grep: warning: GREP_OPTIONS is deprecated; please use an alias or script Warning: import ppdet from source directory without installing, run 'python setup.py install' to install ppdet firstly I0513 13:52:15.628813 11346 tcp_utils.cc:181] The server starts to listen on IP_ANY:37398 I0513 13:52:15.629086 11346 tcp_utils.cc:130] Successfully connected to 10.21.226.186:37398 W0513 13:52:17.572923 11346 gpu_resources.cc:61] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 12.0, Runtime API Version: 11.7 W0513 13:52:17.578862 11346 gpu_resources.cc:91] device: 0, cuDNN Version: 8.4. [2023-05-13 13:52:20,786] [ INFO] topology.py:215 - HybridParallelInfo: rank_id: 0, mp_degree: 1, sharding_degree: 1, pp_degree: 1, dp_degree: 4, mp_group: [0], sharding_group: [0], pp_group: [0], dp_group: [0, 1, 2, 3], check/clip group: [0] loading annotations into memory... Done (t=19.85s) creating index... index created! [05/13 13:52:46] 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. [05/13 13:52:57] 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. [05/13 13:52:58] ppdet.data.source.coco INFO: Load [117266 samples valid, 1021 samples invalid] in file dataset/coco/annotations/instances_train2017.json. [05/13 13:53:03] ppdet.utils.checkpoint INFO: Finish loading model weights: /root/.cache/paddle/weights/ResNet34_vd_pretrained.pdparams W0513 13:53:04.902190 11346 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 [05/13 13:53:05] ppdet.engine INFO: Epoch: [0] [ 0/7329] learning_rate: 0.000000 loss_class: 0.174811 loss_bbox: 1.384231 loss_giou: 1.458617 loss_class_aux: 0.736425 loss_bbox_aux: 5.560500 loss_giou_aux: 5.816197 loss_class_dn: 0.641251 loss_bbox_dn: 0.817165 loss_giou_dn: 1.052167 loss_class_aux_dn: 1.824111 loss_bbox_aux_dn: 2.451495 loss_giou_aux_dn: 3.156502 loss: 25.073477 eta: 10 days, 21:13:17 batch_cost: 1.7821 data_cost: 0.0004 ips: 2.2445 images/s [05/13 13:54:32] ppdet.engine INFO: Epoch: [0] [ 200/7329] learning_rate: 0.000010 loss_class: 0.308596 loss_bbox: 1.444588 loss_giou: 1.829745 loss_class_aux: 1.184652 loss_bbox_aux: 5.878011 loss_giou_aux: 7.435823 loss_class_dn: 0.827342 loss_bbox_dn: 0.838397 loss_giou_dn: 1.417067 loss_class_aux_dn: 2.494093 loss_bbox_aux_dn: 2.502722 loss_giou_aux_dn: 4.259128 loss: 31.018097 eta: 2 days, 10:52:48 batch_cost: 0.3949 data_cost: 0.0005 ips: 10.1280 images/s [05/13 13:56:11] ppdet.engine INFO: Epoch: [0] [ 400/7329] learning_rate: 0.000020 loss_class: 0.386868 loss_bbox: 1.250321 loss_giou: 1.430225 loss_class_aux: 1.407021 loss_bbox_aux: 5.281602 loss_giou_aux: 5.796627 loss_class_dn: 0.572706 loss_bbox_dn: 0.796223 loss_giou_dn: 1.203824 loss_class_aux_dn: 1.785958 loss_bbox_aux_dn: 2.350433 loss_giou_aux_dn: 3.615664 loss: 26.598495 eta: 2 days, 14:17:51 batch_cost: 0.4489 data_cost: 0.0005 ips: 8.9100 images/s [05/13 13:57:34] ppdet.engine INFO: Epoch: [0] [ 600/7329] learning_rate: 0.000030 loss_class: 0.642317 loss_bbox: 0.808214 loss_giou: 1.212395 loss_class_aux: 2.415603 loss_bbox_aux: 3.523027 loss_giou_aux: 4.963348 loss_class_dn: 0.540010 loss_bbox_dn: 0.770683 loss_giou_dn: 1.215243 loss_class_aux_dn: 1.644989 loss_bbox_aux_dn: 2.321703 loss_giou_aux_dn: 3.639215 loss: 24.587734 eta: 2 days, 11:51:21 batch_cost: 0.3757 data_cost: 0.0006 ips: 10.6468 images/s [05/13 13:58:57] ppdet.engine INFO: Epoch: [0] [ 800/7329] learning_rate: 0.000040 loss_class: 0.800608 loss_bbox: 0.717398 loss_giou: 1.157571 loss_class_aux: 2.999540 loss_bbox_aux: 3.085772 loss_giou_aux: 4.823725 loss_class_dn: 0.560049 loss_bbox_dn: 0.813148 loss_giou_dn: 1.246445 loss_class_aux_dn: 1.629661 loss_bbox_aux_dn: 2.453351 loss_giou_aux_dn: 3.751817 loss: 24.267899 eta: 2 days, 10:30:01 batch_cost: 0.3723 data_cost: 0.0005 ips: 10.7428 images/s [05/13 14:00:20] ppdet.engine INFO: Epoch: [0] [1000/7329] learning_rate: 0.000050 loss_class: 0.889702 loss_bbox: 0.585061 loss_giou: 1.094131 loss_class_aux: 3.195849 loss_bbox_aux: 2.645270 loss_giou_aux: 4.739147 loss_class_dn: 0.597740 loss_bbox_dn: 0.767905 loss_giou_dn: 1.247286 loss_class_aux_dn: 1.657049 loss_bbox_aux_dn: 2.363228 loss_giou_aux_dn: 3.874351 loss: 24.649204 eta: 2 days, 9:38:44 batch_cost: 0.3712 data_cost: 0.0005 ips: 10.7750 images/s [05/13 14:01:42] ppdet.engine INFO: Epoch: [0] [1200/7329] learning_rate: 0.000060 loss_class: 0.935929 loss_bbox: 0.483989 loss_giou: 0.891133 loss_class_aux: 3.467619 loss_bbox_aux: 2.194322 loss_giou_aux: 3.857110 loss_class_dn: 0.560280 loss_bbox_dn: 0.686558 loss_giou_dn: 1.015081 loss_class_aux_dn: 1.503936 loss_bbox_aux_dn: 2.139933 loss_giou_aux_dn: 3.161446 loss: 21.403458 eta: 2 days, 8:59:05 batch_cost: 0.3678 data_cost: 0.0005 ips: 10.8761 images/s [05/13 14:03:21] ppdet.engine INFO: Epoch: [0] [1400/7329] learning_rate: 0.000070 loss_class: 0.972908 loss_bbox: 0.424461 loss_giou: 0.926792 loss_class_aux: 3.658988 loss_bbox_aux: 1.949694 loss_giou_aux: 3.927724 loss_class_dn: 0.572677 loss_bbox_dn: 0.653291 loss_giou_dn: 1.084925 loss_class_aux_dn: 1.546519 loss_bbox_aux_dn: 1.984124 loss_giou_aux_dn: 3.345060 loss: 21.994114 eta: 2 days, 10:10:57 batch_cost: 0.4481 data_cost: 0.0006 ips: 8.9270 images/s [05/13 14:04:49] ppdet.engine INFO: Epoch: [0] [1600/7329] learning_rate: 0.000080 loss_class: 1.038740 loss_bbox: 0.414446 loss_giou: 0.915628 loss_class_aux: 3.938564 loss_bbox_aux: 1.928437 loss_giou_aux: 3.956376 loss_class_dn: 0.590508 loss_bbox_dn: 0.617668 loss_giou_dn: 1.075974 loss_class_aux_dn: 1.562814 loss_bbox_aux_dn: 1.908015 loss_giou_aux_dn: 3.351926 loss: 22.436010 eta: 2 days, 10:06:42 batch_cost: 0.3953 data_cost: 0.0005 ips: 10.1182 images/s [05/13 14:06:11] ppdet.engine INFO: Epoch: [0] [1800/7329] learning_rate: 0.000090 loss_class: 1.034261 loss_bbox: 0.371535 loss_giou: 0.735188 loss_class_aux: 3.929332 loss_bbox_aux: 1.709716 loss_giou_aux: 3.359311 loss_class_dn: 0.544287 loss_bbox_dn: 0.612486 loss_giou_dn: 0.941139 loss_class_aux_dn: 1.464723 loss_bbox_aux_dn: 1.916453 loss_giou_aux_dn: 2.972857 loss: 19.979263 eta: 2 days, 9:39:11 batch_cost: 0.3707 data_cost: 0.0005 ips: 10.7891 images/s [05/13 14:07:34] ppdet.engine INFO: Epoch: [0] [2000/7329] learning_rate: 0.000100 loss_class: 0.983535 loss_bbox: 0.352031 loss_giou: 0.809925 loss_class_aux: 3.765772 loss_bbox_aux: 1.628979 loss_giou_aux: 3.543003 loss_class_dn: 0.516039 loss_bbox_dn: 0.576322 loss_giou_dn: 0.943869 loss_class_aux_dn: 1.407780 loss_bbox_aux_dn: 1.789563 loss_giou_aux_dn: 2.962675 loss: 19.733063 eta: 2 days, 9:15:04 batch_cost: 0.3686 data_cost: 0.0005 ips: 10.8506 images/s [05/13 14:08:56] ppdet.engine INFO: Epoch: [0] [2200/7329] learning_rate: 0.000100 loss_class: 1.093414 loss_bbox: 0.346281 loss_giou: 0.809570 loss_class_aux: 4.049337 loss_bbox_aux: 1.633717 loss_giou_aux: 3.556452 loss_class_dn: 0.536317 loss_bbox_dn: 0.558554 loss_giou_dn: 0.994558 loss_class_aux_dn: 1.473388 loss_bbox_aux_dn: 1.756455 loss_giou_aux_dn: 3.146805 loss: 20.295080 eta: 2 days, 8:55:08 batch_cost: 0.3686 data_cost: 0.0005 ips: 10.8506 images/s [05/13 14:10:18] ppdet.engine INFO: Epoch: [0] [2400/7329] learning_rate: 0.000100 loss_class: 1.016304 loss_bbox: 0.333011 loss_giou: 0.739974 loss_class_aux: 3.791116 loss_bbox_aux: 1.569895 loss_giou_aux: 3.275621 loss_class_dn: 0.504023 loss_bbox_dn: 0.534445 loss_giou_dn: 0.925234 loss_class_aux_dn: 1.392886 loss_bbox_aux_dn: 1.710961 loss_giou_aux_dn: 2.884831 loss: 19.397259 eta: 2 days, 8:38:04 batch_cost: 0.3683 data_cost: 0.0005 ips: 10.8596 images/s [05/13 14:11:40] ppdet.engine INFO: Epoch: [0] [2600/7329] learning_rate: 0.000100 loss_class: 0.996937 loss_bbox: 0.338170 loss_giou: 0.701321 loss_class_aux: 3.776555 loss_bbox_aux: 1.557644 loss_giou_aux: 3.041138 loss_class_dn: 0.486528 loss_bbox_dn: 0.557632 loss_giou_dn: 0.902710 loss_class_aux_dn: 1.360562 loss_bbox_aux_dn: 1.770896 loss_giou_aux_dn: 2.870798 loss: 18.736744 eta: 2 days, 8:23:49 batch_cost: 0.3689 data_cost: 0.0005 ips: 10.8434 images/s [05/13 14:13:03] ppdet.engine INFO: Epoch: [0] [2800/7329] learning_rate: 0.000100 loss_class: 1.012033 loss_bbox: 0.282515 loss_giou: 0.641627 loss_class_aux: 3.840100 loss_bbox_aux: 1.332271 loss_giou_aux: 2.944066 loss_class_dn: 0.488199 loss_bbox_dn: 0.511230 loss_giou_dn: 0.816832 loss_class_aux_dn: 1.333759 loss_bbox_aux_dn: 1.624621 loss_giou_aux_dn: 2.667837 loss: 18.341980 eta: 2 days, 8:14:38 batch_cost: 0.3740 data_cost: 0.0005 ips: 10.6951 images/s [05/13 14:14:25] ppdet.engine INFO: Epoch: [0] [3000/7329] learning_rate: 0.000100 loss_class: 0.965073 loss_bbox: 0.254611 loss_giou: 0.640884 loss_class_aux: 3.627410 loss_bbox_aux: 1.261807 loss_giou_aux: 2.892630 loss_class_dn: 0.475376 loss_bbox_dn: 0.494643 loss_giou_dn: 0.818906 loss_class_aux_dn: 1.345539 loss_bbox_aux_dn: 1.574064 loss_giou_aux_dn: 2.665492 loss: 17.927507 eta: 2 days, 8:04:02 batch_cost: 0.3698 data_cost: 0.0005 ips: 10.8175 images/s [05/13 14:15:47] ppdet.engine INFO: Epoch: [0] [3200/7329] learning_rate: 0.000100 loss_class: 1.025605 loss_bbox: 0.290660 loss_giou: 0.605893 loss_class_aux: 3.907298 loss_bbox_aux: 1.379716 loss_giou_aux: 2.724236 loss_class_dn: 0.479581 loss_bbox_dn: 0.519188 loss_giou_dn: 0.814864 loss_class_aux_dn: 1.354595 loss_bbox_aux_dn: 1.684025 loss_giou_aux_dn: 