I0830 15:44:16.877916 16152 finetune_net.cpp:25] Starting Optimization
I0830 15:44:16.877996 16152 solver.cpp:41] Creating training net.
I0830 15:44:16.878521 16152 net.cpp:65] Memory required for Data0
I0830 15:44:16.878551 16152 net.cpp:76] Creating Layer data
I0830 15:44:16.878556 16152 net.cpp:112] data -> data
I0830 15:44:16.878564 16152 net.cpp:112] data -> truth
I0830 15:44:16.878572 16152 video_segmentation_data_layer.cpp:229] Opening file /media/data/mtriet/cdc/huawei/predata/bb/bbtrainval.lst
I0830 15:44:16.880841 16152 video_segmentation_data_layer.cpp:245] Shuffling data
I0830 15:44:17.296514 16152 video_segmentation_data_layer.cpp:250] A total of 8004 examples.
I0830 15:44:17.312989 16152 video_segmentation_data_layer.cpp:294] output data size: 8,3,32,112,112
I0830 15:44:17.313017 16152 video_segmentation_data_layer.cpp:298] output truth size: 8,1,32,112,112
I0830 15:44:17.362213 16152 video_segmentation_data_layer.cpp:379] Initializing prefetch
I0830 15:44:17.362262 16152 video_segmentation_data_layer.cpp:381] Prefetch initialized.
I0830 15:44:17.362304 16152 net.cpp:127] Top shape: 8 3 32 112 112 (9633792)
I0830 15:44:17.362308 16152 net.cpp:127] Top shape: 8 1 32 112 112 (3211264)
I0830 15:44:17.362313 16152 net.cpp:136] Memory  required for Data 51380224
I0830 15:44:17.362318 16152 net.cpp:159] data does not need backward computation.
I0830 15:44:17.362334 16152 net.cpp:76] Creating Layer conv1a
I0830 15:44:17.362339 16152 net.cpp:86] conv1a <- data
I0830 15:44:17.362349 16152 net.cpp:112] conv1a -> conv1a
I0830 15:44:17.363739 16152 net.cpp:127] Top shape: 8 64 32 112 112 (205520896)
I0830 15:44:17.363744 16152 net.cpp:136] Memory  required for Data 873463808
I0830 15:44:17.363747 16152 net.cpp:154] conv1a needs backward computation.
I0830 15:44:17.363754 16152 net.cpp:76] Creating Layer relu1a
I0830 15:44:17.363756 16152 net.cpp:86] relu1a <- conv1a
I0830 15:44:17.363765 16152 net.cpp:100] relu1a -> conv1a (in-place)
I0830 15:44:17.363770 16152 net.cpp:127] Top shape: 8 64 32 112 112 (205520896)
I0830 15:44:17.363772 16152 net.cpp:136] Memory  required for Data 873463808
I0830 15:44:17.363775 16152 net.cpp:154] relu1a needs backward computation.
I0830 15:44:17.363780 16152 net.cpp:76] Creating Layer pool1
I0830 15:44:17.363783 16152 net.cpp:86] pool1 <- conv1a
I0830 15:44:17.363787 16152 net.cpp:112] pool1 -> pool1
I0830 15:44:17.363795 16152 net.cpp:127] Top shape: 8 64 32 56 56 (51380224)
I0830 15:44:17.363798 16152 net.cpp:136] Memory  required for Data 1078984704
I0830 15:44:17.363801 16152 net.cpp:154] pool1 needs backward computation.
I0830 15:44:17.363806 16152 net.cpp:76] Creating Layer conv2a
I0830 15:44:17.363811 16152 net.cpp:86] conv2a <- pool1
I0830 15:44:17.363814 16152 net.cpp:112] conv2a -> conv2a
I0830 15:44:17.379436 16152 net.cpp:127] Top shape: 8 128 32 56 56 (102760448)
I0830 15:44:17.379454 16152 net.cpp:136] Memory  required for Data 1490026496
I0830 15:44:17.379468 16152 net.cpp:154] conv2a needs backward computation.
I0830 15:44:17.379478 16152 net.cpp:76] Creating Layer relu2a
I0830 15:44:17.379483 16152 net.cpp:86] relu2a <- conv2a
I0830 15:44:17.379490 16152 net.cpp:100] relu2a -> conv2a (in-place)
I0830 15:44:17.379495 16152 net.cpp:127] Top shape: 8 128 32 56 56 (102760448)
I0830 15:44:17.379498 16152 net.cpp:136] Memory  required for Data 1490026496
I0830 15:44:17.379500 16152 net.cpp:154] relu2a needs backward computation.
I0830 15:44:17.379506 16152 net.cpp:76] Creating Layer pool2
I0830 15:44:17.379518 16152 net.cpp:86] pool2 <- conv2a
I0830 15:44:17.379523 16152 net.cpp:112] pool2 -> pool2
I0830 15:44:17.379528 16152 net.cpp:127] Top shape: 8 128 16 28 28 (12845056)
I0830 15:44:17.379531 16152 net.cpp:136] Memory  required for Data 1541406720
I0830 15:44:17.379534 16152 net.cpp:154] pool2 needs backward computation.
I0830 15:44:17.379540 16152 net.cpp:76] Creating Layer conv3a
I0830 15:44:17.379544 16152 net.cpp:86] conv3a <- pool2
I0830 15:44:17.379547 16152 net.cpp:112] conv3a -> conv3a
I0830 15:44:17.441532 16152 net.cpp:127] Top shape: 8 256 16 28 28 (25690112)
I0830 15:44:17.441556 16152 net.cpp:136] Memory  required for Data 1644167168
I0830 15:44:17.441582 16152 net.cpp:154] conv3a needs backward computation.
I0830 15:44:17.441597 16152 net.cpp:76] Creating Layer relu3a
I0830 15:44:17.441602 16152 net.cpp:86] relu3a <- conv3a
I0830 15:44:17.441619 16152 net.cpp:100] relu3a -> conv3a (in-place)
I0830 15:44:17.441624 16152 net.cpp:127] Top shape: 8 256 16 28 28 (25690112)
I0830 15:44:17.441627 16152 net.cpp:136] Memory  required for Data 1644167168
I0830 15:44:17.441629 16152 net.cpp:154] relu3a needs backward computation.
