:52:40 batch_cost: 0.5058 data_cost: 0.0012 ips: 7.9081 images/s [04/02 01:11:31] ppdet.engine INFO: Epoch: [66] [5500/7329] learning_rate: 0.000100 loss_class: 0.503508 loss_bbox: 0.119030 loss_giou: 0.324357 loss_class_aux: 3.218591 loss_bbox_aux: 0.840809 loss_giou_aux: 2.167044 loss_class_dn: 0.291317 loss_bbox_dn: 0.127427 loss_giou_dn: 0.319779 loss_class_aux_dn: 1.572268 loss_bbox_aux_dn: 0.760961 loss_giou_aux_dn: 1.784184 loss: 13.079397 eta: 5:51:45 batch_cost: 0.5471 data_cost: 0.0016 ips: 7.3110 images/s [04/02 01:12:33] ppdet.engine INFO: Epoch: [66] [5600/7329] learning_rate: 0.000100 loss_class: 0.604266 loss_bbox: 0.133656 loss_giou: 0.371242 loss_class_aux: 3.761102 loss_bbox_aux: 0.900643 loss_giou_aux: 2.439628 loss_class_dn: 0.336654 loss_bbox_dn: 0.131456 loss_giou_dn: 0.376590 loss_class_aux_dn: 1.819877 loss_bbox_aux_dn: 0.790476 loss_giou_aux_dn: 2.128844 loss: 14.419512 eta: 5:50:51 batch_cost: 0.5580 data_cost: 0.0015 ips: 7.1682 images/s [04/02 01:13:33] ppdet.engine INFO: Epoch: [66] [5700/7329] learning_rate: 0.000100 loss_class: 0.573519 loss_bbox: 0.125992 loss_giou: 0.359162 loss_class_aux: 3.617732 loss_bbox_aux: 0.822069 loss_giou_aux: 2.317084 loss_class_dn: 0.286261 loss_bbox_dn: 0.130398 loss_giou_dn: 0.310187 loss_class_aux_dn: 1.575131 loss_bbox_aux_dn: 0.766617 loss_giou_aux_dn: 1.786191 loss: 12.341209 eta: 5:49:56 batch_cost: 0.5343 data_cost: 0.0013 ips: 7.4863 images/s [04/02 01:14:34] ppdet.engine INFO: Epoch: [66] [5800/7329] learning_rate: 0.000100 loss_class: 0.565720 loss_bbox: 0.141762 loss_giou: 0.360275 loss_class_aux: 3.624452 loss_bbox_aux: 0.880682 loss_giou_aux: 2.306679 loss_class_dn: 0.333131 loss_bbox_dn: 0.134473 loss_giou_dn: 0.338651 loss_class_aux_dn: 1.806760 loss_bbox_aux_dn: 0.784438 loss_giou_aux_dn: 1.977569 loss: 14.181175 eta: 5:49:01 batch_cost: 0.5472 data_cost: 0.0015 ips: 7.3103 images/s [04/02 01:15:30] ppdet.engine INFO: Epoch: [66] [5900/7329] learning_rate: 0.000100 loss_class: 0.531104 loss_bbox: 0.137113 loss_giou: 0.417301 loss_class_aux: 3.539045 loss_bbox_aux: 0.875208 loss_giou_aux: 2.584506 loss_class_dn: 0.319509 loss_bbox_dn: 0.128301 loss_giou_dn: 0.365934 loss_class_aux_dn: 1.765881 loss_bbox_aux_dn: 0.804563 loss_giou_aux_dn: 2.042941 loss: 13.905697 eta: 5:48:06 batch_cost: 0.5071 data_cost: 0.0013 ips: 7.8883 images/s [04/02 01:16:31] ppdet.engine INFO: Epoch: [66] [6000/7329] learning_rate: 0.000100 loss_class: 0.516802 loss_bbox: 0.133587 loss_giou: 0.306203 loss_class_aux: 3.425477 loss_bbox_aux: 0.834076 loss_giou_aux: 1.988916 loss_class_dn: 0.275810 loss_bbox_dn: 0.132610 loss_giou_dn: 0.312822 loss_class_aux_dn: 1.518693 loss_bbox_aux_dn: 0.803645 loss_giou_aux_dn: 1.730140 loss: 12.145597 eta: 5:47:11 batch_cost: 0.5404 data_cost: 0.0016 ips: 7.4018 images/s [04/02 01:17:29] ppdet.engine INFO: Epoch: [66] [6100/7329] learning_rate: 0.000100 loss_class: 0.554524 loss_bbox: 0.127532 loss_giou: 0.349543 loss_class_aux: 3.548702 loss_bbox_aux: 0.867638 loss_giou_aux: 2.201162 loss_class_dn: 0.322102 loss_bbox_dn: 0.127501 loss_giou_dn: 0.321794 loss_class_aux_dn: 1.740409 loss_bbox_aux_dn: 0.784005 loss_giou_aux_dn: 1.892177 loss: 13.606218 eta: 5:46:16 batch_cost: 0.5269 data_cost: 0.0013 ips: 7.5917 images/s [04/02 01:18:30] ppdet.engine INFO: Epoch: [66] [6200/7329] learning_rate: 0.000100 loss_class: 0.536418 loss_bbox: 0.110432 loss_giou: 0.381021 loss_class_aux: 3.414732 loss_bbox_aux: 0.735907 loss_giou_aux: 2.407354 loss_class_dn: 0.331349 loss_bbox_dn: 0.117125 loss_giou_dn: 0.356246 loss_class_aux_dn: 1.810099 loss_bbox_aux_dn: 0.716664 loss_giou_aux_dn: 2.044974 loss: 13.509436 eta: 5:45:21 batch_cost: 0.5489 data_cost: 0.0014 ips: 7.2867 images/s [04/02 01:19:29] ppdet.engine INFO: Epoch: [66] [6300/7329] learning_rate: 0.000100 loss_class: 0.538440 loss_bbox: 0.130946 loss_giou: 0.347672 loss_class_aux: 3.427915 loss_bbox_aux: 0.894631 loss_giou_aux: 2.244226 loss_class_dn: 0.308667 loss_bbox_dn: 0.129721 loss_giou_dn: 0.326111 loss_class_aux_dn: 1.686339 loss_bbox_aux_dn: 0.798528 loss_giou_aux_dn: 1.869283 loss: 13.528172 eta: 5:44:26 batch_cost: 0.5335 data_cost: 0.0012 ips: 7.4982 images/s [04/02 01:20:32] ppdet.engine INFO: Epoch: [66] [6400/7329] learning_rate: 0.000100 loss_class: 0.564434 loss_bbox: 0.124283 loss_giou: 0.402593 loss_class_aux: 3.681275 loss_bbox_aux: 0.813013 loss_giou_aux: 2.528127 loss_class_dn: 0.330934 loss_bbox_dn: 0.127782 loss_giou_dn: 0.362938 loss_class_aux_dn: 1.825117 loss_bbox_aux_dn: 0.764253 loss_giou_aux_dn: 2.080240 loss: 14.161714 eta: 5:43:31 batch_cost: 0.5732 data_cost: 0.0014 ips: 6.9784 images/s [04/02 01:21:52] ppdet.engine INFO: Epoch: [66] [6500/7329] learning_rate: 0.000100 loss_class: 0.593837 loss_bbox: 0.134368 loss_giou: 0.399519 loss_class_aux: 3.679880 loss_bbox_aux: 0.905353 loss_giou_aux: 2.520874 loss_class_dn: 0.339773 loss_bbox_dn: 0.138275 loss_giou_dn: 0.368507 loss_class_aux_dn: 1.848583 loss_bbox_aux_dn: 0.814730 loss_giou_aux_dn: 2.057168 loss: 14.661366 eta: 5:42:38 batch_cost: 0.7416 data_cost: 0.0014 ips: 5.3938 images/s [04/02 01:23:16] ppdet.engine INFO: Epoch: [66] [6600/7329] learning_rate: 0.000100 loss_class: 0.583798 loss_bbox: 0.131057 loss_giou: 0.406073 loss_class_aux: 3.581484 loss_bbox_aux: 0.847395 loss_giou_aux: 2.491906 loss_class_dn: 0.331437 loss_bbox_dn: 0.126661 loss_giou_dn: 0.334232 loss_class_aux_dn: 1.746011 loss_bbox_aux_dn: 0.773825 loss_giou_aux_dn: 1.971751 loss: 14.217253 eta: 5:41:45 batch_cost: 0.7656 data_cost: 0.0015 ips: 5.2244 images/s [04/02 01:24:32] ppdet.engine INFO: Epoch: [66] [6700/7329] learning_rate: 0.000100 loss_class: 0.486732 loss_bbox: 0.128620 loss_giou: 0.294297 loss_class_aux: 3.190724 loss_bbox_aux: 0.847985 loss_giou_aux: 1.766650 loss_class_dn: 0.283446 loss_bbox_dn: 0.133944 loss_giou_dn: 0.284645 loss_class_aux_dn: 1.592896 loss_bbox_aux_dn: 0.790938 loss_giou_aux_dn: 1.610168 loss: 12.290751 eta: 5:40:51 batch_cost: 0.6890 data_cost: 0.0014 ips: 5.8055 images/s [04/02 01:25:31] ppdet.engine INFO: Epoch: [66] [6800/7329] learning_rate: 0.000100 loss_class: 0.583507 loss_bbox: 0.143944 loss_giou: 0.399652 loss_class_aux: 3.622973 loss_bbox_aux: 0.957424 loss_giou_aux: 2.537469 loss_class_dn: 0.349957 loss_bbox_dn: 0.150344 loss_giou_dn: 0.351497 loss_class_aux_dn: 1.862828 loss_bbox_aux_dn: 0.860219 loss_giou_aux_dn: 1.932812 loss: 14.027473 eta: 5:39:56 batch_cost: 0.5399 data_cost: 0.0012 ips: 7.4090 images/s [04/02 01:26:35] ppdet.engine INFO: Epoch: [66] [6900/7329] learning_rate: 0.000100 loss_class: 0.462235 loss_bbox: 0.126677 loss_giou: 0.313017 loss_class_aux: 2.955704 loss_bbox_aux: 0.840798 loss_giou_aux: 2.026315 loss_class_dn: 0.267253 loss_bbox_dn: 0.116875 loss_giou_dn: 0.289098 loss_class_aux_dn: 1.456095 loss_bbox_aux_dn: 0.751667 loss_giou_aux_dn: 1.569407 loss: 11.652544 eta: 5:39:01 batch_cost: 0.5749 data_cost: 0.0015 ips: 6.9578 images/s [04/02 01:27:31] ppdet.engine INFO: Epoch: [66] [7000/7329] learning_rate: 0.000100 loss_class: 0.558123 loss_bbox: 0.139327 loss_giou: 0.388678 loss_class_aux: 3.723899 loss_bbox_aux: 0.920426 loss_giou_aux: 2.564862 loss_class_dn: 0.318272 loss_bbox_dn: 0.130267 loss_giou_dn: 0.348271 loss_class_aux_dn: 1.744665 loss_bbox_aux_dn: 0.800350 loss_giou_aux_dn: 1.987615 loss: 13.402261 eta: 5:38:06 batch_cost: 0.4998 data_cost: 0.0012 ips: 8.0039 images/s [04/02 01:28:27] ppdet.engine INFO: Epoch: [66] [7100/7329] learning_rate: 0.000100 loss_class: 0.543199 loss_bbox: 0.133447 loss_giou: 0.380976 loss_class_aux: 3.507633 loss_bbox_aux: 0.859790 loss_giou_aux: 2.413204 loss_class_dn: 0.331338 loss_bbox_dn: 0.128721 loss_giou_dn: 0.368315 loss_class_aux_dn: 1.739693 loss_bbox_aux_dn: 0.770907 loss_giou_aux_dn: 2.037230 loss: 13.588387 eta: 5:37:11 batch_cost: 0.5078 data_cost: 0.0013 ips: 7.8764 images/s [04/02 01:29:31] ppdet.engine INFO: Epoch: [66] [7200/7329] learning_rate: 0.000100 loss_class: 0.530039 loss_bbox: 0.136720 loss_giou: 0.350211 loss_class_aux: 3.436012 loss_bbox_aux: 0.887223 loss_giou_aux: 2.176740 loss_class_dn: 0.306003 loss_bbox_dn: 0.131135 loss_giou_dn: 0.343028 loss_class_aux_dn: 1.661697 loss_bbox_aux_dn: 0.772663 loss_giou_aux_dn: 1.941901 loss: 13.247972 eta: 5:36:16 batch_cost: 0.5829 data_cost: 0.0012 ips: 6.8619 images/s [04/02 01:30:33] ppdet.engine INFO: Epoch: [66] [7300/7329] learning_rate: 0.000100 loss_class: 0.598526 loss_bbox: 0.131499 loss_giou: 0.451883 loss_class_aux: 3.852450 loss_bbox_aux: 0.896072 loss_giou_aux: 2.829808 loss_class_dn: 0.361798 loss_bbox_dn: 0.134648 loss_giou_dn: 0.405406 loss_class_aux_dn: 1.951288 loss_bbox_aux_dn: 0.811339 loss_giou_aux_dn: 2.324207 loss: 14.861311 eta: 5:35:21 batch_cost: 0.5656 data_cost: 0.0013 ips: 7.0722 images/s [04/02 01:30:55] ppdet.engine INFO: Eval iter: 0 [04/02 01:31:23] ppdet.engine INFO: Eval iter: 100 [04/02 01:31:52] ppdet.engine INFO: Eval iter: 200 [04/02 01:32:20] ppdet.engine INFO: Eval iter: 300 [04/02 01:32:48] ppdet.engine INFO: Eval iter: 400 [04/02 01:33:17] ppdet.engine INFO: Eval iter: 500 [04/02 01:33:45] ppdet.engine INFO: Eval iter: 600 [04/02 01:34:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/02 01:34:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.90s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.86s). Accumulating evaluation results... DONE (t=27.31s). 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 ] = 0.575 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 ] = 0.580 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 ] = 0.390 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 ] = 0.721 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 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/02 01:36:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.976799797148352 [04/02 01:36:59] ppdet.engine INFO: Best test bbox ap is 0.531. [04/02 01:37:00] ppdet.engine INFO: Epoch: [67] [ 0/7329] learning_rate: 0.000100 loss_class: 0.581548 loss_bbox: 0.135720 loss_giou: 0.424327 loss_class_aux: 3.575228 loss_bbox_aux: 0.908583 loss_giou_aux: 2.579022 loss_class_dn: 0.331628 loss_bbox_dn: 0.133314 loss_giou_dn: 0.376478 loss_class_aux_dn: 1.819449 loss_bbox_aux_dn: 0.810221 loss_giou_aux_dn: 2.110859 loss: 14.159309 eta: 5:35:05 batch_cost: 0.5420 data_cost: 0.0013 ips: 7.3796 images/s [04/02 01:38:03] ppdet.engine INFO: Epoch: [67] [ 100/7329] learning_rate: 0.000100 loss_class: 0.524527 loss_bbox: 0.122607 loss_giou: 0.380247 loss_class_aux: 3.487510 loss_bbox_aux: 0.826431 loss_giou_aux: 2.320647 loss_class_dn: 0.302302 loss_bbox_dn: 0.132725 loss_giou_dn: 0.326630 loss_class_aux_dn: 1.639714 loss_bbox_aux_dn: 0.799357 loss_giou_aux_dn: 1.857694 loss: 12.686245 eta: 5:34:11 batch_cost: 0.5719 data_cost: 0.0019 ips: 6.9947 images/s [04/02 01:39:10] ppdet.engine INFO: Epoch: [67] [ 200/7329] learning_rate: 0.000100 loss_class: 0.618729 loss_bbox: 0.134400 loss_giou: 0.383813 loss_class_aux: 3.885039 loss_bbox_aux: 0.849344 loss_giou_aux: 2.444978 loss_class_dn: 0.338424 loss_bbox_dn: 0.133951 loss_giou_dn: 0.362139 loss_class_aux_dn: 1.810772 loss_bbox_aux_dn: 0.815359 loss_giou_aux_dn: 2.069448 loss: 14.308793 eta: 5:33:16 batch_cost: 0.6019 data_cost: 0.0014 ips: 6.6458 images/s [04/02 01:40:06] ppdet.engine INFO: Epoch: [67] [ 300/7329] learning_rate: 0.000100 loss_class: 0.523300 loss_bbox: 0.125042 loss_giou: 0.394876 loss_class_aux: 3.392846 loss_bbox_aux: 0.819525 loss_giou_aux: 2.573830 loss_class_dn: 0.294812 loss_bbox_dn: 0.125486 loss_giou_dn: 0.341658 loss_class_aux_dn: 1.598257 loss_bbox_aux_dn: 0.749691 loss_giou_aux_dn: 1.901695 loss: 12.810900 eta: 5:32:21 batch_cost: 0.5107 data_cost: 0.0011 ips: 7.8325 images/s [04/02 01:41:07] ppdet.engine INFO: Epoch: [67] [ 400/7329] learning_rate: 0.000100 loss_class: 0.560422 loss_bbox: 0.126237 loss_giou: 0.344245 loss_class_aux: 3.616180 loss_bbox_aux: 0.882945 loss_giou_aux: 2.227896 loss_class_dn: 0.343858 loss_bbox_dn: 0.130454 loss_giou_dn: 0.323014 loss_class_aux_dn: 1.817112 loss_bbox_aux_dn: 0.851125 loss_giou_aux_dn: 1.824098 loss: 13.573274 eta: 5:31:26 batch_cost: 0.5545 data_cost: 0.0013 ips: 7.2140 images/s [04/02 01:42:05] ppdet.engine INFO: Epoch: [67] [ 500/7329] learning_rate: 0.000100 loss_class: 0.628750 loss_bbox: 0.151295 loss_giou: 0.461983 loss_class_aux: 3.918253 loss_bbox_aux: 0.976473 loss_giou_aux: 2.912617 loss_class_dn: 0.400184 loss_bbox_dn: 0.149758 loss_giou_dn: 0.407716 loss_class_aux_dn: 2.112233 loss_bbox_aux_dn: 0.931456 loss_giou_aux_dn: 2.312648 loss: 16.504869 eta: 5:30:31 batch_cost: 0.5209 data_cost: 0.0015 ips: 7.6794 images/s [04/02 01:43:02] ppdet.engine INFO: Epoch: [67] [ 600/7329] learning_rate: 0.000100 loss_class: 0.532896 loss_bbox: 0.117078 loss_giou: 0.350748 loss_class_aux: 3.327680 loss_bbox_aux: 0.803307 loss_giou_aux: 2.262509 loss_class_dn: 0.296219 loss_bbox_dn: 0.116352 loss_giou_dn: 0.321786 loss_class_aux_dn: 1.658429 loss_bbox_aux_dn: 0.725147 loss_giou_aux_dn: 1.828021 loss: 12.815891 eta: 5:29:36 batch_cost: 0.5165 data_cost: 0.0013 ips: 7.7442 images/s [04/02 01:43:59] ppdet.engine INFO: Epoch: [67] [ 700/7329] learning_rate: 0.000100 loss_class: 0.575125 loss_bbox: 0.139411 loss_giou: 0.363451 loss_class_aux: 3.579391 loss_bbox_aux: 0.918896 loss_giou_aux: 2.274673 loss_class_dn: 0.324136 loss_bbox_dn: 0.136828 loss_giou_dn: 0.334878 loss_class_aux_dn: 1.766664 loss_bbox_aux_dn: 0.848165 loss_giou_aux_dn: 1.900678 loss: 14.121989 eta: 5:28:41 batch_cost: 0.5165 data_cost: 0.0012 ips: 7.7442 images/s [04/02 01:44:58] ppdet.engine INFO: Epoch: [67] [ 800/7329] learning_rate: 0.000100 loss_class: 0.553867 loss_bbox: 0.130906 loss_giou: 0.404782 loss_class_aux: 3.512591 loss_bbox_aux: 0.870507 loss_giou_aux: 2.565225 loss_class_dn: 0.329761 loss_bbox_dn: 0.130076 loss_giou_dn: 0.383584 loss_class_aux_dn: 1.796746 loss_bbox_aux_dn: 0.755705 loss_giou_aux_dn: 2.097314 loss: 13.940926 eta: 5:27:46 batch_cost: 0.5274 data_cost: 0.0013 ips: 7.5848 images/s [04/02 01:45:57] ppdet.engine INFO: Epoch: [67] [ 900/7329] learning_rate: 0.000100 loss_class: 0.583272 loss_bbox: 0.140037 loss_giou: 0.408515 loss_class_aux: 3.756210 loss_bbox_aux: 0.904846 loss_giou_aux: 2.620415 loss_class_dn: 0.335304 loss_bbox_dn: 0.134930 loss_giou_dn: 0.379861 loss_class_aux_dn: 1.798956 loss_bbox_aux_dn: 0.807941 loss_giou_aux_dn: 2.106922 loss: 14.290625 eta: 5:26:51 batch_cost: 0.5398 data_cost: 0.0013 ips: 7.4106 images/s [04/02 01:46:58] ppdet.engine INFO: Epoch: [67] [1000/7329] learning_rate: 0.000100 loss_class: 0.527307 loss_bbox: 0.126009 loss_giou: 0.335681 loss_class_aux: 3.448485 loss_bbox_aux: 0.855124 loss_giou_aux: 2.117183 loss_class_dn: 0.309942 loss_bbox_dn: 0.122191 loss_giou_dn: 0.306875 loss_class_aux_dn: 1.688278 loss_bbox_aux_dn: 0.728753 loss_giou_aux_dn: 1.762453 loss: 12.802410 eta: 5:25:56 batch_cost: 0.5539 data_cost: 0.0012 ips: 7.2211 images/s [04/02 01:48:07] ppdet.engine INFO: Epoch: [67] [1100/7329] learning_rate: 0.000100 loss_class: 0.503791 loss_bbox: 0.113487 loss_giou: 0.314296 loss_class_aux: 3.122135 loss_bbox_aux: 0.785616 loss_giou_aux: 2.106018 loss_class_dn: 0.280766 loss_bbox_dn: 0.127587 loss_giou_dn: 0.315098 loss_class_aux_dn: 1.488438 loss_bbox_aux_dn: 0.758101 loss_giou_aux_dn: 1.768284 loss: 12.453585 eta: 5:25:02 batch_cost: 0.6211 data_cost: 0.0016 ips: 6.4403 images/s [04/02 01:49:30] ppdet.engine INFO: Epoch: [67] [1200/7329] learning_rate: 0.000100 loss_class: 0.503389 loss_bbox: 0.126580 loss_giou: 0.311309 loss_class_aux: 3.207705 loss_bbox_aux: 0.817181 loss_giou_aux: 1.966206 loss_class_dn: 0.266966 loss_bbox_dn: 0.127853 loss_giou_dn: 0.279569 loss_class_aux_dn: 1.500978 loss_bbox_aux_dn: 0.821767 loss_giou_aux_dn: 1.575569 loss: 11.598034 eta: 5:24:09 batch_cost: 0.7638 data_cost: 0.0014 ips: 5.2368 images/s [04/02 01:50:47] ppdet.engine INFO: Epoch: [67] [1300/7329] learning_rate: 0.000100 loss_class: 0.543321 loss_bbox: 0.113493 loss_giou: 0.343692 loss_class_aux: 3.513765 loss_bbox_aux: 0.764844 loss_giou_aux: 2.279289 loss_class_dn: 0.317859 loss_bbox_dn: 0.118119 loss_giou_dn: 0.317856 loss_class_aux_dn: 1.702206 loss_bbox_aux_dn: 0.706862 loss_giou_aux_dn: 1.835708 loss: 13.132574 eta: 5:23:15 batch_cost: 0.7111 data_cost: 0.0013 ips: 5.6252 images/s [04/02 01:52:03] ppdet.engine INFO: Epoch: [67] [1400/7329] learning_rate: 0.000100 loss_class: 0.553933 loss_bbox: 0.124420 loss_giou: 0.373144 loss_class_aux: 3.632581 loss_bbox_aux: 0.849106 loss_giou_aux: 2.436699 loss_class_dn: 0.326928 loss_bbox_dn: 0.129628 loss_giou_dn: 0.345308 loss_class_aux_dn: 1.794069 loss_bbox_aux_dn: 0.824899 loss_giou_aux_dn: 1.949603 loss: 13.241731 eta: 5:22:21 batch_cost: 0.7005 data_cost: 0.0015 ips: 5.7101 images/s [04/02 01:53:07] ppdet.engine INFO: Epoch: [67] [1500/7329] learning_rate: 0.000100 loss_class: 0.606267 loss_bbox: 0.146000 loss_giou: 0.482041 loss_class_aux: 3.952022 loss_bbox_aux: 0.999055 loss_giou_aux: 3.045983 loss_class_dn: 0.366528 loss_bbox_dn: 0.166198 loss_giou_dn: 0.415916 loss_class_aux_dn: 2.002717 loss_bbox_aux_dn: 0.937705 loss_giou_aux_dn: 2.329680 loss: 15.236344 eta: 5:21:26 batch_cost: 0.5725 data_cost: 0.0015 ips: 6.9869 images/s [04/02 01:54:08] ppdet.engine INFO: Epoch: [67] [1600/7329] learning_rate: 0.000100 loss_class: 0.611526 loss_bbox: 0.142670 loss_giou: 0.426590 loss_class_aux: 3.819896 loss_bbox_aux: 0.936349 loss_giou_aux: 2.690160 loss_class_dn: 0.356096 loss_bbox_dn: 0.145280 loss_giou_dn: 0.389930 loss_class_aux_dn: 1.912753 loss_bbox_aux_dn: 0.863695 loss_giou_aux_dn: 2.173890 loss: 15.219873 eta: 5:20:32 batch_cost: 0.5535 data_cost: 0.0015 ips: 7.2269 images/s [04/02 01:55:07] ppdet.engine INFO: Epoch: [67] [1700/7329] learning_rate: 0.000100 loss_class: 0.581333 loss_bbox: 0.134935 loss_giou: 0.355967 loss_class_aux: 3.775106 loss_bbox_aux: 0.870301 loss_giou_aux: 2.262702 loss_class_dn: 0.335996 loss_bbox_dn: 0.140397 loss_giou_dn: 0.339148 loss_class_aux_dn: 1.837928 loss_bbox_aux_dn: 0.819050 loss_giou_aux_dn: 1.891164 loss: 14.079063 eta: 5:19:37 batch_cost: 0.5292 data_cost: 0.0012 ips: 7.5591 images/s [04/02 01:56:04] ppdet.engine INFO: Epoch: [67] [1800/7329] learning_rate: 0.000100 loss_class: 0.553919 loss_bbox: 0.131331 loss_giou: 0.382782 loss_class_aux: 3.594015 loss_bbox_aux: 0.878770 loss_giou_aux: 2.503182 loss_class_dn: 0.297436 loss_bbox_dn: 0.128050 loss_giou_dn: 0.333796 loss_class_aux_dn: 1.638210 loss_bbox_aux_dn: 0.768839 loss_giou_aux_dn: 1.934402 loss: 13.508332 eta: 5:18:41 batch_cost: 0.5179 data_cost: 0.0013 ips: 7.7236 images/s [04/02 01:57:02] ppdet.engine INFO: Epoch: [67] [1900/7329] learning_rate: 0.000100 loss_class: 0.576258 loss_bbox: 0.120896 loss_giou: 0.318619 loss_class_aux: 3.645373 loss_bbox_aux: 0.849562 loss_giou_aux: 2.136212 loss_class_dn: 0.321591 loss_bbox_dn: 0.133270 loss_giou_dn: 0.318830 loss_class_aux_dn: 1.748500 loss_bbox_aux_dn: 0.842628 loss_giou_aux_dn: 1.851802 loss: 13.774176 eta: 5:17:46 batch_cost: 0.5319 data_cost: 0.0012 ips: 7.5207 images/s [04/02 01:57:59] ppdet.engine INFO: Epoch: [67] [2000/7329] learning_rate: 0.000100 loss_class: 0.559110 loss_bbox: 0.115801 loss_giou: 0.282619 loss_class_aux: 3.481243 loss_bbox_aux: 0.766793 loss_giou_aux: 1.794245 loss_class_dn: 0.287622 loss_bbox_dn: 0.123825 loss_giou_dn: 0.278625 loss_class_aux_dn: 1.564472 loss_bbox_aux_dn: 0.768988 loss_giou_aux_dn: 1.606169 loss: 12.378468 eta: 5:16:51 batch_cost: 0.5127 data_cost: 0.0013 ips: 7.8011 images/s [04/02 01:59:00] ppdet.engine INFO: Epoch: [67] [2100/7329] learning_rate: 0.000100 loss_class: 0.578329 loss_bbox: 0.143615 loss_giou: 0.386187 loss_class_aux: 3.768618 loss_bbox_aux: 0.906909 loss_giou_aux: 2.358054 loss_class_dn: 0.329289 loss_bbox_dn: 0.137082 loss_giou_dn: 0.343165 loss_class_aux_dn: 1.745785 loss_bbox_aux_dn: 0.813782 loss_giou_aux_dn: 1.959195 loss: 13.656358 eta: 5:15:57 batch_cost: 0.5556 data_cost: 0.0013 ips: 7.1991 images/s [04/02 01:59:59] ppdet.engine INFO: Epoch: [67] [2200/7329] learning_rate: 0.000100 loss_class: 0.533983 loss_bbox: 0.122666 loss_giou: 0.355963 loss_class_aux: 3.370732 loss_bbox_aux: 0.836521 loss_giou_aux: 2.235791 loss_class_dn: 0.303727 loss_bbox_dn: 0.135634 loss_giou_dn: 0.340654 loss_class_aux_dn: 1.627551 loss_bbox_aux_dn: 0.825025 loss_giou_aux_dn: 1.943004 loss: 13.410603 eta: 5:15:01 batch_cost: 0.5289 data_cost: 0.0012 ips: 7.5633 images/s [04/02 02:01:00] ppdet.engine INFO: Epoch: [67] [2300/7329] learning_rate: 0.000100 loss_class: 0.572996 loss_bbox: 0.133621 loss_giou: 0.357030 loss_class_aux: 3.674800 loss_bbox_aux: 0.882127 loss_giou_aux: 2.216102 loss_class_dn: 0.314954 loss_bbox_dn: 0.130761 loss_giou_dn: 0.326426 loss_class_aux_dn: 1.713354 loss_bbox_aux_dn: 0.784746 loss_giou_aux_dn: 1.819009 loss: 13.569159 eta: 5:14:07 batch_cost: 0.5494 data_cost: 0.0014 ips: 7.2805 images/s [04/02 02:02:00] ppdet.engine INFO: Epoch: [67] [2400/7329] learning_rate: 0.000100 loss_class: 0.588495 loss_bbox: 0.149080 loss_giou: 0.447593 loss_class_aux: 3.779325 loss_bbox_aux: 0.964283 loss_giou_aux: 2.800298 loss_class_dn: 0.354956 loss_bbox_dn: 0.141392 loss_giou_dn: 0.396263 loss_class_aux_dn: 1.897687 loss_bbox_aux_dn: 0.839514 loss_giou_aux_dn: 2.232390 loss: 14.217758 eta: 5:13:12 batch_cost: 0.5406 data_cost: 0.0012 ips: 7.3989 images/s [04/02 02:03:08] ppdet.engine INFO: Epoch: [67] [2500/7329] learning_rate: 0.000100 loss_class: 0.546926 loss_bbox: 0.127211 loss_giou: 0.369047 loss_class_aux: 3.412213 loss_bbox_aux: 0.853011 loss_giou_aux: 2.402684 loss_class_dn: 0.318082 loss_bbox_dn: 0.131945 loss_giou_dn: 0.350010 loss_class_aux_dn: 1.753773 loss_bbox_aux_dn: 0.821654 loss_giou_aux_dn: 1.976855 loss: 13.777010 eta: 5:12:17 batch_cost: 0.6200 data_cost: 0.0014 ips: 6.4516 images/s [04/02 02:04:08] ppdet.engine INFO: Epoch: [67] [2600/7329] learning_rate: 0.000100 loss_class: 0.533081 loss_bbox: 0.134546 loss_giou: 0.318846 loss_class_aux: 3.303687 loss_bbox_aux: 0.835021 loss_giou_aux: 2.075365 loss_class_dn: 0.295785 loss_bbox_dn: 0.128514 loss_giou_dn: 0.319457 loss_class_aux_dn: 1.620634 loss_bbox_aux_dn: 0.816706 loss_giou_aux_dn: 1.786794 loss: 12.912210 eta: 5:11:22 batch_cost: 0.5439 data_cost: 0.0012 ips: 7.3548 images/s [04/02 02:05:08] ppdet.engine INFO: Epoch: [67] [2700/7329] learning_rate: 0.000100 loss_class: 0.489333 loss_bbox: 0.114072 loss_giou: 0.322461 loss_class_aux: 3.088295 loss_bbox_aux: 0.733501 loss_giou_aux: 2.069758 loss_class_dn: 0.271839 loss_bbox_dn: 0.109523 loss_giou_dn: 0.281488 loss_class_aux_dn: 1.506618 loss_bbox_aux_dn: 0.693133 loss_giou_aux_dn: 1.636443 loss: 11.555090 eta: 5:10:27 batch_cost: 0.5445 data_cost: 0.0012 ips: 7.3468 images/s [04/02 02:06:03] ppdet.engine INFO: Epoch: [67] [2800/7329] learning_rate: 0.000100 loss_class: 0.488239 loss_bbox: 0.122515 loss_giou: 0.380660 loss_class_aux: 3.220760 loss_bbox_aux: 0.808502 loss_giou_aux: 2.396486 loss_class_dn: 0.327597 loss_bbox_dn: 0.122597 loss_giou_dn: 0.359418 loss_class_aux_dn: 1.776317 loss_bbox_aux_dn: 0.745297 loss_giou_aux_dn: 1.999079 loss: 13.622541 eta: 5:09:32 