2.566136 loss: 17.858643 eta: 2 days, 7:52:40 batch_cost: 0.3662 data_cost: 0.0005 ips: 10.9218 images/s [05/13 14:17:09] ppdet.engine INFO: Epoch: [0] [3400/7329] learning_rate: 0.000100 loss_class: 1.011594 loss_bbox: 0.284995 loss_giou: 0.768662 loss_class_aux: 3.917002 loss_bbox_aux: 1.346394 loss_giou_aux: 3.411232 loss_class_dn: 0.515276 loss_bbox_dn: 0.486629 loss_giou_dn: 0.902922 loss_class_aux_dn: 1.483185 loss_bbox_aux_dn: 1.577649 loss_giou_aux_dn: 2.966499 loss: 19.292440 eta: 2 days, 7:43:23 batch_cost: 0.3679 data_cost: 0.0005 ips: 10.8711 images/s [05/13 14:18:32] ppdet.engine INFO: Epoch: [0] [3600/7329] learning_rate: 0.000100 loss_class: 0.972086 loss_bbox: 0.259245 loss_giou: 0.669197 loss_class_aux: 3.876710 loss_bbox_aux: 1.255799 loss_giou_aux: 2.978765 loss_class_dn: 0.479104 loss_bbox_dn: 0.463939 loss_giou_dn: 0.830135 loss_class_aux_dn: 1.362833 loss_bbox_aux_dn: 1.481155 loss_giou_aux_dn: 2.698643 loss: 17.739651 eta: 2 days, 7:37:20 batch_cost: 0.3728 data_cost: 0.0005 ips: 10.7295 images/s [05/13 14:19:55] ppdet.engine INFO: Epoch: [0] [3800/7329] learning_rate: 0.000100 loss_class: 1.011092 loss_bbox: 0.293715 loss_giou: 0.667063 loss_class_aux: 3.965800 loss_bbox_aux: 1.442393 loss_giou_aux: 3.020694 loss_class_dn: 0.502187 loss_bbox_dn: 0.487116 loss_giou_dn: 0.841077 loss_class_aux_dn: 1.462269 loss_bbox_aux_dn: 1.597480 loss_giou_aux_dn: 2.732445 loss: 19.159531 eta: 2 days, 7:31:31 batch_cost: 0.3722 data_cost: 0.0005 ips: 10.7473 images/s [05/13 14:21:17] ppdet.engine INFO: Epoch: [0] [4000/7329] learning_rate: 0.000100 loss_class: 1.016325 loss_bbox: 0.290142 loss_giou: 0.694145 loss_class_aux: 3.950739 loss_bbox_aux: 1.354450 loss_giou_aux: 3.115602 loss_class_dn: 0.490676 loss_bbox_dn: 0.491455 loss_giou_dn: 0.831819 loss_class_aux_dn: 1.437370 loss_bbox_aux_dn: 1.578023 loss_giou_aux_dn: 2.718154 loss: 18.224491 eta: 2 days, 7:26:07 batch_cost: 0.3721 data_cost: 0.0005 ips: 10.7503 images/s [05/13 14:22:40] ppdet.engine INFO: Epoch: [0] [4200/7329] learning_rate: 0.000100 loss_class: 0.978982 loss_bbox: 0.279881 loss_giou: 0.598238 loss_class_aux: 3.849519 loss_bbox_aux: 1.328304 loss_giou_aux: 2.681798 loss_class_dn: 0.466834 loss_bbox_dn: 0.492528 loss_giou_dn: 0.772791 loss_class_aux_dn: 1.369001 loss_bbox_aux_dn: 1.599290 loss_giou_aux_dn: 2.540223 loss: 17.385208 eta: 2 days, 7:20:59 batch_cost: 0.3718 data_cost: 0.0007 ips: 10.7594 images/s [05/13 14:24:02] ppdet.engine INFO: Epoch: [0] [4400/7329] learning_rate: 0.000100 loss_class: 0.903084 loss_bbox: 0.241628 loss_giou: 0.644412 loss_class_aux: 3.528295 loss_bbox_aux: 1.133631 loss_giou_aux: 2.770294 loss_class_dn: 0.438967 loss_bbox_dn: 0.414001 loss_giou_dn: 0.763934 loss_class_aux_dn: 1.260241 loss_bbox_aux_dn: 1.372636 loss_giou_aux_dn: 2.537444 loss: 16.195705 eta: 2 days, 7:14:00 batch_cost: 0.3662 data_cost: 0.0006 ips: 10.9223 images/s [05/13 14:25:23] ppdet.engine INFO: Epoch: [0] [4600/7329] learning_rate: 0.000100 loss_class: 0.916456 loss_bbox: 0.243189 loss_giou: 0.647390 loss_class_aux: 3.580370 loss_bbox_aux: 1.116555 loss_giou_aux: 2.849039 loss_class_dn: 0.452822 loss_bbox_dn: 0.375345 loss_giou_dn: 0.776664 loss_class_aux_dn: 1.313845 loss_bbox_aux_dn: 1.270742 loss_giou_aux_dn: 2.522476 loss: 16.489065 eta: 2 days, 7:07:14 batch_cost: 0.3655 data_cost: 0.0005 ips: 10.9446 images/s [05/13 14:26:48] ppdet.engine INFO: Epoch: [0] [4800/7329] learning_rate: 0.000100 loss_class: 0.993233 loss_bbox: 0.260153 loss_giou: 0.631246 loss_class_aux: 3.866512 loss_bbox_aux: 1.277093 loss_giou_aux: 2.909965 loss_class_dn: 0.479659 loss_bbox_dn: 0.435021 loss_giou_dn: 0.789114 loss_class_aux_dn: 1.386613 loss_bbox_aux_dn: 1.432511 loss_giou_aux_dn: 2.603012 loss: 17.135223 eta: 2 days, 7:06:48 batch_cost: 0.3816 data_cost: 0.0005 ips: 10.4809 images/s [05/13 14:28:10] ppdet.engine INFO: Epoch: [0] [5000/7329] learning_rate: 0.000100 loss_class: 0.951467 loss_bbox: 0.261454 loss_giou: 0.659718 loss_class_aux: 3.711476 loss_bbox_aux: 1.245016 loss_giou_aux: 2.932292 loss_class_dn: 0.468181 loss_bbox_dn: 0.427354 loss_giou_dn: 0.768998 loss_class_aux_dn: 1.390233 loss_bbox_aux_dn: 1.388852 loss_giou_aux_dn: 2.512389 loss: 17.416771 eta: 2 days, 7:01:10 batch_cost: 0.3669 data_cost: 0.0005 ips: 10.9023 images/s [05/13 14:29:32] ppdet.engine INFO: Epoch: [0] [5200/7329] learning_rate: 0.000100 loss_class: 0.945077 loss_bbox: 0.255936 loss_giou: 0.595440 loss_class_aux: 3.805000 loss_bbox_aux: 1.200757 loss_giou_aux: 2.592417 loss_class_dn: 0.462160 loss_bbox_dn: 0.419238 loss_giou_dn: 0.715593 loss_class_aux_dn: 1.386087 loss_bbox_aux_dn: 1.366716 loss_giou_aux_dn: 2.397740 loss: 16.176470 eta: 2 days, 6:56:31 batch_cost: 0.3688 data_cost: 0.0005 ips: 10.8455 images/s [05/13 14:30:53] ppdet.engine INFO: Epoch: [0] [5400/7329] learning_rate: 0.000100 loss_class: 0.947425 loss_bbox: 0.275100 loss_giou: 0.634302 loss_class_aux: 3.700066 loss_bbox_aux: 1.240042 loss_giou_aux: 2.874549 loss_class_dn: 0.497068 loss_bbox_dn: 0.445013 loss_giou_dn: 0.778118 loss_class_aux_dn: 1.475163 loss_bbox_aux_dn: 1.451555 loss_giou_aux_dn: 2.546987 loss: 17.709244 eta: 2 days, 6:50:31 batch_cost: 0.3639 data_cost: 0.0005 ips: 10.9927 images/s [05/13 14:32:15] ppdet.engine INFO: Epoch: [0] [5600/7329] learning_rate: 0.000100 loss_class: 0.983167 loss_bbox: 0.249032 loss_giou: 0.521936 loss_class_aux: 3.874164 loss_bbox_aux: 1.188803 loss_giou_aux: 2.346453 loss_class_dn: 0.459074 loss_bbox_dn: 0.407681 loss_giou_dn: 0.705722 loss_class_aux_dn: 1.351463 loss_bbox_aux_dn: 1.315245 loss_giou_aux_dn: 2.310536 loss: 16.747007 eta: 2 days, 6:46:02 batch_cost: 0.3676 data_cost: 0.0005 ips: 10.8807 images/s [05/13 14:33:39] ppdet.engine INFO: Epoch: [0] [5800/7329] learning_rate: 0.000100 loss_class: 0.903973 loss_bbox: 0.231180 loss_giou: 0.527554 loss_class_aux: 3.512580 loss_bbox_aux: 1.108532 loss_giou_aux: 2.359416 loss_class_dn: 0.422603 loss_bbox_dn: 0.409614 loss_giou_dn: 0.637828 loss_class_aux_dn: 1.273921 loss_bbox_aux_dn: 1.326025 loss_giou_aux_dn: 2.177819 loss: 15.752397 eta: 2 days, 6:44:30 batch_cost: 0.3767 data_cost: 0.0005 ips: 10.6178 images/s [05/13 14:35:00] ppdet.engine INFO: Epoch: [0] [6000/7329] learning_rate: 0.000100 loss_class: 0.894996 loss_bbox: 0.252380 loss_giou: 0.593851 loss_class_aux: 3.624207 loss_bbox_aux: 1.188879 loss_giou_aux: 2.604829 loss_class_dn: 0.464692 loss_bbox_dn: 0.399548 loss_giou_dn: 0.721167 loss_class_aux_dn: 1.408261 loss_bbox_aux_dn: 1.323192 loss_giou_aux_dn: 2.338925 loss: 16.634130 eta: 2 days, 6:39:53 batch_cost: 0.3660 data_cost: 0.0005 ips: 10.9281 images/s [05/13 14:36:23] ppdet.engine INFO: Epoch: [0] [6200/7329] learning_rate: 0.000100 loss_class: 0.866258 loss_bbox: 0.234254 loss_giou: 0.603253 loss_class_aux: 3.430030 loss_bbox_aux: 1.095454 loss_giou_aux: 2.680947 loss_class_dn: 0.445462 loss_bbox_dn: 0.387328 loss_giou_dn: 0.741779 loss_class_aux_dn: 1.312930 loss_bbox_aux_dn: 1.317007 loss_giou_aux_dn: 2.423188 loss: 16.158358 eta: 2 days, 6:36:41 batch_cost: 0.3703 data_cost: 0.0005 ips: 10.8021 images/s [05/13 14:37:44] ppdet.engine INFO: Epoch: [0] [6400/7329] learning_rate: 0.000100 loss_class: 1.006191 loss_bbox: 0.264125 loss_giou: 0.697377 loss_class_aux: 3.918865 loss_bbox_aux: 1.195537 loss_giou_aux: 3.008783 loss_class_dn: 0.488771 loss_bbox_dn: 0.417901 loss_giou_dn: 0.791908 loss_class_aux_dn: 1.469827 loss_bbox_aux_dn: 1.408144 loss_giou_aux_dn: 2.648808 loss: 17.353910 eta: 2 days, 6:31:18 batch_cost: 0.3618 data_cost: 0.0005 ips: 11.0548 images/s [05/13 14:39:04] ppdet.engine INFO: Epoch: [0] [6600/7329] learning_rate: 0.000100 loss_class: 0.935385 loss_bbox: 0.257906 loss_giou: 0.657635 loss_class_aux: 3.759828 loss_bbox_aux: 1.123945 loss_giou_aux: 2.914427 loss_class_dn: 0.464666 loss_bbox_dn: 0.387065 loss_giou_dn: 0.766658 loss_class_aux_dn: 1.382032 loss_bbox_aux_dn: 1.219879 loss_giou_aux_dn: 2.479800 loss: 17.328453 eta: 2 days, 6:26:28 batch_cost: 0.3629 data_cost: 0.0005 ips: 11.0230 images/s [05/13 14:40:23] ppdet.engine INFO: Epoch: [0] [6800/7329] learning_rate: 0.000100 loss_class: 0.902580 loss_bbox: 0.254032 loss_giou: 0.550226 loss_class_aux: 3.628673 loss_bbox_aux: 1.141196 loss_giou_aux: 2.478353 loss_class_dn: 0.459337 loss_bbox_dn: 0.429896 loss_giou_dn: 0.671714 loss_class_aux_dn: 1.396847 loss_bbox_aux_dn: 1.404002 loss_giou_aux_dn: 2.208986 loss: 16.225279 eta: 2 days, 6:18:56 batch_cost: 0.3516 data_cost: 0.0005 ips: 11.3778 images/s [05/13 14:41:40] ppdet.engine INFO: Epoch: [0] [7000/7329] learning_rate: 0.000100 loss_class: 0.945148 loss_bbox: 0.254322 loss_giou: 0.599956 loss_class_aux: 3.735323 loss_bbox_aux: 1.161305 loss_giou_aux: 2.603298 loss_class_dn: 0.462426 loss_bbox_dn: 0.427674 loss_giou_dn: 0.751485 loss_class_aux_dn: 1.386047 loss_bbox_aux_dn: 1.414372 loss_giou_aux_dn: 2.434166 loss: 16.399895 eta: 2 days, 6:11:07 batch_cost: 0.3489 data_cost: 0.0005 ips: 11.4641 images/s [05/13 14:43:02] ppdet.engine INFO: Epoch: [0] [7200/7329] learning_rate: 0.000100 loss_class: 0.885596 loss_bbox: 0.233735 loss_giou: 0.549306 loss_class_aux: 3.575832 loss_bbox_aux: 1.107505 loss_giou_aux: 2.472956 loss_class_dn: 0.440443 loss_bbox_dn: 0.378559 loss_giou_dn: 0.637024 