I0830 15:44:17.441637 16152 net.cpp:76] Creating Layer conv3b
I0830 15:44:17.441639 16152 net.cpp:86] conv3b <- conv3a
I0830 15:44:17.441643 16152 net.cpp:112] conv3b -> conv3b
I0830 15:44:17.573261 16152 net.cpp:127] Top shape: 8 256 16 28 28 (25690112)
I0830 15:44:17.573290 16152 net.cpp:136] Memory  required for Data 1746927616
I0830 15:44:17.573295 16152 net.cpp:154] conv3b needs backward computation.
I0830 15:44:17.573304 16152 net.cpp:76] Creating Layer relu3b
I0830 15:44:17.573312 16152 net.cpp:86] relu3b <- conv3b
I0830 15:44:17.573320 16152 net.cpp:100] relu3b -> conv3b (in-place)
I0830 15:44:17.573326 16152 net.cpp:127] Top shape: 8 256 16 28 28 (25690112)
I0830 15:44:17.573329 16152 net.cpp:136] Memory  required for Data 1746927616
I0830 15:44:17.573331 16152 net.cpp:154] relu3b needs backward computation.
I0830 15:44:17.573338 16152 net.cpp:76] Creating Layer pool3
I0830 15:44:17.573340 16152 net.cpp:86] pool3 <- conv3b
I0830 15:44:17.573345 16152 net.cpp:112] pool3 -> pool3
I0830 15:44:17.573354 16152 net.cpp:127] Top shape: 8 256 8 14 14 (3211264)
I0830 15:44:17.573357 16152 net.cpp:136] Memory  required for Data 1759772672
I0830 15:44:17.573360 16152 net.cpp:154] pool3 needs backward computation.
I0830 15:44:17.573366 16152 net.cpp:76] Creating Layer conv4a
I0830 15:44:17.573370 16152 net.cpp:86] conv4a <- pool3
I0830 15:44:17.573374 16152 net.cpp:112] conv4a -> conv4a
I0830 15:44:17.827390 16152 net.cpp:127] Top shape: 8 512 8 14 14 (6422528)
I0830 15:44:17.827415 16152 net.cpp:136] Memory  required for Data 1785462784
I0830 15:44:17.827420 16152 net.cpp:154] conv4a needs backward computation.
I0830 15:44:17.827430 16152 net.cpp:76] Creating Layer relu4a
I0830 15:44:17.827435 16152 net.cpp:86] relu4a <- conv4a
I0830 15:44:17.827445 16152 net.cpp:100] relu4a -> conv4a (in-place)
I0830 15:44:17.827450 16152 net.cpp:127] Top shape: 8 512 8 14 14 (6422528)
I0830 15:44:17.827453 16152 net.cpp:136] Memory  required for Data 1785462784
I0830 15:44:17.827456 16152 net.cpp:154] relu4a needs backward computation.
I0830 15:44:17.827463 16152 net.cpp:76] Creating Layer conv4b
I0830 15:44:17.827466 16152 net.cpp:86] conv4b <- conv4a
I0830 15:44:17.827471 16152 net.cpp:112] conv4b -> conv4b
I0830 15:44:18.343011 16152 net.cpp:127] Top shape: 8 512 8 14 14 (6422528)
I0830 15:44:18.343036 16152 net.cpp:136] Memory  required for Data 1811152896
I0830 15:44:18.343040 16152 net.cpp:154] conv4b needs backward computation.
I0830 15:44:18.343050 16152 net.cpp:76] Creating Layer relu4b
I0830 15:44:18.343056 16152 net.cpp:86] relu4b <- conv4b
I0830 15:44:18.343065 16152 net.cpp:100] relu4b -> conv4b (in-place)
I0830 15:44:18.343070 16152 net.cpp:127] Top shape: 8 512 8 14 14 (6422528)
I0830 15:44:18.343073 16152 net.cpp:136] Memory  required for Data 1811152896
I0830 15:44:18.343076 16152 net.cpp:154] relu4b needs backward computation.
I0830 15:44:18.343086 16152 net.cpp:76] Creating Layer pool4
I0830 15:44:18.343091 16152 net.cpp:86] pool4 <- conv4b
I0830 15:44:18.343096 16152 net.cpp:112] pool4 -> pool4
I0830 15:44:18.343101 16152 net.cpp:127] Top shape: 8 512 4 7 7 (802816)
I0830 15:44:18.343106 16152 net.cpp:136] Memory  required for Data 1814364160
I0830 15:44:18.343107 16152 net.cpp:154] pool4 needs backward computation.
I0830 15:44:18.343114 16152 net.cpp:76] Creating Layer conv5a
I0830 15:44:18.343117 16152 net.cpp:86] conv5a <- pool4
I0830 15:44:18.343122 16152 net.cpp:112] conv5a -> conv5a
I0830 15:44:18.878463 16152 net.cpp:127] Top shape: 8 512 4 7 7 (802816)
I0830 15:44:18.878494 16152 net.cpp:136] Memory  required for Data 1817575424
I0830 15:44:18.878499 16152 net.cpp:154] conv5a needs backward computation.
I0830 15:44:18.878509 16152 net.cpp:76] Creating Layer relu5a
I0830 15:44:18.878515 16152 net.cpp:86] relu5a <- conv5a
I0830 15:44:18.878525 16152 net.cpp:100] relu5a -> conv5a (in-place)
I0830 15:44:18.878530 16152 net.cpp:127] Top shape: 8 512 4 7 7 (802816)
I0830 15:44:18.878533 16152 net.cpp:136] Memory  required for Data 1817575424
I0830 15:44:18.878536 16152 net.cpp:154] relu5a needs backward computation.
I0830 15:44:18.878542 16152 net.cpp:76] Creating Layer conv5b
I0830 15:44:18.878545 16152 net.cpp:86] conv5b <- conv5a
I0830 15:44:18.878551 16152 net.cpp:112] conv5b -> conv5b
I0830 15:44:19.391038 16152 net.cpp:127] Top shape: 8 512 4 7 7 (802816)
I0830 15:44:19.391062 16152 net.cpp:136] Memory  required for Data 1820786688
I0830 15:44:19.391065 16152 net.cpp:154] conv5b needs backward computation.