batch_cost: 0.5032 data_cost: 0.0012 ips: 7.9486 images/s [04/02 02:07:04] ppdet.engine INFO: Epoch: [67] [2900/7329] learning_rate: 0.000100 loss_class: 0.535253 loss_bbox: 0.128411 loss_giou: 0.350156 loss_class_aux: 3.548883 loss_bbox_aux: 0.810839 loss_giou_aux: 2.309062 loss_class_dn: 0.308211 loss_bbox_dn: 0.125371 loss_giou_dn: 0.313999 loss_class_aux_dn: 1.684126 loss_bbox_aux_dn: 0.763910 loss_giou_aux_dn: 1.763505 loss: 13.451342 eta: 5:08:37 batch_cost: 0.5477 data_cost: 0.0014 ips: 7.3031 images/s [04/02 02:08:08] ppdet.engine INFO: Epoch: [67] [3000/7329] learning_rate: 0.000100 loss_class: 0.620061 loss_bbox: 0.124292 loss_giou: 0.351175 loss_class_aux: 3.771597 loss_bbox_aux: 0.823899 loss_giou_aux: 2.195292 loss_class_dn: 0.335136 loss_bbox_dn: 0.125161 loss_giou_dn: 0.336205 loss_class_aux_dn: 1.792906 loss_bbox_aux_dn: 0.765148 loss_giou_aux_dn: 1.890295 loss: 14.127853 eta: 5:07:43 batch_cost: 0.5768 data_cost: 0.0014 ips: 6.9352 images/s [04/02 02:09:10] ppdet.engine INFO: Epoch: [67] [3100/7329] learning_rate: 0.000100 loss_class: 0.537352 loss_bbox: 0.137376 loss_giou: 0.349073 loss_class_aux: 3.419276 loss_bbox_aux: 0.892876 loss_giou_aux: 2.203917 loss_class_dn: 0.299054 loss_bbox_dn: 0.130050 loss_giou_dn: 0.310544 loss_class_aux_dn: 1.683263 loss_bbox_aux_dn: 0.813156 loss_giou_aux_dn: 1.753610 loss: 12.437467 eta: 5:06:48 batch_cost: 0.5614 data_cost: 0.0014 ips: 7.1252 images/s [04/02 02:10:14] ppdet.engine INFO: Epoch: [67] [3200/7329] learning_rate: 0.000100 loss_class: 0.516725 loss_bbox: 0.124623 loss_giou: 0.372209 loss_class_aux: 3.352112 loss_bbox_aux: 0.881844 loss_giou_aux: 2.339749 loss_class_dn: 0.285705 loss_bbox_dn: 0.135146 loss_giou_dn: 0.330360 loss_class_aux_dn: 1.579892 loss_bbox_aux_dn: 0.808071 loss_giou_aux_dn: 1.833117 loss: 12.080488 eta: 5:05:53 batch_cost: 0.5798 data_cost: 0.0013 ips: 6.8992 images/s [04/02 02:11:15] ppdet.engine INFO: Epoch: [67] [3300/7329] learning_rate: 0.000100 loss_class: 0.615254 loss_bbox: 0.153886 loss_giou: 0.444237 loss_class_aux: 3.875738 loss_bbox_aux: 0.988486 loss_giou_aux: 2.848909 loss_class_dn: 0.356140 loss_bbox_dn: 0.142049 loss_giou_dn: 0.384182 loss_class_aux_dn: 1.860910 loss_bbox_aux_dn: 0.866028 loss_giou_aux_dn: 2.167850 loss: 15.950702 eta: 5:04:58 batch_cost: 0.5436 data_cost: 0.0014 ips: 7.3586 images/s [04/02 02:12:12] ppdet.engine INFO: Epoch: [67] [3400/7329] learning_rate: 0.000100 loss_class: 0.550392 loss_bbox: 0.131360 loss_giou: 0.349727 loss_class_aux: 3.513695 loss_bbox_aux: 0.857073 loss_giou_aux: 2.251469 loss_class_dn: 0.305990 loss_bbox_dn: 0.119974 loss_giou_dn: 0.321438 loss_class_aux_dn: 1.703525 loss_bbox_aux_dn: 0.706586 loss_giou_aux_dn: 1.789338 loss: 13.064770 eta: 5:04:03 batch_cost: 0.5119 data_cost: 0.0012 ips: 7.8137 images/s [04/02 02:13:12] ppdet.engine INFO: Epoch: [67] [3500/7329] learning_rate: 0.000100 loss_class: 0.565343 loss_bbox: 0.142929 loss_giou: 0.354034 loss_class_aux: 3.714810 loss_bbox_aux: 0.929150 loss_giou_aux: 2.223956 loss_class_dn: 0.325198 loss_bbox_dn: 0.133690 loss_giou_dn: 0.328734 loss_class_aux_dn: 1.749931 loss_bbox_aux_dn: 0.818377 loss_giou_aux_dn: 1.897721 loss: 13.783530 eta: 5:03:08 batch_cost: 0.5446 data_cost: 0.0013 ips: 7.3448 images/s [04/02 02:14:10] ppdet.engine INFO: Epoch: [67] [3600/7329] learning_rate: 0.000100 loss_class: 0.564906 loss_bbox: 0.132254 loss_giou: 0.371490 loss_class_aux: 3.592193 loss_bbox_aux: 0.894609 loss_giou_aux: 2.266485 loss_class_dn: 0.312316 loss_bbox_dn: 0.136737 loss_giou_dn: 0.340268 loss_class_aux_dn: 1.662698 loss_bbox_aux_dn: 0.810538 loss_giou_aux_dn: 1.873323 loss: 13.234667 eta: 5:02:13 batch_cost: 0.5301 data_cost: 0.0012 ips: 7.5453 images/s [04/02 02:15:06] ppdet.engine INFO: Epoch: [67] [3700/7329] learning_rate: 0.000100 loss_class: 0.550413 loss_bbox: 0.124600 loss_giou: 0.331844 loss_class_aux: 3.454715 loss_bbox_aux: 0.840301 loss_giou_aux: 2.111477 loss_class_dn: 0.289132 loss_bbox_dn: 0.140412 loss_giou_dn: 0.317196 loss_class_aux_dn: 1.594553 loss_bbox_aux_dn: 0.826695 loss_giou_aux_dn: 1.773945 loss: 12.316437 eta: 5:01:18 batch_cost: 0.5037 data_cost: 0.0013 ips: 7.9406 images/s [04/02 02:16:07] ppdet.engine INFO: Epoch: [67] [3800/7329] learning_rate: 0.000100 loss_class: 0.545278 loss_bbox: 0.128186 loss_giou: 0.365976 loss_class_aux: 3.491419 loss_bbox_aux: 0.857433 loss_giou_aux: 2.276929 loss_class_dn: 0.329935 loss_bbox_dn: 0.122745 loss_giou_dn: 0.324715 loss_class_aux_dn: 1.756903 loss_bbox_aux_dn: 0.751969 loss_giou_aux_dn: 1.840348 loss: 13.591818 eta: 5:00:23 batch_cost: 0.5530 data_cost: 0.0012 ips: 7.2331 images/s [04/02 02:17:07] ppdet.engine INFO: Epoch: [67] [3900/7329] learning_rate: 0.000100 loss_class: 0.579476 loss_bbox: 0.137406 loss_giou: 0.392362 loss_class_aux: 3.623115 loss_bbox_aux: 0.942791 loss_giou_aux: 2.519596 loss_class_dn: 0.337934 loss_bbox_dn: 0.132271 loss_giou_dn: 0.373084 loss_class_aux_dn: 1.846067 loss_bbox_aux_dn: 0.842713 loss_giou_aux_dn: 2.078527 loss: 14.512449 eta: 4:59:28 batch_cost: 0.5415 data_cost: 0.0012 ips: 7.3869 images/s [04/02 02:18:10] ppdet.engine INFO: Epoch: [67] [4000/7329] learning_rate: 0.000100 loss_class: 0.567907 loss_bbox: 0.119686 loss_giou: 0.334538 loss_class_aux: 3.385060 loss_bbox_aux: 0.811741 loss_giou_aux: 2.156040 loss_class_dn: 0.299381 loss_bbox_dn: 0.121397 loss_giou_dn: 0.303518 loss_class_aux_dn: 1.641106 loss_bbox_aux_dn: 0.725397 loss_giou_aux_dn: 1.721529 loss: 13.186878 eta: 4:58:34 batch_cost: 0.5770 data_cost: 0.0012 ips: 6.9324 images/s [04/02 02:19:12] ppdet.engine INFO: Epoch: [67] [4100/7329] learning_rate: 0.000100 loss_class: 0.550678 loss_bbox: 0.139042 loss_giou: 0.409322 loss_class_aux: 3.529507 loss_bbox_aux: 0.930396 loss_giou_aux: 2.629445 loss_class_dn: 0.331288 loss_bbox_dn: 0.132566 loss_giou_dn: 0.381497 loss_class_aux_dn: 1.736331 loss_bbox_aux_dn: 0.795532 loss_giou_aux_dn: 2.168179 loss: 14.489080 eta: 4:57:39 batch_cost: 0.5644 data_cost: 0.0012 ips: 7.0871 images/s [04/02 02:20:08] ppdet.engine INFO: Epoch: [67] [4200/7329] learning_rate: 0.000100 loss_class: 0.536742 loss_bbox: 0.122421 loss_giou: 0.327769 loss_class_aux: 3.345881 loss_bbox_aux: 0.827941 loss_giou_aux: 2.104445 loss_class_dn: 0.295871 loss_bbox_dn: 0.125583 loss_giou_dn: 0.296189 loss_class_aux_dn: 1.600160 loss_bbox_aux_dn: 0.776862 loss_giou_aux_dn: 1.710857 loss: 12.179100 eta: 4:56:44 batch_cost: 0.5125 data_cost: 0.0012 ips: 7.8045 images/s [04/02 02:21:14] ppdet.engine INFO: Epoch: [67] [4300/7329] learning_rate: 0.000100 loss_class: 0.506940 loss_bbox: 0.124226 loss_giou: 0.314335 loss_class_aux: 3.131670 loss_bbox_aux: 0.805263 loss_giou_aux: 2.097333 loss_class_dn: 0.310933 loss_bbox_dn: 0.124445 loss_giou_dn: 0.323913 loss_class_aux_dn: 1.665654 loss_bbox_aux_dn: 0.720374 loss_giou_aux_dn: 1.816007 loss: 13.381507 eta: 4:55:49 batch_cost: 0.5883 data_cost: 0.0014 ips: 6.7989 images/s [04/02 02:22:24] ppdet.engine INFO: Epoch: [67] [4400/7329] learning_rate: 0.000100 loss_class: 0.562680 loss_bbox: 0.130495 loss_giou: 0.344669 loss_class_aux: 3.484755 loss_bbox_aux: 0.875719 loss_giou_aux: 2.150126 loss_class_dn: 0.312926 loss_bbox_dn: 0.142419 loss_giou_dn: 0.314352 loss_class_aux_dn: 1.693894 loss_bbox_aux_dn: 0.815856 loss_giou_aux_dn: 1.786725 loss: 13.091605 eta: 4:54:55 batch_cost: 0.6297 data_cost: 0.0015 ips: 6.3518 images/s [04/02 02:23:28] ppdet.engine INFO: Epoch: [67] [4500/7329] learning_rate: 0.000100 loss_class: 0.544814 loss_bbox: 0.119233 loss_giou: 0.338174 loss_class_aux: 3.503304 loss_bbox_aux: 0.838383 loss_giou_aux: 2.271715 loss_class_dn: 0.306546 loss_bbox_dn: 0.115449 loss_giou_dn: 0.335640 loss_class_aux_dn: 1.670550 loss_bbox_aux_dn: 0.682882 loss_giou_aux_dn: 1.881119 loss: 13.682384 eta: 4:54:00 batch_cost: 0.5850 data_cost: 0.0017 ips: 6.8372 images/s [04/02 02:24:34] ppdet.engine INFO: Epoch: [67] [4600/7329] learning_rate: 0.000100 loss_class: 0.514443 loss_bbox: 0.127523 loss_giou: 0.404894 loss_class_aux: 3.300098 loss_bbox_aux: 0.826386 loss_giou_aux: 2.527212 loss_class_dn: 0.335159 loss_bbox_dn: 0.122285 loss_giou_dn: 0.341028 loss_class_aux_dn: 1.835210 loss_bbox_aux_dn: 0.710927 loss_giou_aux_dn: 1.942627 loss: 13.703156 eta: 4:53:06 batch_cost: 0.5994 data_cost: 0.0012 ips: 6.6729 images/s [04/02 02:25:30] ppdet.engine INFO: Epoch: [67] [4700/7329] learning_rate: 0.000100 loss_class: 0.588686 loss_bbox: 0.122933 loss_giou: 0.373156 loss_class_aux: 3.663242 loss_bbox_aux: 0.798751 loss_giou_aux: 2.467550 loss_class_dn: 0.333320 loss_bbox_dn: 0.133231 loss_giou_dn: 0.367367 loss_class_aux_dn: 1.803030 loss_bbox_aux_dn: 0.775262 loss_giou_aux_dn: 2.030986 loss: 14.282674 eta: 4:52:10 batch_cost: 0.5065 data_cost: 0.0013 ips: 7.8979 images/s [04/02 02:26:28] ppdet.engine INFO: Epoch: [67] [4800/7329] learning_rate: 0.000100 loss_class: 0.583198 loss_bbox: 0.141442 loss_giou: 0.401916 loss_class_aux: 3.656232 loss_bbox_aux: 0.922561 loss_giou_aux: 2.587645 loss_class_dn: 0.335278 loss_bbox_dn: 0.134097 loss_giou_dn: 0.354846 loss_class_aux_dn: 1.787135 loss_bbox_aux_dn: 0.775055 loss_giou_aux_dn: 2.043088 loss: 14.333656 eta: 4:51:15 batch_cost: 0.5215 data_cost: 0.0012 ips: 7.6704 images/s [04/02 02:27:24] ppdet.engine INFO: Epoch: [67] [4900/7329] learning_rate: 0.000100 loss_class: 0.568433 loss_bbox: 0.130161 loss_giou: 0.352464 loss_class_aux: 3.622443 loss_bbox_aux: 0.894690 loss_giou_aux: 2.193797 loss_class_dn: 0.316423 loss_bbox_dn: 0.138566 loss_giou_dn: 0.321929 loss_class_aux_dn: 1.720441 loss_bbox_aux_dn: 0.857780 loss_giou_aux_dn: 1.840483 loss: 13.674459 eta: 4:50:20 batch_cost: 0.5125 data_cost: 0.0025 ips: 7.8042 images/s [04/02 02:28:29] ppdet.engine INFO: Epoch: [67] [5000/7329] learning_rate: 0.000100 loss_class: 0.601055 loss_bbox: 0.129554 loss_giou: 0.473952 loss_class_aux: 3.993385 loss_bbox_aux: 0.837734 loss_giou_aux: 3.053475 loss_class_dn: 0.354897 loss_bbox_dn: 0.132938 loss_giou_dn: 0.411322 loss_class_aux_dn: 1.912789 loss_bbox_aux_dn: 0.831826 loss_giou_aux_dn: 2.321440 loss: 15.717832 eta: 4:49:26 batch_cost: 0.5861 data_cost: 0.0013 ips: 6.8248 images/s [04/02 02:29:30] ppdet.engine INFO: Epoch: [67] [5100/7329] learning_rate: 0.000100 loss_class: 0.579314 loss_bbox: 0.134977 loss_giou: 0.345920 loss_class_aux: 3.604620 loss_bbox_aux: 0.906484 loss_giou_aux: 2.324700 loss_class_dn: 0.322010 loss_bbox_dn: 0.150299 loss_giou_dn: 0.354773 loss_class_aux_dn: 1.727779 loss_bbox_aux_dn: 0.904216 loss_giou_aux_dn: 2.009541 loss: 14.327473 eta: 4:48:31 batch_cost: 0.5609 data_cost: 0.0012 ips: 7.1316 images/s [04/02 02:30:29] ppdet.engine INFO: Epoch: [67] [5200/7329] learning_rate: 0.000100 loss_class: 0.626931 loss_bbox: 0.135637 loss_giou: 0.436415 loss_class_aux: 3.827270 loss_bbox_aux: 0.936508 loss_giou_aux: 2.736766 loss_class_dn: 0.346915 loss_bbox_dn: 0.124519 loss_giou_dn: 0.394275 loss_class_aux_dn: 1.849482 loss_bbox_aux_dn: 0.740560 loss_giou_aux_dn: 2.230304 loss: 15.239023 eta: 4:47:36 batch_cost: 0.5300 data_cost: 0.0014 ips: 7.5469 images/s [04/02 02:31:31] ppdet.engine INFO: Epoch: [67] [5300/7329] learning_rate: 0.000100 loss_class: 0.556238 loss_bbox: 0.126783 loss_giou: 0.431328 loss_class_aux: 3.684538 loss_bbox_aux: 0.834274 loss_giou_aux: 2.708702 loss_class_dn: 0.324435 loss_bbox_dn: 0.133394 loss_giou_dn: 0.387778 loss_class_aux_dn: 1.771431 loss_bbox_aux_dn: 0.820454 loss_giou_aux_dn: 2.154937 loss: 13.584950 eta: 4:46:41 batch_cost: 0.5495 data_cost: 0.0016 ips: 7.2793 images/s [04/02 02:32:33] ppdet.engine INFO: Epoch: [67] [5400/7329] learning_rate: 0.000100 loss_class: 0.600442 loss_bbox: 0.134170 loss_giou: 0.383214 loss_class_aux: 3.724196 loss_bbox_aux: 0.885191 loss_giou_aux: 2.516375 loss_class_dn: 0.331064 loss_bbox_dn: 0.146000 loss_giou_dn: 0.368524 loss_class_aux_dn: 1.762755 loss_bbox_aux_dn: 0.836233 loss_giou_aux_dn: 2.031202 loss: 13.822649 eta: 4:45:46 batch_cost: 0.5503 data_cost: 0.0016 ips: 7.2685 images/s [04/02 02:33:34] ppdet.engine INFO: Epoch: [67] [5500/7329] learning_rate: 0.000100 loss_class: 0.571766 loss_bbox: 0.141955 loss_giou: 0.395083 loss_class_aux: 3.508404 loss_bbox_aux: 0.891286 loss_giou_aux: 2.465930 loss_class_dn: 0.330201 loss_bbox_dn: 0.143882 loss_giou_dn: 0.344345 loss_class_aux_dn: 1.771268 loss_bbox_aux_dn: 0.840115 loss_giou_aux_dn: 1.908322 loss: 13.664955 eta: 4:44:51 batch_cost: 0.5461 data_cost: 0.0014 ips: 7.3251 images/s [04/02 02:34:36] ppdet.engine INFO: Epoch: [67] [5600/7329] learning_rate: 0.000100 loss_class: 0.537258 loss_bbox: 0.117088 loss_giou: 0.339440 loss_class_aux: 3.511578 loss_bbox_aux: 0.780435 loss_giou_aux: 2.243974 loss_class_dn: 0.311549 loss_bbox_dn: 0.114799 loss_giou_dn: 0.317880 loss_class_aux_dn: 1.744041 loss_bbox_aux_dn: 0.731013 loss_giou_aux_dn: 1.801911 loss: 12.900743 eta: 4:43:57 batch_cost: 0.5691 data_cost: 0.0013 ips: 7.0292 images/s [04/02 02:35:36] ppdet.engine INFO: Epoch: [67] [5700/7329] learning_rate: 0.000100 loss_class: 0.596496 loss_bbox: 0.129999 loss_giou: 0.420665 loss_class_aux: 3.788568 loss_bbox_aux: 0.832100 loss_giou_aux: 2.726323 loss_class_dn: 0.367682 loss_bbox_dn: 0.117354 loss_giou_dn: 0.380057 loss_class_aux_dn: 1.971215 loss_bbox_aux_dn: 0.729213 loss_giou_aux_dn: 2.165596 loss: 14.477921 eta: 4:43:02 batch_cost: 0.5443 data_cost: 0.0012 ips: 7.3494 images/s [04/02 02:36:34] ppdet.engine INFO: Epoch: [67] [5800/7329] learning_rate: 0.000100 loss_class: 0.598031 loss_bbox: 0.131257 loss_giou: 0.504328 loss_class_aux: 3.662733 loss_bbox_aux: 0.872135 loss_giou_aux: 3.016024 loss_class_dn: 0.361084 loss_bbox_dn: 0.123847 loss_giou_dn: 0.437581 loss_class_aux_dn: 1.913130 loss_bbox_aux_dn: 0.788117 loss_giou_aux_dn: 2.474089 loss: 15.659122 eta: 4:42:07 batch_cost: 0.5250 data_cost: 0.0012 ips: 7.6192 images/s [04/02 02:37:31] ppdet.engine INFO: Epoch: [67] [5900/7329] learning_rate: 0.000100 loss_class: 0.545548 loss_bbox: 0.144964 loss_giou: 0.448230 loss_class_aux: 3.432854 loss_bbox_aux: 0.936800 loss_giou_aux: 2.809084 loss_class_dn: 0.319269 loss_bbox_dn: 0.127234 loss_giou_dn: 0.361244 loss_class_aux_dn: 1.675189 loss_bbox_aux_dn: 0.807151 loss_giou_aux_dn: 2.008351 loss: 13.405612 eta: 4:41:11 batch_cost: 0.5150 data_cost: 0.0012 ips: 7.7670 images/s [04/02 02:38:34] ppdet.engine INFO: Epoch: [67] [6000/7329] learning_rate: 0.000100 loss_class: 0.553766 loss_bbox: 0.125789 loss_giou: 0.342245 loss_class_aux: 3.532142 loss_bbox_aux: 0.831487 loss_giou_aux: 2.235780 loss_class_dn: 0.322166 loss_bbox_dn: 0.144314 loss_giou_dn: 0.336870 loss_class_aux_dn: 1.729158 loss_bbox_aux_dn: 0.875784 loss_giou_aux_dn: 1.962581 loss: 13.290256 eta: 4:40:17 batch_cost: 0.5545 data_cost: 0.0014 ips: 7.2137 images/s [04/02 02:39:34] ppdet.engine INFO: Epoch: [67] [6100/7329] learning_rate: 0.000100 loss_class: 0.584259 loss_bbox: 0.128008 loss_giou: 0.359329 loss_class_aux: 3.750570 loss_bbox_aux: 0.868169 loss_giou_aux: 2.303915 loss_class_dn: 0.319667 loss_bbox_dn: 0.122669 loss_giou_dn: 0.318555 loss_class_aux_dn: 1.776682 loss_bbox_aux_dn: 0.733788 loss_giou_aux_dn: 1.791014 loss: 12.966829 eta: 4:39:22 batch_cost: 0.5371 data_cost: 0.0014 ips: 7.4478 images/s [04/02 02:40:38] ppdet.engine INFO: Epoch: [67] [6200/7329] learning_rate: 0.000100 loss_class: 0.543096 loss_bbox: 0.123579 loss_giou: 0.335106 loss_class_aux: 3.528129 loss_bbox_aux: 0.823466 loss_giou_aux: 2.148078 loss_class_dn: 0.306144 loss_bbox_dn: 0.133130 loss_giou_dn: 0.311160 loss_class_aux_dn: 1.615908 loss_bbox_aux_dn: 0.826529 loss_giou_aux_dn: 1.775968 loss: 12.432945 eta: 4:38:27 batch_cost: 0.5706 data_cost: 0.0015 ips: 7.0096 images/s [04/02 02:41:45] ppdet.engine INFO: Epoch: [67] [6300/7329] learning_rate: 0.000100 loss_class: 0.540954 loss_bbox: 0.133119 loss_giou: 0.309708 loss_class_aux: 3.418287 loss_bbox_aux: 0.862957 loss_giou_aux: 1.988424 loss_class_dn: 0.286655 loss_bbox_dn: 0.139049 loss_giou_dn: 0.281590 loss_class_aux_dn: 1.556000 loss_bbox_aux_dn: 0.859415 loss_giou_aux_dn: 1.665253 loss: 12.746590 eta: 4:37:32 batch_cost: 0.5989 data_cost: 0.0018 ips: 6.6789 images/s [04/02 02:42:48] ppdet.engine INFO: Epoch: [67] [6400/7329] learning_rate: 0.000100 loss_class: 0.541522 loss_bbox: 0.133272 loss_giou: 0.340642 loss_class_aux: 3.495384 loss_bbox_aux: 0.866064 loss_giou_aux: 2.184399 loss_class_dn: 0.295685 loss_bbox_dn: 0.141648 loss_giou_dn: 0.319844 loss_class_aux_dn: 1.563887 loss_bbox_aux_dn: 0.871729 loss_giou_aux_dn: 1.797311 loss: 12.775013 eta: 4:36:38 batch_cost: 0.5723 data_cost: 0.0013 ips: 6.9894 images/s [04/02 02:43:51] ppdet.engine INFO: Epoch: [67] [6500/7329] learning_rate: 0.000100 loss_class: 0.488460 loss_bbox: 0.120944 loss_giou: 0.334517 loss_class_aux: 3.151605 loss_bbox_aux: 0.779838 loss_giou_aux: 2.155022 loss_class_dn: 0.303601 loss_bbox_dn: 0.114095 loss_giou_dn: 0.302910 loss_class_aux_dn: 1.628958 loss_bbox_aux_dn: 0.693669 loss_giou_aux_dn: 1.694739 loss: 13.571871 eta: 4:35:43 batch_cost: 0.5741 data_cost: 0.0013 ips: 6.9669 images/s [04/02 02:44:56] ppdet.engine INFO: Epoch: [67] [6600/7329] learning_rate: 0.000100 loss_class: 0.534934 loss_bbox: 0.134764 loss_giou: 0.353122 loss_class_aux: 3.370547 loss_bbox_aux: 0.859544 loss_giou_aux: 2.178369 loss_class_dn: 0.290683 loss_bbox_dn: 0.145136 loss_giou_dn: 0.319091 loss_class_aux_dn: 1.588260 loss_bbox_aux_dn: 0.846572 loss_giou_aux_dn: 1.817036 loss: 12.643850 eta: 4:34:48 batch_cost: 0.5941 data_cost: 0.0014 ips: 6.7327 images/s [04/02 02:46:00] ppdet.engine INFO: Epoch: [67] [6700/7329] learning_rate: 0.000100 loss_class: 0.540398 loss_bbox: 0.121437 loss_giou: 0.323893 loss_class_aux: 3.301970 loss_bbox_aux: 0.797628 loss_giou_aux: 2.074197 loss_class_dn: 0.304022 loss_bbox_dn: 0.119340 loss_giou_dn: 0.318797 loss_class_aux_dn: 1.626365 loss_bbox_aux_dn: 0.740671 loss_giou_aux_dn: 1.782739 loss: 12.215977 eta: 4:33:54 batch_cost: 0.5777 data_cost: 0.0013 ips: 6.9238 images/s [04/02 02:47:00] ppdet.engine INFO: Epoch: [67] [6800/7329] learning_rate: 0.000100 loss_class: 0.564301 loss_bbox: 0.123953 loss_giou: 0.354005 loss_class_aux: 3.650040 loss_bbox_aux: 0.801631 loss_giou_aux: 2.249328 loss_class_dn: 0.326495 loss_bbox_dn: 0.125426 loss_giou_dn: 0.348658 loss_class_aux_dn: 1.780447 loss_bbox_aux_dn: 0.746975 loss_giou_aux_dn: 1.944355 loss: 13.930403 eta: 4:32:59 batch_cost: 0.5427 data_cost: 0.0012 ips: 7.3704 images/s [04/02 02:47:57] ppdet.engine INFO: Epoch: [67] [6900/7329] learning_rate: 0.000100 loss_class: 0.539722 loss_bbox: 0.130430 loss_giou: 0.359817 loss_class_aux: 3.471790 loss_bbox_aux: 0.872107 loss_giou_aux: 2.353021 loss_class_dn: 0.304455 loss_bbox_dn: 0.124969 loss_giou_dn: 0.309625 loss_class_aux_dn: 1.682822 loss_bbox_aux_dn: 0.764815 loss_giou_aux_dn: 1.743981 loss: 13.327525 eta: 4:32:04 batch_cost: 0.5179 data_cost: 0.0012 ips: 7.7233 images/s [04/02 02:49:04] ppdet.engine INFO: Epoch: [67] [7000/7329] learning_rate: 0.000100 loss_class: 0.624154 loss_bbox: 0.148346 loss_giou: 0.451460 loss_class_aux: 3.909368 loss_bbox_aux: 0.959339 loss_giou_aux: 2.932810 loss_class_dn: 0.357520 loss_bbox_dn: 0.131672 loss_giou_dn: 0.405776 loss_class_aux_dn: 1.938926 loss_bbox_aux_dn: 0.800425 loss_giou_aux_dn: 2.249127 loss: 15.406245 eta: 4:31:09 batch_cost: 0.6070 data_cost: 0.0013 ips: 6.5898 images/s [04/02 02:50:12] ppdet.engine INFO: Epoch: [67] [7100/7329] learning_rate: 0.000100 loss_class: 0.608795 loss_bbox: 0.128393 loss_giou: 0.418393 loss_class_aux: 3.806530 loss_bbox_aux: 0.831930 loss_giou_aux: 2.652682 loss_class_dn: 0.352634 loss_bbox_dn: 0.126854 loss_giou_dn: 0.375151 loss_class_aux_dn: 1.894799 loss_bbox_aux_dn: 0.766004 loss_giou_aux_dn: 2.125935 loss: 14.595449 eta: 4:30:15 batch_cost: 0.5984 data_cost: 0.0015 ips: 6.6849 images/s [04/02 02:51:18] ppdet.engine INFO: Epoch: [67] [7200/7329] learning_rate: 0.000100 loss_class: 0.511906 loss_bbox: 0.133657 loss_giou: 0.350910 loss_class_aux: 3.392473 loss_bbox_aux: 0.888186 loss_giou_aux: 2.266032 loss_class_dn: 0.327571 loss_bbox_dn: 0.133698 loss_giou_dn: 0.340523 loss_class_aux_dn: 1.756737 loss_bbox_aux_dn: 0.786453 loss_giou_aux_dn: 1.973584 loss: 14.166811 eta: 4:29:20 batch_cost: 0.5978 data_cost: 0.0013 ips: 6.6910 images/s [04/02 02:52:16] ppdet.engine INFO: Epoch: [67] [7300/7329] learning_rate: 0.000100 loss_class: 0.549345 loss_bbox: 0.124755 loss_giou: 0.343193 loss_class_aux: 3.380744 loss_bbox_aux: 0.812055 loss_giou_aux: 2.175927 loss_class_dn: 0.300522 loss_bbox_dn: 0.132941 loss_giou_dn: 0.314043 loss_class_aux_dn: 1.667556 loss_bbox_aux_dn: 0.774992 loss_giou_aux_dn: 1.778728 loss: 13.184946 eta: 4:28:25 batch_cost: 0.5307 data_cost: 0.0012 ips: 7.5375 images/s [04/02 02:52:40] ppdet.engine INFO: Eval iter: 0 [04/02 02:53:09] ppdet.engine INFO: Eval iter: 100 [04/02 02:53:38] ppdet.engine INFO: Eval iter: 200 [04/02 02:54:06] ppdet.engine INFO: Eval iter: 300 [04/02 02:54:36] ppdet.engine INFO: Eval iter: 400 [04/02 02:55:04] ppdet.engine INFO: Eval iter: 500 [04/02 02:55:33] ppdet.engine INFO: Eval iter: 600 [04/02 02:56:04] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.84s) creating index... index created! [04/02 02:56:06] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=120.16s). Accumulating evaluation results... DONE (t=33.21s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.696 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 ] = 0.657 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 ] = 0.546 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 ] = 0.880 [04/02 02:59:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.55153498767622 [04/02 02:59:01] ppdet.engine INFO: Best test bbox ap is 0.531. [04/02 02:59:03] ppdet.engine INFO: Epoch: [68] [ 0/7329] learning_rate: 0.000100 loss_class: 0.552515 loss_bbox: 0.121453 loss_giou: 0.326157 loss_class_aux: 3.513632 loss_bbox_aux: 0.798451 loss_giou_aux: 2.039278 loss_class_dn: 0.301896 loss_bbox_dn: 0.126749 loss_giou_dn: 0.291561 loss_class_aux_dn: 1.702135 loss_bbox_aux_dn: 0.721897 loss_giou_aux_dn: 1.661913 loss: 12.592686 eta: 4:28:09 batch_cost: 0.5381 data_cost: 0.0013 ips: 7.4331 images/s [04/02 03:00:00] ppdet.engine INFO: Epoch: [68] [ 100/7329] learning_rate: 0.000100 loss_class: 0.566982 loss_bbox: 0.130847 loss_giou: 0.385492 loss_class_aux: 3.632524 loss_bbox_aux: 0.866524 loss_giou_aux: 2.438634 loss_class_dn: 0.335743 loss_bbox_dn: 0.140263 loss_giou_dn: 0.363614 loss_class_aux_dn: 1.806278 loss_bbox_aux_dn: 0.811019 loss_giou_aux_dn: 2.033471 loss: 14.182304 eta: 4:27:14 batch_cost: 0.5180 data_cost: 0.0013 ips: 7.7214 images/s [04/02 03:01:00] ppdet.engine INFO: Epoch: [68] [ 200/7329] learning_rate: 0.000100 loss_class: 0.643873 loss_bbox: 0.133206 loss_giou: 0.437389 loss_class_aux: 3.992757 loss_bbox_aux: 0.880836 loss_giou_aux: 2.730562 loss_class_dn: 0.352669 loss_bbox_dn: 0.149608 loss_giou_dn: 0.388257 loss_class_aux_dn: 1.897204 loss_bbox_aux_dn: 0.856881 loss_giou_aux_dn: 2.089431 loss: 15.017563 eta: 4:26:19 batch_cost: 0.5415 data_cost: 0.0012 ips: 7.3869 images/s [04/02 03:02:00] ppdet.engine INFO: Epoch: [68] [ 300/7329] learning_rate: 