loss_class_aux_dn: 1.329829 loss_bbox_aux_dn: 1.280489 loss_giou_aux_dn: 2.093287 loss: 15.555598 eta: 2 days, 6:07:30 batch_cost: 0.3648 data_cost: 0.0005 ips: 10.9653 images/s [05/13 14:43:5tions into memory... Done (t=0.49s) creating index... index created! [05/13 14:43:58] 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=0.55s) creating index... index created! [05/13 14:43:59] ppdet.engine INFO: Eval iter: 0 [05/13 14:44:08] ppdet.engine INFO: Eval iter: 100 [05/13 14:44:16] ppdet.engine INFO: Eval iter: 200 [05/13 14:44:25] ppdet.engine INFO: Eval iter: 300 [05/13 14:44:33] ppdet.engine INFO: Eval iter: 400 [05/13 14:44:42] ppdet.engine INFO: Eval iter: 500 [05/13 14:44:51] ppdet.engine INFO: Eval iter: 600 [05/13 14:44:59] ppdet.engine INFO: Eval iter: 700 [05/13 14:45:08] ppdet.engine INFO: Eval iter: 800 [05/13 14:45:15] ppdet.engine INFO: Eval iter: 900 [05/13 14:45:24] ppdet.engine INFO: Eval iter: 1000 [05/13 14:45:32] ppdet.engine INFO: Eval iter: 1100 [05/13 14:45:41] ppdet.engine INFO: Eval iter: 1200 [05/13 14:46:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.49s) creating index... index created! [05/13 14:46:07] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.27s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=99.26s). Accumulating evaluation results... DONE (t=24.41s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.196 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.298 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.209 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.112 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.225 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.274 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.239 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.427 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.264 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.735 [05/13 14:48:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 46.98043312918406 [05/13 14:48:32] ppdet.engine INFO: Best test bbox ap is 0.196. [05/13 14:48:34] ppdet.engine INFO: Epoch: [1] [ 0/7329] learning_rate: 0.000100 loss_class: 0.876684 loss_bbox: 0.241343 loss_giou: 0.599539 loss_class_aux: 3.535927 loss_bbox_aux: 1.123843 loss_giou_aux: 2.634667 loss_class_dn: 0.443054 loss_bbox_dn: 0.394546 loss_giou_dn: 0.711317 loss_class_aux_dn: 1.320912 loss_bbox_aux_dn: 1.287730 loss_giou_aux_dn: 2.319242 loss: 15.775273 eta: 2 days, 6:06:08 batch_cost: 0.3671 data_cost: 0.0005 ips: 10.8957 images/s [05/13 14:49:59] ppdet.engine INFO: Epoch: [1] [ 200/7329] learning_rate: 0.000100 loss_class: 0.890288 loss_bbox: 0.242947 loss_giou: 0.615362 loss_class_aux: 3.559726 loss_bbox_aux: 1.107434 loss_giou_aux: 2.707837 loss_class_dn: 0.451230 loss_bbox_dn: 0.371981 loss_giou_dn: 0.712470 loss_class_aux_dn: 1.389313 loss_bbox_aux_dn: 1.213006 loss_giou_aux_dn: 2.343013 loss: 16.238625 eta: 2 days, 6:07:08 batch_cost: 0.3840 data_cost: 0.0010 ips: 10.4162 images/s [05/13 14:51:26] ppdet.engine INFO: Epoch: [1] [ 400/7329] learning_rate: 0.000100 loss_class: 0.898703 loss_bbox: 0.241467 loss_giou: 0.618191 loss_class_aux: 3.559798 loss_bbox_aux: 1.117106 loss_giou_aux: 2.678344 loss_class_dn: 0.466725 loss_bbox_dn: 0.403707 loss_giou_dn: 0.751510 loss_class_aux_dn: 1.416115 loss_bbox_aux_dn: 1.325807 loss_giou_aux_dn: 2.449430 loss: 17.021673 eta: 2 days, 6:09:00 batch_cost: 0.3885 data_cost: 0.0007 ips: 10.2972 images/s [05/13 14:52:53] ppdet.engine INFO: Epoch: [1] [ 600/7329] learning_rate: 0.000100 loss_class: 0.914461 loss_bbox: 0.252431 loss_giou: 0.673293 loss_class_aux: 3.820340 loss_bbox_aux: 1.210678 loss_giou_aux: 2.933711 loss_class_dn: 0.457511 loss_bbox_dn: 0.427701 loss_giou_dn: 0.754286 loss_class_aux_dn: 1.394554 loss_bbox_aux_dn: 1.378445 loss_giou_aux_dn: 2.495414 loss: 16.874390 eta: 2 days, 6:12:13 batch_cost: 0.3954 data_cost: 0.0007 ips: 10.1166 images/s [05/13 14:54:20] ppdet.engine INFO: Epoch: [1] [ 800/7329] learning_rate: 0.000100 loss_class: 0.912624 loss_bbox: 0.245109 loss_giou: 0.664343 loss_class_aux: 3.686180 loss_bbox_aux: 1.138485 loss_giou_aux: 2.955262 loss_class_dn: 0.471124 loss_bbox_dn: 0.379952 loss_giou_dn: 0.760564 loss_class_aux_dn: 1.433317 loss_bbox_aux_dn: 1.246047 loss_giou_aux_dn: 2.459544 loss: 16.690172 eta: 2 days, 6:14:57 batch_cost: 0.3942 data_cost: 0.0007 ips: 10.1482 images/s [05/13 14:55:47] ppdet.engine INFO: Epoch: [1] [1000/7329] learning_rate: 0.000100 loss_class: 0.878788 loss_bbox: 0.221797 loss_giou: 0.607612 loss_class_aux: 3.634613 loss_bbox_aux: 1.054887 loss_giou_aux: 2.701461 loss_class_dn: 0.442007 loss_bbox_dn: 0.388184 loss_giou_dn: 0.734407 loss_class_aux_dn: 1.325235 loss_bbox_aux_dn: 1.310971 loss_giou_aux_dn: 2.359219 loss: 16.237070 eta: 2 days, 6:16:47 batch_cost: 0.3907 data_cost: 0.0007 ips: 10.2381 images/s [05/13 14:57:13] ppdet.engine INFO: Epoch: [1] [1200/7329] learning_rate: 0.000100 loss_class: 0.847554 loss_bbox: 0.223121 loss_giou: 0.558959 loss_class_aux: 3.467554 loss_bbox_aux: 1.052316 loss_giou_aux: 2.387253 loss_class_dn: 0.425794 loss_bbox_dn: 0.369873 loss_giou_dn: 0.625366 loss_class_aux_dn: 1.324744 loss_bbox_aux_dn: 1.231165 loss_giou_aux_dn: 2.124572 loss: 15.302554 eta: 2 days, 6:17:32 batch_cost: 0.3861 data_cost: 0.0007 ips: 10.3594 images/s [05/13 14:58:39] ppdet.engine INFO: Epoch: [1] [1400/7329] learning_rate: 0.000100 loss_class: 0.873725 loss_bbox: 0.244273 loss_giou: 0.603063 loss_class_aux: 3.513171 loss_bbox_aux: 1.124022 loss_giou_aux: 2.589319 loss_class_dn: 0.447209 loss_bbox_dn: 0.390908 loss_giou_dn: 0.688360 loss_class_aux_dn: 1.353571 loss_bbox_aux_dn: 1.276269 loss_giou_aux_dn: 2.319577 loss: 15.575171 eta: 2 days, 6:18:38 batch_cost: 0.3883 data_cost: 0.0007 ips: 10.3000 images/s [05/13 15:00:05] ppdet.engine INFO: Epoch: [1] [1600/7329] learning_rate: 0.000100 loss_class: 0.937415 loss_bbox: 0.233013 loss_giou: 0.593148 loss_class_aux: 3.727856 loss_bbox_aux: 1.070957 loss_giou_aux: 2.759007 loss_class_dn: 0.470747 loss_bbox_dn: 0.384659 loss_giou_dn: 0.742900 loss_class_aux_dn: 1.438195 loss_bbox_aux_dn: 1.260846 loss_giou_aux_dn: 2.435532 loss: 16.889759 eta: 2 days, 6:19:42 batch_cost: 0.3888 data_cost: 0.0007 ips: 10.2889 images/s [05/13 15:01:31] ppdet.engine INFO: Epoch: [1] [1800/7329] learning_rate: 0.000100 loss_class: 0.883560 loss_bbox: 0.222473 loss_giou: 0.618227 loss_class_aux: 3.592853 loss_bbox_aux: 1.064158 loss_giou_aux: 2.708689 loss_class_dn: 0.441238 loss_bbox_dn: 0.350107 loss_giou_dn: 0.676593 loss_class_aux_dn: 1.351187 loss_bbox_aux_dn: 1.178598 loss_giou_aux_dn: 2.256833 loss: 15.711309 eta: 2 days, 6:19:59 batch_cost: 0.3851 data_cost: 0.0007 ips: 10.3862 images/s [05/13 15:02:56] ppdet.engine INFO: Epoch: [1] [2000/7329] learning_rate: 0.000100 loss_class: 0.849235 loss_bbox: 0.233077 loss_giou: 0.550033 loss_class_aux: 3.469772 loss_bbox_aux: 1.072193 loss_giou_aux: 2.409284 loss_class_dn: 0.431473 loss_bbox_dn: 0.361372 loss_giou_dn: 0.644055 loss_class_aux_dn: 1.322113 loss_bbox_aux_dn: 1.198760 loss_giou_aux_dn: 2.138663 loss: 15.760826 eta: 2 days, 6:20:19 batch_cost: 0.3858 data_cost: 0.0007 ips: 10.3681 images/s [05/13 15:04:23] ppdet.engine INFO: Epoch: [1] [2200/7329] learning_rate: 0.000100 loss_class: 0.929610 loss_bbox: 0.233695 loss_giou: 0.505796 loss_class_aux: 3.690473 loss_bbox_aux: 1.118394 loss_giou_aux: 2.308644 loss_class_dn: 0.437130 loss_bbox_dn: 0.377782 loss_giou_dn: 0.642253 loss_class_aux_dn: 1.329372 loss_bbox_aux_dn: 1.302624 loss_giou_aux_dn: 2.157732 loss: 15.925337 eta: 2 days, 6:21:44 batch_cost: 0.3922 data_cost: 0.0007 ips: 10.1995 images/s [05/13 15:05:48] ppdet.engine INFO: Epoch: [1] [2400/7329] learning_rate: 0.000100 loss_class: 0.889530 loss_bbox: 0.250617 loss_giou: 0.606921 loss_class_aux: 3.646954 loss_bbox_aux: 1.131942 loss_giou_aux: 2.654076 loss_class_dn: 0.464591 loss_bbox_dn: 0.381642 loss_giou_dn: 0.699643 loss_class_aux_dn: 1.408115 loss_bbox_aux_dn: 1.255910 loss_giou_aux_dn: 2.286528 loss: 15.642732 eta: 2 days, 6:21:22 batch_cost: 0.3827 data_cost: 0.0007 ips: 10.4512 images/s [05/13 15:07:15] ppdet.engine INFO: Epoch: [1] [2600/7329] learning_rate: 0.000100 loss_class: 0.847255 loss_bbox: 0.224880 loss_giou: 0.564594 loss_class_aux: 3.525773 loss_bbox_aux: 1.023920 loss_giou_aux: 2.465499 loss_class_dn: 0.432858 loss_bbox_dn: 0.382688 loss_giou_dn: 0.672239 loss_class_aux_dn: 1.316955 loss_bbox_aux_dn: 1.257568 loss_giou_aux_dn: 2.213290 loss: 15.521310 eta: 2 days, 6:22:58 batch_cost: 0.3942 data_cost: 0.0007 ips: 10.1461 images/s [05/13 15:08:41] ppdet.engine INFO: Epoch: [1] [2800/7329] learning_rate: 0.000100 loss_class: 0.892044 loss_bbox: 0.248711 loss_giou: 0.558341 loss_class_aux: 3.694139 loss_bbox_aux: 1.108318 loss_giou_aux: 2.581869 loss_class_dn: 0.448340 loss_bbox_dn: 0.371643 loss_giou_dn: 0.669204 loss_class_aux_dn: 1.395100 loss_bbox_aux_dn: 1.226148 loss_giou_aux_dn: 2.262509 loss: 16.092457 eta: 2 days, 6:23:51 batch_cost: 0.3907 data_cost: 0.0007 ips: 10.2384 images/s [05/13 15:10:08] ppdet.engine INFO: Epoch: [1] [3000/7329] learning_rate: 0.000100 loss_class: 0.804474 loss_bbox: 0.227152 loss_giou: 0.532058 loss_class_aux: 3.323538 loss_bbox_aux: 1.057852 loss_giou_aux: 