I0830 15:44:19.391075 16152 net.cpp:76] Creating Layer relu5b
I0830 15:44:19.391082 16152 net.cpp:86] relu5b <- conv5b
I0830 15:44:19.391089 16152 net.cpp:100] relu5b -> conv5b (in-place)
I0830 15:44:19.391095 16152 net.cpp:127] Top shape: 8 512 4 7 7 (802816)
I0830 15:44:19.391098 16152 net.cpp:136] Memory  required for Data 1820786688
I0830 15:44:19.391101 16152 net.cpp:154] relu5b needs backward computation.
I0830 15:44:19.391106 16152 net.cpp:76] Creating Layer pool5
I0830 15:44:19.391109 16152 net.cpp:86] pool5 <- conv5b
I0830 15:44:19.391113 16152 net.cpp:112] pool5 -> pool5
I0830 15:44:19.391120 16152 net.cpp:127] Top shape: 8 512 4 4 4 (262144)
I0830 15:44:19.391124 16152 net.cpp:136] Memory  required for Data 1821835264
I0830 15:44:19.391125 16152 net.cpp:154] pool5 needs backward computation.
I0830 15:44:19.391131 16152 net.cpp:76] Creating Layer fc6-1-convdeconv
I0830 15:44:19.391135 16152 net.cpp:86] fc6-1-convdeconv <- pool5
I0830 15:44:19.391139 16152 net.cpp:112] fc6-1-convdeconv -> fc6-1-convdeconv
I0830 15:44:29.214741 16152 net.cpp:127] Top shape: 8 4096 8 1 1 (262144)
I0830 15:44:29.214769 16152 net.cpp:136] Memory  required for Data 1822883840
I0830 15:44:29.214774 16152 net.cpp:154] fc6-1-convdeconv needs backward computation.
I0830 15:44:29.214783 16152 net.cpp:76] Creating Layer relu6
I0830 15:44:29.214789 16152 net.cpp:86] relu6 <- fc6-1-convdeconv
I0830 15:44:29.214798 16152 net.cpp:100] relu6 -> fc6-1-convdeconv (in-place)
I0830 15:44:29.214803 16152 net.cpp:127] Top shape: 8 4096 8 1 1 (262144)
I0830 15:44:29.214807 16152 net.cpp:136] Memory  required for Data 1822883840
I0830 15:44:29.214809 16152 net.cpp:154] relu6 needs backward computation.
I0830 15:44:29.214814 16152 net.cpp:76] Creating Layer drop6
I0830 15:44:29.214818 16152 net.cpp:86] drop6 <- fc6-1-convdeconv
I0830 15:44:29.214821 16152 net.cpp:100] drop6 -> fc6-1-convdeconv (in-place)
I0830 15:44:29.214826 16152 net.cpp:127] Top shape: 8 4096 8 1 1 (262144)
I0830 15:44:29.214829 16152 net.cpp:136] Memory  required for Data 1822883840
I0830 15:44:29.214833 16152 net.cpp:154] drop6 needs backward computation.
I0830 15:44:29.214838 16152 net.cpp:76] Creating Layer fc7-1-convdeconv
I0830 15:44:29.214841 16152 net.cpp:86] fc7-1-convdeconv <- fc6-1-convdeconv
I0830 15:44:29.214846 16152 net.cpp:112] fc7-1-convdeconv -> fc7-1-convdeconv
I0830 15:44:34.057423 16152 net.cpp:127] Top shape: 8 4096 16 1 1 (524288)
I0830 15:44:34.057453 16152 net.cpp:136] Memory  required for Data 1824980992
I0830 15:44:34.057458 16152 net.cpp:154] fc7-1-convdeconv needs backward computation.
I0830 15:44:34.057484 16152 net.cpp:76] Creating Layer relu7
I0830 15:44:34.057490 16152 net.cpp:86] relu7 <- fc7-1-convdeconv
I0830 15:44:34.057499 16152 net.cpp:100] relu7 -> fc7-1-convdeconv (in-place)
I0830 15:44:34.057515 16152 net.cpp:127] Top shape: 8 4096 16 1 1 (524288)
I0830 15:44:34.057520 16152 net.cpp:136] Memory  required for Data 1824980992
I0830 15:44:34.057536 16152 net.cpp:154] relu7 needs backward computation.
I0830 15:44:34.057543 16152 net.cpp:76] Creating Layer drop7
I0830 15:44:34.057546 16152 net.cpp:86] drop7 <- fc7-1-convdeconv
I0830 15:44:34.057560 16152 net.cpp:100] drop7 -> fc7-1-convdeconv (in-place)
I0830 15:44:34.057566 16152 net.cpp:127] Top shape: 8 4096 16 1 1 (524288)
I0830 15:44:34.057585 16152 net.cpp:136] Memory  required for Data 1824980992
I0830 15:44:34.057590 16152 net.cpp:154] drop7 needs backward computation.
I0830 15:44:34.057595 16152 net.cpp:76] Creating Layer predict
I0830 15:44:34.057600 16152 net.cpp:86] predict <- fc7-1-convdeconv
I0830 15:44:34.057605 16152 net.cpp:112] predict -> predict
I0830 15:44:34.066715 16152 net.cpp:127] Top shape: 8 8 32 1 1 (2048)
I0830 15:44:34.066720 16152 net.cpp:136] Memory  required for Data 1824989184
I0830 15:44:34.066723 16152 net.cpp:154] predict needs backward computation.
I0830 15:44:34.066730 16152 net.cpp:76] Creating Layer loss
I0830 15:44:34.066733 16152 net.cpp:86] loss <- predict
I0830 15:44:34.066738 16152 net.cpp:86] loss <- truth
I0830 15:44:34.066756 16152 net.cpp:136] Memory  required for Data 1824989184
I0830 15:44:34.066759 16152 net.cpp:154] loss needs backward computation.
I0830 15:44:34.066805 16152 net.cpp:183] Collecting Learning Rate and Weight Decay.
I0830 15:44:34.066846 16152 net.cpp:176] Network initialization done.
I0830 15:44:34.066850 16152 net.cpp:177] Memory required for Data 1824989184
I0830 15:44:34.066912 16152 solver.cpp:44] Creating testing net.