0.000100 loss_class: 0.487731 loss_bbox: 0.117817 loss_giou: 0.332167 loss_class_aux: 3.139947 loss_bbox_aux: 0.761970 loss_giou_aux: 2.183008 loss_class_dn: 0.289346 loss_bbox_dn: 0.109934 loss_giou_dn: 0.335893 loss_class_aux_dn: 1.528416 loss_bbox_aux_dn: 0.652347 loss_giou_aux_dn: 1.857484 loss: 12.321630 eta: 4:25:24 batch_cost: 0.5484 data_cost: 0.0012 ips: 7.2937 images/s [04/02 03:03:03] ppdet.engine INFO: Epoch: [68] [ 400/7329] learning_rate: 0.000100 loss_class: 0.502580 loss_bbox: 0.115097 loss_giou: 0.333605 loss_class_aux: 3.164623 loss_bbox_aux: 0.765613 loss_giou_aux: 2.064286 loss_class_dn: 0.285131 loss_bbox_dn: 0.114935 loss_giou_dn: 0.300042 loss_class_aux_dn: 1.557340 loss_bbox_aux_dn: 0.699908 loss_giou_aux_dn: 1.695039 loss: 11.890121 eta: 4:24:29 batch_cost: 0.5649 data_cost: 0.0015 ips: 7.0808 images/s [04/02 03:04:05] ppdet.engine INFO: Epoch: [68] [ 500/7329] learning_rate: 0.000100 loss_class: 0.521827 loss_bbox: 0.145046 loss_giou: 0.370839 loss_class_aux: 3.284704 loss_bbox_aux: 0.944939 loss_giou_aux: 2.365795 loss_class_dn: 0.295079 loss_bbox_dn: 0.142728 loss_giou_dn: 0.308392 loss_class_aux_dn: 1.632339 loss_bbox_aux_dn: 0.858445 loss_giou_aux_dn: 1.756877 loss: 12.897694 eta: 4:23:35 batch_cost: 0.5696 data_cost: 0.0012 ips: 7.0228 images/s [04/02 03:05:05] ppdet.engine INFO: Epoch: [68] [ 600/7329] learning_rate: 0.000100 loss_class: 0.554991 loss_bbox: 0.132302 loss_giou: 0.403544 loss_class_aux: 3.439803 loss_bbox_aux: 0.862158 loss_giou_aux: 2.544278 loss_class_dn: 0.327099 loss_bbox_dn: 0.127201 loss_giou_dn: 0.362732 loss_class_aux_dn: 1.768815 loss_bbox_aux_dn: 0.796461 loss_giou_aux_dn: 2.081212 loss: 13.801566 eta: 4:22:40 batch_cost: 0.5493 data_cost: 0.0013 ips: 7.2817 images/s [04/02 03:06:07] ppdet.engine INFO: Epoch: [68] [ 700/7329] learning_rate: 0.000100 loss_class: 0.572950 loss_bbox: 0.137938 loss_giou: 0.433694 loss_class_aux: 3.660914 loss_bbox_aux: 0.894092 loss_giou_aux: 2.681260 loss_class_dn: 0.332914 loss_bbox_dn: 0.131326 loss_giou_dn: 0.351245 loss_class_aux_dn: 1.794188 loss_bbox_aux_dn: 0.815004 loss_giou_aux_dn: 1.947139 loss: 14.078249 eta: 4:21:45 batch_cost: 0.5583 data_cost: 0.0012 ips: 7.1641 images/s [04/02 03:07:07] ppdet.engine INFO: Epoch: [68] [ 800/7329] learning_rate: 0.000100 loss_class: 0.560493 loss_bbox: 0.130652 loss_giou: 0.367144 loss_class_aux: 3.493567 loss_bbox_aux: 0.831869 loss_giou_aux: 2.296967 loss_class_dn: 0.326398 loss_bbox_dn: 0.121154 loss_giou_dn: 0.336543 loss_class_aux_dn: 1.724916 loss_bbox_aux_dn: 0.690758 loss_giou_aux_dn: 1.867559 loss: 13.559262 eta: 4:20:50 batch_cost: 0.5485 data_cost: 0.0013 ips: 7.2929 images/s [04/02 03:08:08] ppdet.engine INFO: Epoch: [68] [ 900/7329] learning_rate: 0.000100 loss_class: 0.566848 loss_bbox: 0.126234 loss_giou: 0.370336 loss_class_aux: 3.487279 loss_bbox_aux: 0.845909 loss_giou_aux: 2.415458 loss_class_dn: 0.311682 loss_bbox_dn: 0.138658 loss_giou_dn: 0.353138 loss_class_aux_dn: 1.708354 loss_bbox_aux_dn: 0.818979 loss_giou_aux_dn: 1.939659 loss: 13.703672 eta: 4:19:55 batch_cost: 0.5500 data_cost: 0.0014 ips: 7.2726 images/s [04/02 03:09:11] ppdet.engine INFO: Epoch: [68] [1000/7329] learning_rate: 0.000100 loss_class: 0.572641 loss_bbox: 0.121480 loss_giou: 0.403598 loss_class_aux: 3.680476 loss_bbox_aux: 0.777565 loss_giou_aux: 2.555074 loss_class_dn: 0.338975 loss_bbox_dn: 0.130375 loss_giou_dn: 0.362710 loss_class_aux_dn: 1.839702 loss_bbox_aux_dn: 0.760668 loss_giou_aux_dn: 2.025329 loss: 13.852003 eta: 4:19:00 batch_cost: 0.5776 data_cost: 0.0012 ips: 6.9249 images/s [04/02 03:10:11] ppdet.engine INFO: Epoch: [68] [1100/7329] learning_rate: 0.000100 loss_class: 0.600246 loss_bbox: 0.138098 loss_giou: 0.427202 loss_class_aux: 3.994833 loss_bbox_aux: 0.879705 loss_giou_aux: 2.667567 loss_class_dn: 0.352652 loss_bbox_dn: 0.138192 loss_giou_dn: 0.384336 loss_class_aux_dn: 1.911550 loss_bbox_aux_dn: 0.803957 loss_giou_aux_dn: 2.152729 loss: 15.371827 eta: 4:18:06 batch_cost: 0.5411 data_cost: 0.0013 ips: 7.3918 images/s [04/02 03:11:10] ppdet.engine INFO: Epoch: [68] [1200/7329] learning_rate: 0.000100 loss_class: 0.546424 loss_bbox: 0.132301 loss_giou: 0.385022 loss_class_aux: 3.520554 loss_bbox_aux: 0.862875 loss_giou_aux: 2.419631 loss_class_dn: 0.321644 loss_bbox_dn: 0.136801 loss_giou_dn: 0.335196 loss_class_aux_dn: 1.760543 loss_bbox_aux_dn: 0.856310 loss_giou_aux_dn: 1.906264 loss: 13.475816 eta: 4:17:11 batch_cost: 0.5375 data_cost: 0.0012 ips: 7.4413 images/s [04/02 03:12:06] ppdet.engine INFO: Epoch: [68] [1300/7329] learning_rate: 0.000100 loss_class: 0.552178 loss_bbox: 0.120192 loss_giou: 0.303525 loss_class_aux: 3.418075 loss_bbox_aux: 0.856630 loss_giou_aux: 1.999583 loss_class_dn: 0.301245 loss_bbox_dn: 0.128780 loss_giou_dn: 0.293586 loss_class_aux_dn: 1.699853 loss_bbox_aux_dn: 0.783954 loss_giou_aux_dn: 1.730082 loss: 12.466001 eta: 4:16:15 batch_cost: 0.5080 data_cost: 0.0013 ips: 7.8747 images/s [04/02 03:13:03] ppdet.engine INFO: Epoch: [68] [1400/7329] learning_rate: 0.000100 loss_class: 0.604477 loss_bbox: 0.128305 loss_giou: 0.428340 loss_class_aux: 3.882414 loss_bbox_aux: 0.857730 loss_giou_aux: 2.777030 loss_class_dn: 0.357530 loss_bbox_dn: 0.151050 loss_giou_dn: 0.402673 loss_class_aux_dn: 1.934587 loss_bbox_aux_dn: 0.859560 loss_giou_aux_dn: 2.273571 loss: 15.359582 eta: 4:15:20 batch_cost: 0.5072 data_cost: 0.0012 ips: 7.8863 images/s [04/02 03:14:03] ppdet.engine INFO: Epoch: [68] [1500/7329] learning_rate: 0.000100 loss_class: 0.558713 loss_bbox: 0.136452 loss_giou: 0.388769 loss_class_aux: 3.405138 loss_bbox_aux: 0.891938 loss_giou_aux: 2.531571 loss_class_dn: 0.310511 loss_bbox_dn: 0.142248 loss_giou_dn: 0.352376 loss_class_aux_dn: 1.655383 loss_bbox_aux_dn: 0.841913 loss_giou_aux_dn: 2.062702 loss: 13.821798 eta: 4:14:25 batch_cost: 0.5449 data_cost: 0.0012 ips: 7.3411 images/s [04/02 03:15:00] ppdet.engine INFO: Epoch: [68] [1600/7329] learning_rate: 0.000100 loss_class: 0.531738 loss_bbox: 0.133296 loss_giou: 0.355296 loss_class_aux: 3.392499 loss_bbox_aux: 0.885355 loss_giou_aux: 2.275473 loss_class_dn: 0.306800 loss_bbox_dn: 0.146793 loss_giou_dn: 0.318966 loss_class_aux_dn: 1.708485 loss_bbox_aux_dn: 0.850827 loss_giou_aux_dn: 1.792047 loss: 13.948173 eta: 4:13:30 batch_cost: 0.5227 data_cost: 0.0013 ips: 7.6519 images/s [04/02 03:16:08] ppdet.engine INFO: Epoch: [68] [1700/7329] learning_rate: 0.000100 loss_class: 0.599905 loss_bbox: 0.139622 loss_giou: 0.400752 loss_class_aux: 3.907728 loss_bbox_aux: 0.941361 loss_giou_aux: 2.599634 loss_class_dn: 0.350968 loss_bbox_dn: 0.137686 loss_giou_dn: 0.348990 loss_class_aux_dn: 1.859114 loss_bbox_aux_dn: 0.863943 loss_giou_aux_dn: 2.047722 loss: 14.581461 eta: 4:12:36 batch_cost: 0.6252 data_cost: 0.0012 ips: 6.3976 images/s [04/02 03:17:06] ppdet.engine INFO: Epoch: [68] [1800/7329] learning_rate: 0.000100 loss_class: 0.525002 loss_bbox: 0.123340 loss_giou: 0.353705 loss_class_aux: 3.209455 loss_bbox_aux: 0.813081 loss_giou_aux: 2.205361 loss_class_dn: 0.312271 loss_bbox_dn: 0.117030 loss_giou_dn: 0.321824 loss_class_aux_dn: 1.692311 loss_bbox_aux_dn: 0.709787 loss_giou_aux_dn: 1.770228 loss: 12.882895 eta: 4:11:41 batch_cost: 0.5242 data_cost: 0.0012 ips: 7.6309 images/s [04/02 03:18:07] ppdet.engine INFO: Epoch: [68] [1900/7329] learning_rate: 0.000100 loss_class: 0.513647 loss_bbox: 0.113386 loss_giou: 0.393247 loss_class_aux: 3.328969 loss_bbox_aux: 0.769176 loss_giou_aux: 2.446201 loss_class_dn: 0.306445 loss_bbox_dn: 0.125348 loss_giou_dn: 0.330682 loss_class_aux_dn: 1.650336 loss_bbox_aux_dn: 0.728741 loss_giou_aux_dn: 1.862829 loss: 12.478930 eta: 4:10:46 batch_cost: 0.5485 data_cost: 0.0014 ips: 7.2925 images/s [04/02 03:19:11] ppdet.engine INFO: Epoch: [68] [2000/7329] learning_rate: 0.000100 loss_class: 0.600927 loss_bbox: 0.140565 loss_giou: 0.417222 loss_class_aux: 3.814708 loss_bbox_aux: 0.930296 loss_giou_aux: 2.660525 loss_class_dn: 0.356572 loss_bbox_dn: 0.134751 loss_giou_dn: 0.386068 loss_class_aux_dn: 1.962077 loss_bbox_aux_dn: 0.818487 loss_giou_aux_dn: 2.181036 loss: 15.033154 eta: 4:09:51 batch_cost: 0.5805 data_cost: 0.0014 ips: 6.8905 images/s [04/02 03:20:16] ppdet.engine INFO: Epoch: [68] [2100/7329] learning_rate: 0.000100 loss_class: 0.568269 loss_bbox: 0.126859 loss_giou: 0.430053 loss_class_aux: 3.584392 loss_bbox_aux: 0.802451 loss_giou_aux: 2.815675 loss_class_dn: 0.340408 loss_bbox_dn: 0.128153 loss_giou_dn: 0.388916 loss_class_aux_dn: 1.796664 loss_bbox_aux_dn: 0.780776 loss_giou_aux_dn: 2.139127 loss: 14.045995 eta: 4:08:57 batch_cost: 0.5862 data_cost: 0.0015 ips: 6.8239 images/s [04/02 03:21:15] ppdet.engine INFO: Epoch: [68] [2200/7329] learning_rate: 0.000100 loss_class: 0.558568 loss_bbox: 0.111923 loss_giou: 0.407837 loss_class_aux: 3.556080 loss_bbox_aux: 0.732813 loss_giou_aux: 2.580849 loss_class_dn: 0.331057 loss_bbox_dn: 0.123393 loss_giou_dn: 0.373140 loss_class_aux_dn: 1.836400 loss_bbox_aux_dn: 0.752517 loss_giou_aux_dn: 2.049686 loss: 14.143251 eta: 4:08:02 batch_cost: 0.5351 data_cost: 0.0014 ips: 7.4751 images/s [04/02 03:22:14] ppdet.engine INFO: Epoch: [68] [2300/7329] learning_rate: 0.000100 loss_class: 0.512480 loss_bbox: 0.118865 loss_giou: 0.300490 loss_class_aux: 3.327632 loss_bbox_aux: 0.796053 loss_giou_aux: 1.966987 loss_class_dn: 0.272175 loss_bbox_dn: 0.124602 loss_giou_dn: 0.270842 loss_class_aux_dn: 1.537447 loss_bbox_aux_dn: 0.724448 loss_giou_aux_dn: 1.548889 loss: 11.486845 eta: 4:07:07 batch_cost: 0.5254 data_cost: 0.0014 ips: 7.6135 images/s [04/02 03:23:13] ppdet.engine INFO: Epoch: [68] [2400/7329] learning_rate: 0.000100 loss_class: 0.576933 loss_bbox: 0.143593 loss_giou: 0.390051 loss_class_aux: 3.626868 loss_bbox_aux: 0.907700 loss_giou_aux: 2.482277 loss_class_dn: 0.313946 loss_bbox_dn: 0.142208 loss_giou_dn: 0.363537 loss_class_aux_dn: 1.707827 loss_bbox_aux_dn: 0.826451 loss_giou_aux_dn: 2.014156 loss: 14.150875 eta: 4:06:12 batch_cost: 0.5317 data_cost: 0.0013 ips: 7.5228 images/s [04/02 03:24:16] ppdet.engine INFO: Epoch: [68] [2500/7329] learning_rate: 0.000100 loss_class: 0.502030 loss_bbox: 0.107002 loss_giou: 0.337887 loss_class_aux: 3.290395 loss_bbox_aux: 0.719920 loss_giou_aux: 2.187216 loss_class_dn: 0.290714 loss_bbox_dn: 0.104382 loss_giou_dn: 0.324414 loss_class_aux_dn: 1.594266 loss_bbox_aux_dn: 0.668443 loss_giou_aux_dn: 1.843583 loss: 12.457502 eta: 4:05:17 batch_cost: 0.5781 data_cost: 0.0012 ips: 6.9193 images/s [04/02 03:25:13] ppdet.engine INFO: Epoch: [68] [2600/7329] learning_rate: 0.000100 loss_class: 0.572020 loss_bbox: 0.138645 loss_giou: 0.373493 loss_class_aux: 3.676167 loss_bbox_aux: 0.888491 loss_giou_aux: 2.360254 loss_class_dn: 0.318599 loss_bbox_dn: 0.133271 loss_giou_dn: 0.351178 loss_class_aux_dn: 1.791257 loss_bbox_aux_dn: 0.776868 loss_giou_aux_dn: 1.983019 loss: 13.649848 eta: 4:04:22 batch_cost: 0.5123 data_cost: 0.0013 ips: 7.8077 images/s [04/02 03:26:11] ppdet.engine INFO: Epoch: [68] [2700/7329] learning_rate: 0.000100 loss_class: 0.515926 loss_bbox: 0.119431 loss_giou: 0.353687 loss_class_aux: 3.368478 loss_bbox_aux: 0.776550 loss_giou_aux: 2.154654 loss_class_dn: 0.313638 loss_bbox_dn: 0.126615 loss_giou_dn: 0.336105 loss_class_aux_dn: 1.673346 loss_bbox_aux_dn: 0.757212 loss_giou_aux_dn: 1.844497 loss: 12.825575 eta: 4:03:27 batch_cost: 0.5292 data_cost: 0.0012 ips: 7.5590 images/s [04/02 03:27:08] ppdet.engine INFO: Epoch: [68] [2800/7329] learning_rate: 0.000100 loss_class: 0.584668 loss_bbox: 0.135513 loss_giou: 0.419714 loss_class_aux: 3.625445 loss_bbox_aux: 0.878808 loss_giou_aux: 2.601458 loss_class_dn: 0.330003 loss_bbox_dn: 0.137707 loss_giou_dn: 0.377229 loss_class_aux_dn: 1.773895 loss_bbox_aux_dn: 0.814855 loss_giou_aux_dn: 2.145953 loss: 14.271870 eta: 4:02:32 batch_cost: 0.5090 data_cost: 0.0012 ips: 7.8588 images/s [04/02 03:28:08] ppdet.engine INFO: Epoch: [68] [2900/7329] learning_rate: 0.000100 loss_class: 0.534085 loss_bbox: 0.129213 loss_giou: 0.336708 loss_class_aux: 3.299382 loss_bbox_aux: 0.895053 loss_giou_aux: 2.130690 loss_class_dn: 0.289696 loss_bbox_dn: 0.141612 loss_giou_dn: 0.334209 loss_class_aux_dn: 1.593090 loss_bbox_aux_dn: 0.879070 loss_giou_aux_dn: 1.861798 loss: 13.349489 eta: 4:01:37 batch_cost: 0.5528 data_cost: 0.0012 ips: 7.2358 images/s [04/02 03:29:14] ppdet.engine INFO: Epoch: [68] [3000/7329] learning_rate: 0.000100 loss_class: 0.550181 loss_bbox: 0.124834 loss_giou: 0.376525 loss_class_aux: 3.593685 loss_bbox_aux: 0.825280 loss_giou_aux: 2.315874 loss_class_dn: 0.326006 loss_bbox_dn: 0.127387 loss_giou_dn: 0.336072 loss_class_aux_dn: 1.766051 loss_bbox_aux_dn: 0.814571 loss_giou_aux_dn: 1.936152 loss: 13.242758 eta: 4:00:42 batch_cost: 0.5992 data_cost: 0.0012 ips: 6.6758 images/s [04/02 03:30:22] ppdet.engine INFO: Epoch: [68] [3100/7329] learning_rate: 0.000100 loss_class: 0.584615 loss_bbox: 0.143378 loss_giou: 0.384496 loss_class_aux: 3.702199 loss_bbox_aux: 0.936225 loss_giou_aux: 2.406134 loss_class_dn: 0.347872 loss_bbox_dn: 0.149953 loss_giou_dn: 0.373420 loss_class_aux_dn: 1.866089 loss_bbox_aux_dn: 0.910322 loss_giou_aux_dn: 2.097565 loss: 14.602060 eta: 3:59:48 batch_cost: 0.6173 data_cost: 0.0015 ips: 6.4798 images/s [04/02 03:31:27] ppdet.engine INFO: Epoch: [68] [3200/7329] learning_rate: 0.000100 loss_class: 0.592230 loss_bbox: 0.138750 loss_giou: 0.367913 loss_class_aux: 3.865338 loss_bbox_aux: 0.909417 loss_giou_aux: 2.358770 loss_class_dn: 0.330906 loss_bbox_dn: 0.144366 loss_giou_dn: 0.322747 loss_class_aux_dn: 1.794663 loss_bbox_aux_dn: 0.875670 loss_giou_aux_dn: 1.821182 loss: 13.807654 eta: 3:58:53 batch_cost: 0.5986 data_cost: 0.0014 ips: 6.6818 images/s [04/02 03:32:29] ppdet.engine INFO: Epoch: [68] [3300/7329] learning_rate: 0.000100 loss_class: 0.512237 loss_bbox: 0.121823 loss_giou: 0.365539 loss_class_aux: 3.293040 loss_bbox_aux: 0.856840 loss_giou_aux: 2.358919 loss_class_dn: 0.309065 loss_bbox_dn: 0.126897 loss_giou_dn: 0.332143 loss_class_aux_dn: 1.669676 loss_bbox_aux_dn: 0.743109 loss_giou_aux_dn: 1.867786 loss: 12.858551 eta: 3:57:58 batch_cost: 0.5618 data_cost: 0.0014 ips: 7.1200 images/s [04/02 03:33:30] ppdet.engine INFO: Epoch: [68] [3400/7329] learning_rate: 0.000100 loss_class: 0.507456 loss_bbox: 0.128026 loss_giou: 0.386825 loss_class_aux: 3.214696 loss_bbox_aux: 0.802065 loss_giou_aux: 2.491792 loss_class_dn: 0.300056 loss_bbox_dn: 0.123548 loss_giou_dn: 0.336119 loss_class_aux_dn: 1.573650 loss_bbox_aux_dn: 0.771719 loss_giou_aux_dn: 1.902711 loss: 12.816437 eta: 3:57:04 batch_cost: 0.5560 data_cost: 0.0013 ips: 7.1949 images/s [04/02 03:34:30] ppdet.engine INFO: Epoch: [68] [3500/7329] learning_rate: 0.000100 loss_class: 0.555688 loss_bbox: 0.131237 loss_giou: 0.374686 loss_class_aux: 3.538504 loss_bbox_aux: 0.876095 loss_giou_aux: 2.418699 loss_class_dn: 0.317793 loss_bbox_dn: 0.143212 loss_giou_dn: 0.354760 loss_class_aux_dn: 1.724857 loss_bbox_aux_dn: 0.865460 loss_giou_aux_dn: 2.010284 loss: 13.269957 eta: 3:56:09 batch_cost: 0.5493 data_cost: 0.0013 ips: 7.2818 images/s [04/02 03:35:33] ppdet.engine INFO: Epoch: [68] [3600/7329] learning_rate: 0.000100 loss_class: 0.533230 loss_bbox: 0.139783 loss_giou: 0.363768 loss_class_aux: 3.354066 loss_bbox_aux: 0.891991 loss_giou_aux: 2.349249 loss_class_dn: 0.305444 loss_bbox_dn: 0.139700 loss_giou_dn: 0.335248 loss_class_aux_dn: 1.674715 loss_bbox_aux_dn: 0.829422 loss_giou_aux_dn: 1.870481 loss: 12.867040 eta: 3:55:14 batch_cost: 0.5714 data_cost: 0.0012 ips: 6.9999 images/s [04/02 03:36:33] ppdet.engine INFO: Epoch: [68] [3700/7329] learning_rate: 0.000100 loss_class: 0.589485 loss_bbox: 0.127070 loss_giou: 0.349582 loss_class_aux: 3.671119 loss_bbox_aux: 0.831152 loss_giou_aux: 2.188484 loss_class_dn: 0.320560 loss_bbox_dn: 0.138782 loss_giou_dn: 0.321562 loss_class_aux_dn: 1.763208 loss_bbox_aux_dn: 0.865209 loss_giou_aux_dn: 1.814007 loss: 14.285789 eta: 3:54:19 batch_cost: 0.5495 data_cost: 0.0012 ips: 7.2788 images/s [04/02 03:37:36] ppdet.engine INFO: Epoch: [68] [3800/7329] learning_rate: 0.000100 loss_class: 0.521489 loss_bbox: 0.125672 loss_giou: 0.373390 loss_class_aux: 3.260507 loss_bbox_aux: 0.873602 loss_giou_aux: 2.396587 loss_class_dn: 0.312572 loss_bbox_dn: 0.140481 loss_giou_dn: 0.349809 loss_class_aux_dn: 1.676764 loss_bbox_aux_dn: 0.818439 loss_giou_aux_dn: 1.951578 loss: 13.451647 eta: 3:53:24 batch_cost: 0.5728 data_cost: 0.0012 ips: 6.9828 images/s [04/02 03:38:35] ppdet.engine INFO: Epoch: [68] [3900/7329] learning_rate: 0.000100 loss_class: 0.548399 loss_bbox: 0.120620 loss_giou: 0.335577 loss_class_aux: 3.432599 loss_bbox_aux: 0.817319 loss_giou_aux: 2.117458 loss_class_dn: 0.308250 loss_bbox_dn: 0.115582 loss_giou_dn: 0.318171 loss_class_aux_dn: 1.687106 loss_bbox_aux_dn: 0.728879 loss_giou_aux_dn: 1.735544 loss: 13.153074 eta: 3:52:29 batch_cost: 0.5303 data_cost: 0.0012 ips: 7.5431 images/s [04/02 03:39:34] ppdet.engine INFO: Epoch: [68] [4000/7329] learning_rate: 0.000100 loss_class: 0.497643 loss_bbox: 0.111144 loss_giou: 0.338372 loss_class_aux: 3.012352 loss_bbox_aux: 0.758099 loss_giou_aux: 2.161639 loss_class_dn: 0.269574 loss_bbox_dn: 0.108158 loss_giou_dn: 0.290263 loss_class_aux_dn: 1.448800 loss_bbox_aux_dn: 0.712436 loss_giou_aux_dn: 1.618035 loss: 11.336658 eta: 3:51:34 batch_cost: 0.5375 data_cost: 0.0013 ips: 7.4412 images/s [04/02 03:40:31] ppdet.engine INFO: Epoch: [68] [4100/7329] learning_rate: 0.000100 loss_class: 0.634696 loss_bbox: 0.163118 loss_giou: 0.454691 loss_class_aux: 4.077828 loss_bbox_aux: 1.062250 loss_giou_aux: 2.809231 loss_class_dn: 0.382506 loss_bbox_dn: 0.162971 loss_giou_dn: 0.420282 loss_class_aux_dn: 2.101597 loss_bbox_aux_dn: 0.960081 loss_giou_aux_dn: 2.387339 loss: 15.954889 eta: 3:50:39 batch_cost: 0.5148 data_cost: 0.0015 ips: 7.7700 images/s [04/02 03:41:28] ppdet.engine INFO: Epoch: [68] [4200/7329] learning_rate: 0.000100 loss_class: 0.548783 loss_bbox: 0.132270 loss_giou: 0.395318 loss_class_aux: 3.449736 loss_bbox_aux: 0.886900 loss_giou_aux: 2.525353 loss_class_dn: 0.316998 loss_bbox_dn: 0.137359 loss_giou_dn: 0.353451 loss_class_aux_dn: 1.741832 loss_bbox_aux_dn: 0.885618 loss_giou_aux_dn: 1.982210 loss: 13.343807 eta: 3:49:44 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8303 images/s [04/02 03:42:27] ppdet.engine INFO: Epoch: [68] [4300/7329] learning_rate: 0.000100 loss_class: 0.577618 loss_bbox: 0.134171 loss_giou: 0.382391 loss_class_aux: 3.643543 loss_bbox_aux: 0.891975 loss_giou_aux: 2.432834 loss_class_dn: 0.335087 loss_bbox_dn: 0.155177 loss_giou_dn: 0.341089 loss_class_aux_dn: 1.826361 loss_bbox_aux_dn: 0.930258 loss_giou_aux_dn: 1.961987 loss: 14.878341 eta: 3:48:49 batch_cost: 0.5369 data_cost: 0.0014 ips: 7.4497 images/s [04/02 03:43:26] ppdet.engine INFO: Epoch: [68] [4400/7329] learning_rate: 0.000100 loss_class: 0.565410 loss_bbox: 0.132485 loss_giou: 0.354351 loss_class_aux: 3.650500 loss_bbox_aux: 0.853532 loss_giou_aux: 2.288005 loss_class_dn: 0.320589 loss_bbox_dn: 0.132993 loss_giou_dn: 0.330359 loss_class_aux_dn: 1.741966 loss_bbox_aux_dn: 0.794728 loss_giou_aux_dn: 1.868167 loss: 13.966873 eta: 3:47:54 batch_cost: 0.5228 data_cost: 0.0019 ips: 7.6515 images/s [04/02 03:44:24] ppdet.engine INFO: Epoch: [68] [4500/7329] learning_rate: 0.000100 loss_class: 0.554674 loss_bbox: 0.137767 loss_giou: 0.406543 loss_class_aux: 3.564596 loss_bbox_aux: 0.898031 loss_giou_aux: 2.600320 loss_class_dn: 0.321964 loss_bbox_dn: 0.129843 loss_giou_dn: 0.363595 loss_class_aux_dn: 1.717903 loss_bbox_aux_dn: 0.778531 loss_giou_aux_dn: 2.043864 loss: 13.389811 eta: 3:46:59 batch_cost: 0.5254 data_cost: 0.0013 ips: 7.6132 images/s [04/02 03:45:24] ppdet.engine INFO: Epoch: [68] [4600/7329] learning_rate: 0.000100 loss_class: 0.587651 loss_bbox: 0.128170 loss_giou: 0.361663 loss_class_aux: 3.713193 loss_bbox_aux: 0.839419 loss_giou_aux: 2.306831 loss_class_dn: 0.329415 loss_bbox_dn: 0.126805 loss_giou_dn: 0.347484 loss_class_aux_dn: 1.769053 loss_bbox_aux_dn: 0.767115 loss_giou_aux_dn: 1.935776 loss: 13.824099 eta: 3:46:04 batch_cost: 0.5396 data_cost: 0.0013 ips: 7.4131 images/s [04/02 03:46:25] ppdet.engine INFO: Epoch: [68] [4700/7329] learning_rate: 0.000100 loss_class: 0.558320 loss_bbox: 0.138533 loss_giou: 0.295542 loss_class_aux: 3.668648 loss_bbox_aux: 0.898426 loss_giou_aux: 1.955808 loss_class_dn: 0.292444 loss_bbox_dn: 0.134957 loss_giou_dn: 0.306669 loss_class_aux_dn: 1.604421 loss_bbox_aux_dn: 0.823631 loss_giou_aux_dn: 1.725639 loss: 12.635767 eta: 3:45:09 batch_cost: 0.5585 data_cost: 0.0014 ips: 7.1619 images/s [04/02 03:47:24] ppdet.engine INFO: Epoch: [68] [4800/7329] learning_rate: 0.000100 loss_class: 0.489889 loss_bbox: 0.120321 loss_giou: 0.298628 loss_class_aux: 3.316059 loss_bbox_aux: 0.824346 loss_giou_aux: 1.904411 loss_class_dn: 0.294072 loss_bbox_dn: 0.128651 loss_giou_dn: 0.280179 loss_class_aux_dn: 1.623469 loss_bbox_aux_dn: 0.790029 loss_giou_aux_dn: 1.600468 loss: 12.740740 eta: 3:44:14 batch_cost: 0.5283 data_cost: 0.0013 ips: 7.5714 images/s [04/02 03:48:23] ppdet.engine INFO: Epoch: [68] [4900/7329] learning_rate: 0.000100 loss_class: 0.603572 loss_bbox: 0.146449 loss_giou: 0.389720 loss_class_aux: 3.930604 loss_bbox_aux: 1.005234 loss_giou_aux: 2.421702 loss_class_dn: 0.331808 loss_bbox_dn: 0.154467 loss_giou_dn: 0.350042 loss_class_aux_dn: 1.792919 loss_bbox_aux_dn: 0.906119 loss_giou_aux_dn: 1.958169 loss: 14.431565 eta: 3:43:20 batch_cost: 0.5295 data_cost: 0.0013 ips: 7.5543 images/s [04/02 03:49:29] ppdet.engine INFO: Epoch: [68] [5000/7329] learning_rate: 0.000100 loss_class: 0.564853 loss_bbox: 0.122943 loss_giou: 0.380799 loss_class_aux: 3.534278 loss_bbox_aux: 0.820160 loss_giou_aux: 2.469795 loss_class_dn: 0.322670 loss_bbox_dn: 0.121014 loss_giou_dn: 0.340637 loss_class_aux_dn: 1.728211 loss_bbox_aux_dn: 0.726235 loss_giou_aux_dn: 1.924444 loss: 13.531668 eta: 3:42:25 batch_cost: 0.5914 data_cost: 0.0015 ips: 6.7631 images/s [04/02 03:50:30] ppdet.engine INFO: Epoch: [68] [5100/7329] learning_rate: 0.000100 loss_class: 0.550194 loss_bbox: 0.131252 loss_giou: 0.368947 loss_class_aux: 3.593507 loss_bbox_aux: 0.916455 loss_giou_aux: 2.329134 loss_class_dn: 0.323961 loss_bbox_dn: 0.134930 loss_giou_dn: 0.335875 loss_class_aux_dn: 1.748878 loss_bbox_aux_dn: 0.809111 loss_giou_aux_dn: 1.927438 loss: 13.465847 eta: 3:41:30 batch_cost: 0.5489 data_cost: 0.0014 ips: 7.2871 images/s [04/02 03:51:32] ppdet.engine INFO: Epoch: [68] [5200/7329] learning_rate: 0.000100 loss_class: 0.515525 loss_bbox: 0.117350 loss_giou: 0.310140 loss_class_aux: 3.360762 loss_bbox_aux: 0.763029 loss_giou_aux: 1.886369 loss_class_dn: 0.277001 loss_bbox_dn: 0.121324 loss_giou_dn: 0.279627 loss_class_aux_dn: 1.495853 loss_bbox_aux_dn: 0.710817 loss_giou_aux_dn: 1.581756 loss: 12.381502 eta: 3:40:35 batch_cost: 0.5615 data_cost: 0.0013 ips: 7.1238 images/s [04/02 03:52:30] ppdet.engine INFO: Epoch: [68] [5300/7329] learning_rate: 0.000100 loss_class: 0.557949 loss_bbox: 0.132724 loss_giou: 0.335210 loss_class_aux: 3.446784 loss_bbox_aux: 0.862560 loss_giou_aux: 2.124397 loss_class_dn: 0.327040 loss_bbox_dn: 