2.294178 loss_class_dn: 0.389278 loss_bbox_dn: 0.353465 loss_giou_dn: 0.615629 loss_class_aux_dn: 1.245773 loss_bbox_aux_dn: 1.179928 loss_giou_aux_dn: 1.992978 loss: 13.947067 eta: 2 days, 6:25:13 batch_cost: 0.3942 data_cost: 0.0007 ips: 10.1481 images/s [05/13 15:11:35] ppdet.engine INFO: Epoch: [1] [3200/7329] learning_rate: 0.000100 loss_class: 0.892795 loss_bbox: 0.224957 loss_giou: 0.532972 loss_class_aux: 3.659565 loss_bbox_aux: 1.057291 loss_giou_aux: 2.372369 loss_class_dn: 0.452434 loss_bbox_dn: 0.370438 loss_giou_dn: 0.651115 loss_class_aux_dn: 1.382207 loss_bbox_aux_dn: 1.197407 loss_giou_aux_dn: 2.187389 loss: 15.607850 eta: 2 days, 6:25:48 batch_cost: 0.3900 data_cost: 0.0007 ips: 10.2576 images/s [05/13 15:13:00] ppdet.engine INFO: Epoch: [1] [3400/7329] learning_rate: 0.000100 loss_class: 0.792109 loss_bbox: 0.232503 loss_giou: 0.558085 loss_class_aux: 3.368037 loss_bbox_aux: 1.008557 loss_giou_aux: 2.372056 loss_class_dn: 0.413715 loss_bbox_dn: 0.350211 loss_giou_dn: 0.640488 loss_class_aux_dn: 1.280169 loss_bbox_aux_dn: 1.155911 loss_giou_aux_dn: 2.069475 loss: 14.603296 eta: 2 days, 6:25:34 batch_cost: 0.3853 data_cost: 0.0007 ips: 10.3825 images/s [05/13 15:14:26] ppdet.engine INFO: Epoch: [1] [3600/7329] learning_rate: 0.000100 loss_class: 0.885115 loss_bbox: 0.228118 loss_giou: 0.637414 loss_class_aux: 3.609362 loss_bbox_aux: 1.087956 loss_giou_aux: 2.778214 loss_class_dn: 0.457267 loss_bbox_dn: 0.352828 loss_giou_dn: 0.703978 loss_class_aux_dn: 1.417282 loss_bbox_aux_dn: 1.191761 loss_giou_aux_dn: 2.354526 loss: 15.835104 eta: 2 days, 6:25:20 batch_cost: 0.3855 data_cost: 0.0008 ips: 10.3750 images/s [05/13 15:15:53] ppdet.engine INFO: Epoch: [1] [3800/7329] learning_rate: 0.000100 loss_class: 0.815276 loss_bbox: 0.220345 loss_giou: 0.568062 loss_class_aux: 3.392663 loss_bbox_aux: 0.988921 loss_giou_aux: 2.470891 loss_class_dn: 0.417441 loss_bbox_dn: 0.316713 loss_giou_dn: 0.654648 loss_class_aux_dn: 1.278451 loss_bbox_aux_dn: 1.056253 loss_giou_aux_dn: 2.159724 loss: 15.227900 eta: 2 days, 6:26:24 batch_cost: 0.3943 data_cost: 0.0007 ips: 10.1456 images/s [05/13 15:17:19] ppdet.engine INFO: Epoch: [1] [4000/7329] learning_rate: 0.000100 loss_class: 0.860947 loss_bbox: 0.242997 loss_giou: 0.612782 loss_class_aux: 3.560162 loss_bbox_aux: 1.053083 loss_giou_aux: 2.650320 loss_class_dn: 0.454471 loss_bbox_dn: 0.364498 loss_giou_dn: 0.704504 loss_class_aux_dn: 1.422398 loss_bbox_aux_dn: 1.190713 loss_giou_aux_dn: 2.298933 loss: 16.176317 eta: 2 days, 6:26:48 batch_cost: 0.3903 data_cost: 0.0007 ips: 10.2485 images/s [05/13 15:18:46] ppdet.engine INFO: Epoch: [1] [4200/7329] learning_rate: 0.000100 loss_class: 0.967143 loss_bbox: 0.234313 loss_giou: 0.634334 loss_class_aux: 3.890693 loss_bbox_aux: 1.086150 loss_giou_aux: 2.840344 loss_class_dn: 0.485073 loss_bbox_dn: 0.384114 loss_giou_dn: 0.755369 loss_class_aux_dn: 1.485031 loss_bbox_aux_dn: 1.273211 loss_giou_aux_dn: 2.476162 loss: 17.161863 eta: 2 days, 6:27:09 batch_cost: 0.3904 data_cost: 0.0008 ips: 10.2448 images/s [05/13 15:20:13] ppdet.engine INFO: Epoch: [1] [4400/7329] learning_rate: 0.000100 loss_class: 0.856211 loss_bbox: 0.223678 loss_giou: 0.602445 loss_class_aux: 3.467600 loss_bbox_aux: 1.028820 loss_giou_aux: 2.665402 loss_class_dn: 0.433176 loss_bbox_dn: 0.349474 loss_giou_dn: 0.702251 loss_class_aux_dn: 1.330977 loss_bbox_aux_dn: 1.150626 loss_giou_aux_dn: 2.256704 loss: 15.712597 eta: 2 days, 6:27:51 batch_cost: 0.3932 data_cost: 0.0007 ips: 10.1728 images/s [05/13 15:21:39] ppdet.engine INFO: Epoch: [1] [4600/7329] learning_rate: 0.000100 loss_class: 0.803276 loss_bbox: 0.209906 loss_giou: 0.478740 loss_class_aux: 3.338771 loss_bbox_aux: 0.928288 loss_giou_aux: 2.141741 loss_class_dn: 0.403808 loss_bbox_dn: 0.342627 loss_giou_dn: 0.578048 loss_class_aux_dn: 1.223216 loss_bbox_aux_dn: 1.117504 loss_giou_aux_dn: 1.922759 loss: 14.011483 eta: 2 days, 6:28:04 batch_cost: 0.3904 data_cost: 0.0007 ips: 10.2472 images/s [05/13 15:23:06] ppdet.engine INFO: Epoch: [1] [4800/7329] learning_rate: 0.000100 loss_class: 0.862010 loss_bbox: 0.221124 loss_giou: 0.533388 loss_class_aux: 3.622859 loss_bbox_aux: 1.011805 loss_giou_aux: 2.356710 loss_class_dn: 0.435284 loss_bbox_dn: 0.359440 loss_giou_dn: 0.614447 loss_class_aux_dn: 1.357600 loss_bbox_aux_dn: 1.209260 loss_giou_aux_dn: 2.031894 loss: 14.706036 eta: 2 days, 6:28:20 batch_cost: 0.3909 data_cost: 0.0007 ips: 10.2319 images/s [05/13 15:24:32] ppdet.engine INFO: Epoch: [1] [5000/7329] learning_rate: 0.000100 loss_class: 0.836259 loss_bbox: 0.205555 loss_giou: 0.532995 loss_class_aux: 3.485900 loss_bbox_aux: 0.988974 loss_giou_aux: 2.233471 loss_class_dn: 0.424247 loss_bbox_dn: 0.322964 loss_giou_dn: 0.607683 loss_class_aux_dn: 1.317530 loss_bbox_aux_dn: 1.098762 loss_giou_aux_dn: 2.001341 loss: 14.771969 eta: 2 days, 6:28:09 batch_cost: 0.3882 data_cost: 0.0007 ips: 10.3035 images/s [05/13 15:25:58] ppdet.engine INFO: Epoch: [1] [5200/7329] learning_rate: 0.000100 loss_class: 0.891320 loss_bbox: 0.243005 loss_giou: 0.666616 loss_class_aux: 3.652037 loss_bbox_aux: 1.101361 loss_giou_aux: 2.892479 loss_class_dn: 0.469922 loss_bbox_dn: 0.352159 loss_giou_dn: 0.753053 loss_class_aux_dn: 1.440054 loss_bbox_aux_dn: 1.145740 loss_giou_aux_dn: 2.472078 loss: 16.467941 eta: 2 days, 6:27:47 batch_cost: 0.3870 data_cost: 0.0007 ips: 10.3350 images/s [05/13 15:27:23] ppdet.engine INFO: Epoch: [1] [5400/7329] learning_rate: 0.000100 loss_class: 0.856292 loss_bbox: 0.232841 loss_giou: 0.584996 loss_class_aux: 3.570420 loss_bbox_aux: 1.082415 loss_giou_aux: 2.529630 loss_class_dn: 0.446087 loss_bbox_dn: 0.353848 loss_giou_dn: 0.648533 loss_class_aux_dn: 1.370478 loss_bbox_aux_dn: 1.173368 loss_giou_aux_dn: 2.154724 loss: 15.577005 eta: 2 days, 6:27:21 batch_cost: 0.3868 data_cost: 0.0007 ips: 10.3407 images/s [05/13 15:28:49] ppdet.engine INFO: Epoch: [1] [5600/7329] learning_rate: 0.000100 loss_class: 0.813592 loss_bbox: 0.222758 loss_giou: 0.599310 loss_class_aux: 3.323145 loss_bbox_aux: 1.023414 loss_giou_aux: 2.567883 loss_class_dn: 0.407269 loss_bbox_dn: 0.350750 loss_giou_dn: 0.690466 loss_class_aux_dn: 1.268754 loss_bbox_aux_dn: 1.173817 loss_giou_aux_dn: 2.186769 loss: 14.862310 eta: 2 days, 6:27:18 batch_cost: 0.3898 data_cost: 0.0007 ips: 10.2621 images/s [05/13 15:30:15] ppdet.engine INFO: Epoch: [1] [5800/7329] learning_rate: 0.000100 loss_class: 0.871494 loss_bbox: 0.235537 loss_giou: 0.552439 loss_class_aux: 3.590252 loss_bbox_aux: 1.067747 loss_giou_aux: 2.398104 loss_class_dn: 0.433122 loss_bbox_dn: 0.345564 loss_giou_dn: 0.638573 loss_class_aux_dn: 1.350584 loss_bbox_aux_dn: 1.165662 loss_giou_aux_dn: 2.104500 loss: 14.750821 eta: 2 days, 6:26:53 batch_cost: 0.3874 data_cost: 0.0007 ips: 10.3244 images/s [05/13 15:31:41] ppdet.engine INFO: Epoch: [1] [6000/7329] learning_rate: 0.000100 loss_class: 0.812248 loss_bbox: 0.211964 loss_giou: 0.540999 loss_class_aux: 3.399679 loss_bbox_aux: 0.942211 loss_giou_aux: 2.328827 loss_class_dn: 0.423986 loss_bbox_dn: 0.334935 loss_giou_dn: 0.643095 loss_class_aux_dn: 1.321485 loss_bbox_aux_dn: 1.124449 loss_giou_aux_dn: 2.070058 loss: 14.715309 eta: 2 days, 6:26:06 batch_cost: 0.3847 data_cost: 0.0007 ips: 10.3970 images/s [05/13 15:33:08] ppdet.engine INFO: Epoch: [1] [6200/7329] learning_rate: 0.000100 loss_class: 0.845016 loss_bbox: 0.220901 loss_giou: 0.571870 loss_class_aux: 3.448122 loss_bbox_aux: 0.982768 loss_giou_aux: 2.513181 loss_class_dn: 0.430627 loss_bbox_dn: 0.335764 loss_giou_dn: 0.667284 loss_class_aux_dn: 1.313507 loss_bbox_aux_dn: 1.119925 loss_giou_aux_dn: 2.166143 loss: 14.852991 eta: 2 days, 6:26:45 batch_cost: 0.3961 data_cost: 0.0007 ips: 10.0983 images/s [05/13 15:34:36] ppdet.engine INFO: Epoch: [1] [6400/7329] learning_rate: 0.000100 loss_class: 0.850579 loss_bbox: 0.238706 loss_giou: 0.572660 loss_class_aux: 3.525936 loss_bbox_aux: 1.046720 loss_giou_aux: 2.449291 loss_class_dn: 0.447316 loss_bbox_dn: 0.351003 loss_giou_dn: 0.671622 loss_class_aux_dn: 1.375161 loss_bbox_aux_dn: 1.152808 loss_giou_aux_dn: 2.184600 loss: 16.101250 eta: 2 days, 6:27:08 batch_cost: 0.3945 data_cost: 0.0007 ips: 10.1401 images/s [05/13 15:36:02] ppdet.engine INFO: Epoch: [1] [6600/7329] learning_rate: 0.000100 loss_class: 0.781011 loss_bbox: 0.219334 loss_giou: 0.532817 loss_class_aux: 3.316533 loss_bbox_aux: 0.990939 loss_giou_aux: 2.319115 loss_class_dn: 0.411378 loss_bbox_dn: 0.343486 loss_giou_dn: 0.599297 loss_class_aux_dn: 1.276755 loss_bbox_aux_dn: 1.136324 loss_giou_aux_dn: 1.996950 loss: 14.466078 eta: 2 days, 6:26:37 batch_cost: 0.3875 data_cost: 0.0007 ips: 10.3214 images/s [05/13 15:37:24] ppdet.engine INFO: Epoch: [1] [6800/7329] learning_rate: 0.000100 loss_class: 0.811374 loss_bbox: 0.215204 loss_giou: 0.510903 loss_class_aux: 3.338743 loss_bbox_aux: 0.988204 loss_giou_aux: 2.263655 loss_class_dn: 0.412092 loss_bbox_dn: 0.344123 loss_giou_dn: 0.615866 loss_class_aux_dn: 1.250983 loss_bbox_aux_dn: 1.152080 loss_giou_aux_dn: 2.041340 loss: 14.299537 eta: 2 days, 6:24:11 batch_cost: 0.3719 data_cost: 0.0007 ips: 10.7557 images/s [05/13 15:38:46] ppdet.engine INFO: Epoch: [1] [7000/7329] learning_rate: 0.000100 loss_class: 0.854799 loss_bbox: 0.209764 loss_giou: 