I0830 15:44:34.067476 16152 net.cpp:65] Memory required for Data0
I0830 15:44:34.067525 16152 net.cpp:76] Creating Layer data
I0830 15:44:34.067530 16152 net.cpp:112] data -> data
I0830 15:44:34.067548 16152 net.cpp:112] data -> truth
I0830 15:44:34.067564 16152 video_segmentation_data_layer.cpp:229] Opening file /media/data/mtriet/cdc/huawei/predata/bb/bbtest.lst
I0830 15:44:34.094766 16152 video_segmentation_data_layer.cpp:245] Shuffling data
I0830 15:44:34.095026 16152 video_segmentation_data_layer.cpp:250] A total of 4304 examples.
I0830 15:44:34.149842 16152 video_segmentation_data_layer.cpp:294] output data size: 2,3,32,112,112
I0830 15:44:34.149873 16152 video_segmentation_data_layer.cpp:298] output truth size: 2,1,32,112,112
I0830 15:44:34.162755 16152 video_segmentation_data_layer.cpp:379] Initializing prefetch
I0830 15:44:34.162828 16152 video_segmentation_data_layer.cpp:381] Prefetch initialized.
I0830 15:44:34.162845 16152 net.cpp:127] Top shape: 2 3 32 112 112 (2408448)
I0830 15:44:34.162852 16152 net.cpp:127] Top shape: 2 1 32 112 112 (802816)
I0830 15:44:34.162858 16152 net.cpp:136] Memory  required for Data 12845056
I0830 15:44:34.162864 16152 net.cpp:159] data does not need backward computation.
I0830 15:44:34.162890 16152 net.cpp:76] Creating Layer conv1a
I0830 15:44:34.162899 16152 net.cpp:86] conv1a <- data
I0830 15:44:34.162907 16152 net.cpp:112] conv1a -> conv1a
I0830 15:44:34.164383 16152 net.cpp:127] Top shape: 2 64 32 112 112 (51380224)
I0830 15:44:34.164393 16152 net.cpp:136] Memory  required for Data 218365952
I0830 15:44:34.164397 16152 net.cpp:154] conv1a needs backward computation.
I0830 15:44:34.164407 16152 net.cpp:76] Creating Layer relu1a
I0830 15:44:34.164420 16152 net.cpp:86] relu1a <- conv1a
I0830 15:44:34.164427 16152 net.cpp:100] relu1a -> conv1a (in-place)
I0830 15:44:34.164433 16152 net.cpp:127] Top shape: 2 64 32 112 112 (51380224)
I0830 15:44:34.164443 16152 net.cpp:136] Memory  required for Data 218365952
I0830 15:44:34.164445 16152 net.cpp:154] relu1a needs backward computation.
I0830 15:44:34.164451 16152 net.cpp:76] Creating Layer pool1
I0830 15:44:34.164456 16152 net.cpp:86] pool1 <- conv1a
I0830 15:44:34.164461 16152 net.cpp:112] pool1 -> pool1
I0830 15:44:34.164469 16152 net.cpp:127] Top shape: 2 64 32 56 56 (12845056)
I0830 15:44:34.164474 16152 net.cpp:136] Memory  required for Data 269746176
I0830 15:44:34.164476 16152 net.cpp:154] pool1 needs backward computation.
I0830 15:44:34.164484 16152 net.cpp:76] Creating Layer conv2a
I0830 15:44:34.164489 16152 net.cpp:86] conv2a <- pool1
I0830 15:44:34.164494 16152 net.cpp:112] conv2a -> conv2a
I0830 15:44:34.181573 16152 net.cpp:127] Top shape: 2 128 32 56 56 (25690112)
I0830 15:44:34.181602 16152 net.cpp:136] Memory  required for Data 372506624
I0830 15:44:34.181615 16152 net.cpp:154] conv2a needs backward computation.
I0830 15:44:34.181624 16152 net.cpp:76] Creating Layer relu2a
I0830 15:44:34.181643 16152 net.cpp:86] relu2a <- conv2a
I0830 15:44:34.181659 16152 net.cpp:100] relu2a -> conv2a (in-place)
I0830 15:44:34.181665 16152 net.cpp:127] Top shape: 2 128 32 56 56 (25690112)
I0830 15:44:34.181684 16152 net.cpp:136] Memory  required for Data 372506624
I0830 15:44:34.181687 16152 net.cpp:154] relu2a needs backward computation.
I0830 15:44:34.181702 16152 net.cpp:76] Creating Layer pool2
I0830 15:44:34.181706 16152 net.cpp:86] pool2 <- conv2a
I0830 15:44:34.181721 16152 net.cpp:112] pool2 -> pool2
I0830 15:44:34.181730 16152 net.cpp:127] Top shape: 2 128 16 28 28 (3211264)
I0830 15:44:34.181733 16152 net.cpp:136] Memory  required for Data 385351680
I0830 15:44:34.181737 16152 net.cpp:154] pool2 needs backward computation.
I0830 15:44:34.181743 16152 net.cpp:76] Creating Layer conv3a
I0830 15:44:34.181747 16152 net.cpp:86] conv3a <- pool2
I0830 15:44:34.181752 16152 net.cpp:112] conv3a -> conv3a
I0830 15:44:34.252869 16152 net.cpp:127] Top shape: 2 256 16 28 28 (6422528)
I0830 15:44:34.252892 16152 net.cpp:136] Memory  required for Data 411041792
I0830 15:44:34.252897 16152 net.cpp:154] conv3a needs backward computation.
I0830 15:44:34.252912 16152 net.cpp:76] Creating Layer relu3a
I0830 15:44:34.252918 16152 net.cpp:86] relu3a <- conv3a
I0830 15:44:34.252936 16152 net.cpp:100] relu3a -> conv3a (in-place)
I0830 15:44:34.252943 16152 net.cpp:127] Top shape: 2 256 16 28 28 (6422528)
I0830 15:44:34.252946 16152 net.cpp:136] Memory  required for Data 411041792
I0830 15:44:34.252949 16152 net.cpp:154] relu3a needs backward computation.