0.125615 loss_giou_dn: 0.332440 loss_class_aux_dn: 1.742892 loss_bbox_aux_dn: 0.743501 loss_giou_aux_dn: 1.835352 loss: 14.676077 eta: 3:39:40 batch_cost: 0.5241 data_cost: 0.0012 ips: 7.6321 images/s [04/02 03:53:28] ppdet.engine INFO: Epoch: [68] [5400/7329] learning_rate: 0.000100 loss_class: 0.562612 loss_bbox: 0.124252 loss_giou: 0.392438 loss_class_aux: 3.609264 loss_bbox_aux: 0.830222 loss_giou_aux: 2.475651 loss_class_dn: 0.323940 loss_bbox_dn: 0.132954 loss_giou_dn: 0.342491 loss_class_aux_dn: 1.793653 loss_bbox_aux_dn: 0.775306 loss_giou_aux_dn: 1.919520 loss: 13.635881 eta: 3:38:45 batch_cost: 0.5301 data_cost: 0.0012 ips: 7.5453 images/s [04/02 03:54:28] ppdet.engine INFO: Epoch: [68] [5500/7329] learning_rate: 0.000100 loss_class: 0.590756 loss_bbox: 0.120720 loss_giou: 0.363873 loss_class_aux: 3.742110 loss_bbox_aux: 0.809339 loss_giou_aux: 2.353477 loss_class_dn: 0.322463 loss_bbox_dn: 0.131246 loss_giou_dn: 0.327055 loss_class_aux_dn: 1.730033 loss_bbox_aux_dn: 0.829036 loss_giou_aux_dn: 1.880094 loss: 13.129924 eta: 3:37:50 batch_cost: 0.5377 data_cost: 0.0013 ips: 7.4395 images/s [04/02 03:55:30] ppdet.engine INFO: Epoch: [68] [5600/7329] learning_rate: 0.000100 loss_class: 0.505862 loss_bbox: 0.109586 loss_giou: 0.330021 loss_class_aux: 3.313150 loss_bbox_aux: 0.737545 loss_giou_aux: 2.162618 loss_class_dn: 0.288777 loss_bbox_dn: 0.105573 loss_giou_dn: 0.321095 loss_class_aux_dn: 1.547004 loss_bbox_aux_dn: 0.653072 loss_giou_aux_dn: 1.786123 loss: 12.560552 eta: 3:36:55 batch_cost: 0.5566 data_cost: 0.0022 ips: 7.1862 images/s [04/02 03:56:32] ppdet.engine INFO: Epoch: [68] [5700/7329] learning_rate: 0.000100 loss_class: 0.514855 loss_bbox: 0.125870 loss_giou: 0.356733 loss_class_aux: 3.258401 loss_bbox_aux: 0.852074 loss_giou_aux: 2.281850 loss_class_dn: 0.301222 loss_bbox_dn: 0.122633 loss_giou_dn: 0.341094 loss_class_aux_dn: 1.595885 loss_bbox_aux_dn: 0.729762 loss_giou_aux_dn: 1.863754 loss: 12.958611 eta: 3:36:01 batch_cost: 0.5638 data_cost: 0.0012 ips: 7.0952 images/s [04/02 03:57:31] ppdet.engine INFO: Epoch: [68] [5800/7329] learning_rate: 0.000100 loss_class: 0.558645 loss_bbox: 0.131408 loss_giou: 0.367319 loss_class_aux: 3.645075 loss_bbox_aux: 0.856405 loss_giou_aux: 2.305246 loss_class_dn: 0.337960 loss_bbox_dn: 0.135142 loss_giou_dn: 0.347020 loss_class_aux_dn: 1.807475 loss_bbox_aux_dn: 0.820380 loss_giou_aux_dn: 2.009315 loss: 13.994980 eta: 3:35:06 batch_cost: 0.5349 data_cost: 0.0013 ips: 7.4774 images/s [04/02 03:58:29] ppdet.engine INFO: Epoch: [68] [5900/7329] learning_rate: 0.000100 loss_class: 0.485243 loss_bbox: 0.107636 loss_giou: 0.317230 loss_class_aux: 3.119818 loss_bbox_aux: 0.723858 loss_giou_aux: 2.003419 loss_class_dn: 0.284848 loss_bbox_dn: 0.107059 loss_giou_dn: 0.292135 loss_class_aux_dn: 1.539961 loss_bbox_aux_dn: 0.705281 loss_giou_aux_dn: 1.629089 loss: 11.347292 eta: 3:34:11 batch_cost: 0.5259 data_cost: 0.0012 ips: 7.6061 images/s [04/02 03:59:28] ppdet.engine INFO: Epoch: [68] [6000/7329] learning_rate: 0.000100 loss_class: 0.600241 loss_bbox: 0.136215 loss_giou: 0.389690 loss_class_aux: 3.866813 loss_bbox_aux: 0.882847 loss_giou_aux: 2.482218 loss_class_dn: 0.326748 loss_bbox_dn: 0.145639 loss_giou_dn: 0.355780 loss_class_aux_dn: 1.723525 loss_bbox_aux_dn: 0.841690 loss_giou_aux_dn: 2.041723 loss: 14.317365 eta: 3:33:16 batch_cost: 0.5386 data_cost: 0.0012 ips: 7.4266 images/s [04/02 04:00:31] ppdet.engine INFO: Epoch: [68] [6100/7329] learning_rate: 0.000100 loss_class: 0.585849 loss_bbox: 0.141986 loss_giou: 0.453742 loss_class_aux: 3.595062 loss_bbox_aux: 0.945826 loss_giou_aux: 3.018782 loss_class_dn: 0.342893 loss_bbox_dn: 0.137008 loss_giou_dn: 0.415731 loss_class_aux_dn: 1.855291 loss_bbox_aux_dn: 0.817594 loss_giou_aux_dn: 2.345899 loss: 14.977882 eta: 3:32:21 batch_cost: 0.5699 data_cost: 0.0013 ips: 7.0191 images/s [04/02 04:01:31] ppdet.engine INFO: Epoch: [68] [6200/7329] learning_rate: 0.000100 loss_class: 0.564455 loss_bbox: 0.126914 loss_giou: 0.370936 loss_class_aux: 3.582661 loss_bbox_aux: 0.839760 loss_giou_aux: 2.352123 loss_class_dn: 0.319371 loss_bbox_dn: 0.139158 loss_giou_dn: 0.347480 loss_class_aux_dn: 1.712143 loss_bbox_aux_dn: 0.822954 loss_giou_aux_dn: 1.977774 loss: 13.437675 eta: 3:31:26 batch_cost: 0.5381 data_cost: 0.0014 ips: 7.4335 images/s [04/02 04:02:38] ppdet.engine INFO: Epoch: [68] [6300/7329] learning_rate: 0.000100 loss_class: 0.532695 loss_bbox: 0.134353 loss_giou: 0.314646 loss_class_aux: 3.337157 loss_bbox_aux: 0.880633 loss_giou_aux: 1.998734 loss_class_dn: 0.295241 loss_bbox_dn: 0.139902 loss_giou_dn: 0.283651 loss_class_aux_dn: 1.611238 loss_bbox_aux_dn: 0.853423 loss_giou_aux_dn: 1.610530 loss: 12.512218 eta: 3:30:31 batch_cost: 0.6029 data_cost: 0.0014 ips: 6.6347 images/s [04/02 04:03:42] ppdet.engine INFO: Epoch: [68] [6400/7329] learning_rate: 0.000100 loss_class: 0.549595 loss_bbox: 0.126515 loss_giou: 0.388308 loss_class_aux: 3.554700 loss_bbox_aux: 0.810414 loss_giou_aux: 2.409041 loss_class_dn: 0.315342 loss_bbox_dn: 0.119354 loss_giou_dn: 0.352133 loss_class_aux_dn: 1.674265 loss_bbox_aux_dn: 0.709227 loss_giou_aux_dn: 2.019419 loss: 12.919264 eta: 3:29:37 batch_cost: 0.5777 data_cost: 0.0015 ips: 6.9246 images/s [04/02 04:04:46] ppdet.engine INFO: Epoch: [68] [6500/7329] learning_rate: 0.000100 loss_class: 0.521373 loss_bbox: 0.130025 loss_giou: 0.300010 loss_class_aux: 3.293892 loss_bbox_aux: 0.839309 loss_giou_aux: 1.988456 loss_class_dn: 0.298377 loss_bbox_dn: 0.137049 loss_giou_dn: 0.314721 loss_class_aux_dn: 1.655800 loss_bbox_aux_dn: 0.803351 loss_giou_aux_dn: 1.795511 loss: 12.571852 eta: 3:28:42 batch_cost: 0.5760 data_cost: 0.0013 ips: 6.9445 images/s [04/02 04:05:55] ppdet.engine INFO: Epoch: [68] [6600/7329] learning_rate: 0.000100 loss_class: 0.619626 loss_bbox: 0.150612 loss_giou: 0.350474 loss_class_aux: 3.866910 loss_bbox_aux: 0.979765 loss_giou_aux: 2.303101 loss_class_dn: 0.342972 loss_bbox_dn: 0.147201 loss_giou_dn: 0.332077 loss_class_aux_dn: 1.793688 loss_bbox_aux_dn: 0.893795 loss_giou_aux_dn: 1.929168 loss: 14.349771 eta: 3:27:47 batch_cost: 0.6099 data_cost: 0.0017 ips: 6.5586 images/s [04/02 04:06:53] ppdet.engine INFO: Epoch: [68] [6700/7329] learning_rate: 0.000100 loss_class: 0.568746 loss_bbox: 0.144014 loss_giou: 0.367589 loss_class_aux: 3.668750 loss_bbox_aux: 0.927509 loss_giou_aux: 2.272940 loss_class_dn: 0.311323 loss_bbox_dn: 0.138927 loss_giou_dn: 0.349065 loss_class_aux_dn: 1.666049 loss_bbox_aux_dn: 0.817697 loss_giou_aux_dn: 1.961196 loss: 13.516420 eta: 3:26:52 batch_cost: 0.5266 data_cost: 0.0012 ips: 7.5962 images/s [04/02 04:07:52] ppdet.engine INFO: Epoch: [68] [6800/7329] learning_rate: 0.000100 loss_class: 0.481646 loss_bbox: 0.105926 loss_giou: 0.314463 loss_class_aux: 3.376640 loss_bbox_aux: 0.729769 loss_giou_aux: 1.973723 loss_class_dn: 0.300961 loss_bbox_dn: 0.114725 loss_giou_dn: 0.281511 loss_class_aux_dn: 1.642046 loss_bbox_aux_dn: 0.744852 loss_giou_aux_dn: 1.681411 loss: 11.985832 eta: 3:25:57 batch_cost: 0.5351 data_cost: 0.0012 ips: 7.4748 images/s [04/02 04:08:49] ppdet.engine INFO: Epoch: [68] [6900/7329] learning_rate: 0.000100 loss_class: 0.546564 loss_bbox: 0.130126 loss_giou: 0.361796 loss_class_aux: 3.485790 loss_bbox_aux: 0.889570 loss_giou_aux: 2.430322 loss_class_dn: 0.313528 loss_bbox_dn: 0.134858 loss_giou_dn: 0.348040 loss_class_aux_dn: 1.699013 loss_bbox_aux_dn: 0.859345 loss_giou_aux_dn: 1.902973 loss: 14.122345 eta: 3:25:02 batch_cost: 0.5179 data_cost: 0.0012 ips: 7.7235 images/s [04/02 04:09:46] ppdet.engine INFO: Epoch: [68] [7000/7329] learning_rate: 0.000100 loss_class: 0.491804 loss_bbox: 0.120709 loss_giou: 0.335517 loss_class_aux: 3.205044 loss_bbox_aux: 0.810028 loss_giou_aux: 2.126772 loss_class_dn: 0.297177 loss_bbox_dn: 0.122981 loss_giou_dn: 0.299548 loss_class_aux_dn: 1.632127 loss_bbox_aux_dn: 0.753536 loss_giou_aux_dn: 1.692504 loss: 12.531651 eta: 3:24:07 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8238 images/s [04/02 04:10:47] ppdet.engine INFO: Epoch: [68] [7100/7329] learning_rate: 0.000100 loss_class: 0.568651 loss_bbox: 0.137202 loss_giou: 0.402696 loss_class_aux: 3.624868 loss_bbox_aux: 0.852358 loss_giou_aux: 2.551032 loss_class_dn: 0.337580 loss_bbox_dn: 0.123600 loss_giou_dn: 0.368106 loss_class_aux_dn: 1.823917 loss_bbox_aux_dn: 0.728604 loss_giou_aux_dn: 2.091739 loss: 14.443110 eta: 3:23:12 batch_cost: 0.5617 data_cost: 0.0013 ips: 7.1206 images/s [04/02 04:11:47] ppdet.engine INFO: Epoch: [68] [7200/7329] learning_rate: 0.000100 loss_class: 0.545280 loss_bbox: 0.132695 loss_giou: 0.440778 loss_class_aux: 3.420428 loss_bbox_aux: 0.853100 loss_giou_aux: 2.757908 loss_class_dn: 0.322045 loss_bbox_dn: 0.117143 loss_giou_dn: 0.376765 loss_class_aux_dn: 1.699157 loss_bbox_aux_dn: 0.732177 loss_giou_aux_dn: 2.114213 loss: 13.786718 eta: 3:22:17 batch_cost: 0.5378 data_cost: 0.0012 ips: 7.4376 images/s [04/02 04:12:45] ppdet.engine INFO: Epoch: [68] [7300/7329] learning_rate: 0.000100 loss_class: 0.564638 loss_bbox: 0.143615 loss_giou: 0.401232 loss_class_aux: 3.643325 loss_bbox_aux: 0.914937 loss_giou_aux: 2.526193 loss_class_dn: 0.340138 loss_bbox_dn: 0.138274 loss_giou_dn: 0.357539 loss_class_aux_dn: 1.839218 loss_bbox_aux_dn: 0.849719 loss_giou_aux_dn: 1.984344 loss: 14.204432 eta: 3:21:22 batch_cost: 0.5282 data_cost: 0.0012 ips: 7.5734 images/s [04/02 04:13:06] ppdet.engine INFO: Eval iter: 0 [04/02 04:13:35] ppdet.engine INFO: Eval iter: 100 [04/02 04:14:03] ppdet.engine INFO: Eval iter: 200 [04/02 04:14:31] ppdet.engine INFO: Eval iter: 300 [04/02 04:14:58] ppdet.engine INFO: Eval iter: 400 [04/02 04:15:27] ppdet.engine INFO: Eval iter: 500 [04/02 04:15:55] ppdet.engine INFO: Eval iter: 600 [04/02 04:16:26] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/02 04:16:26] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.41s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.58s). Accumulating evaluation results... DONE (t=27.20s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 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 ] = 0.697 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 ] = 0.721 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 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 [04/02 04:19:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.125696130097136 [04/02 04:19:10] ppdet.engine INFO: Best test bbox ap is 0.531. [04/02 04:19:11] ppdet.engine INFO: Epoch: [69] [ 0/7329] learning_rate: 0.000100 loss_class: 0.562271 loss_bbox: 0.134377 loss_giou: 0.416060 loss_class_aux: 3.679829 loss_bbox_aux: 0.873835 loss_giou_aux: 2.478095 loss_class_dn: 0.338544 loss_bbox_dn: 0.132235 loss_giou_dn: 0.353175 loss_class_aux_dn: 1.839218 loss_bbox_aux_dn: 0.793415 loss_giou_aux_dn: 1.972210 loss: 14.137604 eta: 3:21:07 batch_cost: 0.5246 data_cost: 0.0014 ips: 7.6251 images/s [04/02 04:20:13] ppdet.engine INFO: Epoch: [69] [ 100/7329] learning_rate: 0.000100 loss_class: 0.503953 loss_bbox: 0.118866 loss_giou: 0.299019 loss_class_aux: 3.168575 loss_bbox_aux: 0.781563 loss_giou_aux: 1.952798 loss_class_dn: 0.290206 loss_bbox_dn: 0.120796 loss_giou_dn: 0.262698 loss_class_aux_dn: 1.615568 loss_bbox_aux_dn: 0.746741 loss_giou_aux_dn: 1.511048 loss: 11.701801 eta: 3:20:12 batch_cost: 0.5589 data_cost: 0.0014 ips: 7.1572 images/s [04/02 04:21:19] ppdet.engine INFO: Epoch: [69] [ 200/7329] learning_rate: 0.000100 loss_class: 0.535277 loss_bbox: 0.142686 loss_giou: 0.394680 loss_class_aux: 3.349939 loss_bbox_aux: 0.916843 loss_giou_aux: 2.527044 loss_class_dn: 0.321612 loss_bbox_dn: 0.132582 loss_giou_dn: 0.364550 loss_class_aux_dn: 1.717139 loss_bbox_aux_dn: 0.806813 loss_giou_aux_dn: 2.029017 loss: 14.019419 eta: 3:19:17 batch_cost: 0.6093 data_cost: 0.0011 ips: 6.5650 images/s [04/02 04:22:18] ppdet.engine INFO: Epoch: [69] [ 300/7329] learning_rate: 0.000100 loss_class: 0.523055 loss_bbox: 0.120491 loss_giou: 0.353645 loss_class_aux: 3.414990 loss_bbox_aux: 0.815730 loss_giou_aux: 2.298740 loss_class_dn: 0.300888 loss_bbox_dn: 0.120683 loss_giou_dn: 0.326156 loss_class_aux_dn: 1.647848 loss_bbox_aux_dn: 0.747553 loss_giou_aux_dn: 1.864022 loss: 12.435674 eta: 3:18:22 batch_cost: 0.5382 data_cost: 0.0011 ips: 7.4321 images/s [04/02 04:23:16] ppdet.engine INFO: Epoch: [69] [ 400/7329] learning_rate: 0.000100 loss_class: 0.549481 loss_bbox: 0.142793 loss_giou: 0.382770 loss_class_aux: 3.522102 loss_bbox_aux: 0.924476 loss_giou_aux: 2.469989 loss_class_dn: 0.317983 loss_bbox_dn: 0.136881 loss_giou_dn: 0.339064 loss_class_aux_dn: 1.711781 loss_bbox_aux_dn: 0.840010 loss_giou_aux_dn: 1.898150 loss: 13.636578 eta: 3:17:27 batch_cost: 0.5194 data_cost: 0.0012 ips: 7.7018 images/s [04/02 04:24:18] ppdet.engine INFO: Epoch: [69] [ 500/7329] learning_rate: 0.000100 loss_class: 0.506291 loss_bbox: 0.106565 loss_giou: 0.380797 loss_class_aux: 3.241862 loss_bbox_aux: 0.690759 loss_giou_aux: 2.305564 loss_class_dn: 0.304334 loss_bbox_dn: 0.107106 loss_giou_dn: 0.330960 loss_class_aux_dn: 1.674896 loss_bbox_aux_dn: 0.622804 loss_giou_aux_dn: 1.867185 loss: 12.769293 eta: 3:16:32 batch_cost: 0.5506 data_cost: 0.0013 ips: 7.2649 images/s [04/02 04:25:21] ppdet.engine INFO: Epoch: [69] [ 600/7329] learning_rate: 0.000100 loss_class: 0.560000 loss_bbox: 0.130192 loss_giou: 0.371949 loss_class_aux: 3.635199 loss_bbox_aux: 0.886423 loss_giou_aux: 2.398671 loss_class_dn: 0.330697 loss_bbox_dn: 0.137155 loss_giou_dn: 0.346466 loss_class_aux_dn: 1.802544 loss_bbox_aux_dn: 0.841402 loss_giou_aux_dn: 1.998319 loss: 13.244938 eta: 3:15:37 batch_cost: 0.5627 data_cost: 0.0013 ips: 7.1083 images/s [04/02 04:26:24] ppdet.engine INFO: Epoch: [69] [ 700/7329] learning_rate: 0.000100 loss_class: 0.528672 loss_bbox: 0.129448 loss_giou: 0.398522 loss_class_aux: 3.442208 loss_bbox_aux: 0.867389 loss_giou_aux: 2.462386 loss_class_dn: 0.325790 loss_bbox_dn: 0.124567 loss_giou_dn: 0.336188 loss_class_aux_dn: 1.717142 loss_bbox_aux_dn: 0.758142 loss_giou_aux_dn: 1.896190 loss: 13.244852 eta: 3:14:43 batch_cost: 0.5649 data_cost: 0.0014 ips: 7.0812 images/s [04/02 04:27:23] ppdet.engine INFO: Epoch: [69] [ 800/7329] learning_rate: 0.000100 loss_class: 0.573914 loss_bbox: 0.123021 loss_giou: 0.424301 loss_class_aux: 3.605242 loss_bbox_aux: 0.836210 loss_giou_aux: 2.631583 loss_class_dn: 0.345202 loss_bbox_dn: 0.118514 loss_giou_dn: 0.381887 loss_class_aux_dn: 1.835952 loss_bbox_aux_dn: 0.720246 loss_giou_aux_dn: 2.088801 loss: 14.055490 eta: 3:13:48 batch_cost: 0.5321 data_cost: 0.0012 ips: 7.5170 images/s [04/02 04:28:25] ppdet.engine INFO: Epoch: [69] [ 900/7329] learning_rate: 0.000100 loss_class: 0.594731 loss_bbox: 0.135373 loss_giou: 0.427210 loss_class_aux: 3.757964 loss_bbox_aux: 0.898059 loss_giou_aux: 2.696292 loss_class_dn: 0.352954 loss_bbox_dn: 0.124024 loss_giou_dn: 0.413793 loss_class_aux_dn: 1.856480 loss_bbox_aux_dn: 0.772621 loss_giou_aux_dn: 2.349108 loss: 14.858726 eta: 3:12:53 batch_cost: 0.5712 data_cost: 0.0013 ips: 7.0022 images/s [04/02 04:29:29] ppdet.engine INFO: Epoch: [69] [1000/7329] learning_rate: 0.000100 loss_class: 0.529266 loss_bbox: 0.122599 loss_giou: 0.358109 loss_class_aux: 3.363003 loss_bbox_aux: 0.821224 loss_giou_aux: 2.220314 loss_class_dn: 0.319330 loss_bbox_dn: 0.116392 loss_giou_dn: 0.331084 loss_class_aux_dn: 1.699594 loss_bbox_aux_dn: 0.713847 loss_giou_aux_dn: 1.865847 loss: 13.077658 eta: 3:11:58 batch_cost: 0.5708 data_cost: 0.0016 ips: 7.0080 images/s [04/02 04:30:27] ppdet.engine INFO: Epoch: [69] [1100/7329] learning_rate: 0.000100 loss_class: 0.567377 loss_bbox: 0.120111 loss_giou: 0.392596 loss_class_aux: 3.511759 loss_bbox_aux: 0.811858 loss_giou_aux: 2.543136 loss_class_dn: 0.324706 loss_bbox_dn: 0.124977 loss_giou_dn: 0.346665 loss_class_aux_dn: 1.765758 loss_bbox_aux_dn: 0.723985 loss_giou_aux_dn: 1.932103 loss: 13.554325 eta: 3:11:03 batch_cost: 0.5258 data_cost: 0.0012 ips: 7.6073 images/s [04/02 04:31:25] ppdet.engine INFO: Epoch: [69] [1200/7329] learning_rate: 0.000100 loss_class: 0.507850 loss_bbox: 0.113038 loss_giou: 0.342589 loss_class_aux: 3.254407 loss_bbox_aux: 0.731860 loss_giou_aux: 2.240450 loss_class_dn: 0.290654 loss_bbox_dn: 0.121942 loss_giou_dn: 0.303276 loss_class_aux_dn: 1.564925 loss_bbox_aux_dn: 0.719332 loss_giou_aux_dn: 1.731982 loss: 12.183920 eta: 3:10:08 batch_cost: 0.5271 data_cost: 0.0014 ips: 7.5890 images/s [04/02 04:32:30] ppdet.engine INFO: Epoch: [69] [1300/7329] learning_rate: 0.000100 loss_class: 0.568047 loss_bbox: 0.134188 loss_giou: 0.351879 loss_class_aux: 3.622058 loss_bbox_aux: 0.879767 loss_giou_aux: 2.259037 loss_class_dn: 0.319864 loss_bbox_dn: 0.136990 loss_giou_dn: 0.329872 loss_class_aux_dn: 1.753854 loss_bbox_aux_dn: 0.815984 loss_giou_aux_dn: 1.855012 loss: 12.450699 eta: 3:09:13 batch_cost: 0.5871 data_cost: 0.0012 ips: 6.8136 images/s [04/02 04:33:36] ppdet.engine INFO: Epoch: [69] [1400/7329] learning_rate: 0.000100 loss_class: 0.541313 loss_bbox: 0.124130 loss_giou: 0.338789 loss_class_aux: 3.331889 loss_bbox_aux: 0.858273 loss_giou_aux: 2.223140 loss_class_dn: 0.301481 loss_bbox_dn: 0.126720 loss_giou_dn: 0.329339 loss_class_aux_dn: 1.596541 loss_bbox_aux_dn: 0.780180 loss_giou_aux_dn: 1.886127 loss: 13.244537 eta: 3:08:19 batch_cost: 0.6043 data_cost: 0.0013 ips: 6.6188 images/s [04/02 04:34:40] ppdet.engine INFO: Epoch: [69] [1500/7329] learning_rate: 0.000100 loss_class: 0.517140 loss_bbox: 0.125255 loss_giou: 0.339227 loss_class_aux: 3.250680 loss_bbox_aux: 0.837102 loss_giou_aux: 2.177366 loss_class_dn: 0.307544 loss_bbox_dn: 0.119892 loss_giou_dn: 0.337460 loss_class_aux_dn: 1.678589 loss_bbox_aux_dn: 0.747208 loss_giou_aux_dn: 1.884880 loss: 12.820208 eta: 3:07:24 batch_cost: 0.5824 data_cost: 0.0013 ips: 6.8678 images/s [04/02 04:35:38] ppdet.engine INFO: Epoch: [69] [1600/7329] learning_rate: 0.000100 loss_class: 0.556389 loss_bbox: 0.121205 loss_giou: 0.370324 loss_class_aux: 3.503203 loss_bbox_aux: 0.786182 loss_giou_aux: 2.361951 loss_class_dn: 0.312965 loss_bbox_dn: 0.126686 loss_giou_dn: 0.355933 loss_class_aux_dn: 1.717432 loss_bbox_aux_dn: 0.750924 loss_giou_aux_dn: 1.995275 loss: 13.388243 eta: 3:06:29 batch_cost: 0.5224 data_cost: 0.0013 ips: 7.6568 images/s [04/02 04:36:37] ppdet.engine INFO: Epoch: [69] [1700/7329] learning_rate: 0.000100 loss_class: 0.519128 loss_bbox: 0.124571 loss_giou: 0.340737 loss_class_aux: 3.243711 loss_bbox_aux: 0.839797 loss_giou_aux: 2.085916 loss_class_dn: 0.315846 loss_bbox_dn: 0.131883 loss_giou_dn: 0.298826 loss_class_aux_dn: 1.696834 loss_bbox_aux_dn: 0.845698 loss_giou_aux_dn: 1.718630 loss: 13.037912 eta: 3:05:34 batch_cost: 0.5380 data_cost: 0.0011 ips: 7.4351 images/s [04/02 04:37:42] ppdet.engine INFO: Epoch: [69] [1800/7329] learning_rate: 0.000100 loss_class: 0.476543 loss_bbox: 0.120879 loss_giou: 0.282776 loss_class_aux: 3.173990 loss_bbox_aux: 0.804687 loss_giou_aux: 1.825093 loss_class_dn: 0.277629 loss_bbox_dn: 0.137424 loss_giou_dn: 0.272846 loss_class_aux_dn: 1.527293 loss_bbox_aux_dn: 0.822997 loss_giou_aux_dn: 1.575581 loss: 12.374668 eta: 3:04:39 batch_cost: 0.5791 data_cost: 0.0013 ips: 6.9069 images/s [04/02 04:38:48] ppdet.engine INFO: Epoch: [69] [1900/7329] learning_rate: 0.000100 loss_class: 0.543968 loss_bbox: 0.137728 loss_giou: 0.334862 loss_class_aux: 3.478301 loss_bbox_aux: 0.892867 loss_giou_aux: 2.145190 loss_class_dn: 0.306889 loss_bbox_dn: 0.132486 loss_giou_dn: 0.324307 loss_class_aux_dn: 1.706913 loss_bbox_aux_dn: 0.814861 loss_giou_aux_dn: 1.785186 loss: 13.074453 eta: 3:03:45 batch_cost: 0.5966 data_cost: 0.0013 ips: 6.7041 images/s [04/02 04:39:51] ppdet.engine INFO: Epoch: [69] [2000/7329] learning_rate: 0.000100 loss_class: 0.531088 loss_bbox: 0.143726 loss_giou: 0.345703 loss_class_aux: 3.427168 loss_bbox_aux: 0.911494 loss_giou_aux: 2.143687 loss_class_dn: 0.299005 loss_bbox_dn: 0.138672 loss_giou_dn: 0.299755 loss_class_aux_dn: 1.622987 loss_bbox_aux_dn: 0.837695 loss_giou_aux_dn: 1.748809 loss: 13.623153 eta: 3:02:50 batch_cost: 0.5764 data_cost: 0.0016 ips: 6.9390 images/s [04/02 04:40:47] ppdet.engine INFO: Epoch: [69] [2100/7329] learning_rate: 0.000100 loss_class: 0.533316 loss_bbox: 0.117351 loss_giou: 0.369728 loss_class_aux: 3.434984 loss_bbox_aux: 0.773575 loss_giou_aux: 2.354860 loss_class_dn: 0.314476 loss_bbox_dn: 0.108964 loss_giou_dn: 0.317980 loss_class_aux_dn: 1.700871 loss_bbox_aux_dn: 0.664074 loss_giou_aux_dn: 1.816508 loss: 13.452034 eta: 3:01:55 batch_cost: 0.5060 data_cost: 0.0012 ips: 7.9055 images/s [04/02 04:41:44] ppdet.engine INFO: Epoch: [69] [2200/7329] learning_rate: 0.000100 loss_class: 0.526931 loss_bbox: 0.120437 loss_giou: 0.358104 loss_class_aux: 3.277414 loss_bbox_aux: 0.793311 loss_giou_aux: 2.204604 loss_class_dn: 0.307362 loss_bbox_dn: 0.120905 loss_giou_dn: 0.320697 loss_class_aux_dn: 1.664857 loss_bbox_aux_dn: 0.740158 loss_giou_aux_dn: 1.790973 loss: 12.484577 eta: 3:01:00 batch_cost: 0.5126 data_cost: 0.0013 ips: 7.8040 images/s [04/02 04:42:44] ppdet.engine INFO: Epoch: [69] [2300/7329] learning_rate: 0.000100 loss_class: 0.525712 loss_bbox: 0.122783 loss_giou: 0.338570 loss_class_aux: 3.334705 loss_bbox_aux: 0.817416 loss_giou_aux: 2.191764 loss_class_dn: 0.307222 loss_bbox_dn: 0.119731 loss_giou_dn: 0.307048 loss_class_aux_dn: 1.665956 loss_bbox_aux_dn: 0.786207 loss_giou_aux_dn: 1.775879 loss: 12.768908 eta: 3:00:05 batch_cost: 0.5454 data_cost: 0.0012 ips: 7.3345 images/s [04/02 04:43:48] ppdet.engine INFO: Epoch: [69] [2400/7329] learning_rate: 0.000100 loss_class: 0.558938 loss_bbox: 0.123772 loss_giou: 0.377743 loss_class_aux: 3.595470 loss_bbox_aux: 0.824116 loss_giou_aux: 2.386244 loss_class_dn: 0.292656 loss_bbox_dn: 0.141476 loss_giou_dn: 0.328040 loss_class_aux_dn: 1.611089 loss_bbox_aux_dn: 0.831998 loss_giou_aux_dn: 1.826662 loss: 12.833130 eta: 2:59:10 batch_cost: 0.5797 data_cost: 0.0013 ips: 6.9006 images/s [04/02 04:44:47] ppdet.engine INFO: Epoch: [69] [2500/7329] learning_rate: 0.000100 loss_class: 0.571779 loss_bbox: 0.132455 loss_giou: 0.330940 loss_class_aux: 3.570938 loss_bbox_aux: 0.876899 loss_giou_aux: 2.148924 loss_class_dn: 0.297499 loss_bbox_dn: 0.120004 loss_giou_dn: 0.293239 loss_class_aux_dn: 1.674269 loss_bbox_aux_dn: 0.748125 loss_giou_aux_dn: 1.742171 loss: 11.845531 eta: 2:58:15 batch_cost: 0.5378 data_cost: 0.0013 ips: 7.4382 images/s [04/02 04:45:50] ppdet.engine INFO: Epoch: [69] [2600/7329] learning_rate: 0.000100 loss_class: 0.542252 loss_bbox: 0.120254 loss_giou: 0.363783 loss_class_aux: 3.371954 loss_bbox_aux: 0.820242 loss_giou_aux: 2.324280 loss_class_dn: 0.309886 loss_bbox_dn: 0.129285 loss_giou_dn: 0.341492 loss_class_aux_dn: 1.664376 loss_bbox_aux_dn: 0.801054 loss_giou_aux_dn: 1.932382 loss: 13.151707 eta: 2:57:20 batch_cost: 0.5578 data_cost: 0.0016 ips: 7.1710 images/s [04/02 04:46:46] ppdet.engine INFO: Epoch: [69] [2700/7329] learning_rate: 0.000100 loss_class: 0.563901 loss_bbox: 0.128745 loss_giou: 0.408386 loss_class_aux: 3.586663 loss_bbox_aux: 0.829034 loss_giou_aux: 2.512701 loss_class_dn: 0.338401 loss_bbox_dn: 0.119369 loss_giou_dn: 0.394400 loss_class_aux_dn: 1.795990 