0.544666 loss_class_aux: 3.417475 loss_bbox_aux: 0.972611 loss_giou_aux: 2.338432 loss_class_dn: 0.428849 loss_bbox_dn: 0.333180 loss_giou_dn: 0.612378 loss_class_aux_dn: 1.325495 loss_bbox_aux_dn: 1.092795 loss_giou_aux_dn: 2.048391 loss: 14.746155 eta: 2 days, 6:21:28 batch_cost: 0.3693 data_cost: 0.0006 ips: 10.8314 images/s [05/13 15:40:08] ppdet.engine INFO: Epoch: [1] [7200/7329] learning_rate: 0.000100 loss_class: 0.856015 loss_bbox: 0.225517 loss_giou: 0.572157 loss_class_aux: 3.605807 loss_bbox_aux: 1.017496 loss_giou_aux: 2.517431 loss_class_dn: 0.439204 loss_bbox_dn: 0.350101 loss_giou_dn: 0.640312 loss_class_aux_dn: 1.390350 loss_bbox_aux_dn: 1.155786 loss_giou_aux_dn: 2.113018 loss: 15.309896 eta: 2 days, 6:18:43 batch_cost: 0.3687 data_cost: 0.0007 ips: 10.8495 images/s [05/13 15:41:05] ppdet.engine INFO: Eval iter: 0 [05/13 15:41:14] ppdet.engine INFO: Eval iter: 100 [05/13 15:41:22] ppdet.engine INFO: Eval iter: 200 [05/13 15:41:30] ppdet.engine INFO: Eval iter: 300 [05/13 15:41:38] ppdet.engine INFO: Eval iter: 400 [05/13 15:41:47] ppdet.engine INFO: Eval iter: 500 [05/13 15:41:55] ppdet.engine INFO: Eval iter: 600 [05/13 15:42:03] ppdet.engine INFO: Eval iter: 700 [05/13 15:42:11] ppdet.engine INFO: Eval iter: 800 [05/13 15:42:20] ppdet.engine INFO: Eval iter: 900 [05/13 15:42:28] ppdet.engine INFO: Eval iter: 1000 [05/13 15:42:36] ppdet.engine INFO: Eval iter: 1100 [05/13 15:42:45] ppdet.engine INFO: Eval iter: 1200 [05/13 15:43:10] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.53s) creating index... index created! [05/13 15:43:11] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.17s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=102.60s). Accumulating evaluation results... DONE (t=26.18s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.292 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.423 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.314 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.152 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.318 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.283 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.574 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.333 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.615 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.797 [05/13 15:45:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 47.788927618079434 [05/13 15:45:42] ppdet.engine INFO: Best test bbox ap is 0.292. [05/13 15:45:46] ppdet.engine INFO: Epoch: [2] [ 0/7329] learning_rate: 0.000100 loss_class: 0.833298 loss_bbox: 0.209700 loss_giou: 0.561703 loss_class_aux: 3.496171 loss_bbox_aux: 0.942117 loss_giou_aux: 2.466341 loss_class_dn: 0.446315 loss_bbox_dn: 0.314898 loss_giou_dn: 0.621832 loss_class_aux_dn: 1.392715 loss_bbox_aux_dn: 1.057799 loss_giou_aux_dn: 2.055317 loss: 15.280143 eta: 2 days, 6:18:03 batch_cost: 0.3790 data_cost: 0.0008 ips: 10.5544 images/s [05/13 15:47:11] ppdet.engine INFO: Epoch: [2] [ 200/7329] learning_rate: 0.000100 loss_class: 0.867282 loss_bbox: 0.215542 loss_giou: 0.598843 loss_class_aux: 3.633735 loss_bbox_aux: 0.985495 loss_giou_aux: 2.642665 loss_class_dn: 0.435033 loss_bbox_dn: 0.358124 loss_giou_dn: 0.675344 loss_class_aux_dn: 1.327397 loss_bbox_aux_dn: 1.167786 loss_giou_aux_dn: 2.218170 loss: 15.531137 eta: 2 days, 6:16:51 batch_cost: 0.3816 data_cost: 0.0009 ips: 10.4827 images/s [05/13 15:48:34] ppdet.engine INFO: Epoch: [2] [ 400/7329] learning_rate: 0.000100 loss_class: 0.854827 loss_bbox: 0.237249 loss_giou: 0.624239 loss_class_aux: 3.558129 loss_bbox_aux: 1.076696 loss_giou_aux: 2.739779 loss_class_dn: 0.468314 loss_bbox_dn: 0.364425 loss_giou_dn: 0.694464 loss_class_aux_dn: 1.441906 loss_bbox_aux_dn: 1.216040 loss_giou_aux_dn: 2.301348 loss: 15.858015 eta: 2 days, 6:15:11 batch_cost: 0.3776 data_cost: 0.0009 ips: 10.5925 images/s [05/13 15:49:59] ppdet.engine INFO: Epoch: [2] [ 600/7329] learning_rate: 0.000100 loss_class: 0.855589 loss_bbox: 0.236361 loss_giou: 0.594986 loss_class_aux: 3.564394 loss_bbox_aux: 1.002579 loss_giou_aux: 2.586218 loss_class_dn: 0.441135 loss_bbox_dn: 0.320574 loss_giou_dn: 0.676571 loss_class_aux_dn: 1.354313 loss_bbox_aux_dn: 1.093157 loss_giou_aux_dn: 2.200103 loss: 15.009192 eta: 2 days, 6:14:06 batch_cost: 0.3826 data_cost: 0.0008 ips: 10.4559 images/s [05/13 15:51:25] ppdet.engine INFO: Epoch: [2] [ 800/7329] learning_rate: 0.000100 loss_class: 0.829518 loss_bbox: 0.231909 loss_giou: 0.501031 loss_class_aux: 3.446580 loss_bbox_aux: 1.064222 loss_giou_aux: 2.192131 loss_class_dn: 0.414793 loss_bbox_dn: 0.342909 loss_giou_dn: 0.602857 loss_class_aux_dn: 1.281771 loss_bbox_aux_dn: 1.133692 loss_giou_aux_dn: 1.986152 loss: 14.550456 eta: 2 days, 6:13:25 batch_cost: 0.3864 data_cost: 0.0008 ips: 10.3525 images/s [05/13 15:52:50] ppdet.engine INFO: Epoch: [2] [1000/7329] learning_rate: 0.000100 loss_class: 0.880742 loss_bbox: 0.237449 loss_giou: 0.558209 loss_class_aux: 3.512411 loss_bbox_aux: 1.104023 loss_giou_aux: 2.429713 loss_class_dn: 0.447516 loss_bbox_dn: 0.356111 loss_giou_dn: 0.659472 loss_class_aux_dn: 1.379502 loss_bbox_aux_dn: 1.169098 loss_giou_aux_dn: 2.140955 loss: 15.697171 eta: 2 days, 6:12:21 batch_cost: 0.3830 data_cost: 0.0008 ips: 10.4427 images/s [05/13 15:54:16] ppdet.engine INFO: Epoch: [2] [1200/7329] learning_rate: 0.000100 loss_class: 0.804005 loss_bbox: 0.211915 loss_giou: 0.531977 loss_class_aux: 3.302202 loss_bbox_aux: 0.962753 loss_giou_aux: 2.310882 loss_class_dn: 0.417815 loss_bbox_dn: 0.330193 loss_giou_dn: 0.617975 loss_class_aux_dn: 1.323040 loss_bbox_aux_dn: 1.154780 loss_giou_aux_dn: 2.028720 loss: 14.437658 eta: 2 days, 6:11:44 batch_cost: 0.3872 data_cost: 0.0008 ips: 10.3308 images/s [05/13 15:55:38] ppdet.engine INFO: Epoch: [2] [1400/7329] learning_rate: 0.000100 loss_class: 0.842770 loss_bbox: 0.213556 loss_giou: 0.496726 loss_class_aux: 3.476879 loss_bbox_aux: 0.938573 loss_giou_aux: 2.161077 loss_class_dn: 0.402219 loss_bbox_dn: 0.333513 loss_giou_dn: 0.571833 loss_class_aux_dn: 1.259562 loss_bbox_aux_dn: 1.114900 loss_giou_aux_dn: 1.883356 loss: 14.112061 eta: 2 days, 6:09:07 batch_cost: 0.3685 data_cost: 0.0008 ips: 10.8551 images/s [05/13 15:57:02] ppdet.engine INFO: Epoch: [2] [1600/7329] learning_rate: 0.000100 loss_class: 0.776778 loss_bbox: 0.185479 loss_giou: 0.521140 loss_class_aux: 3.222709 loss_bbox_aux: 0.852520 loss_giou_aux: 2.284736 loss_class_dn: 0.409117 loss_bbox_dn: 0.315416 loss_giou_dn: 0.592234 loss_class_aux_dn: 1.293780 loss_bbox_aux_dn: 1.074498 loss_giou_aux_dn: 1.971826 loss: 13.869651 eta: 2 days, 6:07:18 batch_cost: 0.3758 data_cost: 0.0009 ips: 10.6438 images/s [05/13 15:58:28] ppdet.engine INFO: Epoch: [2] [1800/7329] learning_rate: 0.000100 loss_class: 0.786625 loss_bbox: 0.200654 loss_giou: 0.549970 loss_class_aux: 3.295247 loss_bbox_aux: 0.906201 loss_giou_aux: 2.380958 loss_class_dn: 0.421130 loss_bbox_dn: 0.311176 loss_giou_dn: 0.600905 loss_class_aux_dn: 1.314430 loss_bbox_aux_dn: 1.039553 loss_giou_aux_dn: 1.994160 loss: 14.803399 eta: 2 days, 6:06:54 batch_cost: 0.3893 data_cost: 0.0008 ips: 10.2747 images/s [05/13 15:59:52] ppdet.engine INFO: Epoch: [2] [2000/7329] learning_rate: 0.000100 loss_class: 0.851629 loss_bbox: 0.214864 loss_giou: 0.590316 loss_class_aux: 3.573455 loss_bbox_aux: 0.965040 loss_giou_aux: 2.571247 loss_class_dn: 0.437437 loss_bbox_dn: 0.326936 loss_giou_dn: 0.644023 loss_class_aux_dn: 1.347405 loss_bbox_aux_dn: 1.073560 loss_giou_aux_dn: 2.130134 loss: 15.321655 eta: 2 days, 6:05:33 batch_cost: 0.3803 data_cost: 0.0008 ips: 10.5178 images/s [05/13 16:01:16] ppdet.engine INFO: Epoch: [2] [2200/7329] learning_rate: 0.000100 loss_class: 0.826853 loss_bbox: 0.211348 loss_giou: 0.633465 loss_class_aux: 3.478859 loss_bbox_aux: 0.956438 loss_giou_aux: 2.778445 loss_class_dn: 0.451892 loss_bbox_dn: 0.325955 loss_giou_dn: 0.702171 loss_class_aux_dn: 1.384807 loss_bbox_aux_dn: 1.063892 loss_giou_aux_dn: 2.260892 loss: 15.848085 eta: 2 days, 6:04:01 batch_cost: 0.3785 data_cost: 0.0008 ips: 10.5678 images/s [05/13 16:02:42] ppdet.engine INFO: Epoch: [2] [2400/7329] learning_rate: 0.000100 loss_class: 0.781982 loss_bbox: 0.200457 loss_giou: 0.467448 loss_class_aux: 3.228572 loss_bbox_aux: 0.917974 loss_giou_aux: 2.071140 loss_class_dn: 0.400371 loss_bbox_dn: 0.296869 loss_giou_dn: 0.541516 loss_class_aux_dn: 1.265082 loss_bbox_aux_dn: 1.032717 loss_giou_aux_dn: 1.828959 loss: 13.380861 eta: 2 days, 6:03:14 batch_cost: 0.3859 data_cost: 0.0008 ips: 10.3648 images/s [05/13 16:04:06] ppdet.engine INFO: Epoch: [2] [2600/7329] learning_rate: 0.000100 loss_class: 0.813254 loss_bbox: 0.207183 loss_giou: 0.541338 loss_class_aux: 3.504361 loss_bbox_aux: 0.934988 loss_giou_aux: 2.403668 loss_class_dn: 0.449178 loss_bbox_dn: 0.338577 loss_giou_dn: 0.656764 loss_class_aux_dn: 1.369560 loss_bbox_aux_dn: 1.110300 loss_giou_aux_dn: 2.134680 loss: 15.362516 eta: 2 days, 6:01:56 batch_cost: 0.3807 data_cost: 0.0008 ips: 10.5074 images/s [05/13 16:05:32] ppdet.engine INFO: Epoch: [2] [2800/7329] learning_rate: 0.000100 loss_class: 0.792633 loss_bbox: 0.204239 loss_giou: 0.500633 loss_class_aux: 3.330554 loss_bbox_aux: 0.890364 loss_giou_aux: 2.170585 loss_class_dn: 0.404746 