I0830 15:44:34.252957 16152 net.cpp:76] Creating Layer conv3b
I0830 15:44:34.252961 16152 net.cpp:86] conv3b <- conv3a
I0830 15:44:34.252966 16152 net.cpp:112] conv3b -> conv3b
I0830 15:44:34.384305 16152 net.cpp:127] Top shape: 2 256 16 28 28 (6422528)
I0830 15:44:34.384344 16152 net.cpp:136] Memory  required for Data 436731904
I0830 15:44:34.384371 16152 net.cpp:154] conv3b needs backward computation.
I0830 15:44:34.384385 16152 net.cpp:76] Creating Layer relu3b
I0830 15:44:34.384395 16152 net.cpp:86] relu3b <- conv3b
I0830 15:44:34.384433 16152 net.cpp:100] relu3b -> conv3b (in-place)
I0830 15:44:34.384443 16152 net.cpp:127] Top shape: 2 256 16 28 28 (6422528)
I0830 15:44:34.384450 16152 net.cpp:136] Memory  required for Data 436731904
I0830 15:44:34.384455 16152 net.cpp:154] relu3b needs backward computation.
I0830 15:44:34.384464 16152 net.cpp:76] Creating Layer pool3
I0830 15:44:34.384471 16152 net.cpp:86] pool3 <- conv3b
I0830 15:44:34.384480 16152 net.cpp:112] pool3 -> pool3
I0830 15:44:34.384495 16152 net.cpp:127] Top shape: 2 256 8 14 14 (802816)
I0830 15:44:34.384502 16152 net.cpp:136] Memory  required for Data 439943168
I0830 15:44:34.384508 16152 net.cpp:154] pool3 needs backward computation.
I0830 15:44:34.384521 16152 net.cpp:76] Creating Layer conv4a
I0830 15:44:34.384527 16152 net.cpp:86] conv4a <- pool3
I0830 15:44:34.384536 16152 net.cpp:112] conv4a -> conv4a
I0830 15:44:34.643425 16152 net.cpp:127] Top shape: 2 512 8 14 14 (1605632)
I0830 15:44:34.643455 16152 net.cpp:136] Memory  required for Data 446365696
I0830 15:44:34.643477 16152 net.cpp:154] conv4a needs backward computation.
I0830 15:44:34.643487 16152 net.cpp:76] Creating Layer relu4a
I0830 15:44:34.643496 16152 net.cpp:86] relu4a <- conv4a
I0830 15:44:34.643507 16152 net.cpp:100] relu4a -> conv4a (in-place)
I0830 15:44:34.643522 16152 net.cpp:127] Top shape: 2 512 8 14 14 (1605632)
I0830 15:44:34.643537 16152 net.cpp:136] Memory  required for Data 446365696
I0830 15:44:34.643541 16152 net.cpp:154] relu4a needs backward computation.
I0830 15:44:34.643559 16152 net.cpp:76] Creating Layer conv4b
I0830 15:44:34.643563 16152 net.cpp:86] conv4b <- conv4a
I0830 15:44:34.643568 16152 net.cpp:112] conv4b -> conv4b
I0830 15:44:35.150485 16152 net.cpp:127] Top shape: 2 512 8 14 14 (1605632)
I0830 15:44:35.150511 16152 net.cpp:136] Memory  required for Data 452788224
I0830 15:44:35.150523 16152 net.cpp:154] conv4b needs backward computation.
I0830 15:44:35.150533 16152 net.cpp:76] Creating Layer relu4b
I0830 15:44:35.150540 16152 net.cpp:86] relu4b <- conv4b
I0830 15:44:35.150559 16152 net.cpp:100] relu4b -> conv4b (in-place)
I0830 15:44:35.150566 16152 net.cpp:127] Top shape: 2 512 8 14 14 (1605632)
I0830 15:44:35.150584 16152 net.cpp:136] Memory  required for Data 452788224
I0830 15:44:35.150588 16152 net.cpp:154] relu4b needs backward computation.
I0830 15:44:35.150609 16152 net.cpp:76] Creating Layer pool4
I0830 15:44:35.150624 16152 net.cpp:86] pool4 <- conv4b
I0830 15:44:35.150638 16152 net.cpp:112] pool4 -> pool4
I0830 15:44:35.150646 16152 net.cpp:127] Top shape: 2 512 4 7 7 (200704)
I0830 15:44:35.150660 16152 net.cpp:136] Memory  required for Data 453591040
I0830 15:44:35.150663 16152 net.cpp:154] pool4 needs backward computation.
I0830 15:44:35.150679 16152 net.cpp:76] Creating Layer conv5a
I0830 15:44:35.150694 16152 net.cpp:86] conv5a <- pool4
I0830 15:44:35.150701 16152 net.cpp:112] conv5a -> conv5a
I0830 15:44:35.679446 16152 net.cpp:127] Top shape: 2 512 4 7 7 (200704)
I0830 15:44:35.679474 16152 net.cpp:136] Memory  required for Data 454393856
I0830 15:44:35.679481 16152 net.cpp:154] conv5a needs backward computation.
I0830 15:44:35.679489 16152 net.cpp:76] Creating Layer relu5a
I0830 15:44:35.679497 16152 net.cpp:86] relu5a <- conv5a
I0830 15:44:35.679505 16152 net.cpp:100] relu5a -> conv5a (in-place)
I0830 15:44:35.679522 16152 net.cpp:127] Top shape: 2 512 4 7 7 (200704)
I0830 15:44:35.679527 16152 net.cpp:136] Memory  required for Data 454393856
I0830 15:44:35.679530 16152 net.cpp:154] relu5a needs backward computation.
I0830 15:44:35.679548 16152 net.cpp:76] Creating Layer conv5b
I0830 15:44:35.679553 16152 net.cpp:86] conv5b <- conv5a
I0830 15:44:35.679558 16152 net.cpp:112] conv5b -> conv5b
I0830 15:44:36.190253 16152 net.cpp:127] Top shape: 2 512 4 7 7 (200704)
I0830 15:44:36.190281 16152 net.cpp:136] Memory  required for Data 455196672
I0830 15:44:36.190286 16152 net.cpp:154] conv5b needs backward computation.
I0830 15:44:36.190296 16152 net.cpp:76] Creating Layer relu5b
I0830 15:44:36.190302 16152 net.cpp:86] relu5b <- conv5b
I0830 15:44:36.190311 16152 net.cpp:100] relu5b -> conv5b (in-place)
I0830 15:44:36.190327 16152 net.cpp:127] Top shape: 2 512 4 7 7 (200704)
I0830 15:44:36.190331 16152 net.cpp:136] Memory  required for Data 455196672
I0830 15:44:36.190335 16152 net.cpp:154] relu5b needs backward computation.