loss_bbox_aux_dn: 0.718529 loss_giou_aux_dn: 2.134294 loss: 14.089451 eta: 2:56:25 batch_cost: 0.5075 data_cost: 0.0012 ips: 7.8822 images/s [04/02 04:47:47] ppdet.engine INFO: Epoch: [69] [2800/7329] learning_rate: 0.000100 loss_class: 0.586417 loss_bbox: 0.126382 loss_giou: 0.369977 loss_class_aux: 3.754906 loss_bbox_aux: 0.825740 loss_giou_aux: 2.334628 loss_class_dn: 0.353196 loss_bbox_dn: 0.128931 loss_giou_dn: 0.354760 loss_class_aux_dn: 1.849021 loss_bbox_aux_dn: 0.760448 loss_giou_aux_dn: 2.018400 loss: 14.418470 eta: 2:55:30 batch_cost: 0.5498 data_cost: 0.0012 ips: 7.2749 images/s [04/02 04:48:45] ppdet.engine INFO: Epoch: [69] [2900/7329] learning_rate: 0.000100 loss_class: 0.527241 loss_bbox: 0.129645 loss_giou: 0.356917 loss_class_aux: 3.318143 loss_bbox_aux: 0.870738 loss_giou_aux: 2.284098 loss_class_dn: 0.312474 loss_bbox_dn: 0.137105 loss_giou_dn: 0.335897 loss_class_aux_dn: 1.665895 loss_bbox_aux_dn: 0.824756 loss_giou_aux_dn: 1.869536 loss: 13.033166 eta: 2:54:35 batch_cost: 0.5271 data_cost: 0.0013 ips: 7.5882 images/s [04/02 04:49:41] ppdet.engine INFO: Epoch: [69] [3000/7329] learning_rate: 0.000100 loss_class: 0.531208 loss_bbox: 0.137185 loss_giou: 0.385500 loss_class_aux: 3.455981 loss_bbox_aux: 0.887087 loss_giou_aux: 2.398086 loss_class_dn: 0.316698 loss_bbox_dn: 0.135960 loss_giou_dn: 0.347968 loss_class_aux_dn: 1.737473 loss_bbox_aux_dn: 0.834826 loss_giou_aux_dn: 1.939219 loss: 13.828619 eta: 2:53:40 batch_cost: 0.5048 data_cost: 0.0012 ips: 7.9240 images/s [04/02 04:50:37] ppdet.engine INFO: Epoch: [69] [3100/7329] learning_rate: 0.000100 loss_class: 0.599013 loss_bbox: 0.126760 loss_giou: 0.365473 loss_class_aux: 3.784833 loss_bbox_aux: 0.856327 loss_giou_aux: 2.284300 loss_class_dn: 0.328373 loss_bbox_dn: 0.133560 loss_giou_dn: 0.340246 loss_class_aux_dn: 1.742975 loss_bbox_aux_dn: 0.808389 loss_giou_aux_dn: 1.971582 loss: 13.214088 eta: 2:52:45 batch_cost: 0.5073 data_cost: 0.0012 ips: 7.8856 images/s [04/02 04:51:44] ppdet.engine INFO: Epoch: [69] [3200/7329] learning_rate: 0.000100 loss_class: 0.546559 loss_bbox: 0.135769 loss_giou: 0.376622 loss_class_aux: 3.495992 loss_bbox_aux: 0.910020 loss_giou_aux: 2.368353 loss_class_dn: 0.318498 loss_bbox_dn: 0.125847 loss_giou_dn: 0.340991 loss_class_aux_dn: 1.691882 loss_bbox_aux_dn: 0.746651 loss_giou_aux_dn: 1.901268 loss: 13.379511 eta: 2:51:51 batch_cost: 0.6086 data_cost: 0.0014 ips: 6.5722 images/s [04/02 04:52:43] ppdet.engine INFO: Epoch: [69] [3300/7329] learning_rate: 0.000100 loss_class: 0.616230 loss_bbox: 0.157334 loss_giou: 0.388401 loss_class_aux: 3.934546 loss_bbox_aux: 1.010149 loss_giou_aux: 2.513161 loss_class_dn: 0.359707 loss_bbox_dn: 0.154178 loss_giou_dn: 0.370265 loss_class_aux_dn: 1.942644 loss_bbox_aux_dn: 0.946267 loss_giou_aux_dn: 2.130049 loss: 15.008102 eta: 2:50:56 batch_cost: 0.5350 data_cost: 0.0014 ips: 7.4763 images/s [04/02 04:53:44] ppdet.engine INFO: Epoch: [69] [3400/7329] learning_rate: 0.000100 loss_class: 0.579441 loss_bbox: 0.134186 loss_giou: 0.412772 loss_class_aux: 3.743435 loss_bbox_aux: 0.867455 loss_giou_aux: 2.606074 loss_class_dn: 0.341621 loss_bbox_dn: 0.129457 loss_giou_dn: 0.379544 loss_class_aux_dn: 1.820003 loss_bbox_aux_dn: 0.747239 loss_giou_aux_dn: 2.168753 loss: 14.561506 eta: 2:50:01 batch_cost: 0.5516 data_cost: 0.0014 ips: 7.2513 images/s [04/02 04:54:45] ppdet.engine INFO: Epoch: [69] [3500/7329] learning_rate: 0.000100 loss_class: 0.610563 loss_bbox: 0.142656 loss_giou: 0.474787 loss_class_aux: 3.893186 loss_bbox_aux: 0.937477 loss_giou_aux: 2.938426 loss_class_dn: 0.353313 loss_bbox_dn: 0.139561 loss_giou_dn: 0.391729 loss_class_aux_dn: 1.910197 loss_bbox_aux_dn: 0.865540 loss_giou_aux_dn: 2.229062 loss: 14.729160 eta: 2:49:06 batch_cost: 0.5533 data_cost: 0.0013 ips: 7.2296 images/s [04/02 04:55:48] ppdet.engine INFO: Epoch: [69] [3600/7329] learning_rate: 0.000100 loss_class: 0.483278 loss_bbox: 0.110413 loss_giou: 0.280740 loss_class_aux: 3.017562 loss_bbox_aux: 0.769798 loss_giou_aux: 1.897920 loss_class_dn: 0.263950 loss_bbox_dn: 0.122359 loss_giou_dn: 0.280271 loss_class_aux_dn: 1.453666 loss_bbox_aux_dn: 0.746470 loss_giou_aux_dn: 1.606283 loss: 11.373734 eta: 2:48:11 batch_cost: 0.5607 data_cost: 0.0013 ips: 7.1339 images/s [04/02 04:56:44] ppdet.engine INFO: Epoch: [69] [3700/7329] learning_rate: 0.000100 loss_class: 0.510836 loss_bbox: 0.137249 loss_giou: 0.345925 loss_class_aux: 3.274008 loss_bbox_aux: 0.892444 loss_giou_aux: 2.190921 loss_class_dn: 0.320418 loss_bbox_dn: 0.129588 loss_giou_dn: 0.331135 loss_class_aux_dn: 1.713175 loss_bbox_aux_dn: 0.795804 loss_giou_aux_dn: 1.893817 loss: 13.694476 eta: 2:47:16 batch_cost: 0.5063 data_cost: 0.0013 ips: 7.8997 images/s [04/02 04:57:44] ppdet.engine INFO: Epoch: [69] [3800/7329] learning_rate: 0.000100 loss_class: 0.497326 loss_bbox: 0.110878 loss_giou: 0.318960 loss_class_aux: 3.248338 loss_bbox_aux: 0.775462 loss_giou_aux: 2.027807 loss_class_dn: 0.279576 loss_bbox_dn: 0.115817 loss_giou_dn: 0.291749 loss_class_aux_dn: 1.518070 loss_bbox_aux_dn: 0.698489 loss_giou_aux_dn: 1.711670 loss: 12.209890 eta: 2:46:21 batch_cost: 0.5368 data_cost: 0.0013 ips: 7.4513 images/s [04/02 04:58:46] ppdet.engine INFO: Epoch: [69] [3900/7329] learning_rate: 0.000100 loss_class: 0.518671 loss_bbox: 0.134755 loss_giou: 0.343703 loss_class_aux: 3.325675 loss_bbox_aux: 0.836404 loss_giou_aux: 2.154922 loss_class_dn: 0.282662 loss_bbox_dn: 0.122648 loss_giou_dn: 0.316045 loss_class_aux_dn: 1.533854 loss_bbox_aux_dn: 0.756559 loss_giou_aux_dn: 1.785240 loss: 12.563814 eta: 2:45:26 batch_cost: 0.5648 data_cost: 0.0012 ips: 7.0821 images/s [04/02 04:59:49] ppdet.engine INFO: Epoch: [69] [4000/7329] learning_rate: 0.000100 loss_class: 0.525274 loss_bbox: 0.120392 loss_giou: 0.363231 loss_class_aux: 3.273923 loss_bbox_aux: 0.783293 loss_giou_aux: 2.337624 loss_class_dn: 0.298312 loss_bbox_dn: 0.127832 loss_giou_dn: 0.329093 loss_class_aux_dn: 1.617767 loss_bbox_aux_dn: 0.767398 loss_giou_aux_dn: 1.845134 loss: 12.857386 eta: 2:44:31 batch_cost: 0.5595 data_cost: 0.0018 ips: 7.1489 images/s [04/02 05:00:49] ppdet.engine INFO: Epoch: [69] [4100/7329] learning_rate: 0.000100 loss_class: 0.538882 loss_bbox: 0.125451 loss_giou: 0.353948 loss_class_aux: 3.507720 loss_bbox_aux: 0.885164 loss_giou_aux: 2.221247 loss_class_dn: 0.323671 loss_bbox_dn: 0.134596 loss_giou_dn: 0.325089 loss_class_aux_dn: 1.759353 loss_bbox_aux_dn: 0.834668 loss_giou_aux_dn: 1.871517 loss: 13.267130 eta: 2:43:37 batch_cost: 0.5449 data_cost: 0.0016 ips: 7.3403 images/s [04/02 05:01:47] ppdet.engine INFO: Epoch: [69] [4200/7329] learning_rate: 0.000100 loss_class: 0.577705 loss_bbox: 0.147684 loss_giou: 0.401712 loss_class_aux: 3.685655 loss_bbox_aux: 0.948542 loss_giou_aux: 2.574961 loss_class_dn: 0.331697 loss_bbox_dn: 0.143594 loss_giou_dn: 0.395501 loss_class_aux_dn: 1.816308 loss_bbox_aux_dn: 0.911251 loss_giou_aux_dn: 2.244710 loss: 14.377011 eta: 2:42:42 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6789 images/s [04/02 05:02:47] ppdet.engine INFO: Epoch: [69] [4300/7329] learning_rate: 0.000100 loss_class: 0.442332 loss_bbox: 0.115913 loss_giou: 0.247800 loss_class_aux: 2.954348 loss_bbox_aux: 0.785990 loss_giou_aux: 1.637197 loss_class_dn: 0.236485 loss_bbox_dn: 0.114626 loss_giou_dn: 0.233034 loss_class_aux_dn: 1.291778 loss_bbox_aux_dn: 0.716546 loss_giou_aux_dn: 1.303306 loss: 10.168308 eta: 2:41:47 batch_cost: 0.5384 data_cost: 0.0013 ips: 7.4298 images/s [04/02 05:03:45] ppdet.engine INFO: Epoch: [69] [4400/7329] learning_rate: 0.000100 loss_class: 0.510328 loss_bbox: 0.120236 loss_giou: 0.371706 loss_class_aux: 3.180455 loss_bbox_aux: 0.808338 loss_giou_aux: 2.453264 loss_class_dn: 0.303725 loss_bbox_dn: 0.130267 loss_giou_dn: 0.332514 loss_class_aux_dn: 1.663976 loss_bbox_aux_dn: 0.747985 loss_giou_aux_dn: 1.870193 loss: 13.217296 eta: 2:40:52 batch_cost: 0.5330 data_cost: 0.0012 ips: 7.5049 images/s [04/02 05:04:42] ppdet.engine INFO: Epoch: [69] [4500/7329] learning_rate: 0.000100 loss_class: 0.524872 loss_bbox: 0.121913 loss_giou: 0.376529 loss_class_aux: 3.375741 loss_bbox_aux: 0.832666 loss_giou_aux: 2.483518 loss_class_dn: 0.308555 loss_bbox_dn: 0.125368 loss_giou_dn: 0.341948 loss_class_aux_dn: 1.667396 loss_bbox_aux_dn: 0.736879 loss_giou_aux_dn: 1.995140 loss: 13.421385 eta: 2:39:57 batch_cost: 0.5077 data_cost: 0.0012 ips: 7.8787 images/s [04/02 05:05:37] ppdet.engine INFO: Epoch: [69] [4600/7329] learning_rate: 0.000100 loss_class: 0.562190 loss_bbox: 0.130935 loss_giou: 0.353848 loss_class_aux: 3.568744 loss_bbox_aux: 0.884867 loss_giou_aux: 2.160031 loss_class_dn: 0.337606 loss_bbox_dn: 0.132877 loss_giou_dn: 0.331228 loss_class_aux_dn: 1.807476 loss_bbox_aux_dn: 0.768363 loss_giou_aux_dn: 1.864730 loss: 13.574257 eta: 2:39:02 batch_cost: 0.5006 data_cost: 0.0012 ips: 7.9910 images/s [04/02 05:06:41] ppdet.engine INFO: Epoch: [69] [4700/7329] learning_rate: 0.000100 loss_class: 0.485321 loss_bbox: 0.119444 loss_giou: 0.358982 loss_class_aux: 3.178617 loss_bbox_aux: 0.812082 loss_giou_aux: 2.186110 loss_class_dn: 0.311301 loss_bbox_dn: 0.116094 loss_giou_dn: 0.314516 loss_class_aux_dn: 1.702352 loss_bbox_aux_dn: 0.688496 loss_giou_aux_dn: 1.819596 loss: 12.699129 eta: 2:38:07 batch_cost: 0.5881 data_cost: 0.0012 ips: 6.8018 images/s [04/02 05:07:44] ppdet.engine INFO: Epoch: [69] [4800/7329] learning_rate: 0.000100 loss_class: 0.567446 loss_bbox: 0.125012 loss_giou: 0.362642 loss_class_aux: 3.377642 loss_bbox_aux: 0.844146 loss_giou_aux: 2.408676 loss_class_dn: 0.294295 loss_bbox_dn: 0.135089 loss_giou_dn: 0.312459 loss_class_aux_dn: 1.606154 loss_bbox_aux_dn: 0.794044 loss_giou_aux_dn: 1.786836 loss: 12.611002 eta: 2:37:12 batch_cost: 0.5705 data_cost: 0.0012 ips: 7.0120 images/s [04/02 05:08:50] ppdet.engine INFO: Epoch: [69] [4900/7329] learning_rate: 0.000100 loss_class: 0.574232 loss_bbox: 0.127804 loss_giou: 0.443929 loss_class_aux: 3.490969 loss_bbox_aux: 0.832741 loss_giou_aux: 2.814622 loss_class_dn: 0.348812 loss_bbox_dn: 0.112202 loss_giou_dn: 0.392186 loss_class_aux_dn: 1.840078 loss_bbox_aux_dn: 0.678516 loss_giou_aux_dn: 2.219146 loss: 14.889709 eta: 2:36:17 batch_cost: 0.5948 data_cost: 0.0015 ips: 6.7244 images/s [04/02 05:09:53] ppdet.engine INFO: Epoch: [69] [5000/7329] learning_rate: 0.000100 loss_class: 0.532423 loss_bbox: 0.128924 loss_giou: 0.420008 loss_class_aux: 3.378054 loss_bbox_aux: 0.813235 loss_giou_aux: 2.554658 loss_class_dn: 0.328303 loss_bbox_dn: 0.127373 loss_giou_dn: 0.360379 loss_class_aux_dn: 1.743183 loss_bbox_aux_dn: 0.789042 loss_giou_aux_dn: 1.966245 loss: 14.117155 eta: 2:35:23 batch_cost: 0.5838 data_cost: 0.0013 ips: 6.8519 images/s [04/02 05:10:50] ppdet.engine INFO: Epoch: [69] [5100/7329] learning_rate: 0.000100 loss_class: 0.529733 loss_bbox: 0.126616 loss_giou: 0.370841 loss_class_aux: 3.437374 loss_bbox_aux: 0.865061 loss_giou_aux: 2.400345 loss_class_dn: 0.307722 loss_bbox_dn: 0.130776 loss_giou_dn: 0.342364 loss_class_aux_dn: 1.650775 loss_bbox_aux_dn: 0.823263 loss_giou_aux_dn: 1.956781 loss: 13.598869 eta: 2:34:28 batch_cost: 0.5169 data_cost: 0.0013 ips: 7.7378 images/s [04/02 05:11:48] ppdet.engine INFO: Epoch: [69] [5200/7329] learning_rate: 0.000100 loss_class: 0.535362 loss_bbox: 0.120802 loss_giou: 0.356497 loss_class_aux: 3.401393 loss_bbox_aux: 0.791107 loss_giou_aux: 2.289215 loss_class_dn: 0.314065 loss_bbox_dn: 0.127809 loss_giou_dn: 0.350009 loss_class_aux_dn: 1.669394 loss_bbox_aux_dn: 0.780699 loss_giou_aux_dn: 1.940927 loss: 12.985271 eta: 2:33:33 batch_cost: 0.5173 data_cost: 0.0012 ips: 7.7325 images/s [04/02 05:12:46] ppdet.engine INFO: Epoch: [69] [5300/7329] learning_rate: 0.000100 loss_class: 0.571768 loss_bbox: 0.145896 loss_giou: 0.353644 loss_class_aux: 3.481584 loss_bbox_aux: 0.934356 loss_giou_aux: 2.157389 loss_class_dn: 0.305946 loss_bbox_dn: 0.150375 loss_giou_dn: 0.322265 loss_class_aux_dn: 1.657982 loss_bbox_aux_dn: 0.886686 loss_giou_aux_dn: 1.859964 loss: 13.101976 eta: 2:32:38 batch_cost: 0.5284 data_cost: 0.0013 ips: 7.5699 images/s [04/02 05:13:49] ppdet.engine INFO: Epoch: [69] [5400/7329] learning_rate: 0.000100 loss_class: 0.477303 loss_bbox: 0.111532 loss_giou: 0.380687 loss_class_aux: 3.164062 loss_bbox_aux: 0.763721 loss_giou_aux: 2.496615 loss_class_dn: 0.310723 loss_bbox_dn: 0.112954 loss_giou_dn: 0.360417 loss_class_aux_dn: 1.619302 loss_bbox_aux_dn: 0.698259 loss_giou_aux_dn: 2.013831 loss: 13.572288 eta: 2:31:43 batch_cost: 0.5735 data_cost: 0.0013 ips: 6.9747 images/s [04/02 05:14:55] ppdet.engine INFO: Epoch: [69] [5500/7329] learning_rate: 0.000100 loss_class: 0.539010 loss_bbox: 0.138258 loss_giou: 0.360738 loss_class_aux: 3.373405 loss_bbox_aux: 0.883659 loss_giou_aux: 2.318198 loss_class_dn: 0.314983 loss_bbox_dn: 0.136765 loss_giou_dn: 0.338644 loss_class_aux_dn: 1.662764 loss_bbox_aux_dn: 0.801969 loss_giou_aux_dn: 1.907259 loss: 13.472752 eta: 2:30:48 batch_cost: 0.5935 data_cost: 0.0013 ips: 6.7396 images/s [04/02 05:15:55] ppdet.engine INFO: Epoch: [69] [5600/7329] learning_rate: 0.000100 loss_class: 0.524903 loss_bbox: 0.127932 loss_giou: 0.339925 loss_class_aux: 3.354660 loss_bbox_aux: 0.887870 loss_giou_aux: 2.293822 loss_class_dn: 0.297645 loss_bbox_dn: 0.141330 loss_giou_dn: 0.303747 loss_class_aux_dn: 1.659352 loss_bbox_aux_dn: 0.862763 loss_giou_aux_dn: 1.730180 loss: 12.459019 eta: 2:29:53 batch_cost: 0.5497 data_cost: 0.0013 ips: 7.2773 images/s [04/02 05:16:59] ppdet.engine INFO: Epoch: [69] [5700/7329] learning_rate: 0.000100 loss_class: 0.495729 loss_bbox: 0.121112 loss_giou: 0.359485 loss_class_aux: 3.250694 loss_bbox_aux: 0.815973 loss_giou_aux: 2.261779 loss_class_dn: 0.290083 loss_bbox_dn: 0.123158 loss_giou_dn: 0.316866 loss_class_aux_dn: 1.531722 loss_bbox_aux_dn: 0.741439 loss_giou_aux_dn: 1.803509 loss: 12.456860 eta: 2:28:58 batch_cost: 0.5810 data_cost: 0.0013 ips: 6.8847 images/s [04/02 05:18:00] ppdet.engine INFO: Epoch: [69] [5800/7329] learning_rate: 0.000100 loss_class: 0.501929 loss_bbox: 0.115075 loss_giou: 0.371300 loss_class_aux: 3.150264 loss_bbox_aux: 0.765355 loss_giou_aux: 2.247622 loss_class_dn: 0.286937 loss_bbox_dn: 0.125746 loss_giou_dn: 0.320534 loss_class_aux_dn: 1.540505 loss_bbox_aux_dn: 0.762515 loss_giou_aux_dn: 1.787512 loss: 11.676176 eta: 2:28:04 batch_cost: 0.5583 data_cost: 0.0012 ips: 7.1645 images/s [04/02 05:18:59] ppdet.engine INFO: Epoch: [69] [5900/7329] learning_rate: 0.000100 loss_class: 0.535864 loss_bbox: 0.122339 loss_giou: 0.369013 loss_class_aux: 3.400493 loss_bbox_aux: 0.813239 loss_giou_aux: 2.297172 loss_class_dn: 0.318469 loss_bbox_dn: 0.129741 loss_giou_dn: 0.338994 loss_class_aux_dn: 1.737335 loss_bbox_aux_dn: 0.783223 loss_giou_aux_dn: 1.891192 loss: 13.733162 eta: 2:27:09 batch_cost: 0.5366 data_cost: 0.0013 ips: 7.4540 images/s [04/02 05:20:04] ppdet.engine INFO: Epoch: [69] [6000/7329] learning_rate: 0.000100 loss_class: 0.542831 loss_bbox: 0.120956 loss_giou: 0.295216 loss_class_aux: 3.525153 loss_bbox_aux: 0.780256 loss_giou_aux: 1.820024 loss_class_dn: 0.275730 loss_bbox_dn: 0.134613 loss_giou_dn: 0.282403 loss_class_aux_dn: 1.499704 loss_bbox_aux_dn: 0.785987 loss_giou_aux_dn: 1.556499 loss: 11.527367 eta: 2:26:14 batch_cost: 0.5859 data_cost: 0.0012 ips: 6.8273 images/s [04/02 05:21:02] ppdet.engine INFO: Epoch: [69] [6100/7329] learning_rate: 0.000100 loss_class: 0.557342 loss_bbox: 0.131432 loss_giou: 0.379191 loss_class_aux: 3.483994 loss_bbox_aux: 0.864031 loss_giou_aux: 2.369937 loss_class_dn: 0.317667 loss_bbox_dn: 0.143205 loss_giou_dn: 0.336055 loss_class_aux_dn: 1.732229 loss_bbox_aux_dn: 0.866763 loss_giou_aux_dn: 1.888099 loss: 13.413700 eta: 2:25:19 batch_cost: 0.5239 data_cost: 0.0012 ips: 7.6354 images/s [04/02 05:21:58] ppdet.engine INFO: Epoch: [69] [6200/7329] learning_rate: 0.000100 loss_class: 0.533707 loss_bbox: 0.124002 loss_giou: 0.357631 loss_class_aux: 3.438725 loss_bbox_aux: 0.844021 loss_giou_aux: 2.193529 loss_class_dn: 0.311428 loss_bbox_dn: 0.136052 loss_giou_dn: 0.312617 loss_class_aux_dn: 1.667754 loss_bbox_aux_dn: 0.829093 loss_giou_aux_dn: 1.724835 loss: 12.754750 eta: 2:24:24 batch_cost: 0.5028 data_cost: 0.0013 ips: 7.9554 images/s [04/02 05:23:00] ppdet.engine INFO: Epoch: [69] [6300/7329] learning_rate: 0.000100 loss_class: 0.653326 loss_bbox: 0.142147 loss_giou: 0.442787 loss_class_aux: 4.054318 loss_bbox_aux: 0.911290 loss_giou_aux: 2.769555 loss_class_dn: 0.393684 loss_bbox_dn: 0.147514 loss_giou_dn: 0.410251 loss_class_aux_dn: 2.047230 loss_bbox_aux_dn: 0.886247 loss_giou_aux_dn: 2.382387 loss: 16.066080 eta: 2:23:29 batch_cost: 0.5668 data_cost: 0.0012 ips: 7.0569 images/s [04/02 05:24:00] ppdet.engine INFO: Epoch: [69] [6400/7329] learning_rate: 0.000100 loss_class: 0.638872 loss_bbox: 0.138550 loss_giou: 0.437231 loss_class_aux: 4.099821 loss_bbox_aux: 0.949005 loss_giou_aux: 2.752323 loss_class_dn: 0.356828 loss_bbox_dn: 0.148870 loss_giou_dn: 0.417837 loss_class_aux_dn: 1.893953 loss_bbox_aux_dn: 0.887398 loss_giou_aux_dn: 2.358571 loss: 16.095064 eta: 2:22:34 batch_cost: 0.5437 data_cost: 0.0012 ips: 7.3573 images/s [04/02 05:24:59] ppdet.engine INFO: Epoch: [69] [6500/7329] learning_rate: 0.000100 loss_class: 0.525016 loss_bbox: 0.120928 loss_giou: 0.321362 loss_class_aux: 3.451853 loss_bbox_aux: 0.784036 loss_giou_aux: 2.075246 loss_class_dn: 0.299881 loss_bbox_dn: 0.114015 loss_giou_dn: 0.307045 loss_class_aux_dn: 1.626531 loss_bbox_aux_dn: 0.680878 loss_giou_aux_dn: 1.704112 loss: 12.225644 eta: 2:21:39 batch_cost: 0.5360 data_cost: 0.0012 ips: 7.4634 images/s [04/02 05:25:56] ppdet.engine INFO: Epoch: [69] [6600/7329] learning_rate: 0.000100 loss_class: 0.602126 loss_bbox: 0.115044 loss_giou: 0.365401 loss_class_aux: 3.746883 loss_bbox_aux: 0.802252 loss_giou_aux: 2.410802 loss_class_dn: 0.304834 loss_bbox_dn: 0.123905 loss_giou_dn: 0.352703 loss_class_aux_dn: 1.663972 loss_bbox_aux_dn: 0.728289 loss_giou_aux_dn: 1.933007 loss: 13.479771 eta: 2:20:44 batch_cost: 0.5192 data_cost: 0.0013 ips: 7.7036 images/s [04/02 05:26:56] ppdet.engine INFO: Epoch: [69] [6700/7329] learning_rate: 0.000100 loss_class: 0.570411 loss_bbox: 0.137611 loss_giou: 0.380663 loss_class_aux: 3.677451 loss_bbox_aux: 0.884824 loss_giou_aux: 2.365229 loss_class_dn: 0.336661 loss_bbox_dn: 0.137749 loss_giou_dn: 0.332721 loss_class_aux_dn: 1.810322 loss_bbox_aux_dn: 0.840820 loss_giou_aux_dn: 1.913550 loss: 13.498924 eta: 2:19:49 batch_cost: 0.5394 data_cost: 0.0014 ips: 7.4162 images/s [04/02 05:27:56] ppdet.engine INFO: Epoch: [69] [6800/7329] learning_rate: 0.000100 loss_class: 0.508243 loss_bbox: 0.124239 loss_giou: 0.314152 loss_class_aux: 3.264946 loss_bbox_aux: 0.814390 loss_giou_aux: 1.990327 loss_class_dn: 0.298938 loss_bbox_dn: 0.138564 loss_giou_dn: 0.297370 loss_class_aux_dn: 1.618920 loss_bbox_aux_dn: 0.780062 loss_giou_aux_dn: 1.706059 loss: 11.884111 eta: 2:18:55 batch_cost: 0.5503 data_cost: 0.0012 ips: 7.2689 images/s [04/02 05:28:56] ppdet.engine INFO: Epoch: [69] [6900/7329] learning_rate: 0.000100 loss_class: 0.557276 loss_bbox: 0.138301 loss_giou: 0.383795 loss_class_aux: 3.429599 loss_bbox_aux: 0.892966 loss_giou_aux: 2.414151 loss_class_dn: 0.304505 loss_bbox_dn: 0.131559 loss_giou_dn: 0.334341 loss_class_aux_dn: 1.643484 loss_bbox_aux_dn: 0.776158 loss_giou_aux_dn: 1.887784 loss: 13.059257 eta: 2:18:00 batch_cost: 0.5383 data_cost: 0.0014 ips: 7.4306 images/s [04/02 05:29:57] ppdet.engine INFO: Epoch: [69] [7000/7329] learning_rate: 0.000100 loss_class: 0.560864 loss_bbox: 0.127685 loss_giou: 0.398182 loss_class_aux: 3.607017 loss_bbox_aux: 0.884830 loss_giou_aux: 2.561104 loss_class_dn: 0.308635 loss_bbox_dn: 0.136088 loss_giou_dn: 0.348952 loss_class_aux_dn: 1.661854 loss_bbox_aux_dn: 0.816604 loss_giou_aux_dn: 1.941169 loss: 13.170434 eta: 2:17:05 batch_cost: 0.5413 data_cost: 0.0013 ips: 7.3894 images/s [04/02 05:30:55] ppdet.engine INFO: Epoch: [69] [7100/7329] learning_rate: 0.000100 loss_class: 0.503698 loss_bbox: 0.130571 loss_giou: 0.346694 loss_class_aux: 3.207685 loss_bbox_aux: 0.822947 loss_giou_aux: 2.198101 loss_class_dn: 0.305825 loss_bbox_dn: 0.121133 loss_giou_dn: 0.323797 loss_class_aux_dn: 1.622195 loss_bbox_aux_dn: 0.747229 loss_giou_aux_dn: 1.851590 loss: 12.460174 eta: 2:16:10 batch_cost: 0.5277 data_cost: 0.0013 ips: 7.5796 images/s [04/02 05:31:55] ppdet.engine INFO: Epoch: [69] [7200/7329] learning_rate: 0.000100 loss_class: 0.600154 loss_bbox: 0.132435 loss_giou: 0.384886 loss_class_aux: 3.837005 loss_bbox_aux: 0.885089 loss_giou_aux: 2.461317 loss_class_dn: 0.351448 loss_bbox_dn: 0.137029 loss_giou_dn: 0.338567 loss_class_aux_dn: 1.918130 loss_bbox_aux_dn: 0.849567 loss_giou_aux_dn: 1.968099 loss: 15.195050 eta: 2:15:15 batch_cost: 0.5369 data_cost: 0.0015 ips: 7.4507 images/s [04/02 05:32:52] ppdet.engine INFO: Epoch: [69] [7300/7329] learning_rate: 0.000100 loss_class: 0.524031 loss_bbox: 0.144710 loss_giou: 0.394347 loss_class_aux: 3.350743 loss_bbox_aux: 0.940726 loss_giou_aux: 2.571411 loss_class_dn: 0.308871 loss_bbox_dn: 0.158532 loss_giou_dn: 0.349837 loss_class_aux_dn: 1.688316 loss_bbox_aux_dn: 0.928934 loss_giou_aux_dn: 1.976136 loss: 13.801931 eta: 2:14:20 batch_cost: 0.5129 data_cost: 0.0012 ips: 7.7985 images/s [04/02 05:33:13] ppdet.engine INFO: Eval iter: 0 [04/02 05:33:41] ppdet.engine INFO: Eval iter: 100 [04/02 05:34:08] ppdet.engine INFO: Eval iter: 200 [04/02 05:34:36] ppdet.engine INFO: Eval iter: 300 [04/02 05:35:03] ppdet.engine INFO: Eval iter: 400 [04/02 05:35:31] ppdet.engine INFO: Eval iter: 500 [04/02 05:36:00] ppdet.engine INFO: Eval iter: 600 [04/02 05:36:31] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/02 05:36:31] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.68s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.61s). Accumulating evaluation results... DONE (t=27.91s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 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 ] = 0.699 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 ] = 0.655 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 ] = 0.546 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 ] = 0.880 [04/02 05:39:14] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.45262889748342 [04/02 05:39:14] ppdet.engine INFO: Best test bbox ap is 0.531. [04/02 05:39:16] ppdet.engine INFO: Epoch: [70] [ 0/7329] learning_rate: 0.000100 loss_class: 0.539265 loss_bbox: 0.135068 loss_giou: 0.387378 loss_class_aux: 3.461297 loss_bbox_aux: 0.880265 loss_giou_aux: 2.427176 loss_class_dn: 0.312018 loss_bbox_dn: 0.132396 loss_giou_dn: 0.338085 loss_class_aux_dn: 1.688316 loss_bbox_aux_dn: 0.793252 loss_giou_aux_dn: 1.893034 loss: 13.260242 eta: 2:14:04 batch_cost: 0.5029 data_cost: 0.0012 ips: 7.9540 images/s [04/02 05:40:15] ppdet.engine INFO: Epoch: [70] [ 100/7329] learning_rate: 0.000100 loss_class: 0.578226 loss_bbox: 0.128757 loss_giou: 0.372530 loss_class_aux: 3.732133 loss_bbox_aux: 0.847394 loss_giou_aux: 2.361443 loss_class_dn: 0.312659 loss_bbox_dn: 0.129938 loss_giou_dn: 0.322980 loss_class_aux_dn: 1.709455 loss_bbox_aux_dn: 0.804514 loss_giou_aux_dn: 