loss_bbox_dn: 0.315251 loss_giou_dn: 0.562316 loss_class_aux_dn: 1.266155 loss_bbox_aux_dn: 1.069465 loss_giou_aux_dn: 1.816006 loss: 13.925554 eta: 2 days, 6:01:03 batch_cost: 0.3851 data_cost: 0.0008 ips: 10.3876 images/s [05/13 16:06:58] ppdet.engine INFO: Epoch: [2] [3000/7329] learning_rate: 0.000100 loss_class: 0.795150 loss_bbox: 0.189613 loss_giou: 0.478624 loss_class_aux: 3.377555 loss_bbox_aux: 0.870411 loss_giou_aux: 2.090697 loss_class_dn: 0.400355 loss_bbox_dn: 0.317064 loss_giou_dn: 0.554458 loss_class_aux_dn: 1.254067 loss_bbox_aux_dn: 1.055438 loss_giou_aux_dn: 1.847938 loss: 13.433229 eta: 2 days, 6:00:36 batch_cost: 0.3896 data_cost: 0.0008 ips: 10.2657 images/s [05/13 16:08:26] ppdet.engine INFO: Epoch: [2] [3200/7329] learning_rate: 0.000100 loss_class: 0.752183 loss_bbox: 0.200259 loss_giou: 0.475106 loss_class_aux: 3.135904 loss_bbox_aux: 0.940472 loss_giou_aux: 2.128702 loss_class_dn: 0.397641 loss_bbox_dn: 0.307338 loss_giou_dn: 0.572390 loss_class_aux_dn: 1.249053 loss_bbox_aux_dn: 1.018488 loss_giou_aux_dn: 1.888155 loss: 13.663445 eta: 2 days, 6:00:09 batch_cost: 0.3899 data_cost: 0.0008 ips: 10.2581 images/s [05/13 16:09:52] ppdet.engine INFO: Epoch: [2] [3400/7329] learning_rate: 0.000100 loss_class: 0.847629 loss_bbox: 0.205092 loss_giou: 0.493820 loss_class_aux: 3.474966 loss_bbox_aux: 0.942037 loss_giou_aux: 2.239697 loss_class_dn: 0.437661 loss_bbox_dn: 0.307337 loss_giou_dn: 0.595596 loss_class_aux_dn: 1.344702 loss_bbox_aux_dn: 1.043712 loss_giou_aux_dn: 2.020651 loss: 14.545153 eta: 2 days, 5:59:28 batch_cost: 0.3874 data_cost: 0.0008 ips: 10.3242 images/s [05/13 16:11:18] ppdet.engine INFO: Epoch: [2] [3600/7329] learning_rate: 0.000100 loss_class: 0.832408 loss_bbox: 0.224859 loss_giou: 0.494795 loss_class_aux: 3.478305 loss_bbox_aux: 0.977723 loss_giou_aux: 2.168580 loss_class_dn: 0.419988 loss_bbox_dn: 0.332167 loss_giou_dn: 0.591221 loss_class_aux_dn: 1.286458 loss_bbox_aux_dn: 1.105843 loss_giou_aux_dn: 1.942149 loss: 14.140366 eta: 2 days, 5:58:40 batch_cost: 0.3866 data_cost: 0.0008 ips: 10.3462 images/s [05/13 16:12:45] ppdet.engine INFO: Epoch: [2] [3800/7329] learning_rate: 0.000100 loss_class: 0.820363 loss_bbox: 0.216152 loss_giou: 0.479938 loss_class_aux: 3.391572 loss_bbox_aux: 0.915620 loss_giou_aux: 2.122120 loss_class_dn: 0.410823 loss_bbox_dn: 0.313781 loss_giou_dn: 0.578748 loss_class_aux_dn: 1.286922 loss_bbox_aux_dn: 1.010141 loss_giou_aux_dn: 1.916868 loss: 13.978772 eta: 2 days, 5:58:22 batch_cost: 0.3920 data_cost: 0.0008 ips: 10.2033 images/s [05/13 16:14:11] ppdet.engine INFO: Epoch: [2] [4000/7329] learning_rate: 0.000100 loss_class: 0.829560 loss_bbox: 0.207419 loss_giou: 0.523873 loss_class_aux: 3.522625 loss_bbox_aux: 0.919652 loss_giou_aux: 2.266045 loss_class_dn: 0.436245 loss_bbox_dn: 0.331197 loss_giou_dn: 0.632393 loss_class_aux_dn: 1.353820 loss_bbox_aux_dn: 1.087976 loss_giou_aux_dn: 2.070943 loss: 14.926249 eta: 2 days, 5:57:30 batch_cost: 0.3859 data_cost: 0.0008 ips: 10.3652 images/s [05/13 16:15:37] ppdet.engine INFO: Epoch: [2] [4200/7329] learning_rate: 0.000100 loss_class: 0.810747 loss_bbox: 0.224924 loss_giou: 0.514359 loss_class_aux: 3.352812 loss_bbox_aux: 0.985674 loss_giou_aux: 2.270103 loss_class_dn: 0.426382 loss_bbox_dn: 0.310746 loss_giou_dn: 0.593761 loss_class_aux_dn: 1.335764 loss_bbox_aux_dn: 1.016559 loss_giou_aux_dn: 1.948703 loss: 14.258619 eta: 2 days, 5:56:36 batch_cost: 0.3858 data_cost: 0.0008 ips: 10.3678 images/s [05/13 16:17:01] ppdet.engine INFO: Epoch: [2] [4400/7329] learning_rate: 0.000100 loss_class: 0.826375 loss_bbox: 0.217593 loss_giou: 0.520292 loss_class_aux: 3.499265 loss_bbox_aux: 0.962739 loss_giou_aux: 2.256305 loss_class_dn: 0.423950 loss_bbox_dn: 0.339220 loss_giou_dn: 0.585758 loss_class_aux_dn: 1.365951 loss_bbox_aux_dn: 1.152463 loss_giou_aux_dn: 1.897578 loss: 14.933327 eta: 2 days, 5:55:02 batch_cost: 0.3782 data_cost: 0.0008 ips: 10.5760 images/s [05/13 16:18:26] ppdet.engine INFO: Epoch: [2] [4600/7329] learning_rate: 0.000100 loss_class: 0.826228 loss_bbox: 0.203794 loss_giou: 0.586787 loss_class_aux: 3.399504 loss_bbox_aux: 0.943711 loss_giou_aux: 2.620414 loss_class_dn: 0.412723 loss_bbox_dn: 0.303779 loss_giou_dn: 0.629760 loss_class_aux_dn: 1.298040 loss_bbox_aux_dn: 1.024459 loss_giou_aux_dn: 2.109514 loss: 14.714720 eta: 2 days, 5:53:41 batch_cost: 0.3808 data_cost: 0.0008 ips: 10.5049 images/s [05/13 16:19:51] ppdet.engine INFO: Epoch: [2] [4800/7329] learning_rate: 0.000100 loss_class: 0.833305 loss_bbox: 0.221437 loss_giou: 0.568932 loss_class_aux: 3.492848 loss_bbox_aux: 1.022435 loss_giou_aux: 2.514272 loss_class_dn: 0.449911 loss_bbox_dn: 0.328966 loss_giou_dn: 0.641864 loss_class_aux_dn: 1.395527 loss_bbox_aux_dn: 1.108611 loss_giou_aux_dn: 2.137738 loss: 15.406564 eta: 2 days, 5:52:38 batch_cost: 0.3843 data_cost: 0.0008 ips: 10.4098 images/s [05/13 16:21:16] ppdet.engine INFO: Epoch: [2] [5000/7329] learning_rate: 0.000100 loss_class: 0.780298 loss_bbox: 0.197196 loss_giou: 0.479602 loss_class_aux: 3.188292 loss_bbox_aux: 0.887856 loss_giou_aux: 2.152448 loss_class_dn: 0.388555 loss_bbox_dn: 0.329035 loss_giou_dn: 0.551098 loss_class_aux_dn: 1.222055 loss_bbox_aux_dn: 1.074757 loss_giou_aux_dn: 1.840237 loss: 13.405993 eta: 2 days, 5:51:09 batch_cost: 0.3791 data_cost: 0.0008 ips: 10.5521 images/s [05/13 16:22:42] ppdet.engine INFO: Epoch: [2] [5200/7329] learning_rate: 0.000100 loss_class: 0.781733 loss_bbox: 0.202815 loss_giou: 0.511261 loss_class_aux: 3.245705 loss_bbox_aux: 0.852367 loss_giou_aux: 2.232160 loss_class_dn: 0.414508 loss_bbox_dn: 0.311998 loss_giou_dn: 0.592897 loss_class_aux_dn: 1.308940 loss_bbox_aux_dn: 1.024719 loss_giou_aux_dn: 1.968767 loss: 14.151226 eta: 2 days, 5:50:27 batch_cost: 0.3884 data_cost: 0.0009 ips: 10.2982 images/s [05/13 16:24:07] ppdet.engine INFO: Epoch: [2] [5400/7329] learning_rate: 0.000100 loss_class: 0.811187 loss_bbox: 0.199311 loss_giou: 0.506982 loss_class_aux: 3.389627 loss_bbox_aux: 0.945759 loss_giou_aux: 2.239167 loss_class_dn: 0.404974 loss_bbox_dn: 0.325353 loss_giou_dn: 0.572104 loss_class_aux_dn: 1.278860 loss_bbox_aux_dn: 1.084053 loss_giou_aux_dn: 1.859669 loss: 13.650621 eta: 2 days, 5:49:10 batch_cost: 0.3814 data_cost: 0.0008 ips: 10.4872 images/s [05/13 16:25:32] ppdet.engine INFO: Epoch: [2] [5600/7329] learning_rate: 0.000100 loss_class: 0.818111 loss_bbox: 0.215885 loss_giou: 0.523643 loss_class_aux: 3.449197 loss_bbox_aux: 0.945465 loss_giou_aux: 2.287162 loss_class_dn: 0.423659 loss_bbox_dn: 0.319712 loss_giou_dn: 0.589557 loss_class_aux_dn: 1.325885 loss_bbox_aux_dn: 1.063023 loss_giou_aux_dn: 1.955246 loss: 14.438648 eta: 2 days, 5:48:03 batch_cost: 0.3836 data_cost: 0.0008 ips: 10.4284 images/s [05/13 16:26:57] ppdet.engine INFO: Epoch: [2] [5800/7329] learning_rate: 0.000100 loss_class: 0.822337 loss_bbox: 0.212178 loss_giou: 0.529505 loss_class_aux: 3.407370 loss_bbox_aux: 0.958178 loss_giou_aux: 2.340043 loss_class_dn: 0.437658 loss_bbox_dn: 0.312475 loss_giou_dn: 0.616725 loss_class_aux_dn: 1.376445 loss_bbox_aux_dn: 1.054348 loss_giou_aux_dn: 2.023822 loss: 14.662229 eta: 2 days, 5:46:58 batch_cost: 0.3841 data_cost: 0.0009 ips: 10.4141 images/s [05/13 16:28:21] ppdet.engine INFO: Epoch: [2] [6000/7329] learning_rate: 0.000100 loss_class: 0.804548 loss_bbox: 0.202480 loss_giou: 0.495587 loss_class_aux: 3.249103 loss_bbox_aux: 0.943952 loss_giou_aux: 2.193129 loss_class_dn: 0.398476 loss_bbox_dn: 0.337060 loss_giou_dn: 0.580618 loss_class_aux_dn: 1.243228 loss_bbox_aux_dn: 1.083931 loss_giou_aux_dn: 1.873835 loss: 13.344709 eta: 2 days, 5:45:19 batch_cost: 0.3770 data_cost: 0.0008 ips: 10.6088 images/s [05/13 16:29:48] ppdet.engine INFO: Epoch: [2] [6200/7329] learning_rate: 0.000100 loss_class: 0.828232 loss_bbox: 0.214242 loss_giou: 0.518049 loss_class_aux: 3.474275 loss_bbox_aux: 0.937682 loss_giou_aux: 2.294972 loss_class_dn: 0.422991 loss_bbox_dn: 0.315197 loss_giou_dn: 0.594624 loss_class_aux_dn: 1.309589 loss_bbox_aux_dn: 1.086334 loss_giou_aux_dn: 1.962060 loss: 14.541838 eta: 2 days, 5:44:51 batch_cost: 0.3916 data_cost: 0.0008 ips: 10.2143 images/s [05/13 16:31:14] ppdet.engine INFO: Epoch: [2] [6400/7329] learning_rate: 0.000100 loss_class: 0.753319 loss_bbox: 0.193467 loss_giou: 0.519477 loss_class_aux: 3.195890 loss_bbox_aux: 0.890682 loss_giou_aux: 2.341232 loss_class_dn: 0.415294 loss_bbox_dn: 0.305361 loss_giou_dn: 0.600894 loss_class_aux_dn: 1.287149 loss_bbox_aux_dn: 1.025380 loss_giou_aux_dn: 1.968560 loss: 13.658018 eta: 2 days, 5:44:00 batch_cost: 0.3871 data_cost: 0.0008 ips: 10.3339 images/s [05/13 16:32:40] ppdet.engine INFO: Epoch: [2] [6600/7329] learning_rate: 0.000100 loss_class: 0.778671 loss_bbox: 0.220112 loss_giou: 0.496584 loss_class_aux: 3.267139 loss_bbox_aux: 0.923175 loss_giou_aux: 2.134356 loss_class_dn: 0.396295 loss_bbox_dn: 0.333784 loss_giou_dn: 0.570389 loss_class_aux_dn: 1.257398 loss_bbox_aux_dn: 1.099973 loss_giou_aux_dn: 1.895441 loss: 13.701384 eta: 2 days, 5:42:57 batch_cost: 0.3847 data_cost: 0.0008 ips: 10.3979 images/s [05/13 16:34:03] ppdet.engine INFO: Epoch: [2] [6800/7329] learning_rate: 0.000100 loss_class: 0.791484 loss_bbox: 0.210953 loss_giou: 0.565776 loss_class_aux: 3.342915 