I0830 15:44:36.190340 16152 net.cpp:76] Creating Layer pool5
I0830 15:44:36.190345 16152 net.cpp:86] pool5 <- conv5b
I0830 15:44:36.190351 16152 net.cpp:112] pool5 -> pool5
I0830 15:44:36.190357 16152 net.cpp:127] Top shape: 2 512 4 4 4 (65536)
I0830 15:44:36.190361 16152 net.cpp:136] Memory  required for Data 455458816
I0830 15:44:36.190364 16152 net.cpp:154] pool5 needs backward computation.
I0830 15:44:36.190371 16152 net.cpp:76] Creating Layer fc6-1-convdeconv
I0830 15:44:36.190376 16152 net.cpp:86] fc6-1-convdeconv <- pool5
I0830 15:44:36.190381 16152 net.cpp:112] fc6-1-convdeconv -> fc6-1-convdeconv
I0830 15:44:45.975780 16152 net.cpp:127] Top shape: 2 4096 8 1 1 (65536)
I0830 15:44:45.975813 16152 net.cpp:136] Memory  required for Data 455720960
I0830 15:44:45.975836 16152 net.cpp:154] fc6-1-convdeconv needs backward computation.
I0830 15:44:45.975847 16152 net.cpp:76] Creating Layer relu6
I0830 15:44:45.975854 16152 net.cpp:86] relu6 <- fc6-1-convdeconv
I0830 15:44:45.975874 16152 net.cpp:100] relu6 -> fc6-1-convdeconv (in-place)
I0830 15:44:45.975896 16152 net.cpp:127] Top shape: 2 4096 8 1 1 (65536)
I0830 15:44:45.975903 16152 net.cpp:136] Memory  required for Data 455720960
I0830 15:44:45.975908 16152 net.cpp:154] relu6 needs backward computation.
I0830 15:44:45.975914 16152 net.cpp:76] Creating Layer drop6
I0830 15:44:45.975920 16152 net.cpp:86] drop6 <- fc6-1-convdeconv
I0830 15:44:45.975925 16152 net.cpp:100] drop6 -> fc6-1-convdeconv (in-place)
I0830 15:44:45.975931 16152 net.cpp:127] Top shape: 2 4096 8 1 1 (65536)
I0830 15:44:45.975952 16152 net.cpp:136] Memory  required for Data 455720960
I0830 15:44:45.975955 16152 net.cpp:154] drop6 needs backward computation.
I0830 15:44:45.975972 16152 net.cpp:76] Creating Layer fc7-1-convdeconv
I0830 15:44:45.975976 16152 net.cpp:86] fc7-1-convdeconv <- fc6-1-convdeconv
I0830 15:44:45.975981 16152 net.cpp:112] fc7-1-convdeconv -> fc7-1-convdeconv
I0830 15:44:50.949210 16152 net.cpp:127] Top shape: 2 4096 16 1 1 (131072)
I0830 15:44:50.949239 16152 net.cpp:136] Memory  required for Data 456245248
I0830 15:44:50.949261 16152 net.cpp:154] fc7-1-convdeconv needs backward computation.
I0830 15:44:50.949272 16152 net.cpp:76] Creating Layer relu7
I0830 15:44:50.949280 16152 net.cpp:86] relu7 <- fc7-1-convdeconv
I0830 15:44:50.949290 16152 net.cpp:100] relu7 -> fc7-1-convdeconv (in-place)
I0830 15:44:50.949297 16152 net.cpp:127] Top shape: 2 4096 16 1 1 (131072)
I0830 15:44:50.949316 16152 net.cpp:136] Memory  required for Data 456245248
I0830 15:44:50.949318 16152 net.cpp:154] relu7 needs backward computation.
I0830 15:44:50.949332 16152 net.cpp:76] Creating Layer drop7
I0830 15:44:50.949337 16152 net.cpp:86] drop7 <- fc7-1-convdeconv
I0830 15:44:50.949352 16152 net.cpp:100] drop7 -> fc7-1-convdeconv (in-place)
I0830 15:44:50.949357 16152 net.cpp:127] Top shape: 2 4096 16 1 1 (131072)
I0830 15:44:50.949363 16152 net.cpp:136] Memory  required for Data 456245248
I0830 15:44:50.949368 16152 net.cpp:154] drop7 needs backward computation.
I0830 15:44:50.949385 16152 net.cpp:76] Creating Layer fb_predict
I0830 15:44:50.949404 16152 net.cpp:86] fb_predict <- fc7-1-convdeconv
I0830 15:44:50.949410 16152 net.cpp:112] fb_predict -> predict
I0830 15:44:50.958600 16152 net.cpp:127] Top shape: 2 8 32 1 1 (512)
I0830 15:44:50.958607 16152 net.cpp:136] Memory  required for Data 456247296
I0830 15:44:50.958611 16152 net.cpp:154] fb_predict needs backward computation.
I0830 15:44:50.958617 16152 net.cpp:76] Creating Layer loss
I0830 15:44:50.958621 16152 net.cpp:86] loss <- predict
I0830 15:44:50.958626 16152 net.cpp:86] loss <- truth
I0830 15:44:50.958634 16152 net.cpp:112] loss -> accuracy
I0830 15:44:50.958659 16152 net.cpp:127] Top shape: 1 1 1 1 1 (1)
I0830 15:44:50.958672 16152 net.cpp:136] Memory  required for Data 456247300
I0830 15:44:50.958674 16152 net.cpp:154] loss needs backward computation.
I0830 15:44:50.958678 16152 net.cpp:165] This network produces output accuracy
I0830 15:44:50.958714 16152 net.cpp:183] Collecting Learning Rate and Weight Decay.
I0830 15:44:50.958755 16152 net.cpp:176] Network initialization done.
I0830 15:44:50.958760 16152 net.cpp:177] Memory required for Data 456247300
I0830 15:44:50.958813 16152 solver.cpp:49] Solver scaffolding done.