1.801088 loss: 13.078638 eta: 2:13:09 batch_cost: 0.5385 data_cost: 0.0013 ips: 7.4287 images/s [04/02 05:41:11] ppdet.engine INFO: Epoch: [70] [ 200/7329] learning_rate: 0.000100 loss_class: 0.562671 loss_bbox: 0.133961 loss_giou: 0.381719 loss_class_aux: 3.557817 loss_bbox_aux: 0.954757 loss_giou_aux: 2.468776 loss_class_dn: 0.333528 loss_bbox_dn: 0.142430 loss_giou_dn: 0.363924 loss_class_aux_dn: 1.801875 loss_bbox_aux_dn: 0.834415 loss_giou_aux_dn: 2.013684 loss: 13.771277 eta: 2:12:14 batch_cost: 0.5004 data_cost: 0.0013 ips: 7.9940 images/s [04/02 05:42:07] ppdet.engine INFO: Epoch: [70] [ 300/7329] learning_rate: 0.000100 loss_class: 0.503193 loss_bbox: 0.138764 loss_giou: 0.364417 loss_class_aux: 3.095043 loss_bbox_aux: 0.875492 loss_giou_aux: 2.320158 loss_class_dn: 0.293132 loss_bbox_dn: 0.132163 loss_giou_dn: 0.330350 loss_class_aux_dn: 1.570203 loss_bbox_aux_dn: 0.798160 loss_giou_aux_dn: 1.836717 loss: 12.612942 eta: 2:11:19 batch_cost: 0.5139 data_cost: 0.0012 ips: 7.7833 images/s [04/02 05:43:08] ppdet.engine INFO: Epoch: [70] [ 400/7329] learning_rate: 0.000100 loss_class: 0.515062 loss_bbox: 0.125050 loss_giou: 0.381520 loss_class_aux: 3.379604 loss_bbox_aux: 0.869287 loss_giou_aux: 2.421951 loss_class_dn: 0.322346 loss_bbox_dn: 0.124662 loss_giou_dn: 0.369751 loss_class_aux_dn: 1.701729 loss_bbox_aux_dn: 0.777125 loss_giou_aux_dn: 2.103474 loss: 12.915528 eta: 2:10:24 batch_cost: 0.5540 data_cost: 0.0012 ips: 7.2201 images/s [04/02 05:44:09] ppdet.engine INFO: Epoch: [70] [ 500/7329] learning_rate: 0.000100 loss_class: 0.567348 loss_bbox: 0.139286 loss_giou: 0.388133 loss_class_aux: 3.751467 loss_bbox_aux: 0.995412 loss_giou_aux: 2.415132 loss_class_dn: 0.347625 loss_bbox_dn: 0.143266 loss_giou_dn: 0.348880 loss_class_aux_dn: 1.863730 loss_bbox_aux_dn: 0.875087 loss_giou_aux_dn: 1.981520 loss: 14.202533 eta: 2:09:29 batch_cost: 0.5542 data_cost: 0.0011 ips: 7.2175 images/s [04/02 05:45:06] ppdet.engine INFO: Epoch: [70] [ 600/7329] learning_rate: 0.000100 loss_class: 0.560103 loss_bbox: 0.131205 loss_giou: 0.349836 loss_class_aux: 3.657852 loss_bbox_aux: 0.887052 loss_giou_aux: 2.279873 loss_class_dn: 0.339713 loss_bbox_dn: 0.132739 loss_giou_dn: 0.348276 loss_class_aux_dn: 1.824469 loss_bbox_aux_dn: 0.788915 loss_giou_aux_dn: 1.968606 loss: 13.993314 eta: 2:08:34 batch_cost: 0.5138 data_cost: 0.0012 ips: 7.7854 images/s [04/02 05:46:03] ppdet.engine INFO: Epoch: [70] [ 700/7329] learning_rate: 0.000100 loss_class: 0.597433 loss_bbox: 0.132503 loss_giou: 0.407014 loss_class_aux: 3.889727 loss_bbox_aux: 0.878377 loss_giou_aux: 2.635232 loss_class_dn: 0.335540 loss_bbox_dn: 0.127982 loss_giou_dn: 0.341001 loss_class_aux_dn: 1.840200 loss_bbox_aux_dn: 0.823928 loss_giou_aux_dn: 1.954348 loss: 14.608168 eta: 2:07:39 batch_cost: 0.5183 data_cost: 0.0013 ips: 7.7170 images/s [04/02 05:47:02] ppdet.engine INFO: Epoch: [70] [ 800/7329] learning_rate: 0.000100 loss_class: 0.586949 loss_bbox: 0.125561 loss_giou: 0.371646 loss_class_aux: 3.686925 loss_bbox_aux: 0.867351 loss_giou_aux: 2.380305 loss_class_dn: 0.336281 loss_bbox_dn: 0.133929 loss_giou_dn: 0.357404 loss_class_aux_dn: 1.765217 loss_bbox_aux_dn: 0.831550 loss_giou_aux_dn: 2.003008 loss: 14.346232 eta: 2:06:44 batch_cost: 0.5307 data_cost: 0.0013 ips: 7.5366 images/s [04/02 05:48:00] ppdet.engine INFO: Epoch: [70] [ 900/7329] learning_rate: 0.000100 loss_class: 0.518037 loss_bbox: 0.127972 loss_giou: 0.373722 loss_class_aux: 3.344569 loss_bbox_aux: 0.860361 loss_giou_aux: 2.368122 loss_class_dn: 0.347333 loss_bbox_dn: 0.136041 loss_giou_dn: 0.319609 loss_class_aux_dn: 1.861217 loss_bbox_aux_dn: 0.808759 loss_giou_aux_dn: 1.886795 loss: 14.038114 eta: 2:05:49 batch_cost: 0.5229 data_cost: 0.0015 ips: 7.6498 images/s [04/02 05:48:56] ppdet.engine INFO: Epoch: [70] [1000/7329] learning_rate: 0.000100 loss_class: 0.535917 loss_bbox: 0.123344 loss_giou: 0.383168 loss_class_aux: 3.390119 loss_bbox_aux: 0.837008 loss_giou_aux: 2.369212 loss_class_dn: 0.328717 loss_bbox_dn: 0.114604 loss_giou_dn: 0.336479 loss_class_aux_dn: 1.749979 loss_bbox_aux_dn: 0.679491 loss_giou_aux_dn: 1.948023 loss: 13.749269 eta: 2:04:54 batch_cost: 0.5015 data_cost: 0.0013 ips: 7.9759 images/s [04/02 05:49:53] ppdet.engine INFO: Epoch: [70] [1100/7329] learning_rate: 0.000100 loss_class: 0.610998 loss_bbox: 0.144096 loss_giou: 0.393347 loss_class_aux: 3.745996 loss_bbox_aux: 0.950434 loss_giou_aux: 2.499921 loss_class_dn: 0.372201 loss_bbox_dn: 0.134246 loss_giou_dn: 0.373168 loss_class_aux_dn: 1.962193 loss_bbox_aux_dn: 0.760867 loss_giou_aux_dn: 2.130747 loss: 15.213074 eta: 2:04:00 batch_cost: 0.5180 data_cost: 0.0012 ips: 7.7213 images/s [04/02 05:50:55] ppdet.engine INFO: Epoch: [70] [1200/7329] learning_rate: 0.000100 loss_class: 0.496007 loss_bbox: 0.128100 loss_giou: 0.328522 loss_class_aux: 3.166490 loss_bbox_aux: 0.828963 loss_giou_aux: 2.086410 loss_class_dn: 0.286934 loss_bbox_dn: 0.126477 loss_giou_dn: 0.308564 loss_class_aux_dn: 1.591755 loss_bbox_aux_dn: 0.759586 loss_giou_aux_dn: 1.754510 loss: 12.132182 eta: 2:03:05 batch_cost: 0.5640 data_cost: 0.0013 ips: 7.0918 images/s [04/02 05:52:01] ppdet.engine INFO: Epoch: [70] [1300/7329] learning_rate: 0.000100 loss_class: 0.543504 loss_bbox: 0.147030 loss_giou: 0.392228 loss_class_aux: 3.525031 loss_bbox_aux: 1.000709 loss_giou_aux: 2.434280 loss_class_dn: 0.331051 loss_bbox_dn: 0.144676 loss_giou_dn: 0.374524 loss_class_aux_dn: 1.809532 loss_bbox_aux_dn: 0.859697 loss_giou_aux_dn: 2.137558 loss: 14.800124 eta: 2:02:10 batch_cost: 0.5850 data_cost: 0.0016 ips: 6.8379 images/s [04/02 05:53:09] ppdet.engine INFO: Epoch: [70] [1400/7329] learning_rate: 0.000100 loss_class: 0.557071 loss_bbox: 0.131773 loss_giou: 0.340973 loss_class_aux: 3.631304 loss_bbox_aux: 0.863307 loss_giou_aux: 2.224431 loss_class_dn: 0.299206 loss_bbox_dn: 0.132148 loss_giou_dn: 0.345295 loss_class_aux_dn: 1.647675 loss_bbox_aux_dn: 0.801676 loss_giou_aux_dn: 1.911710 loss: 12.937775 eta: 2:01:15 batch_cost: 0.6037 data_cost: 0.0016 ips: 6.6263 images/s [04/02 05:54:06] ppdet.engine INFO: Epoch: [70] [1500/7329] learning_rate: 0.000100 loss_class: 0.549956 loss_bbox: 0.134585 loss_giou: 0.383206 loss_class_aux: 3.403182 loss_bbox_aux: 0.893415 loss_giou_aux: 2.432462 loss_class_dn: 0.305749 loss_bbox_dn: 0.125261 loss_giou_dn: 0.363215 loss_class_aux_dn: 1.609765 loss_bbox_aux_dn: 0.738751 loss_giou_aux_dn: 2.022578 loss: 13.131547 eta: 2:00:20 batch_cost: 0.5126 data_cost: 0.0012 ips: 7.8035 images/s [04/02 05:55:06] ppdet.engine INFO: Epoch: [70] [1600/7329] learning_rate: 0.000100 loss_class: 0.572372 loss_bbox: 0.132793 loss_giou: 0.349874 loss_class_aux: 3.577427 loss_bbox_aux: 0.893853 loss_giou_aux: 2.219038 loss_class_dn: 0.328141 loss_bbox_dn: 0.136586 loss_giou_dn: 0.333021 loss_class_aux_dn: 1.759616 loss_bbox_aux_dn: 0.826140 loss_giou_aux_dn: 1.848616 loss: 13.108715 eta: 1:59:25 batch_cost: 0.5436 data_cost: 0.0013 ips: 7.3577 images/s [04/02 05:56:04] ppdet.engine INFO: Epoch: [70] [1700/7329] learning_rate: 0.000100 loss_class: 0.590102 loss_bbox: 0.134403 loss_giou: 0.391876 loss_class_aux: 3.750762 loss_bbox_aux: 0.850274 loss_giou_aux: 2.529622 loss_class_dn: 0.357382 loss_bbox_dn: 0.138475 loss_giou_dn: 0.392106 loss_class_aux_dn: 1.917168 loss_bbox_aux_dn: 0.826611 loss_giou_aux_dn: 2.144798 loss: 14.191763 eta: 1:58:30 batch_cost: 0.5202 data_cost: 0.0013 ips: 7.6901 images/s [04/02 05:57:04] ppdet.engine INFO: Epoch: [70] [1800/7329] learning_rate: 0.000100 loss_class: 0.516296 loss_bbox: 0.124454 loss_giou: 0.366563 loss_class_aux: 3.247880 loss_bbox_aux: 0.827553 loss_giou_aux: 2.329909 loss_class_dn: 0.321904 loss_bbox_dn: 0.122932 loss_giou_dn: 0.352731 loss_class_aux_dn: 1.721137 loss_bbox_aux_dn: 0.747723 loss_giou_aux_dn: 2.046683 loss: 13.436490 eta: 1:57:35 batch_cost: 0.5515 data_cost: 0.0012 ips: 7.2528 images/s [04/02 05:58:01] ppdet.engine INFO: Epoch: [70] [1900/7329] learning_rate: 0.000100 loss_class: 0.516891 loss_bbox: 0.127598 loss_giou: 0.348855 loss_class_aux: 3.303946 loss_bbox_aux: 0.872385 loss_giou_aux: 2.162842 loss_class_dn: 0.304890 loss_bbox_dn: 0.133223 loss_giou_dn: 0.311408 loss_class_aux_dn: 1.640695 loss_bbox_aux_dn: 0.797648 loss_giou_aux_dn: 1.713931 loss: 12.670692 eta: 1:56:41 batch_cost: 0.5171 data_cost: 0.0013 ips: 7.7349 images/s [04/02 05:58:59] ppdet.engine INFO: Epoch: [70] [2000/7329] learning_rate: 0.000100 loss_class: 0.549777 loss_bbox: 0.125179 loss_giou: 0.347012 loss_class_aux: 3.441724 loss_bbox_aux: 0.858848 loss_giou_aux: 2.189111 loss_class_dn: 0.297629 loss_bbox_dn: 0.122317 loss_giou_dn: 0.318159 loss_class_aux_dn: 1.634910 loss_bbox_aux_dn: 0.737603 loss_giou_aux_dn: 1.747305 loss: 12.564868 eta: 1:55:46 batch_cost: 0.5236 data_cost: 0.0013 ips: 7.6395 images/s [04/02 06:00:02] ppdet.engine INFO: Epoch: [70] [2100/7329] learning_rate: 0.000100 loss_class: 0.533647 loss_bbox: 0.114726 loss_giou: 0.263573 loss_class_aux: 3.269848 loss_bbox_aux: 0.792850 loss_giou_aux: 1.641814 loss_class_dn: 0.268704 loss_bbox_dn: 0.122190 loss_giou_dn: 0.258580 loss_class_aux_dn: 1.515336 loss_bbox_aux_dn: 0.728211 loss_giou_aux_dn: 1.492605 loss: 11.888169 eta: 1:54:51 batch_cost: 0.5622 data_cost: 0.0014 ips: 7.1151 images/s [04/02 06:01:04] ppdet.engine INFO: Epoch: [70] [2200/7329] learning_rate: 0.000100 loss_class: 0.566243 loss_bbox: 0.127941 loss_giou: 0.359525 loss_class_aux: 3.603659 loss_bbox_aux: 0.905824 loss_giou_aux: 2.365586 loss_class_dn: 0.323397 loss_bbox_dn: 0.141578 loss_giou_dn: 0.369975 loss_class_aux_dn: 1.731181 loss_bbox_aux_dn: 0.864307 loss_giou_aux_dn: 2.093572 loss: 13.480755 eta: 1:53:56 batch_cost: 0.5535 data_cost: 0.0014 ips: 7.2271 images/s [04/02 06:02:00] ppdet.engine INFO: Epoch: [70] [2300/7329] learning_rate: 0.000100 loss_class: 0.585143 loss_bbox: 0.145862 loss_giou: 0.392818 loss_class_aux: 3.849144 loss_bbox_aux: 0.933175 loss_giou_aux: 2.575238 loss_class_dn: 0.343776 loss_bbox_dn: 0.142564 loss_giou_dn: 0.369549 loss_class_aux_dn: 1.861443 loss_bbox_aux_dn: 0.855609 loss_giou_aux_dn: 2.061392 loss: 14.631804 eta: 1:53:01 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8695 images/s [04/02 06:03:01] ppdet.engine INFO: Epoch: [70] [2400/7329] learning_rate: 0.000100 loss_class: 0.560752 loss_bbox: 0.130212 loss_giou: 0.347665 loss_class_aux: 3.620746 loss_bbox_aux: 0.869333 loss_giou_aux: 2.173925 loss_class_dn: 0.316213 loss_bbox_dn: 0.143152 loss_giou_dn: 0.334540 loss_class_aux_dn: 1.705073 loss_bbox_aux_dn: 0.830573 loss_giou_aux_dn: 1.855974 loss: 13.862203 eta: 1:52:06 batch_cost: 0.5532 data_cost: 0.0013 ips: 7.2308 images/s [04/02 06:04:02] ppdet.engine INFO: Epoch: [70] [2500/7329] learning_rate: 0.000100 loss_class: 0.545614 loss_bbox: 0.111162 loss_giou: 0.311383 loss_class_aux: 3.560075 loss_bbox_aux: 0.725474 loss_giou_aux: 1.969628 loss_class_dn: 0.314180 loss_bbox_dn: 0.106280 loss_giou_dn: 0.282822 loss_class_aux_dn: 1.700567 loss_bbox_aux_dn: 0.651577 loss_giou_aux_dn: 1.655506 loss: 12.603035 eta: 1:51:11 batch_cost: 0.5599 data_cost: 0.0013 ips: 7.1446 images/s [04/02 06:04:58] ppdet.engine INFO: Epoch: [70] [2600/7329] learning_rate: 0.000100 loss_class: 0.568628 loss_bbox: 0.135904 loss_giou: 0.392826 loss_class_aux: 3.613349 loss_bbox_aux: 0.907440 loss_giou_aux: 2.494955 loss_class_dn: 0.319411 loss_bbox_dn: 0.138385 loss_giou_dn: 0.332326 loss_class_aux_dn: 1.750780 loss_bbox_aux_dn: 0.804546 loss_giou_aux_dn: 1.919774 loss: 13.931084 eta: 1:50:16 batch_cost: 0.5023 data_cost: 0.0012 ips: 7.9627 images/s [04/02 06:06:00] ppdet.engine INFO: Epoch: [70] [2700/7329] learning_rate: 0.000100 loss_class: 0.559436 loss_bbox: 0.131888 loss_giou: 0.364034 loss_class_aux: 3.600538 loss_bbox_aux: 0.884651 loss_giou_aux: 2.384906 loss_class_dn: 0.345510 loss_bbox_dn: 0.132519 loss_giou_dn: 0.361363 loss_class_aux_dn: 1.866266 loss_bbox_aux_dn: 0.822708 loss_giou_aux_dn: 2.042125 loss: 14.894879 eta: 1:49:21 batch_cost: 0.5596 data_cost: 0.0014 ips: 7.1485 images/s [04/02 06:07:01] ppdet.engine INFO: Epoch: [70] [2800/7329] learning_rate: 0.000100 loss_class: 0.549715 loss_bbox: 0.115222 loss_giou: 0.355256 loss_class_aux: 3.470233 loss_bbox_aux: 0.804242 loss_giou_aux: 2.309572 loss_class_dn: 0.333378 loss_bbox_dn: 0.119189 loss_giou_dn: 0.315494 loss_class_aux_dn: 1.788492 loss_bbox_aux_dn: 0.727463 loss_giou_aux_dn: 1.773110 loss: 13.101515 eta: 1:48:27 batch_cost: 0.5531 data_cost: 0.0012 ips: 7.2323 images/s [04/02 06:08:03] ppdet.engine INFO: Epoch: [70] [2900/7329] learning_rate: 0.000100 loss_class: 0.594304 loss_bbox: 0.135567 loss_giou: 0.393236 loss_class_aux: 3.731861 loss_bbox_aux: 0.838179 loss_giou_aux: 2.411444 loss_class_dn: 0.321699 loss_bbox_dn: 0.133574 loss_giou_dn: 0.349623 loss_class_aux_dn: 1.714020 loss_bbox_aux_dn: 0.782174 loss_giou_aux_dn: 1.940234 loss: 13.351732 eta: 1:47:32 batch_cost: 0.5655 data_cost: 0.0012 ips: 7.0737 images/s [04/02 06:09:00] ppdet.engine INFO: Epoch: [70] [3000/7329] learning_rate: 0.000100 loss_class: 0.538110 loss_bbox: 0.122125 loss_giou: 0.362641 loss_class_aux: 3.421869 loss_bbox_aux: 0.784416 loss_giou_aux: 2.333205 loss_class_dn: 0.316943 loss_bbox_dn: 0.128351 loss_giou_dn: 0.318662 loss_class_aux_dn: 1.698044 loss_bbox_aux_dn: 0.782999 loss_giou_aux_dn: 1.805049 loss: 12.764925 eta: 1:46:37 batch_cost: 0.5078 data_cost: 0.0013 ips: 7.8767 images/s [04/02 06:09:57] ppdet.engine INFO: Epoch: [70] [3100/7329] learning_rate: 0.000100 loss_class: 0.549740 loss_bbox: 0.131649 loss_giou: 0.428180 loss_class_aux: 3.504639 loss_bbox_aux: 0.873058 loss_giou_aux: 2.699582 loss_class_dn: 0.318333 loss_bbox_dn: 0.130797 loss_giou_dn: 0.390502 loss_class_aux_dn: 1.734242 loss_bbox_aux_dn: 0.805307 loss_giou_aux_dn: 2.140260 loss: 13.920712 eta: 1:45:42 batch_cost: 0.5179 data_cost: 0.0014 ips: 7.7229 images/s [04/02 06:10:56] ppdet.engine INFO: Epoch: [70] [3200/7329] learning_rate: 0.000100 loss_class: 0.573662 loss_bbox: 0.127075 loss_giou: 0.347316 loss_class_aux: 3.806098 loss_bbox_aux: 0.841363 loss_giou_aux: 2.259475 loss_class_dn: 0.330901 loss_bbox_dn: 0.126189 loss_giou_dn: 0.319246 loss_class_aux_dn: 1.793278 loss_bbox_aux_dn: 0.787771 loss_giou_aux_dn: 1.799374 loss: 13.636804 eta: 1:44:47 batch_cost: 0.5275 data_cost: 0.0013 ips: 7.5830 images/s [04/02 06:11:52] ppdet.engine INFO: Epoch: [70] [3300/7329] learning_rate: 0.000100 loss_class: 0.500178 loss_bbox: 0.131329 loss_giou: 0.353656 loss_class_aux: 3.217905 loss_bbox_aux: 0.881194 loss_giou_aux: 2.171394 loss_class_dn: 0.313218 loss_bbox_dn: 0.139502 loss_giou_dn: 0.324870 loss_class_aux_dn: 1.695066 loss_bbox_aux_dn: 0.833913 loss_giou_aux_dn: 1.853999 loss: 12.894544 eta: 1:43:52 batch_cost: 0.5055 data_cost: 0.0012 ips: 7.9132 images/s [04/02 06:12:52] ppdet.engine INFO: Epoch: [70] [3400/7329] learning_rate: 0.000100 loss_class: 0.493307 loss_bbox: 0.126506 loss_giou: 0.371915 loss_class_aux: 3.108320 loss_bbox_aux: 0.832592 loss_giou_aux: 2.349510 loss_class_dn: 0.302364 loss_bbox_dn: 0.133855 loss_giou_dn: 0.348397 loss_class_aux_dn: 1.646382 loss_bbox_aux_dn: 0.798226 loss_giou_aux_dn: 1.975057 loss: 13.360584 eta: 1:42:57 batch_cost: 0.5469 data_cost: 0.0013 ips: 7.3144 images/s [04/02 06:13:52] ppdet.engine INFO: Epoch: [70] [3500/7329] learning_rate: 0.000100 loss_class: 0.580579 loss_bbox: 0.138233 loss_giou: 0.373219 loss_class_aux: 3.612537 loss_bbox_aux: 0.893762 loss_giou_aux: 2.335644 loss_class_dn: 0.313025 loss_bbox_dn: 0.121397 loss_giou_dn: 0.324944 loss_class_aux_dn: 1.766256 loss_bbox_aux_dn: 0.745294 loss_giou_aux_dn: 1.844120 loss: 13.210052 eta: 1:42:02 batch_cost: 0.5447 data_cost: 0.0015 ips: 7.3430 images/s [04/02 06:14:50] ppdet.engine INFO: Epoch: [70] [3600/7329] learning_rate: 0.000100 loss_class: 0.567566 loss_bbox: 0.136411 loss_giou: 0.374910 loss_class_aux: 3.512836 loss_bbox_aux: 0.866512 loss_giou_aux: 2.431377 loss_class_dn: 0.353842 loss_bbox_dn: 0.122358 loss_giou_dn: 0.373079 loss_class_aux_dn: 1.843155 loss_bbox_aux_dn: 0.748126 loss_giou_aux_dn: 2.140848 loss: 14.736885 eta: 1:41:07 batch_cost: 0.5214 data_cost: 0.0012 ips: 7.6718 images/s [04/02 06:15:50] ppdet.engine INFO: Epoch: [70] [3700/7329] learning_rate: 0.000100 loss_class: 0.511129 loss_bbox: 0.114823 loss_giou: 0.361153 loss_class_aux: 3.280976 loss_bbox_aux: 0.780627 loss_giou_aux: 2.319088 loss_class_dn: 0.299736 loss_bbox_dn: 0.110253 loss_giou_dn: 0.305362 loss_class_aux_dn: 1.651094 loss_bbox_aux_dn: 0.689233 loss_giou_aux_dn: 1.744425 loss: 12.269976 eta: 1:40:12 batch_cost: 0.5456 data_cost: 0.0013 ips: 7.3308 images/s [04/02 06:16:49] ppdet.engine INFO: Epoch: [70] [3800/7329] learning_rate: 0.000100 loss_class: 0.504280 loss_bbox: 0.139195 loss_giou: 0.346372 loss_class_aux: 3.084614 loss_bbox_aux: 0.875889 loss_giou_aux: 2.257251 loss_class_dn: 0.296495 loss_bbox_dn: 0.132010 loss_giou_dn: 0.321438 loss_class_aux_dn: 1.577024 loss_bbox_aux_dn: 0.763848 loss_giou_aux_dn: 1.788152 loss: 11.986939 eta: 1:39:17 batch_cost: 0.5349 data_cost: 0.0012 ips: 7.4781 images/s [04/02 06:17:54] ppdet.engine INFO: Epoch: [70] [3900/7329] learning_rate: 0.000100 loss_class: 0.577980 loss_bbox: 0.145945 loss_giou: 0.439594 loss_class_aux: 3.585235 loss_bbox_aux: 0.910966 loss_giou_aux: 2.823694 loss_class_dn: 0.341800 loss_bbox_dn: 0.126582 loss_giou_dn: 0.398613 loss_class_aux_dn: 1.835583 loss_bbox_aux_dn: 0.792453 loss_giou_aux_dn: 2.237979 loss: 15.091816 eta: 1:38:23 batch_cost: 0.5868 data_cost: 0.0022 ips: 6.8168 images/s [04/02 06:18:56] ppdet.engine INFO: Epoch: [70] [4000/7329] learning_rate: 0.000100 loss_class: 0.608370 loss_bbox: 0.137014 loss_giou: 0.395208 loss_class_aux: 3.771417 loss_bbox_aux: 0.883351 loss_giou_aux: 2.521499 loss_class_dn: 0.348678 loss_bbox_dn: 0.138253 loss_giou_dn: 0.377173 loss_class_aux_dn: 1.913101 loss_bbox_aux_dn: 0.858994 loss_giou_aux_dn: 2.136554 loss: 14.800295 eta: 1:37:28 batch_cost: 0.5672 data_cost: 0.0012 ips: 7.0527 images/s [04/02 06:20:00] ppdet.engine INFO: Epoch: [70] [4100/7329] learning_rate: 0.000100 loss_class: 0.536445 loss_bbox: 0.125738 loss_giou: 0.363449 loss_class_aux: 3.390729 loss_bbox_aux: 0.806377 loss_giou_aux: 2.349074 loss_class_dn: 0.317232 loss_bbox_dn: 0.117752 loss_giou_dn: 0.336864 loss_class_aux_dn: 1.716217 loss_bbox_aux_dn: 0.724263 loss_giou_aux_dn: 1.902881 loss: 13.252840 eta: 1:36:33 batch_cost: 0.5747 data_cost: 0.0014 ips: 6.9607 images/s [04/02 06:20:59] ppdet.engine INFO: Epoch: [70] [4200/7329] learning_rate: 0.000100 loss_class: 0.516776 loss_bbox: 0.134407 loss_giou: 0.337741 loss_class_aux: 3.325392 loss_bbox_aux: 0.872044 loss_giou_aux: 2.160695 loss_class_dn: 0.325519 loss_bbox_dn: 0.146405 loss_giou_dn: 0.306282 loss_class_aux_dn: 1.782278 loss_bbox_aux_dn: 0.865587 loss_giou_aux_dn: 1.823075 loss: 13.839975 eta: 1:35:38 batch_cost: 0.5302 data_cost: 0.0014 ips: 7.5438 images/s [04/02 06:22:01] ppdet.engine INFO: Epoch: [70] [4300/7329] learning_rate: 0.000100 loss_class: 0.509540 loss_bbox: 0.125143 loss_giou: 0.342417 loss_class_aux: 3.273888 loss_bbox_aux: 0.837551 loss_giou_aux: 2.202220 loss_class_dn: 0.310556 loss_bbox_dn: 0.125869 loss_giou_dn: 0.303633 loss_class_aux_dn: 1.690957 loss_bbox_aux_dn: 0.763712 loss_giou_aux_dn: 1.794033 loss: 13.116369 eta: 1:34:43 batch_cost: 0.5552 data_cost: 0.0014 ips: 7.2043 images/s [04/02 06:23:09] ppdet.engine INFO: Epoch: [70] [4400/7329] learning_rate: 0.000100 loss_class: 0.523513 loss_bbox: 0.127300 loss_giou: 0.402386 loss_class_aux: 3.402462 loss_bbox_aux: 0.830798 loss_giou_aux: 2.639826 loss_class_dn: 0.325251 loss_bbox_dn: 0.124289 loss_giou_dn: 0.360823 loss_class_aux_dn: 1.757751 loss_bbox_aux_dn: 0.757012 loss_giou_aux_dn: 2.015332 loss: 13.240090 eta: 1:33:48 batch_cost: 0.6230 data_cost: 0.0012 ips: 6.4209 images/s [04/02 06:24:08] ppdet.engine INFO: Epoch: [70] [4500/7329] learning_rate: 0.000100 loss_class: 0.511021 loss_bbox: 0.106607 loss_giou: 0.347138 loss_class_aux: 3.260917 loss_bbox_aux: 0.722478 loss_giou_aux: 2.171160 loss_class_dn: 0.306950 loss_bbox_dn: 0.103795 loss_giou_dn: 0.311078 loss_class_aux_dn: 1.665232 loss_bbox_aux_dn: 0.649077 loss_giou_aux_dn: 1.724918 loss: 11.829903 eta: 1:32:54 batch_cost: 0.5382 data_cost: 0.0012 ips: 7.4327 images/s [04/02 06:25:11] ppdet.engine INFO: Epoch: [70] [4600/7329] learning_rate: 0.000100 loss_class: 0.600054 loss_bbox: 0.140735 loss_giou: 0.439742 loss_class_aux: 3.765581 loss_bbox_aux: 0.903192 loss_giou_aux: 2.808306 loss_class_dn: 0.363626 loss_bbox_dn: 0.131013 loss_giou_dn: 0.386399 loss_class_aux_dn: 1.926195 loss_bbox_aux_dn: 0.821359 loss_giou_aux_dn: 2.178562 loss: 15.292345 eta: 1:31:59 batch_cost: 0.5680 data_cost: 0.0018 ips: 7.0422 images/s [04/02 06:26:10] ppdet.engine INFO: Epoch: [70] [4700/7329] learning_rate: 0.000100 loss_class: 0.567830 loss_bbox: 0.116535 loss_giou: 0.335397 loss_class_aux: 3.742649 loss_bbox_aux: 0.808722 loss_giou_aux: 2.119063 loss_class_dn: 0.304110 loss_bbox_dn: 0.125408 loss_giou_dn: 0.296369 loss_class_aux_dn: 1.672978 loss_bbox_aux_dn: 0.793680 loss_giou_aux_dn: 1.711448 loss: 12.977156 eta: 1:31:04 batch_cost: 0.5334 data_cost: 0.0012 ips: 7.4989 images/s [04/02 06:27:10] ppdet.engine INFO: Epoch: [70] [4800/7329] learning_rate: 0.000100 loss_class: 0.522199 loss_bbox: 0.120504 loss_giou: 0.284547 loss_class_aux: 3.213781 loss_bbox_aux: 0.825572 loss_giou_aux: 1.867061 loss_class_dn: 0.279739 loss_bbox_dn: 0.131078 loss_giou_dn: 0.300640 loss_class_aux_dn: 1.526414 loss_bbox_aux_dn: 0.773039 loss_giou_aux_dn: 1.722872 loss: 12.202269 eta: 1:30:09 batch_cost: 0.5505 data_cost: 0.0013 ips: 7.2663 images/s [04/02 06:28:13] ppdet.engine INFO: Epoch: [70] [4900/7329] learning_rate: 0.000100 loss_class: 0.625896 loss_bbox: 0.140400 loss_giou: 0.387292 loss_class_aux: 4.050309 loss_bbox_aux: 0.944581 loss_giou_aux: 2.476953 loss_class_dn: 0.357644 loss_bbox_dn: 0.151999 loss_giou_dn: 0.370493 loss_class_aux_dn: 1.943641 loss_bbox_aux_dn: 0.937106 loss_giou_aux_dn: 2.097869 loss: 15.571783 eta: 1:29:14 batch_cost: 0.5738 data_cost: 0.0013 ips: 6.9710 images/s [04/02 06:29:15] ppdet.engine INFO: Epoch: [70] [5000/7329] learning_rate: 0.000100 loss_class: 0.553484 loss_bbox: 0.141630 loss_giou: 0.345143 loss_class_aux: 3.554862 loss_bbox_aux: 0.899521 loss_giou_aux: 2.340018 loss_class_dn: 0.298693 loss_bbox_dn: 0.139911 loss_giou_dn: 0.328800 loss_class_aux_dn: 1.643896 loss_bbox_aux_dn: 0.840598 loss_giou_aux_dn: 1.840446 loss: 13.325844 eta: 1:28:19 batch_cost: 0.5550 data_cost: 0.0013 ips: 7.2066 images/s [04/02 06:30:15] ppdet.engine INFO: Epoch: [70] [5100/7329] learning_rate: 0.000100 loss_class: 0.521335 loss_bbox: 0.125364 loss_giou: 0.323126 loss_class_aux: 3.432643 loss_bbox_aux: 0.865829 loss_giou_aux: 2.107708 loss_class_dn: 0.299727 loss_bbox_dn: 0.130671 loss_giou_dn: 0.302217 loss_class_aux_dn: 1.617417 loss_bbox_aux_dn: 0.796929 loss_giou_aux_dn: 1.732953 loss: 12.662333 eta: 1:27:24 batch_cost: 0.5471 data_cost: 0.0012 ips: 7.3111 images/s [04/02 06:31:19] ppdet.engine INFO: Epoch: [70] [5200/7329] learning_rate: 0.000100 