loss_bbox_aux: 0.921036 loss_giou_aux: 2.491845 loss_class_dn: 0.425312 loss_bbox_dn: 0.323501 loss_giou_dn: 0.665839 loss_class_aux_dn: 1.331352 loss_bbox_aux_dn: 1.071625 loss_giou_aux_dn: 2.144892 loss: 14.734039 eta: 2 days, 5:41:17 batch_cost: 0.3767 data_cost: 0.0008 ips: 10.6175 images/s [05/13 16:35:23] ppdet.engine INFO: Epoch: [2] [7000/7329] learning_rate: 0.000100 loss_class: 0.782806 loss_bbox: 0.184261 loss_giou: 0.521063 loss_class_aux: 3.238649 loss_bbox_aux: 0.840568 loss_giou_aux: 2.233011 loss_class_dn: 0.416381 loss_bbox_dn: 0.295797 loss_giou_dn: 0.571083 loss_class_aux_dn: 1.323987 loss_bbox_aux_dn: 1.014006 loss_giou_aux_dn: 1.923371 loss: 14.293496 eta: 2 days, 5:38:16 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1277 images/s [05/13 16:36:45] ppdet.engine INFO: Epoch: [2] [7200/7329] learning_rate: 0.000100 loss_class: 0.809078 loss_bbox: 0.201224 loss_giou: 0.491346 loss_class_aux: 3.549170 loss_bbox_aux: 0.901151 loss_giou_aux: 2.133462 loss_class_dn: 0.419288 loss_bbox_dn: 0.306521 loss_giou_dn: 0.586216 loss_class_aux_dn: 1.347212 loss_bbox_aux_dn: 1.013826 loss_giou_aux_dn: 1.938769 loss: 14.247953 eta: 2 days, 5:36:05 batch_cost: 0.3698 data_cost: 0.0008 ips: 10.8178 images/s [05/13 16:37:38] ppdet.engine INFO: Eval iter: 0 [05/13 16:37:47] ppdet.engine INFO: Eval iter: 100 [05/13 16:37:54] ppdet.engine INFO: Eval iter: 200 [05/13 16:38:02] ppdet.engine INFO: Eval iter: 300 [05/13 16:38:11] ppdet.engine INFO: Eval iter: 400 [05/13 16:38:18] ppdet.engine INFO: Eval iter: 500 [05/13 16:38:27] ppdet.engine INFO: Eval iter: 600 [05/13 16:38:35] ppdet.engine INFO: Eval iter: 700 [05/13 16:38:44] ppdet.engine INFO: Eval iter: 800 [05/13 16:38:51] ppdet.engine INFO: Eval iter: 900 [05/13 16:39:00] ppdet.engine INFO: Eval iter: 1000 [05/13 16:39:08] ppdet.engine INFO: Eval iter: 1100 [05/13 16:39:17] ppdet.engine INFO: Eval iter: 1200 [05/13 16:39:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.49s) creating index... index created! [05/13 16:39:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.69s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=99.64s). Accumulating evaluation results... DONE (t=23.82s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.462 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.165 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.298 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.591 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.811 [05/13 16:42:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 48.418556314184684 [05/13 16:42:05] ppdet.engine INFO: Best test bbox ap is 0.323. [05/13 16:42:09] ppdet.engine INFO: Epoch: [3] [ 0/7329] learning_rate: 0.000100 loss_class: 0.793094 loss_bbox: 0.207714 loss_giou: 0.489188 loss_class_aux: 3.347581 loss_bbox_aux: 0.943248 loss_giou_aux: 2.171815 loss_class_dn: 0.416190 loss_bbox_dn: 0.333875 loss_giou_dn: 0.602429 loss_class_aux_dn: 1.296011 loss_bbox_aux_dn: 1.098464 loss_giou_aux_dn: 1.991827 loss: 13.983325 eta: 2 days, 5:33:59 batch_cost: 0.3618 data_cost: 0.0008 ips: 11.0564 images/s [05/13 16:43:35] ppdet.engine INFO: Epoch: [3] [ 200/7329] learning_rate: 0.000100 loss_class: 0.810713 loss_bbox: 0.210742 loss_giou: 0.566893 loss_class_aux: 3.339280 loss_bbox_aux: 0.973019 loss_giou_aux: 2.480243 loss_class_dn: 0.430866 loss_bbox_dn: 0.313068 loss_giou_dn: 0.646898 loss_class_aux_dn: 1.329487 loss_bbox_aux_dn: 1.028652 loss_giou_aux_dn: 2.110743 loss: 15.028193 eta: 2 days, 5:33:28 batch_cost: 0.3913 data_cost: 0.0008 ips: 10.2236 images/s [05/13 16:45:00] ppdet.engine INFO: Epoch: [3] [ 400/7329] learning_rate: 0.000100 loss_class: 0.821711 loss_bbox: 0.214684 loss_giou: 0.581785 loss_class_aux: 3.373044 loss_bbox_aux: 0.923591 loss_giou_aux: 2.516393 loss_class_dn: 0.430514 loss_bbox_dn: 0.304968 loss_giou_dn: 0.658349 loss_class_aux_dn: 1.359806 loss_bbox_aux_dn: 0.993185 loss_giou_aux_dn: 2.145884 loss: 15.169067 eta: 2 days, 5:32:15 batch_cost: 0.3820 data_cost: 0.0008 ips: 10.4705 images/s [05/13 16:46:26] ppdet.engine INFO: Epoch: [3] [ 600/7329] learning_rate: 0.000100 loss_class: 0.732936 loss_bbox: 0.188909 loss_giou: 0.518179 loss_class_aux: 3.177830 loss_bbox_aux: 0.875478 loss_giou_aux: 2.265261 loss_class_dn: 0.397334 loss_bbox_dn: 0.295057 loss_giou_dn: 0.590343 loss_class_aux_dn: 1.255781 loss_bbox_aux_dn: 0.969307 loss_giou_aux_dn: 1.913384 loss: 13.498457 eta: 2 days, 5:31:29 batch_cost: 0.3882 data_cost: 0.0008 ips: 10.3028 images/s [05/13 16:47:51] ppdet.engine INFO: Epoch: [3] [ 800/7329] learning_rate: 0.000100 loss_class: 0.816806 loss_bbox: 0.205945 loss_giou: 0.510317 loss_class_aux: 3.397059 loss_bbox_aux: 0.917411 loss_giou_aux: 2.269315 loss_class_dn: 0.419718 loss_bbox_dn: 0.302705 loss_giou_dn: 0.592454 loss_class_aux_dn: 1.319557 loss_bbox_aux_dn: 1.007362 loss_giou_aux_dn: 1.916075 loss: 13.945182 eta: 2 days, 5:30:22 batch_cost: 0.3836 data_cost: 0.0008 ips: 10.4273 images/s [05/13 16:49:18] ppdet.engine INFO: Epoch: [3] [1000/7329] learning_rate: 0.000100 loss_class: 0.805576 loss_bbox: 0.216230 loss_giou: 0.510121 loss_class_aux: 3.507591 loss_bbox_aux: 0.910538 loss_giou_aux: 2.277068 loss_class_dn: 0.442024 loss_bbox_dn: 0.306433 loss_giou_dn: 0.617075 loss_class_aux_dn: 1.365530 loss_bbox_aux_dn: 1.027354 loss_giou_aux_dn: 2.031028 loss: 15.064233 eta: 2 days, 5:29:36 batch_cost: 0.3884 data_cost: 0.0008 ips: 10.2977 images/s [05/13 16:50:45] ppdet.engine INFO: Epoch: [3] [1200/7329] learning_rate: 0.000100 loss_class: 0.736824 loss_bbox: 0.185839 loss_giou: 0.483692 loss_class_aux: 3.160844 loss_bbox_aux: 0.846604 loss_giou_aux: 2.089476 loss_class_dn: 0.395366 loss_bbox_dn: 0.297494 loss_giou_dn: 0.566913 loss_class_aux_dn: 1.239152 loss_bbox_aux_dn: 0.975181 loss_giou_aux_dn: 1.887429 loss: 13.404575 eta: 2 days, 5:29:25 batch_cost: 0.3965 data_cost: 0.0008 ips: 10.0877 images/s [05/13 16:52:09] ppdet.engine INFO: Epoch: [3] [1400/7329] learning_rate: 0.000100 loss_class: 0.788096 loss_bbox: 0.199278 loss_giou: 0.564850 loss_class_aux: 3.325984 loss_bbox_aux: 0.897713 loss_giou_aux: 2.467470 loss_class_dn: 0.424914 loss_bbox_dn: 0.291613 loss_giou_dn: 0.606163 loss_class_aux_dn: 1.336503 loss_bbox_aux_dn: 0.968620 loss_giou_aux_dn: 2.000325 loss: 14.632866 eta: 2 days, 5:27:45 batch_cost: 0.3762 data_cost: 0.0008 ips: 10.6319 images/s [05/13 16:53:34] ppdet.engine INFO: Epoch: [3] [1600/7329] learning_rate: 0.000100 loss_class: 0.769310 loss_bbox: 0.214504 loss_giou: 0.520316 loss_class_aux: 3.308901 loss_bbox_aux: 0.915417 loss_giou_aux: 2.304021 loss_class_dn: 0.427866 loss_bbox_dn: 0.314013 loss_giou_dn: 0.610817 loss_class_aux_dn: 1.329022 loss_bbox_aux_dn: 1.047606 loss_giou_aux_dn: 1.973840 loss: 14.110548 eta: 2 days, 5:26:39 batch_cost: 0.3842 data_cost: 0.0008 ips: 10.4121 images/s [05/13 16:54:58] ppdet.engine INFO: Epoch: [3] [1800/7329] learning_rate: 0.000100 loss_class: 0.806040 loss_bbox: 0.194727 loss_giou: 0.496728 loss_class_aux: 3.381024 loss_bbox_aux: 0.874427 loss_giou_aux: 2.199493 loss_class_dn: 0.400509 loss_bbox_dn: 0.279713 loss_giou_dn: 0.568889 loss_class_aux_dn: 1.260608 loss_bbox_aux_dn: 0.958150 loss_giou_aux_dn: 1.880892 loss: 13.844203 eta: 2 days, 5:25:21 batch_cost: 0.3811 data_cost: 0.0008 ips: 10.4959 images/s [05/13 16:56:22] ppdet.engine INFO: Epoch: [3] [2000/7329] learning_rate: 0.000100 loss_class: 0.818949 loss_bbox: 0.201262 loss_giou: 0.539628 loss_class_aux: 3.392192 loss_bbox_aux: 0.889388 loss_giou_aux: 2.330374 loss_class_dn: 0.430057 loss_bbox_dn: 0.295623 loss_giou_dn: 0.613732 loss_class_aux_dn: 1.362318 loss_bbox_aux_dn: 0.976468 loss_giou_aux_dn: 1.999458 loss: 14.693656 eta: 2 days, 5:23:57 batch_cost: 0.3799 data_cost: 0.0008 ips: 10.5279 images/s [05/13 16:57:46] ppdet.engine INFO: Epoch: [3] [2200/7329] learning_rate: 0.000100 loss_class: 0.791229 loss_bbox: 0.215855 loss_giou: 0.580712 loss_class_aux: 3.292898 loss_bbox_aux: 0.925963 loss_giou_aux: 2.493594 loss_class_dn: 0.416598 loss_bbox_dn: 0.305952 loss_giou_dn: 0.623680 loss_class_aux_dn: 1.307713 loss_bbox_aux_dn: 1.039139 loss_giou_aux_dn: 2.039437 loss: 14.303969 eta: 2 days, 5:22:29 batch_cost: 0.3789 data_cost: 0.0008 ips: 10.5567 images/s [05/13 16:59:11] ppdet.engine INFO: Epoch: [3] [2400/7329] learning_rate: 0.000100 loss_class: 0.837025 loss_bbox: 0.203893 loss_giou: 0.621125 loss_class_aux: 3.511374 loss_bbox_aux: 0.941532 loss_giou_aux: 2.645012 loss_class_dn: 0.449332 loss_bbox_dn: 0.311963 loss_giou_dn: 0.655022 loss_class_aux_dn: 1.400461 loss_bbox_aux_dn: 1.034909 loss_giou_aux_dn: 2.168324 loss: 14.867958 eta: 2 days, 5:21:16 batch_cost: 0.3824 data_cost: 0.0008 ips: 10.4616 images/s [05/13 17:00:38] ppdet.engine INFO: Epoch: [3] [2600/7329] learning_rate: 0.000100 loss_class: 0.806804 loss_bbox: 0.205846 loss_giou: 0.537387 loss_class_aux: 3.472714 loss_bbox_aux: 0.901995 loss_giou_aux: 2.424936 loss_class_dn: 0.405969 loss_bbox_dn: 0.295285 loss_giou_dn: 0.618762 loss_class_aux_dn: 1.285872 loss_bbox_aux_dn: 1.025355 loss_giou_aux_dn: 2.008930 loss: 14.183784 eta: 2 days, 5:20:42 batch_cost: 0.3919 data_cost: 0.0008 ips: 10.2072 images/s [05/13 17:02:02] ppdet.engine INFO: Epoch: [3] [2800/7329] learning_rate: 0.000100 loss_class: 