I0830 15:44:50.958817 16152 finetune_net.cpp:27] Loading from init/conv3d_deepnetA_sport1m_iter_1900000.convdeconv
I0830 15:44:58.766489 16152 net.cpp:322] Copying source layer conv1a
I0830 15:44:58.766595 16152 net.cpp:322] Copying source layer relu1a
I0830 15:44:58.766613 16152 net.cpp:322] Copying source layer pool1
I0830 15:44:58.766616 16152 net.cpp:322] Copying source layer conv2a
I0830 15:44:58.768503 16152 net.cpp:322] Copying source layer relu2a
I0830 15:44:58.768510 16152 net.cpp:322] Copying source layer pool2
I0830 15:44:58.768514 16152 net.cpp:322] Copying source layer conv3a
I0830 15:44:58.775665 16152 net.cpp:322] Copying source layer relu3a
I0830 15:44:58.775676 16152 net.cpp:322] Copying source layer conv3b
I0830 15:44:58.790242 16152 net.cpp:322] Copying source layer relu3b
I0830 15:44:58.790267 16152 net.cpp:322] Copying source layer pool3
I0830 15:44:58.790271 16152 net.cpp:322] Copying source layer conv4a
I0830 15:44:58.819000 16152 net.cpp:322] Copying source layer relu4a
I0830 15:44:58.819025 16152 net.cpp:322] Copying source layer conv4b
I0830 15:44:58.887162 16152 net.cpp:322] Copying source layer relu4b
I0830 15:44:58.887192 16152 net.cpp:322] Copying source layer pool4
I0830 15:44:58.887213 16152 net.cpp:322] Copying source layer conv5a
I0830 15:44:58.976258 16152 net.cpp:322] Copying source layer relu5a
I0830 15:44:58.976294 16152 net.cpp:322] Copying source layer conv5b
I0830 15:44:59.063336 16152 net.cpp:322] Copying source layer relu5b
I0830 15:44:59.063375 16152 net.cpp:322] Copying source layer pool5
I0830 15:44:59.063380 16152 net.cpp:322] Copying source layer fc6-1-convdeconv
I0830 15:45:00.827878 16152 net.cpp:322] Copying source layer relu6
I0830 15:45:00.827913 16152 net.cpp:322] Copying source layer drop6
I0830 15:45:00.827916 16152 net.cpp:322] Copying source layer fc7-1-convdeconv
I0830 15:45:01.694248 16152 net.cpp:322] Copying source layer relu7
I0830 15:45:01.694293 16152 net.cpp:322] Copying source layer drop7
I0830 15:45:01.694298 16152 net.cpp:319] Ignoring source layer fc8-1-convdeconv
I0830 15:45:01.729863 16152 solver.cpp:61] Solving deep_deconv3d
I0830 15:45:01.729924 16152 solver.cpp:108] Iteration 0, Testing net
I0830 15:45:01.729930 16152 net.cpp:290] Copying source layer data
I0830 15:45:01.729934 16152 net.cpp:290] Copying source layer conv1a
I0830 15:45:01.729953 16152 net.cpp:290] Copying source layer relu1a
I0830 15:45:01.729969 16152 net.cpp:290] Copying source layer pool1
I0830 15:45:01.729972 16152 net.cpp:290] Copying source layer conv2a
I0830 15:45:01.729979 16152 net.cpp:290] Copying source layer relu2a
I0830 15:45:01.729984 16152 net.cpp:290] Copying source layer pool2
I0830 15:45:01.729987 16152 net.cpp:290] Copying source layer conv3a
I0830 15:45:01.729991 16152 net.cpp:290] Copying source layer relu3a
I0830 15:45:01.729995 16152 net.cpp:290] Copying source layer conv3b
I0830 15:45:01.730018 16152 net.cpp:290] Copying source layer relu3b
I0830 15:45:01.730023 16152 net.cpp:290] Copying source layer pool3
I0830 15:45:01.730028 16152 net.cpp:290] Copying source layer conv4a
I0830 15:45:01.730033 16152 net.cpp:290] Copying source layer relu4a
I0830 15:45:01.730046 16152 net.cpp:290] Copying source layer conv4b
I0830 15:45:01.730770 16152 net.cpp:290] Copying source layer relu4b
I0830 15:45:01.730777 16152 net.cpp:290] Copying source layer pool4
I0830 15:45:01.730790 16152 net.cpp:290] Copying source layer conv5a
I0830 15:45:01.731495 16152 net.cpp:290] Copying source layer relu5a
I0830 15:45:01.731501 16152 net.cpp:290] Copying source layer conv5b
I0830 15:45:01.732228 16152 net.cpp:290] Copying source layer relu5b
I0830 15:45:01.732235 16152 net.cpp:290] Copying source layer pool5
I0830 15:45:01.732239 16152 net.cpp:290] Copying source layer fc6-1-convdeconv
I0830 15:45:01.745358 16152 net.cpp:290] Copying source layer relu6
I0830 15:45:01.745383 16152 net.cpp:290] Copying source layer drop6
I0830 15:45:01.745388 16152 net.cpp:290] Copying source layer fc7-1-convdeconv
I0830 15:45:01.755502 16152 net.cpp:290] Copying source layer relu7
I0830 15:45:01.755528 16152 net.cpp:290] Copying source layer drop7
I0830 15:45:01.755542 16152 net.cpp:287] Ignoring source layer predict
I0830 15:45:01.755545 16152 net.cpp:290] Copying source layer loss
I0830 15:49:26.901599 19053 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 15:52:44.734721 21773 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 15:55:38.289988 24300 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 15:58:16.173352 26778 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:00:54.143573 29264 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:03:32.090570 31762 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:06:10.065546  1926 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:08:48.208819  4635 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:11:26.276185  7244 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:14:04.521526 10066 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:16:42.641367 12712 video_segmentation_data_layer.cpp:204] Restarting data prefetching from start.