loss_class: 0.578391 loss_bbox: 0.143417 loss_giou: 0.370210 loss_class_aux: 3.595050 loss_bbox_aux: 0.965825 loss_giou_aux: 2.392267 loss_class_dn: 0.322810 loss_bbox_dn: 0.151420 loss_giou_dn: 0.337036 loss_class_aux_dn: 1.729469 loss_bbox_aux_dn: 0.890475 loss_giou_aux_dn: 1.886919 loss: 14.458147 eta: 1:26:30 batch_cost: 0.5840 data_cost: 0.0013 ips: 6.8492 images/s [04/02 06:32:22] ppdet.engine INFO: Epoch: [70] [5300/7329] learning_rate: 0.000100 loss_class: 0.561858 loss_bbox: 0.136047 loss_giou: 0.372899 loss_class_aux: 3.668542 loss_bbox_aux: 0.882714 loss_giou_aux: 2.465541 loss_class_dn: 0.337155 loss_bbox_dn: 0.119172 loss_giou_dn: 0.328316 loss_class_aux_dn: 1.823805 loss_bbox_aux_dn: 0.724262 loss_giou_aux_dn: 1.884466 loss: 13.545184 eta: 1:25:35 batch_cost: 0.5798 data_cost: 0.0013 ips: 6.8992 images/s [04/02 06:33:22] ppdet.engine INFO: Epoch: [70] [5400/7329] learning_rate: 0.000100 loss_class: 0.501661 loss_bbox: 0.122585 loss_giou: 0.345407 loss_class_aux: 3.220538 loss_bbox_aux: 0.798779 loss_giou_aux: 2.271760 loss_class_dn: 0.302911 loss_bbox_dn: 0.122461 loss_giou_dn: 0.338566 loss_class_aux_dn: 1.602046 loss_bbox_aux_dn: 0.761670 loss_giou_aux_dn: 1.914558 loss: 13.163641 eta: 1:24:40 batch_cost: 0.5474 data_cost: 0.0012 ips: 7.3073 images/s [04/02 06:34:21] ppdet.engine INFO: Epoch: [70] [5500/7329] learning_rate: 0.000100 loss_class: 0.654478 loss_bbox: 0.143008 loss_giou: 0.454102 loss_class_aux: 4.057866 loss_bbox_aux: 0.919722 loss_giou_aux: 2.982270 loss_class_dn: 0.377522 loss_bbox_dn: 0.139949 loss_giou_dn: 0.410921 loss_class_aux_dn: 1.994281 loss_bbox_aux_dn: 0.842168 loss_giou_aux_dn: 2.346028 loss: 15.698330 eta: 1:23:45 batch_cost: 0.5279 data_cost: 0.0013 ips: 7.5777 images/s [04/02 06:35:19] ppdet.engine INFO: Epoch: [70] [5600/7329] learning_rate: 0.000100 loss_class: 0.550286 loss_bbox: 0.144877 loss_giou: 0.367418 loss_class_aux: 3.594662 loss_bbox_aux: 0.901077 loss_giou_aux: 2.361494 loss_class_dn: 0.306260 loss_bbox_dn: 0.145183 loss_giou_dn: 0.331203 loss_class_aux_dn: 1.687841 loss_bbox_aux_dn: 0.843685 loss_giou_aux_dn: 1.908367 loss: 12.965738 eta: 1:22:50 batch_cost: 0.5314 data_cost: 0.0013 ips: 7.5275 images/s [04/02 06:36:17] ppdet.engine INFO: Epoch: [70] [5700/7329] learning_rate: 0.000100 loss_class: 0.554615 loss_bbox: 0.130069 loss_giou: 0.413673 loss_class_aux: 3.522536 loss_bbox_aux: 0.842561 loss_giou_aux: 2.602266 loss_class_dn: 0.345394 loss_bbox_dn: 0.129054 loss_giou_dn: 0.367103 loss_class_aux_dn: 1.821184 loss_bbox_aux_dn: 0.807185 loss_giou_aux_dn: 2.078156 loss: 14.681190 eta: 1:21:55 batch_cost: 0.5238 data_cost: 0.0012 ips: 7.6365 images/s [04/02 06:37:20] ppdet.engine INFO: Epoch: [70] [5800/7329] learning_rate: 0.000100 loss_class: 0.525650 loss_bbox: 0.136080 loss_giou: 0.314714 loss_class_aux: 3.270373 loss_bbox_aux: 0.872805 loss_giou_aux: 2.061488 loss_class_dn: 0.314551 loss_bbox_dn: 0.137067 loss_giou_dn: 0.334157 loss_class_aux_dn: 1.721348 loss_bbox_aux_dn: 0.826812 loss_giou_aux_dn: 1.856134 loss: 12.438449 eta: 1:21:00 batch_cost: 0.5777 data_cost: 0.0012 ips: 6.9242 images/s [04/02 06:38:28] ppdet.engine INFO: Epoch: [70] [5900/7329] learning_rate: 0.000100 loss_class: 0.531649 loss_bbox: 0.114620 loss_giou: 0.397165 loss_class_aux: 3.251419 loss_bbox_aux: 0.771579 loss_giou_aux: 2.509868 loss_class_dn: 0.321029 loss_bbox_dn: 0.109534 loss_giou_dn: 0.348025 loss_class_aux_dn: 1.740422 loss_bbox_aux_dn: 0.714470 loss_giou_aux_dn: 1.937300 loss: 13.027992 eta: 1:20:06 batch_cost: 0.6200 data_cost: 0.0013 ips: 6.4518 images/s [04/02 06:39:26] ppdet.engine INFO: Epoch: [70] [6000/7329] learning_rate: 0.000100 loss_class: 0.494168 loss_bbox: 0.128455 loss_giou: 0.328551 loss_class_aux: 3.333653 loss_bbox_aux: 0.822042 loss_giou_aux: 2.138229 loss_class_dn: 0.281278 loss_bbox_dn: 0.119115 loss_giou_dn: 0.295795 loss_class_aux_dn: 1.564999 loss_bbox_aux_dn: 0.724302 loss_giou_aux_dn: 1.700788 loss: 11.983196 eta: 1:19:11 batch_cost: 0.5305 data_cost: 0.0012 ips: 7.5403 images/s [04/02 06:40:25] ppdet.engine INFO: Epoch: [70] [6100/7329] learning_rate: 0.000100 loss_class: 0.511153 loss_bbox: 0.109752 loss_giou: 0.289853 loss_class_aux: 3.240372 loss_bbox_aux: 0.736145 loss_giou_aux: 1.869799 loss_class_dn: 0.293008 loss_bbox_dn: 0.110359 loss_giou_dn: 0.280860 loss_class_aux_dn: 1.558048 loss_bbox_aux_dn: 0.670637 loss_giou_aux_dn: 1.628890 loss: 11.515295 eta: 1:18:16 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6275 images/s [04/02 06:41:21] ppdet.engine INFO: Epoch: [70] [6200/7329] learning_rate: 0.000100 loss_class: 0.539542 loss_bbox: 0.136084 loss_giou: 0.325518 loss_class_aux: 3.527122 loss_bbox_aux: 0.880273 loss_giou_aux: 2.104378 loss_class_dn: 0.305002 loss_bbox_dn: 0.134570 loss_giou_dn: 0.319451 loss_class_aux_dn: 1.647557 loss_bbox_aux_dn: 0.793052 loss_giou_aux_dn: 1.814593 loss: 13.344946 eta: 1:17:21 batch_cost: 0.5127 data_cost: 0.0012 ips: 7.8023 images/s [04/02 06:42:20] ppdet.engine INFO: Epoch: [70] [6300/7329] learning_rate: 0.000100 loss_class: 0.500353 loss_bbox: 0.124584 loss_giou: 0.278706 loss_class_aux: 3.069111 loss_bbox_aux: 0.825989 loss_giou_aux: 1.679255 loss_class_dn: 0.262449 loss_bbox_dn: 0.112634 loss_giou_dn: 0.245038 loss_class_aux_dn: 1.484908 loss_bbox_aux_dn: 0.717822 loss_giou_aux_dn: 1.407870 loss: 10.955203 eta: 1:16:26 batch_cost: 0.5350 data_cost: 0.0014 ips: 7.4772 images/s [04/02 06:43:20] ppdet.engine INFO: Epoch: [70] [6400/7329] learning_rate: 0.000100 loss_class: 0.566348 loss_bbox: 0.122753 loss_giou: 0.419002 loss_class_aux: 3.676949 loss_bbox_aux: 0.813454 loss_giou_aux: 2.531206 loss_class_dn: 0.332590 loss_bbox_dn: 0.127381 loss_giou_dn: 0.369192 loss_class_aux_dn: 1.758005 loss_bbox_aux_dn: 0.754999 loss_giou_aux_dn: 2.033232 loss: 14.442287 eta: 1:15:31 batch_cost: 0.5392 data_cost: 0.0012 ips: 7.4177 images/s [04/02 06:44:18] ppdet.engine INFO: Epoch: [70] [6500/7329] learning_rate: 0.000100 loss_class: 0.570111 loss_bbox: 0.128369 loss_giou: 0.360687 loss_class_aux: 3.549117 loss_bbox_aux: 0.865081 loss_giou_aux: 2.320912 loss_class_dn: 0.325687 loss_bbox_dn: 0.119608 loss_giou_dn: 0.320889 loss_class_aux_dn: 1.812964 loss_bbox_aux_dn: 0.748042 loss_giou_aux_dn: 1.842066 loss: 13.622700 eta: 1:14:36 batch_cost: 0.5198 data_cost: 0.0012 ips: 7.6954 images/s [04/02 06:45:13] ppdet.engine INFO: Epoch: [70] [6600/7329] learning_rate: 0.000100 loss_class: 0.548310 loss_bbox: 0.134478 loss_giou: 0.352253 loss_class_aux: 3.542585 loss_bbox_aux: 0.881629 loss_giou_aux: 2.227781 loss_class_dn: 0.310576 loss_bbox_dn: 0.131788 loss_giou_dn: 0.302353 loss_class_aux_dn: 1.659011 loss_bbox_aux_dn: 0.816258 loss_giou_aux_dn: 1.739205 loss: 13.396126 eta: 1:13:41 batch_cost: 0.5019 data_cost: 0.0012 ips: 7.9689 images/s [04/02 06:46:10] ppdet.engine INFO: Epoch: [70] [6700/7329] learning_rate: 0.000100 loss_class: 0.600978 loss_bbox: 0.143033 loss_giou: 0.369906 loss_class_aux: 3.724497 loss_bbox_aux: 0.938555 loss_giou_aux: 2.361025 loss_class_dn: 0.333660 loss_bbox_dn: 0.138720 loss_giou_dn: 0.344408 loss_class_aux_dn: 1.862450 loss_bbox_aux_dn: 0.861050 loss_giou_aux_dn: 1.915020 loss: 14.443898 eta: 1:12:46 batch_cost: 0.5122 data_cost: 0.0013 ips: 7.8087 images/s [04/02 06:47:07] ppdet.engine INFO: Epoch: [70] [6800/7329] learning_rate: 0.000100 loss_class: 0.528811 loss_bbox: 0.115978 loss_giou: 0.316753 loss_class_aux: 3.545057 loss_bbox_aux: 0.750168 loss_giou_aux: 2.045026 loss_class_dn: 0.296582 loss_bbox_dn: 0.108919 loss_giou_dn: 0.311246 loss_class_aux_dn: 1.673795 loss_bbox_aux_dn: 0.711718 loss_giou_aux_dn: 1.777933 loss: 11.799100 eta: 1:11:51 batch_cost: 0.5190 data_cost: 0.0012 ips: 7.7067 images/s [04/02 06:48:09] ppdet.engine INFO: Epoch: [70] [6900/7329] learning_rate: 0.000100 loss_class: 0.516629 loss_bbox: 0.122966 loss_giou: 0.328819 loss_class_aux: 3.236813 loss_bbox_aux: 0.807966 loss_giou_aux: 2.038910 loss_class_dn: 0.289938 loss_bbox_dn: 0.125769 loss_giou_dn: 0.316889 loss_class_aux_dn: 1.591268 loss_bbox_aux_dn: 0.771555 loss_giou_aux_dn: 1.765640 loss: 12.524491 eta: 1:10:56 batch_cost: 0.5598 data_cost: 0.0013 ips: 7.1454 images/s [04/02 06:49:05] ppdet.engine INFO: Epoch: [70] [7000/7329] learning_rate: 0.000100 loss_class: 0.564727 loss_bbox: 0.133729 loss_giou: 0.393566 loss_class_aux: 3.710660 loss_bbox_aux: 0.915505 loss_giou_aux: 2.591373 loss_class_dn: 0.348460 loss_bbox_dn: 0.129431 loss_giou_dn: 0.377266 loss_class_aux_dn: 1.883919 loss_bbox_aux_dn: 0.788977 loss_giou_aux_dn: 2.125715 loss: 14.550933 eta: 1:10:02 batch_cost: 0.5086 data_cost: 0.0013 ips: 7.8645 images/s [04/02 06:50:03] ppdet.engine INFO: Epoch: [70] [7100/7329] learning_rate: 0.000100 loss_class: 0.521867 loss_bbox: 0.131397 loss_giou: 0.344681 loss_class_aux: 3.255727 loss_bbox_aux: 0.907364 loss_giou_aux: 2.227199 loss_class_dn: 0.312930 loss_bbox_dn: 0.135003 loss_giou_dn: 0.315052 loss_class_aux_dn: 1.744957 loss_bbox_aux_dn: 0.813350 loss_giou_aux_dn: 1.824368 loss: 12.650977 eta: 1:09:07 batch_cost: 0.5188 data_cost: 0.0013 ips: 7.7097 images/s [04/02 06:51:02] ppdet.engine INFO: Epoch: [70] [7200/7329] learning_rate: 0.000100 loss_class: 0.509058 loss_bbox: 0.122103 loss_giou: 0.332435 loss_class_aux: 3.172432 loss_bbox_aux: 0.808471 loss_giou_aux: 2.052884 loss_class_dn: 0.282723 loss_bbox_dn: 0.120105 loss_giou_dn: 0.270054 loss_class_aux_dn: 1.551060 loss_bbox_aux_dn: 0.758363 loss_giou_aux_dn: 1.575514 loss: 11.856778 eta: 1:08:12 batch_cost: 0.5375 data_cost: 0.0012 ips: 7.4413 images/s [04/02 06:52:03] ppdet.engine INFO: Epoch: [70] [7300/7329] learning_rate: 0.000100 loss_class: 0.553408 loss_bbox: 0.130098 loss_giou: 0.340613 loss_class_aux: 3.487572 loss_bbox_aux: 0.844943 loss_giou_aux: 2.180829 loss_class_dn: 0.324195 loss_bbox_dn: 0.130632 loss_giou_dn: 0.327480 loss_class_aux_dn: 1.728759 loss_bbox_aux_dn: 0.797669 loss_giou_aux_dn: 1.816757 loss: 13.147806 eta: 1:07:17 batch_cost: 0.5523 data_cost: 0.0015 ips: 7.2420 images/s [04/02 06:52:28] ppdet.engine INFO: Eval iter: 0 [04/02 06:52:56] ppdet.engine INFO: Eval iter: 100 [04/02 06:53:24] ppdet.engine INFO: Eval iter: 200 [04/02 06:53:54] ppdet.engine INFO: Eval iter: 300 [04/02 06:54:23] ppdet.engine INFO: Eval iter: 400 [04/02 06:54:51] ppdet.engine INFO: Eval iter: 500 [04/02 06:55:20] ppdet.engine INFO: Eval iter: 600 [04/02 06:55:51] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/02 06:55:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.06s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.02s). Accumulating evaluation results... DONE (t=28.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 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 ] = 0.699 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 ] = 0.655 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 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/02 06:58:36] ppdet.engine INFO: Total sample number: 5000, average FPS: 27.73821764000504 [04/02 06:58:36] ppdet.engine INFO: Best test bbox ap is 0.531. [04/02 06:58:37] ppdet.engine INFO: Epoch: [71] [ 0/7329] learning_rate: 0.000100 loss_class: 0.562919 loss_bbox: 0.128706 loss_giou: 0.357732 loss_class_aux: 3.626818 loss_bbox_aux: 0.832939 loss_giou_aux: 2.244600 loss_class_dn: 0.335942 loss_bbox_dn: 0.124604 loss_giou_dn: 0.331601 loss_class_aux_dn: 1.802004 loss_bbox_aux_dn: 0.757846 loss_giou_aux_dn: 1.816757 loss: 13.896013 eta: 1:07:01 batch_cost: 0.5652 data_cost: 0.0017 ips: 7.0768 images/s [04/02 06:59:43] ppdet.engine INFO: Epoch: [71] [ 100/7329] learning_rate: 0.000100 loss_class: 0.494376 loss_bbox: 0.112054 loss_giou: 0.348325 loss_class_aux: 3.153482 loss_bbox_aux: 0.756681 loss_giou_aux: 2.289997 loss_class_dn: 0.303587 loss_bbox_dn: 0.117893 loss_giou_dn: 0.328911 loss_class_aux_dn: 1.613210 loss_bbox_aux_dn: 0.730440 loss_giou_aux_dn: 1.854547 loss: 12.482502 eta: 1:06:06 batch_cost: 0.5949 data_cost: 0.0013 ips: 6.7240 images/s [04/02 07:00:46] ppdet.engine INFO: Epoch: [71] [ 200/7329] learning_rate: 0.000100 loss_class: 0.554880 loss_bbox: 0.129855 loss_giou: 0.383680 loss_class_aux: 3.542929 loss_bbox_aux: 0.870879 loss_giou_aux: 2.484645 loss_class_dn: 0.332802 loss_bbox_dn: 0.137524 loss_giou_dn: 0.363993 loss_class_aux_dn: 1.812372 loss_bbox_aux_dn: 0.842384 loss_giou_aux_dn: 2.071181 loss: 14.195086 eta: 1:05:11 batch_cost: 0.5727 data_cost: 0.0012 ips: 6.9843 images/s [04/02 07:01:51] ppdet.engine INFO: Epoch: [71] [ 300/7329] learning_rate: 0.000100 loss_class: 0.521174 loss_bbox: 0.135728 loss_giou: 0.388792 loss_class_aux: 3.370097 loss_bbox_aux: 0.905347 loss_giou_aux: 2.526802 loss_class_dn: 0.324983 loss_bbox_dn: 0.130695 loss_giou_dn: 0.361568 loss_class_aux_dn: 1.756279 loss_bbox_aux_dn: 0.776013 loss_giou_aux_dn: 2.038001 loss: 13.664379 eta: 1:04:16 batch_cost: 0.5827 data_cost: 0.0014 ips: 6.8650 images/s [04/02 07:02:54] ppdet.engine INFO: Epoch: [71] [ 400/7329] learning_rate: 0.000100 loss_class: 0.518128 loss_bbox: 0.120425 loss_giou: 0.383776 loss_class_aux: 3.250366 loss_bbox_aux: 0.805535 loss_giou_aux: 2.456177 loss_class_dn: 0.307415 loss_bbox_dn: 0.126548 loss_giou_dn: 0.328388 loss_class_aux_dn: 1.642926 loss_bbox_aux_dn: 0.723289 loss_giou_aux_dn: 1.847929 loss: 12.917378 eta: 1:03:22 batch_cost: 0.5658 data_cost: 0.0014 ips: 7.0695 images/s [04/02 07:03:52] ppdet.engine INFO: Epoch: [71] [ 500/7329] learning_rate: 0.000100 loss_class: 0.572594 loss_bbox: 0.124869 loss_giou: 0.425928 loss_class_aux: 3.535765 loss_bbox_aux: 0.846936 loss_giou_aux: 2.644036 loss_class_dn: 0.325895 loss_bbox_dn: 0.127291 loss_giou_dn: 0.369207 loss_class_aux_dn: 1.743080 loss_bbox_aux_dn: 0.768881 loss_giou_aux_dn: 2.046850 loss: 12.771734 eta: 1:02:27 batch_cost: 0.5183 data_cost: 0.0013 ips: 7.7175 images/s [04/02 07:04:50] ppdet.engine INFO: Epoch: [71] [ 600/7329] learning_rate: 0.000100 loss_class: 0.588895 loss_bbox: 0.134437 loss_giou: 0.376258 loss_class_aux: 3.598503 loss_bbox_aux: 0.873233 loss_giou_aux: 2.439438 loss_class_dn: 0.332104 loss_bbox_dn: 0.140333 loss_giou_dn: 0.328601 loss_class_aux_dn: 1.844229 loss_bbox_aux_dn: 0.839942 loss_giou_aux_dn: 1.848950 loss: 12.999514 eta: 1:01:32 batch_cost: 0.5188 data_cost: 0.0012 ips: 7.7096 images/s [04/02 07:05:50] ppdet.engine INFO: Epoch: [71] [ 700/7329] learning_rate: 0.000100 loss_class: 0.508873 loss_bbox: 0.116417 loss_giou: 0.341262 loss_class_aux: 3.237106 loss_bbox_aux: 0.873432 loss_giou_aux: 2.156503 loss_class_dn: 0.308862 loss_bbox_dn: 0.140783 loss_giou_dn: 0.312887 loss_class_aux_dn: 1.643291 loss_bbox_aux_dn: 0.849826 loss_giou_aux_dn: 1.710153 loss: 12.440435 eta: 1:00:37 batch_cost: 0.5477 data_cost: 0.0012 ips: 7.3036 images/s [04/02 07:06:52] ppdet.engine INFO: Epoch: [71] [ 800/7329] learning_rate: 0.000100 loss_class: 0.562118 loss_bbox: 0.121702 loss_giou: 0.316127 loss_class_aux: 3.656904 loss_bbox_aux: 0.832566 loss_giou_aux: 2.064388 loss_class_dn: 0.320628 loss_bbox_dn: 0.127638 loss_giou_dn: 0.301129 loss_class_aux_dn: 1.722064 loss_bbox_aux_dn: 0.800145 loss_giou_aux_dn: 1.760397 loss: 14.105375 eta: 0:59:42 batch_cost: 0.5633 data_cost: 0.0012 ips: 7.1014 images/s [04/02 07:07:52] ppdet.engine INFO: Epoch: [71] [ 900/7329] learning_rate: 0.000100 loss_class: 0.497005 loss_bbox: 0.128238 loss_giou: 0.336226 loss_class_aux: 3.359041 loss_bbox_aux: 0.864395 loss_giou_aux: 2.018164 loss_class_dn: 0.308192 loss_bbox_dn: 0.138241 loss_giou_dn: 0.325670 loss_class_aux_dn: 1.731111 loss_bbox_aux_dn: 0.852763 loss_giou_aux_dn: 1.815145 loss: 13.230337 eta: 0:58:47 batch_cost: 0.5474 data_cost: 0.0013 ips: 7.3069 images/s [04/02 07:08:57] ppdet.engine INFO: Epoch: [71] [1000/7329] learning_rate: 0.000100 loss_class: 0.535904 loss_bbox: 0.133794 loss_giou: 0.423159 loss_class_aux: 3.341551 loss_bbox_aux: 0.882070 loss_giou_aux: 2.658905 loss_class_dn: 0.340842 loss_bbox_dn: 0.125917 loss_giou_dn: 0.389397 loss_class_aux_dn: 1.841070 loss_bbox_aux_dn: 0.741329 loss_giou_aux_dn: 2.227007 loss: 14.580894 eta: 0:57:52 batch_cost: 0.5831 data_cost: 0.0014 ips: 6.8603 images/s [04/02 07:10:05] ppdet.engine INFO: Epoch: [71] [1100/7329] learning_rate: 0.000100 loss_class: 0.607991 loss_bbox: 0.128734 loss_giou: 0.401172 loss_class_aux: 3.797866 loss_bbox_aux: 0.854750 loss_giou_aux: 2.482464 loss_class_dn: 0.350190 loss_bbox_dn: 0.135684 loss_giou_dn: 0.399918 loss_class_aux_dn: 1.846741 loss_bbox_aux_dn: 0.801376 loss_giou_aux_dn: 2.216615 loss: 14.600945 eta: 0:56:58 batch_cost: 0.6205 data_cost: 0.0013 ips: 6.4460 images/s [04/02 07:11:10] ppdet.engine INFO: Epoch: [71] [1200/7329] learning_rate: 0.000100 loss_class: 0.562053 loss_bbox: 0.116765 loss_giou: 0.408719 loss_class_aux: 3.598521 loss_bbox_aux: 0.820676 loss_giou_aux: 2.587118 loss_class_dn: 0.316194 loss_bbox_dn: 0.118192 loss_giou_dn: 0.351973 loss_class_aux_dn: 1.685890 loss_bbox_aux_dn: 0.709672 loss_giou_aux_dn: 1.997571 loss: 13.538598 eta: 0:56:03 batch_cost: 0.5883 data_cost: 0.0013 ips: 6.7996 images/s [04/02 07:12:19] ppdet.engine INFO: Epoch: [71] [1300/7329] learning_rate: 0.000100 loss_class: 0.524443 loss_bbox: 0.112877 loss_giou: 0.318595 loss_class_aux: 3.428585 loss_bbox_aux: 0.745735 loss_giou_aux: 2.066642 loss_class_dn: 0.298719 loss_bbox_dn: 0.131014 loss_giou_dn: 0.296968 loss_class_aux_dn: 1.580225 loss_bbox_aux_dn: 0.787092 loss_giou_aux_dn: 1.659754 loss: 11.343749 eta: 0:55:08 batch_cost: 0.6039 data_cost: 0.0019 ips: 6.6241 images/s [04/02 07:13:27] ppdet.engine INFO: Epoch: [71] [1400/7329] learning_rate: 0.000100 loss_class: 0.586640 loss_bbox: 0.135894 loss_giou: 0.429690 loss_class_aux: 3.653620 loss_bbox_aux: 0.881114 loss_giou_aux: 2.773418 loss_class_dn: 0.328611 loss_bbox_dn: 0.131957 loss_giou_dn: 0.353105 loss_class_aux_dn: 1.764859 loss_bbox_aux_dn: 0.778611 loss_giou_aux_dn: 2.042077 loss: 14.023510 eta: 0:54:13 batch_cost: 0.6119 data_cost: 0.0015 ips: 6.5372 images/s [04/02 07:14:29] ppdet.engine INFO: Epoch: [71] [1500/7329] learning_rate: 0.000100 loss_class: 0.534986 loss_bbox: 0.117399 loss_giou: 0.298109 loss_class_aux: 3.346908 loss_bbox_aux: 0.782498 loss_giou_aux: 1.905433 loss_class_dn: 0.294002 loss_bbox_dn: 0.116953 loss_giou_dn: 0.294680 loss_class_aux_dn: 1.611536 loss_bbox_aux_dn: 0.728686 loss_giou_aux_dn: 1.680603 loss: 12.360295 eta: 0:53:18 batch_cost: 0.5712 data_cost: 0.0013 ips: 7.0032 images/s [04/02 07:15:30] ppdet.engine INFO: Epoch: [71] [1600/7329] learning_rate: 0.000100 loss_class: 0.496759 loss_bbox: 0.123512 loss_giou: 0.388484 loss_class_aux: 3.217186 loss_bbox_aux: 0.835027 loss_giou_aux: 2.407375 loss_class_dn: 0.304916 loss_bbox_dn: 0.134334 loss_giou_dn: 0.339854 loss_class_aux_dn: 1.685533 loss_bbox_aux_dn: 0.789090 loss_giou_aux_dn: 1.948081 loss: 13.024616 eta: 0:52:23 batch_cost: 0.5524 data_cost: 0.0013 ips: 7.2415 images/s [04/02 07:16:40] ppdet.engine INFO: Epoch: [71] [1700/7329] learning_rate: 0.000100 loss_class: 0.537066 loss_bbox: 0.124226 loss_giou: 0.347458 loss_class_aux: 3.346753 loss_bbox_aux: 0.811090 loss_giou_aux: 2.270778 loss_class_dn: 0.329656 loss_bbox_dn: 0.124392 loss_giou_dn: 0.332446 loss_class_aux_dn: 1.811250 loss_bbox_aux_dn: 0.772377 loss_giou_aux_dn: 1.871744 loss: 13.614511 eta: 0:51:29 batch_cost: 0.6367 data_cost: 0.0017 ips: 6.2821 images/s [04/02 07:17:39] ppdet.engine INFO: Epoch: [71] [1800/7329] learning_rate: 0.000100 loss_class: 0.614981 loss_bbox: 0.134790 loss_giou: 0.385852 loss_class_aux: 3.839952 loss_bbox_aux: 0.923637 loss_giou_aux: 2.457799 loss_class_dn: 0.356780 loss_bbox_dn: 0.141529 loss_giou_dn: 0.370640 loss_class_aux_dn: 1.909639 loss_bbox_aux_dn: 0.817176 loss_giou_aux_dn: 2.119522 loss: 14.703783 eta: 0:50:34 batch_cost: 0.5314 data_cost: 0.0013 ips: 7.5271 images/s [04/02 07:18:42] ppdet.engine INFO: Epoch: [71] [1900/7329] learning_rate: 0.000100 loss_class: 0.559440 loss_bbox: 0.140598 loss_giou: 0.369227 loss_class_aux: 3.537247 loss_bbox_aux: 0.935950 loss_giou_aux: 2.481542 loss_class_dn: 0.339690 loss_bbox_dn: 0.139251 loss_giou_dn: 0.354172 loss_class_aux_dn: 1.813682 loss_bbox_aux_dn: 0.836881 loss_giou_aux_dn: 1.992217 loss: 13.853081 eta: 0:49:39 batch_cost: 0.5646 data_cost: 0.0015 ips: 7.0853 images/s [04/02 07:19:41] ppdet.engine INFO: Epoch: [71] [2000/7329] learning_rate: 0.000100 loss_class: 0.582289 loss_bbox: 0.127731 loss_giou: 0.378007 loss_class_aux: 3.705462 loss_bbox_aux: 0.835371 loss_giou_aux: 2.389214 loss_class_dn: 0.331933 loss_bbox_dn: 0.137750 loss_giou_dn: 0.352308 loss_class_aux_dn: 1.812964 loss_bbox_aux_dn: 0.815992 loss_giou_aux_dn: 2.001201 loss: 14.165949 eta: 0:48:44 batch_cost: 0.5340 data_cost: 0.0012 ips: 7.4902 images/s [04/02 07:20:41] ppdet.engine INFO: Epoch: [71] [2100/7329] learning_rate: 0.000100 loss_class: 0.525462 loss_bbox: 0.127961 loss_giou: 0.348662 loss_class_aux: 3.555479 loss_bbox_aux: 0.831424 loss_giou_aux: 2.213816 loss_class_dn: 0.300097 loss_bbox_dn: 0.124703 loss_giou_dn: 0.301559 loss_class_aux_dn: 1.626027 loss_bbox_aux_dn: 0.770817 loss_giou_aux_dn: 1.785035 loss: 12.294991 eta: 0:47:49 batch_cost: 0.5398 data_cost: 0.0015 ips: 7.4107 images/s [04/02 07:21:54] ppdet.engine INFO: Epoch: [71] [2200/7329] learning_rate: 0.000100 loss_class: 0.549311 loss_bbox: 0.127323 loss_giou: 0.401399 loss_class_aux: 3.370022 loss_bbox_aux: 0.881330 loss_giou_aux: 2.591812 loss_class_dn: 0.338016 loss_bbox_dn: 0.126305 loss_giou_dn: 0.360121 loss_class_aux_dn: 1.793337 loss_bbox_aux_dn: 0.776246 loss_giou_aux_dn: 2.095035 loss: 13.699044 eta: 0:46:54 batch_cost: 0.6617 data_cost: 0.0013 ips: 6.0448 images/s [04/02 07:23:08] ppdet.engine INFO: Epoch: [71] [2300/7329] learning_rate: 0.000100 loss_class: 0.589409 loss_bbox: 0.134266 loss_giou: 0.409229 loss_class_aux: 3.730512 loss_bbox_aux: 0.887128 loss_giou_aux: 2.552203 loss_class_dn: 0.362729 loss_bbox_dn: 0.133443 loss_giou_dn: 0.385347 loss_class_aux_dn: 1.929089 loss_bbox_aux_dn: 0.806840 loss_giou_aux_dn: 2.194801 loss: 15.110682 eta: 0:46:00 batch_cost: 0.6883 data_cost: 0.0012 ips: 5.8117 images/s [04/02 07:24:03] ppdet.engine INFO: Epoch: [71] [2400/7329] learning_rate: 0.000100 loss_class: 0.582170 loss_bbox: 0.132790 loss_giou: 0.395508 loss_class_aux: 3.743289 loss_bbox_aux: 0.887764 loss_giou_aux: 2.537398 loss_class_dn: 0.346313 loss_bbox_dn: 0.143278 loss_giou_dn: 0.363091 loss_class_aux_dn: 1.892250 loss_bbox_aux_dn: 0.874357 loss_giou_aux_dn: 2.017193 loss: 13.984938 eta: 0:45:05 batch_cost: 0.4979 data_cost: 0.0013 ips: 8.0336 images/s [04/02 07:24:59] ppdet.engine INFO: Epoch: [71] [2500/7329] learning_rate: 0.000100 loss_class: 0.574648 loss_bbox: 0.123716 loss_giou: 0.430662 loss_class_aux: 3.519781 loss_bbox_aux: 0.820656 loss_giou_aux: 2.788279 loss_class_dn: 0.345166 loss_bbox_dn: 0.110842 loss_giou_dn: 0.402292 loss_class_aux_dn: 1.870573 loss_bbox_aux_dn: 0.704143 loss_giou_aux_dn: 2.259705 loss: 14.477566 eta: 0:44:10 batch_cost: 0.5031 data_cost: 0.0012 ips: 7.9503 images/s [04/02 07:25:58] ppdet.engine INFO: Epoch: [71] [2600/7329] learning_rate: 0.000100 loss_class: 0.608635 loss_bbox: 0.135833 loss_giou: 0.445887 