I0830 16:17:35.446043 16152 solver.cpp:141] Test loss: 2.00182
I0830 16:17:35.446110 16152 solver.cpp:148] Test score average: 0.200766
I0830 16:17:56.261660 16152 solver.cpp:242] Iteration 20, lr = 1e-05
I0830 16:17:56.262109 16152 solver.cpp:89] Iteration 20, loss = 1.52797
I0830 16:18:17.832265 16152 solver.cpp:242] Iteration 40, lr = 1e-05
I0830 16:18:17.832691 16152 solver.cpp:89] Iteration 40, loss = 0.695093
I0830 16:18:39.314385 16152 solver.cpp:242] Iteration 60, lr = 1e-05
I0830 16:18:39.314857 16152 solver.cpp:89] Iteration 60, loss = 0.931214
I0830 16:19:00.869559 16152 solver.cpp:242] Iteration 80, lr = 1e-05
I0830 16:19:00.870015 16152 solver.cpp:89] Iteration 80, loss = 1.27171
I0830 16:19:22.426631 16152 solver.cpp:242] Iteration 100, lr = 1e-05
I0830 16:19:22.427083 16152 solver.cpp:89] Iteration 100, loss = 0.619698
I0830 16:19:43.978565 16152 solver.cpp:242] Iteration 120, lr = 1e-05
I0830 16:19:43.979010 16152 solver.cpp:89] Iteration 120, loss = 0.354368
I0830 16:20:05.529211 16152 solver.cpp:242] Iteration 140, lr = 1e-05
I0830 16:20:05.529682 16152 solver.cpp:89] Iteration 140, loss = 1.6136
I0830 16:20:27.148767 16152 solver.cpp:242] Iteration 160, lr = 1e-05
I0830 16:20:27.149178 16152 solver.cpp:89] Iteration 160, loss = 1.02294
I0830 16:20:48.752498 16152 solver.cpp:242] Iteration 180, lr = 1e-05
I0830 16:20:48.752941 16152 solver.cpp:89] Iteration 180, loss = 1.21804
I0830 16:21:10.385531 16152 solver.cpp:242] Iteration 200, lr = 1e-05
I0830 16:21:10.385990 16152 solver.cpp:89] Iteration 200, loss = 1.45957
I0830 16:21:31.952531 16152 solver.cpp:242] Iteration 220, lr = 1e-05
I0830 16:21:31.953034 16152 solver.cpp:89] Iteration 220, loss = 0.762087
I0830 16:21:53.654932 16152 solver.cpp:242] Iteration 240, lr = 1e-05
I0830 16:21:53.655602 16152 solver.cpp:89] Iteration 240, loss = 1.22276
I0830 16:22:15.228829 16152 solver.cpp:242] Iteration 260, lr = 1e-05
I0830 16:22:15.229298 16152 solver.cpp:89] Iteration 260, loss = 0.326363
I0830 16:22:36.804929 16152 solver.cpp:242] Iteration 280, lr = 1e-05
I0830 16:22:36.805399 16152 solver.cpp:89] Iteration 280, loss = 0.555974
I0830 16:22:58.339810 16152 solver.cpp:242] Iteration 300, lr = 1e-05
I0830 16:22:58.340315 16152 solver.cpp:89] Iteration 300, loss = 1.22156
I0830 16:23:19.843533 16152 solver.cpp:242] Iteration 320, lr = 1e-05
I0830 16:23:19.843967 16152 solver.cpp:89] Iteration 320, loss = 0.356348
I0830 16:23:41.460685 16152 solver.cpp:242] Iteration 340, lr = 1e-05
I0830 16:23:41.461171 16152 solver.cpp:89] Iteration 340, loss = 0.705774
I0830 16:24:04.101784 16152 solver.cpp:242] Iteration 360, lr = 1e-05
I0830 16:24:04.102250 16152 solver.cpp:89] Iteration 360, loss = 0.946125
I0830 16:24:26.187196 16152 solver.cpp:242] Iteration 380, lr = 1e-05
I0830 16:24:26.187608 16152 solver.cpp:89] Iteration 380, loss = 0.289581
I0830 16:24:47.869959 16152 solver.cpp:242] Iteration 400, lr = 1e-05
I0830 16:24:47.870420 16152 solver.cpp:89] Iteration 400, loss = 0.466732
I0830 16:25:09.930505 16152 solver.cpp:242] Iteration 420, lr = 1e-05
I0830 16:25:09.930969 16152 solver.cpp:89] Iteration 420, loss = 0.831806
I0830 16:25:31.492606 16152 solver.cpp:242] Iteration 440, lr = 1e-05
I0830 16:25:31.493088 16152 solver.cpp:89] Iteration 440, loss = 1.72971
I0830 16:25:53.035025 16152 solver.cpp:242] Iteration 460, lr = 1e-05
I0830 16:25:53.035466 16152 solver.cpp:89] Iteration 460, loss = 0.545746
I0830 16:26:14.706704 16152 solver.cpp:242] Iteration 480, lr = 1e-05
I0830 16:26:14.707124 16152 solver.cpp:89] Iteration 480, loss = 1.03765
I0830 16:26:36.257642 16152 solver.cpp:242] Iteration 500, lr = 1e-05
I0830 16:26:36.258092 16152 solver.cpp:89] Iteration 500, loss = 0.274407
I0830 16:26:57.822952 16152 solver.cpp:242] Iteration 520, lr = 1e-05
I0830 16:26:57.823386 16152 solver.cpp:89] Iteration 520, loss = 0.525176
I0830 16:27:19.319222 16152 solver.cpp:242] Iteration 540, lr = 1e-05
I0830 16:27:19.319680 16152 solver.cpp:89] Iteration 540, loss = 0.971294
I0830 16:27:40.931272 16152 solver.cpp:242] Iteration 560, lr = 1e-05
I0830 16:27:40.931746 16152 solver.cpp:89] Iteration 560, loss = 0.626765
I0830 16:28:02.445283 16152 solver.cpp:242] Iteration 580, lr = 1e-05
I0830 16:28:02.445750 16152 solver.cpp:89] Iteration 580, loss = 0.611576
I0830 16:28:24.110476 16152 solver.cpp:242] Iteration 600, lr = 1e-05
I0830 16:28:24.111099 16152 solver.cpp:89] Iteration 600, loss = 1.56483
I0830 16:28:45.705818 16152 solver.cpp:242] Iteration 620, lr = 1e-05
I0830 16:28:45.706271 16152 solver.cpp:89] Iteration 620, loss = 0.920736
I0830 16:29:07.318403 16152 solver.cpp:242] Iteration 640, lr = 1e-05
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