loss_class_aux: 3.877739 loss_bbox_aux: 0.921602 loss_giou_aux: 2.863163 loss_class_dn: 0.391498 loss_bbox_dn: 0.132536 loss_giou_dn: 0.424635 loss_class_aux_dn: 2.084278 loss_bbox_aux_dn: 0.753503 loss_giou_aux_dn: 2.364654 loss: 16.000795 eta: 0:43:15 batch_cost: 0.5285 data_cost: 0.0014 ips: 7.5689 images/s [04/02 07:26:54] ppdet.engine INFO: Epoch: [71] [2700/7329] learning_rate: 0.000100 loss_class: 0.588656 loss_bbox: 0.148670 loss_giou: 0.371751 loss_class_aux: 3.768058 loss_bbox_aux: 0.986931 loss_giou_aux: 2.351356 loss_class_dn: 0.329051 loss_bbox_dn: 0.149453 loss_giou_dn: 0.336616 loss_class_aux_dn: 1.741425 loss_bbox_aux_dn: 0.878293 loss_giou_aux_dn: 1.908634 loss: 14.109426 eta: 0:42:20 batch_cost: 0.5018 data_cost: 0.0013 ips: 7.9715 images/s [04/02 07:27:53] ppdet.engine INFO: Epoch: [71] [2800/7329] learning_rate: 0.000100 loss_class: 0.554091 loss_bbox: 0.115572 loss_giou: 0.415394 loss_class_aux: 3.416408 loss_bbox_aux: 0.778384 loss_giou_aux: 2.599792 loss_class_dn: 0.332409 loss_bbox_dn: 0.117691 loss_giou_dn: 0.349007 loss_class_aux_dn: 1.795423 loss_bbox_aux_dn: 0.685345 loss_giou_aux_dn: 1.971488 loss: 13.506657 eta: 0:41:25 batch_cost: 0.5406 data_cost: 0.0013 ips: 7.3997 images/s [04/02 07:28:54] ppdet.engine INFO: Epoch: [71] [2900/7329] learning_rate: 0.000100 loss_class: 0.598053 loss_bbox: 0.151845 loss_giou: 0.428206 loss_class_aux: 3.731232 loss_bbox_aux: 0.958443 loss_giou_aux: 2.659055 loss_class_dn: 0.353909 loss_bbox_dn: 0.134796 loss_giou_dn: 0.372676 loss_class_aux_dn: 1.886465 loss_bbox_aux_dn: 0.818077 loss_giou_aux_dn: 2.102971 loss: 14.256252 eta: 0:40:30 batch_cost: 0.5379 data_cost: 0.0014 ips: 7.4366 images/s [04/02 07:29:55] ppdet.engine INFO: Epoch: [71] [3000/7329] learning_rate: 0.000100 loss_class: 0.618765 loss_bbox: 0.140505 loss_giou: 0.379139 loss_class_aux: 3.857540 loss_bbox_aux: 0.942253 loss_giou_aux: 2.440538 loss_class_dn: 0.356201 loss_bbox_dn: 0.142088 loss_giou_dn: 0.358598 loss_class_aux_dn: 1.901288 loss_bbox_aux_dn: 0.804693 loss_giou_aux_dn: 2.072583 loss: 14.721426 eta: 0:39:35 batch_cost: 0.5651 data_cost: 0.0012 ips: 7.0787 images/s [04/02 07:30:54] ppdet.engine INFO: Epoch: [71] [3100/7329] learning_rate: 0.000100 loss_class: 0.561706 loss_bbox: 0.142231 loss_giou: 0.401002 loss_class_aux: 3.689728 loss_bbox_aux: 0.921744 loss_giou_aux: 2.583394 loss_class_dn: 0.341463 loss_bbox_dn: 0.136750 loss_giou_dn: 0.367815 loss_class_aux_dn: 1.829911 loss_bbox_aux_dn: 0.807181 loss_giou_aux_dn: 2.041139 loss: 14.290043 eta: 0:38:40 batch_cost: 0.5279 data_cost: 0.0013 ips: 7.5773 images/s [04/02 07:31:51] ppdet.engine INFO: Epoch: [71] [3200/7329] learning_rate: 0.000100 loss_class: 0.526403 loss_bbox: 0.124328 loss_giou: 0.331092 loss_class_aux: 3.289150 loss_bbox_aux: 0.813020 loss_giou_aux: 2.081008 loss_class_dn: 0.310050 loss_bbox_dn: 0.117421 loss_giou_dn: 0.311682 loss_class_aux_dn: 1.638835 loss_bbox_aux_dn: 0.719205 loss_giou_aux_dn: 1.804153 loss: 12.711256 eta: 0:37:45 batch_cost: 0.5198 data_cost: 0.0013 ips: 7.6950 images/s [04/02 07:32:48] ppdet.engine INFO: Epoch: [71] [3300/7329] learning_rate: 0.000100 loss_class: 0.528323 loss_bbox: 0.124052 loss_giou: 0.304244 loss_class_aux: 3.501668 loss_bbox_aux: 0.863654 loss_giou_aux: 1.998110 loss_class_dn: 0.314738 loss_bbox_dn: 0.127195 loss_giou_dn: 0.285078 loss_class_aux_dn: 1.708003 loss_bbox_aux_dn: 0.754888 loss_giou_aux_dn: 1.681490 loss: 13.011851 eta: 0:36:51 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7437 images/s [04/02 07:33:53] ppdet.engine INFO: Epoch: [71] [3400/7329] learning_rate: 0.000100 loss_class: 0.548169 loss_bbox: 0.112665 loss_giou: 0.427550 loss_class_aux: 3.584018 loss_bbox_aux: 0.766069 loss_giou_aux: 2.706510 loss_class_dn: 0.336237 loss_bbox_dn: 0.113703 loss_giou_dn: 0.373506 loss_class_aux_dn: 1.786471 loss_bbox_aux_dn: 0.691232 loss_giou_aux_dn: 2.113486 loss: 13.797892 eta: 0:35:56 batch_cost: 0.5840 data_cost: 0.0016 ips: 6.8493 images/s [04/02 07:34:51] ppdet.engine INFO: Epoch: [71] [3500/7329] learning_rate: 0.000100 loss_class: 0.535751 loss_bbox: 0.139129 loss_giou: 0.372191 loss_class_aux: 3.422267 loss_bbox_aux: 0.951930 loss_giou_aux: 2.426772 loss_class_dn: 0.320973 loss_bbox_dn: 0.136844 loss_giou_dn: 0.350029 loss_class_aux_dn: 1.719297 loss_bbox_aux_dn: 0.827927 loss_giou_aux_dn: 2.039135 loss: 13.328987 eta: 0:35:01 batch_cost: 0.5343 data_cost: 0.0012 ips: 7.4862 images/s [04/02 07:35:55] ppdet.engine INFO: Epoch: [71] [3600/7329] learning_rate: 0.000100 loss_class: 0.624371 loss_bbox: 0.163922 loss_giou: 0.425912 loss_class_aux: 3.934716 loss_bbox_aux: 1.067240 loss_giou_aux: 2.537732 loss_class_dn: 0.351481 loss_bbox_dn: 0.155863 loss_giou_dn: 0.378787 loss_class_aux_dn: 1.864534 loss_bbox_aux_dn: 0.952669 loss_giou_aux_dn: 2.149658 loss: 15.116556 eta: 0:34:06 batch_cost: 0.5871 data_cost: 0.0012 ips: 6.8131 images/s [04/02 07:36:55] ppdet.engine INFO: Epoch: [71] [3700/7329] learning_rate: 0.000100 loss_class: 0.550003 loss_bbox: 0.123329 loss_giou: 0.403791 loss_class_aux: 3.478478 loss_bbox_aux: 0.815174 loss_giou_aux: 2.579854 loss_class_dn: 0.331811 loss_bbox_dn: 0.123093 loss_giou_dn: 0.357392 loss_class_aux_dn: 1.806420 loss_bbox_aux_dn: 0.748858 loss_giou_aux_dn: 2.029931 loss: 13.396075 eta: 0:33:11 batch_cost: 0.5362 data_cost: 0.0015 ips: 7.4599 images/s [04/02 07:37:55] ppdet.engine INFO: Epoch: [71] [3800/7329] learning_rate: 0.000100 loss_class: 0.582327 loss_bbox: 0.143485 loss_giou: 0.467827 loss_class_aux: 3.774369 loss_bbox_aux: 0.893130 loss_giou_aux: 2.918928 loss_class_dn: 0.351958 loss_bbox_dn: 0.138118 loss_giou_dn: 0.416557 loss_class_aux_dn: 1.903216 loss_bbox_aux_dn: 0.775560 loss_giou_aux_dn: 2.299640 loss: 15.342741 eta: 0:32:16 batch_cost: 0.5376 data_cost: 0.0013 ips: 7.4402 images/s [04/02 07:39:01] ppdet.engine INFO: Epoch: [71] [3900/7329] learning_rate: 0.000100 loss_class: 0.498889 loss_bbox: 0.127486 loss_giou: 0.283641 loss_class_aux: 3.303178 loss_bbox_aux: 0.842614 loss_giou_aux: 1.867638 loss_class_dn: 0.279578 loss_bbox_dn: 0.121643 loss_giou_dn: 0.278290 loss_class_aux_dn: 1.520730 loss_bbox_aux_dn: 0.731687 loss_giou_aux_dn: 1.558215 loss: 11.888654 eta: 0:31:21 batch_cost: 0.5858 data_cost: 0.0018 ips: 6.8286 images/s [04/02 07:40:01] ppdet.engine INFO: Epoch: [71] [4000/7329] learning_rate: 0.000100 loss_class: 0.549972 loss_bbox: 0.123406 loss_giou: 0.395445 loss_class_aux: 3.534784 loss_bbox_aux: 0.787233 loss_giou_aux: 2.547304 loss_class_dn: 0.328606 loss_bbox_dn: 0.119277 loss_giou_dn: 0.351351 loss_class_aux_dn: 1.815946 loss_bbox_aux_dn: 0.716497 loss_giou_aux_dn: 1.955766 loss: 13.411463 eta: 0:30:26 batch_cost: 0.5486 data_cost: 0.0013 ips: 7.2907 images/s [04/02 07:40:57] ppdet.engine INFO: Epoch: [71] [4100/7329] learning_rate: 0.000100 loss_class: 0.516142 loss_bbox: 0.134394 loss_giou: 0.367461 loss_class_aux: 3.319509 loss_bbox_aux: 0.865099 loss_giou_aux: 2.409148 loss_class_dn: 0.303500 loss_bbox_dn: 0.134343 loss_giou_dn: 0.325796 loss_class_aux_dn: 1.664667 loss_bbox_aux_dn: 0.788158 loss_giou_aux_dn: 1.839986 loss: 13.457142 eta: 0:29:32 batch_cost: 0.5059 data_cost: 0.0013 ips: 7.9061 images/s [04/02 07:41:55] ppdet.engine INFO: Epoch: [71] [4200/7329] learning_rate: 0.000100 loss_class: 0.539649 loss_bbox: 0.129585 loss_giou: 0.411125 loss_class_aux: 3.419271 loss_bbox_aux: 0.841419 loss_giou_aux: 2.578547 loss_class_dn: 0.327948 loss_bbox_dn: 0.123597 loss_giou_dn: 0.377099 loss_class_aux_dn: 1.780437 loss_bbox_aux_dn: 0.750628 loss_giou_aux_dn: 2.124441 loss: 13.629753 eta: 0:28:37 batch_cost: 0.5225 data_cost: 0.0013 ips: 7.6558 images/s [04/02 07:42:58] ppdet.engine INFO: Epoch: [71] [4300/7329] learning_rate: 0.000100 loss_class: 0.497206 loss_bbox: 0.112689 loss_giou: 0.307592 loss_class_aux: 3.104061 loss_bbox_aux: 0.730588 loss_giou_aux: 1.919069 loss_class_dn: 0.290188 loss_bbox_dn: 0.110862 loss_giou_dn: 0.311357 loss_class_aux_dn: 1.599751 loss_bbox_aux_dn: 0.686818 loss_giou_aux_dn: 1.729349 loss: 12.126811 eta: 0:27:42 batch_cost: 0.5712 data_cost: 0.0013 ips: 7.0023 images/s [04/02 07:44:01] ppdet.engine INFO: Epoch: [71] [4400/7329] learning_rate: 0.000100 loss_class: 0.585435 loss_bbox: 0.122129 loss_giou: 0.423429 loss_class_aux: 3.748889 loss_bbox_aux: 0.798761 loss_giou_aux: 2.715470 loss_class_dn: 0.337951 loss_bbox_dn: 0.118000 loss_giou_dn: 0.377590 loss_class_aux_dn: 1.826104 loss_bbox_aux_dn: 0.723861 loss_giou_aux_dn: 2.081525 loss: 14.299256 eta: 0:26:47 batch_cost: 0.5816 data_cost: 0.0012 ips: 6.8772 images/s [04/02 07:45:01] ppdet.engine INFO: Epoch: [71] [4500/7329] learning_rate: 0.000100 loss_class: 0.560573 loss_bbox: 0.140464 loss_giou: 0.390280 loss_class_aux: 3.556847 loss_bbox_aux: 0.892337 loss_giou_aux: 2.448373 loss_class_dn: 0.327416 loss_bbox_dn: 0.127531 loss_giou_dn: 0.349678 loss_class_aux_dn: 1.757872 loss_bbox_aux_dn: 0.752444 loss_giou_aux_dn: 1.961151 loss: 13.707996 eta: 0:25:52 batch_cost: 0.5413 data_cost: 0.0014 ips: 7.3891 images/s [04/02 07:45:58] ppdet.engine INFO: Epoch: [71] [4600/7329] learning_rate: 0.000100 loss_class: 0.568931 loss_bbox: 0.134271 loss_giou: 0.410059 loss_class_aux: 3.575317 loss_bbox_aux: 0.872119 loss_giou_aux: 2.722666 loss_class_dn: 0.359636 loss_bbox_dn: 0.124462 loss_giou_dn: 0.381250 loss_class_aux_dn: 1.910583 loss_bbox_aux_dn: 0.758046 loss_giou_aux_dn: 2.233006 loss: 14.762137 eta: 0:24:57 batch_cost: 0.5111 data_cost: 0.0012 ips: 7.8261 images/s [04/02 07:46:59] ppdet.engine INFO: Epoch: [71] [4700/7329] learning_rate: 0.000100 loss_class: 0.581488 loss_bbox: 0.125019 loss_giou: 0.372096 loss_class_aux: 3.637661 loss_bbox_aux: 0.810883 loss_giou_aux: 2.409774 loss_class_dn: 0.333474 loss_bbox_dn: 0.125745 loss_giou_dn: 0.335075 loss_class_aux_dn: 1.777664 loss_bbox_aux_dn: 0.772599 loss_giou_aux_dn: 1.854178 loss: 13.971456 eta: 0:24:02 batch_cost: 0.5460 data_cost: 0.0013 ips: 7.3261 images/s [04/02 07:47:59] ppdet.engine INFO: Epoch: [71] [4800/7329] learning_rate: 0.000100 loss_class: 0.489987 loss_bbox: 0.115568 loss_giou: 0.333303 loss_class_aux: 3.157411 loss_bbox_aux: 0.784526 loss_giou_aux: 2.089643 loss_class_dn: 0.294211 loss_bbox_dn: 0.123786 loss_giou_dn: 0.302884 loss_class_aux_dn: 1.562886 loss_bbox_aux_dn: 0.734638 loss_giou_aux_dn: 1.747191 loss: 12.773426 eta: 0:23:07 batch_cost: 0.5404 data_cost: 0.0012 ips: 7.4025 images/s [04/02 07:48:56] ppdet.engine INFO: Epoch: [71] [4900/7329] learning_rate: 0.000100 loss_class: 0.540491 loss_bbox: 0.126213 loss_giou: 0.320350 loss_class_aux: 3.393805 loss_bbox_aux: 0.850465 loss_giou_aux: 2.037434 loss_class_dn: 0.308964 loss_bbox_dn: 0.121678 loss_giou_dn: 0.315697 loss_class_aux_dn: 1.656021 loss_bbox_aux_dn: 0.717559 loss_giou_aux_dn: 1.803097 loss: 12.756836 eta: 0:22:12 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7017 images/s [04/02 07:49:52] ppdet.engine INFO: Epoch: [71] [5000/7329] learning_rate: 0.000100 loss_class: 0.616686 loss_bbox: 0.134631 loss_giou: 0.437230 loss_class_aux: 3.885139 loss_bbox_aux: 0.850464 loss_giou_aux: 2.799231 loss_class_dn: 0.355860 loss_bbox_dn: 0.121788 loss_giou_dn: 0.405177 loss_class_aux_dn: 1.907562 loss_bbox_aux_dn: 0.751544 loss_giou_aux_dn: 2.332532 loss: 15.082235 eta: 0:21:18 batch_cost: 0.5032 data_cost: 0.0012 ips: 7.9489 images/s [04/02 07:50:52] ppdet.engine INFO: Epoch: [71] [5100/7329] learning_rate: 0.000100 loss_class: 0.519893 loss_bbox: 0.120052 loss_giou: 0.324389 loss_class_aux: 3.366041 loss_bbox_aux: 0.820440 loss_giou_aux: 2.114036 loss_class_dn: 0.286114 loss_bbox_dn: 0.128757 loss_giou_dn: 0.301892 loss_class_aux_dn: 1.528085 loss_bbox_aux_dn: 0.781763 loss_giou_aux_dn: 1.701982 loss: 12.280497 eta: 0:20:23 batch_cost: 0.5429 data_cost: 0.0021 ips: 7.3680 images/s [04/02 07:51:48] ppdet.engine INFO: Epoch: [71] [5200/7329] learning_rate: 0.000100 loss_class: 0.532490 loss_bbox: 0.123377 loss_giou: 0.377759 loss_class_aux: 3.293398 loss_bbox_aux: 0.868010 loss_giou_aux: 2.441944 loss_class_dn: 0.317879 loss_bbox_dn: 0.137352 loss_giou_dn: 0.357114 loss_class_aux_dn: 1.703078 loss_bbox_aux_dn: 0.826524 loss_giou_aux_dn: 2.056904 loss: 13.563066 eta: 0:19:28 batch_cost: 0.5080 data_cost: 0.0012 ips: 7.8739 images/s [04/02 07:52:45] ppdet.engine INFO: Epoch: [71] [5300/7329] learning_rate: 0.000100 loss_class: 0.604334 loss_bbox: 0.139370 loss_giou: 0.387657 loss_class_aux: 3.730880 loss_bbox_aux: 0.903689 loss_giou_aux: 2.423410 loss_class_dn: 0.300766 loss_bbox_dn: 0.135560 loss_giou_dn: 0.358214 loss_class_aux_dn: 1.611950 loss_bbox_aux_dn: 0.829331 loss_giou_aux_dn: 1.977944 loss: 13.394814 eta: 0:18:33 batch_cost: 0.5130 data_cost: 0.0013 ips: 7.7969 images/s [04/02 07:53:42] ppdet.engine INFO: Epoch: [71] [5400/7329] learning_rate: 0.000100 loss_class: 0.586112 loss_bbox: 0.140710 loss_giou: 0.401092 loss_class_aux: 3.759655 loss_bbox_aux: 0.880768 loss_giou_aux: 2.535590 loss_class_dn: 0.348087 loss_bbox_dn: 0.134921 loss_giou_dn: 0.361819 loss_class_aux_dn: 1.887190 loss_bbox_aux_dn: 0.862029 loss_giou_aux_dn: 2.099914 loss: 14.298141 eta: 0:17:38 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7864 images/s [04/02 07:54:40] ppdet.engine INFO: Epoch: [71] [5500/7329] learning_rate: 0.000100 loss_class: 0.554222 loss_bbox: 0.144127 loss_giou: 0.363090 loss_class_aux: 3.575305 loss_bbox_aux: 0.893451 loss_giou_aux: 2.297369 loss_class_dn: 0.311401 loss_bbox_dn: 0.128064 loss_giou_dn: 0.335721 loss_class_aux_dn: 1.724650 loss_bbox_aux_dn: 0.769077 loss_giou_aux_dn: 1.872674 loss: 12.743517 eta: 0:16:43 batch_cost: 0.5255 data_cost: 0.0013 ips: 7.6121 images/s [04/02 07:55:44] ppdet.engine INFO: Epoch: [71] [5600/7329] learning_rate: 0.000100 loss_class: 0.563830 loss_bbox: 0.122808 loss_giou: 0.388625 loss_class_aux: 3.479711 loss_bbox_aux: 0.804363 loss_giou_aux: 2.467705 loss_class_dn: 0.311348 loss_bbox_dn: 0.132979 loss_giou_dn: 0.351094 loss_class_aux_dn: 1.661450 loss_bbox_aux_dn: 0.805080 loss_giou_aux_dn: 1.977197 loss: 13.226817 eta: 0:15:48 batch_cost: 0.5858 data_cost: 0.0013 ips: 6.8288 images/s [04/02 07:56:46] ppdet.engine INFO: Epoch: [71] [5700/7329] learning_rate: 0.000100 loss_class: 0.544084 loss_bbox: 0.127778 loss_giou: 0.348623 loss_class_aux: 3.778007 loss_bbox_aux: 0.886695 loss_giou_aux: 2.283238 loss_class_dn: 0.328446 loss_bbox_dn: 0.124170 loss_giou_dn: 0.342068 loss_class_aux_dn: 1.731983 loss_bbox_aux_dn: 0.784691 loss_giou_aux_dn: 1.970230 loss: 14.200436 eta: 0:14:53 batch_cost: 0.5565 data_cost: 0.0013 ips: 7.1880 images/s [04/02 07:57:45] ppdet.engine INFO: Epoch: [71] [5800/7329] learning_rate: 0.000100 loss_class: 0.499773 loss_bbox: 0.117773 loss_giou: 0.339041 loss_class_aux: 3.216600 loss_bbox_aux: 0.772700 loss_giou_aux: 2.178791 loss_class_dn: 0.296462 loss_bbox_dn: 0.121476 loss_giou_dn: 0.306830 loss_class_aux_dn: 1.628481 loss_bbox_aux_dn: 0.720097 loss_giou_aux_dn: 1.752401 loss: 11.942064 eta: 0:13:59 batch_cost: 0.5308 data_cost: 0.0012 ips: 7.5355 images/s [04/02 07:58:44] ppdet.engine INFO: Epoch: [71] [5900/7329] learning_rate: 0.000100 loss_class: 0.498257 loss_bbox: 0.131340 loss_giou: 0.385938 loss_class_aux: 3.244938 loss_bbox_aux: 0.815128 loss_giou_aux: 2.500768 loss_class_dn: 0.310134 loss_bbox_dn: 0.127474 loss_giou_dn: 0.344364 loss_class_aux_dn: 1.707641 loss_bbox_aux_dn: 0.749572 loss_giou_aux_dn: 1.885798 loss: 13.383175 eta: 0:13:04 batch_cost: 0.5369 data_cost: 0.0012 ips: 7.4495 images/s [04/02 07:59:50] ppdet.engine INFO: Epoch: [71] [6000/7329] learning_rate: 0.000100 loss_class: 0.477364 loss_bbox: 0.119766 loss_giou: 0.281821 loss_class_aux: 3.060696 loss_bbox_aux: 0.799224 loss_giou_aux: 1.830668 loss_class_dn: 0.267234 loss_bbox_dn: 0.118407 loss_giou_dn: 0.281257 loss_class_aux_dn: 1.447416 loss_bbox_aux_dn: 0.731433 loss_giou_aux_dn: 1.597807 loss: 11.239297 eta: 0:12:09 batch_cost: 0.5954 data_cost: 0.0013 ips: 6.7179 images/s [04/02 08:00:48] ppdet.engine INFO: Epoch: [71] [6100/7329] learning_rate: 0.000100 loss_class: 0.541806 loss_bbox: 0.132315 loss_giou: 0.353318 loss_class_aux: 3.467109 loss_bbox_aux: 0.850470 loss_giou_aux: 2.298708 loss_class_dn: 0.300865 loss_bbox_dn: 0.129826 loss_giou_dn: 0.335351 loss_class_aux_dn: 1.648523 loss_bbox_aux_dn: 0.785548 loss_giou_aux_dn: 1.898355 loss: 12.897020 eta: 0:11:14 batch_cost: 0.5239 data_cost: 0.0012 ips: 7.6349 images/s [04/02 08:01:47] ppdet.engine INFO: Epoch: [71] [6200/7329] learning_rate: 0.000100 loss_class: 0.559871 loss_bbox: 0.131969 loss_giou: 0.386672 loss_class_aux: 3.545798 loss_bbox_aux: 0.872444 loss_giou_aux: 2.390877 loss_class_dn: 0.352045 loss_bbox_dn: 0.125227 loss_giou_dn: 0.365479 loss_class_aux_dn: 1.872284 loss_bbox_aux_dn: 0.735132 loss_giou_aux_dn: 2.034934 loss: 14.116260 eta: 0:10:19 batch_cost: 0.5412 data_cost: 0.0013 ips: 7.3908 images/s [04/02 08:02:46] ppdet.engine INFO: Epoch: [71] [6300/7329] learning_rate: 0.000100 loss_class: 0.535786 loss_bbox: 0.133940 loss_giou: 0.367349 loss_class_aux: 3.500704 loss_bbox_aux: 0.854913 loss_giou_aux: 2.350011 loss_class_dn: 0.316563 loss_bbox_dn: 0.127861 loss_giou_dn: 0.354223 loss_class_aux_dn: 1.713911 loss_bbox_aux_dn: 0.748254 loss_giou_aux_dn: 1.969454 loss: 13.122957 eta: 0:09:24 batch_cost: 0.5318 data_cost: 0.0013 ips: 7.5216 images/s [04/02 08:03:46] ppdet.engine INFO: Epoch: [71] [6400/7329] learning_rate: 0.000100 loss_class: 0.560830 loss_bbox: 0.125895 loss_giou: 0.351423 loss_class_aux: 3.566097 loss_bbox_aux: 0.843846 loss_giou_aux: 2.239597 loss_class_dn: 0.334666 loss_bbox_dn: 0.133605 loss_giou_dn: 0.323584 loss_class_aux_dn: 1.816727 loss_bbox_aux_dn: 0.821518 loss_giou_aux_dn: 1.825649 loss: 13.306948 eta: 0:08:29 batch_cost: 0.5456 data_cost: 0.0012 ips: 7.3316 images/s [04/02 08:04:48] ppdet.engine INFO: Epoch: [71] [6500/7329] learning_rate: 0.000100 loss_class: 0.494398 loss_bbox: 0.137262 loss_giou: 0.314354 loss_class_aux: 3.117481 loss_bbox_aux: 0.875945 loss_giou_aux: 1.920238 loss_class_dn: 0.283692 loss_bbox_dn: 0.131787 loss_giou_dn: 0.301911 loss_class_aux_dn: 1.524904 loss_bbox_aux_dn: 0.814134 loss_giou_aux_dn: 1.675757 loss: 12.143461 eta: 0:07:34 batch_cost: 0.5650 data_cost: 0.0012 ips: 7.0795 images/s [04/02 08:05:48] ppdet.engine INFO: Epoch: [71] [6600/7329] learning_rate: 0.000100 loss_class: 0.543332 loss_bbox: 0.134234 loss_giou: 0.350635 loss_class_aux: 3.435116 loss_bbox_aux: 0.931202 loss_giou_aux: 2.225924 loss_class_dn: 0.299770 loss_bbox_dn: 0.130403 loss_giou_dn: 0.333873 loss_class_aux_dn: 1.622024 loss_bbox_aux_dn: 0.801581 loss_giou_aux_dn: 1.867203 loss: 12.872952 eta: 0:06:40 batch_cost: 0.5448 data_cost: 0.0013 ips: 7.3420 images/s [04/02 08:06:49] ppdet.engine INFO: Epoch: [71] [6700/7329] learning_rate: 0.000100 loss_class: 0.545818 loss_bbox: 0.130994 loss_giou: 0.435855 loss_class_aux: 3.415255 loss_bbox_aux: 0.858490 loss_giou_aux: 2.782470 loss_class_dn: 0.337718 loss_bbox_dn: 0.136558 loss_giou_dn: 0.399066 loss_class_aux_dn: 1.760090 loss_bbox_aux_dn: 0.796418 loss_giou_aux_dn: 2.199213 loss: 13.955801 eta: 0:05:45 batch_cost: 0.5487 data_cost: 0.0012 ips: 7.2899 images/s [04/02 08:07:46] ppdet.engine INFO: Epoch: [71] [6800/7329] learning_rate: 0.000100 loss_class: 0.549912 loss_bbox: 0.122826 loss_giou: 0.413895 loss_class_aux: 3.550459 loss_bbox_aux: 0.805146 loss_giou_aux: 2.575644 loss_class_dn: 0.349164 loss_bbox_dn: 0.119509 loss_giou_dn: 0.386477 loss_class_aux_dn: 1.845187 loss_bbox_aux_dn: 0.727589 loss_giou_aux_dn: 2.169645 loss: 14.086638 eta: 0:04:50 batch_cost: 0.5195 data_cost: 0.0012 ips: 7.6992 images/s [04/02 08:08:44] ppdet.engine INFO: Epoch: [71] [6900/7329] learning_rate: 0.000100 loss_class: 0.488195 loss_bbox: 0.118722 loss_giou: 0.278739 loss_class_aux: 3.055498 loss_bbox_aux: 0.762136 loss_giou_aux: 1.811698 loss_class_dn: 0.274166 loss_bbox_dn: 0.121425 loss_giou_dn: 0.267053 loss_class_aux_dn: 1.477119 loss_bbox_aux_dn: 0.732903 loss_giou_aux_dn: 1.570311 loss: 11.351667 eta: 0:03:55 batch_cost: 0.5249 data_cost: 0.0013 ips: 7.6209 images/s [04/02 08:09:46] ppdet.engine INFO: Epoch: [71] [7000/7329] learning_rate: 0.000100 loss_class: 0.551248 loss_bbox: 0.124631 loss_giou: 0.420989 loss_class_aux: 3.515803 loss_bbox_aux: 0.838807 loss_giou_aux: 2.598231 loss_class_dn: 0.320902 loss_bbox_dn: 0.121570 loss_giou_dn: 0.344362 loss_class_aux_dn: 1.728557 loss_bbox_aux_dn: 0.747950 loss_giou_aux_dn: 1.953399 loss: 13.538535 eta: 0:03:00 batch_cost: 0.5606 data_cost: 0.0014 ips: 7.1358 images/s [04/02 08:10:44] ppdet.engine INFO: Epoch: [71] [7100/7329] learning_rate: 0.000100 loss_class: 0.560868 loss_bbox: 0.130616 loss_giou: 0.407824 loss_class_aux: 3.533982 loss_bbox_aux: 0.884162 loss_giou_aux: 2.528244 loss_class_dn: 0.341166 loss_bbox_dn: 0.131751 loss_giou_dn: 0.349444 loss_class_aux_dn: 1.835036 loss_bbox_aux_dn: 0.793820 loss_giou_aux_dn: 2.015112 loss: 13.715096 eta: 0:02:05 batch_cost: 0.5242 data_cost: 0.0014 ips: 7.6313 images/s [04/02 08:11:44] ppdet.engine INFO: Epoch: [71] [7200/7329] learning_rate: 0.000100 loss_class: 0.602725 loss_bbox: 0.130830 loss_giou: 0.406435 loss_class_aux: 3.799356 loss_bbox_aux: 0.888293 loss_giou_aux: 2.604114 loss_class_dn: 0.336983 loss_bbox_dn: 0.131602 loss_giou_dn: 0.352628 loss_class_aux_dn: 1.860950 loss_bbox_aux_dn: 0.777279 loss_giou_aux_dn: 2.050699 loss: 14.956850 eta: 0:01:10 batch_cost: 0.5429 data_cost: 0.0013 ips: 7.3683 images/s LAUNCH INFO 2023-04-02 08:19:11,378 Pod completed LAUNCH INFO 2023-04-02 08:19:11,378 Exit code 0 [04/02 08:12:40] ppdet.engine INFO: Epoch: [71] [7300/7329] learning_rate: 0.000100 loss_class: 0.577819 loss_bbox: 0.132013 loss_giou: 0.324767 loss_class_aux: 3.498507 loss_bbox_aux: 0.847809 loss_giou_aux: 2.078892 loss_class_dn: 0.314643 loss_bbox_dn: 0.129757 loss_giou_dn: 0.296642 loss_class_aux_dn: 1.722431 loss_bbox_aux_dn: 0.763963 loss_giou_aux_dn: 1.677917 loss: 12.493977 eta: 0:00:15 batch_cost: 0.5040 data_cost: 0.0012 ips: 7.9364 images/s [04/02 08:13:01] ppdet.engine INFO: Eval iter: 0 [04/02 08:13:29] ppdet.engine INFO: Eval iter: 100 [04/02 08:13:56] ppdet.engine INFO: Eval iter: 200 [04/02 08:14:24] ppdet.engine INFO: Eval iter: 300 [04/02 08:14:53] ppdet.engine INFO: Eval iter: 400 [04/02 08:15:21] ppdet.engine INFO: Eval iter: 500 [04/02 08:15:50] ppdet.engine INFO: Eval iter: 600 [04/02 08:16:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/02 08:16:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.93s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.24s). Accumulating evaluation results... DONE (t=28.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 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 ] = 0.578 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 ] = 0.655 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 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/02 08:19:04] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.30887710694116 [04/02 08:19:04] ppdet.engine INFO: Best test bbox ap is 0.531. I0402 08:19:07.598093 54175 tcp_store.cc:257] receive shutdown event and so quit from MasterDaemon run loop