0.816331 loss_bbox: 0.204763 loss_giou: 0.539747 loss_class_aux: 3.423837 loss_bbox_aux: 0.906465 loss_giou_aux: 2.406409 loss_class_dn: 0.421340 loss_bbox_dn: 0.304974 loss_giou_dn: 0.617744 loss_class_aux_dn: 1.324501 loss_bbox_aux_dn: 1.007951 loss_giou_aux_dn: 2.043188 loss: 14.322020 eta: 2 days, 5:19:24 batch_cost: 0.3813 data_cost: 0.0008 ips: 10.4897 images/s [05/13 17:03:27] ppdet.engine INFO: Epoch: [3] [3000/7329] learning_rate: 0.000100 loss_class: 0.747584 loss_bbox: 0.196211 loss_giou: 0.443653 loss_class_aux: 3.261603 loss_bbox_aux: 0.869174 loss_giou_aux: 1.962300 loss_class_dn: 0.375700 loss_bbox_dn: 0.314760 loss_giou_dn: 0.496839 loss_class_aux_dn: 1.179477 loss_bbox_aux_dn: 1.072372 loss_giou_aux_dn: 1.682504 loss: 12.573139 eta: 2 days, 5:18:21 batch_cost: 0.3850 data_cost: 0.0008 ips: 10.3900 images/s [05/13 17:04:54] ppdet.engine INFO: Epoch: [3] [3200/7329] learning_rate: 0.000100 loss_class: 0.739927 loss_bbox: 0.201501 loss_giou: 0.434311 loss_class_aux: 3.123755 loss_bbox_aux: 0.886708 loss_giou_aux: 1.949774 loss_class_dn: 0.389449 loss_bbox_dn: 0.297848 loss_giou_dn: 0.518061 loss_class_aux_dn: 1.189595 loss_bbox_aux_dn: 0.984095 loss_giou_aux_dn: 1.723874 loss: 13.179387 eta: 2 days, 5:17:40 batch_cost: 0.3908 data_cost: 0.0008 ips: 10.2363 images/s [05/13 17:06:20] ppdet.engine INFO: Epoch: [3] [3400/7329] learning_rate: 0.000100 loss_class: 0.808820 loss_bbox: 0.203272 loss_giou: 0.485707 loss_class_aux: 3.370064 loss_bbox_aux: 0.912910 loss_giou_aux: 2.166302 loss_class_dn: 0.410609 loss_bbox_dn: 0.283113 loss_giou_dn: 0.561865 loss_class_aux_dn: 1.296501 loss_bbox_aux_dn: 0.960960 loss_giou_aux_dn: 1.891302 loss: 14.044510 eta: 2 days, 5:17:05 batch_cost: 0.3922 data_cost: 0.0008 ips: 10.1979 images/s [05/13 17:07:46] ppdet.engine INFO: Epoch: [3] [3600/7329] learning_rate: 0.000100 loss_class: 0.826412 loss_bbox: 0.194432 loss_giou: 0.553791 loss_class_aux: 3.445521 loss_bbox_aux: 0.900634 loss_giou_aux: 2.443259 loss_class_dn: 0.438038 loss_bbox_dn: 0.287657 loss_giou_dn: 0.612999 loss_class_aux_dn: 1.386739 loss_bbox_aux_dn: 0.968203 loss_giou_aux_dn: 2.019932 loss: 14.545296 eta: 2 days, 5:16:10 batch_cost: 0.3873 data_cost: 0.0009 ips: 10.3268 images/s [05/13 17:09:12] ppdet.engine INFO: Epoch: [3] [3800/7329] learning_rate: 0.000100 loss_class: 0.801041 loss_bbox: 0.202791 loss_giou: 0.555327 loss_class_aux: 3.371836 loss_bbox_aux: 0.868010 loss_giou_aux: 2.400882 loss_class_dn: 0.423390 loss_bbox_dn: 0.293921 loss_giou_dn: 0.584318 loss_class_aux_dn: 1.333259 loss_bbox_aux_dn: 0.955766 loss_giou_aux_dn: 1.919127 loss: 14.269424 eta: 2 days, 5:15:26 batch_cost: 0.3902 data_cost: 0.0008 ips: 10.2507 images/s [05/13 17:10:37] ppdet.engine INFO: Epoch: [3] [4000/7329] learning_rate: 0.000100 loss_class: 0.738198 loss_bbox: 0.194716 loss_giou: 0.491275 loss_class_aux: 3.231699 loss_bbox_aux: 0.882314 loss_giou_aux: 2.148048 loss_class_dn: 0.400291 loss_bbox_dn: 0.287389 loss_giou_dn: 0.569011 loss_class_aux_dn: 1.242548 loss_bbox_aux_dn: 0.966749 loss_giou_aux_dn: 1.887000 loss: 13.653505 eta: 2 days, 5:14:11 batch_cost: 0.3824 data_cost: 0.0008 ips: 10.4591 images/s [05/13 17:12:04] ppdet.engine INFO: Epoch: [3] [4200/7329] learning_rate: 0.000100 loss_class: 0.779659 loss_bbox: 0.193540 loss_giou: 0.508916 loss_class_aux: 3.258273 loss_bbox_aux: 0.858701 loss_giou_aux: 2.164760 loss_class_dn: 0.406512 loss_bbox_dn: 0.283824 loss_giou_dn: 0.560889 loss_class_aux_dn: 1.300394 loss_bbox_aux_dn: 0.933152 loss_giou_aux_dn: 1.862031 loss: 14.061773 eta: 2 days, 5:13:41 batch_cost: 0.3940 data_cost: 0.0008 ips: 10.1526 images/s [05/13 17:13:30] ppdet.engine INFO: Epoch: [3] [4400/7329] learning_rate: 0.000100 loss_class: 0.770318 loss_bbox: 0.208946 loss_giou: 0.510045 loss_class_aux: 3.335569 loss_bbox_aux: 0.899900 loss_giou_aux: 2.197808 loss_class_dn: 0.405488 loss_bbox_dn: 0.303783 loss_giou_dn: 0.578927 loss_class_aux_dn: 1.291988 loss_bbox_aux_dn: 1.014680 loss_giou_aux_dn: 1.898342 loss: 14.350962 eta: 2 days, 5:12:45 batch_cost: 0.3877 data_cost: 0.0008 ips: 10.3181 images/s [05/13 17:14:57] ppdet.engine INFO: Epoch: [3] [4600/7329] learning_rate: 0.000100 loss_class: 0.790542 loss_bbox: 0.196131 loss_giou: 0.490898 loss_class_aux: 3.335486 loss_bbox_aux: 0.886648 loss_giou_aux: 2.200393 loss_class_dn: 0.400027 loss_bbox_dn: 0.292542 loss_giou_dn: 0.564723 loss_class_aux_dn: 1.293334 loss_bbox_aux_dn: 0.996160 loss_giou_aux_dn: 1.854052 loss: 13.407947 eta: 2 days, 5:12:00 batch_cost: 0.3904 data_cost: 0.0008 ips: 10.2465 images/s [05/13 17:16:23] ppdet.engine INFO: Epoch: [3] [4800/7329] learning_rate: 0.000100 loss_class: 0.784332 loss_bbox: 0.191253 loss_giou: 0.500122 loss_class_aux: 3.294069 loss_bbox_aux: 0.862304 loss_giou_aux: 2.213072 loss_class_dn: 0.414803 loss_bbox_dn: 0.273246 loss_giou_dn: 0.556374 loss_class_aux_dn: 1.300956 loss_bbox_aux_dn: 0.916245 loss_giou_aux_dn: 1.829122 loss: 13.464052 eta: 2 days, 5:11:19 batch_cost: 0.3917 data_cost: 0.0008 ips: 10.2107 images/s [05/13 17:17:48] ppdet.engine INFO: Epoch: [3] [5000/7329] learning_rate: 0.000100 loss_class: 0.813380 loss_bbox: 0.198816 loss_giou: 0.499071 loss_class_aux: 3.459599 loss_bbox_aux: 0.902436 loss_giou_aux: 2.149051 loss_class_dn: 0.425966 loss_bbox_dn: 0.295260 loss_giou_dn: 0.586861 loss_class_aux_dn: 1.381784 loss_bbox_aux_dn: 1.019572 loss_giou_aux_dn: 1.922218 loss: 13.761171 eta: 2 days, 5:10:04 batch_cost: 0.3825 data_cost: 0.0008 ips: 10.4563 images/s [05/13 17:19:15] ppdet.engine INFO: Epoch: [3] [5200/7329] learning_rate: 0.000100 loss_class: 0.793712 loss_bbox: 0.205817 loss_giou: 0.582624 loss_class_aux: 3.418429 loss_bbox_aux: 0.911846 loss_giou_aux: 2.484620 loss_class_dn: 0.433359 loss_bbox_dn: 0.295867 loss_giou_dn: 0.652681 loss_class_aux_dn: 1.355797 loss_bbox_aux_dn: 0.982077 loss_giou_aux_dn: 2.120444 loss: 14.622654 eta: 2 days, 5:09:20 batch_cost: 0.3912 data_cost: 0.0008 ips: 10.2261 images/s [05/13 17:20:40] ppdet.engine INFO: Epoch: [3] [5400/7329] learning_rate: 0.000100 loss_class: 0.800721 loss_bbox: 0.198846 loss_giou: 0.454748 loss_class_aux: 3.396178 loss_bbox_aux: 0.868318 loss_giou_aux: 2.039454 loss_class_dn: 0.391428 loss_bbox_dn: 0.287341 loss_giou_dn: 0.538710 loss_class_aux_dn: 1.272897 loss_bbox_aux_dn: 0.971291 loss_giou_aux_dn: 1.791250 loss: 13.364819 eta: 2 days, 5:08:18 batch_cost: 0.3862 data_cost: 0.0008 ips: 10.3585 images/s [05/13 17:22:06] ppdet.engine INFO: Epoch: [3] [5600/7329] learning_rate: 0.000100 loss_class: 0.755826 loss_bbox: 0.197381 loss_giou: 0.572286 loss_class_aux: 3.258340 loss_bbox_aux: 0.882746 loss_giou_aux: 2.444809 loss_class_dn: 0.416836 loss_bbox_dn: 0.282387 loss_giou_dn: 0.608212 loss_class_aux_dn: 1.310989 loss_bbox_aux_dn: 0.942688 loss_giou_aux_dn: 1.992015 loss: 14.093533 eta: 2 days, 5:07:21 batch_cost: 0.3879 data_cost: 0.0008 ips: 10.3121 images/s [05/13 17:23:31] ppdet.engine INFO: Epoch: [3] [5800/7329] learning_rate: 0.000100 loss_class: 0.773571 loss_bbox: 0.190324 loss_giou: 0.513686 loss_class_aux: 3.244401 loss_bbox_aux: 0.870393 loss_giou_aux: 2.232849 loss_class_dn: 0.417159 loss_bbox_dn: 0.273859 loss_giou_dn: 0.603678 loss_class_aux_dn: 1.335067 loss_bbox_aux_dn: 0.933163 loss_giou_aux_dn: 1.989252 loss: 13.842001 eta: 2 days, 5:05:59 batch_cost: 0.3809 data_cost: 0.0008 ips: 10.5003 images/s [05/13 17:24:56] ppdet.engine INFO: Epoch: [3] [6000/7329] learning_rate: 0.000100 loss_class: 0.748991 loss_bbox: 0.199497 loss_giou: 0.550774 loss_class_aux: 3.216130 loss_bbox_aux: 0.888176 loss_giou_aux: 2.296468 loss_class_dn: 0.411965 loss_bbox_dn: 0.288251 loss_giou_dn: 0.588035 loss_class_aux_dn: 1.299081 loss_bbox_aux_dn: 0.983323 loss_giou_aux_dn: 1.943244 loss: 13.553968 eta: 2 days, 5:04:55 batch_cost: 0.3858 data_cost: 0.0008 ips: 10.3690 images/s [05/13 17:26:22] ppdet.engine INFO: Epoch: [3] [6200/7329] learning_rate: 0.000100 loss_class: 0.775958 loss_bbox: 0.196959 loss_giou: 0.451209 loss_class_aux: 3.209402 loss_bbox_aux: 0.883470 loss_giou_aux: 1.975438 loss_class_dn: 0.405919 loss_bbox_dn: 0.284905 loss_giou_dn: 0.517032 loss_class_aux_dn: 1.313186 loss_bbox_aux_dn: 0.965889 loss_giou_aux_dn: 1.728529 loss: 13.439358 eta: 2 days, 5:03:55 batch_cost: 0.3870 data_cost: 0.0008 ips: 10.3357 images/s [05/13 17:27:48] ppdet.engine INFO: Epoch: [3] [6400/7329] learning_rate: 0.000100 loss_class: 0.743456 loss_bbox: 0.213072 loss_giou: 0.552889 loss_class_aux: 3.175282 loss_bbox_aux: 0.939579 loss_giou_aux: 2.381110 loss_class_dn: 0.410559 loss_bbox_dn: 0.302865 loss_giou_dn: 0.614392 loss_class_aux_dn: 1.289838 loss_bbox_aux_dn: 1.019298 loss_giou_aux_dn: 1.941890 loss: 13.834173 eta: 2 days, 5:03:00 batch_cost: 0.3887 data_cost: 0.0008 ips: 10.2910 images/s [05/13 17:29:13] ppdet.engine INFO: Epoch: [3] [6600/7329] learning_rate: 0.000100 loss_class: 0.727728 loss_bbox: 0.197820 loss_giou: 0.504303 loss_class_aux: 3.147487 loss_bbox_aux: 0.878964 loss_giou_aux: 2.162419 loss_class_dn: 0.388742 loss_bbox_dn: 0.287710 loss_giou_dn: 0.552873 loss_class_aux_dn: 1.227298 loss_bbox_aux_dn: 0.965851 loss_giou_aux_dn: 1.841449 loss: 13.184261 eta: 2 days, 5:01:59 batch_cost: 0.3868 data_cost: 0.0008 ips: 10.3412 images/s [05/13 17:30:37] ppdet.engine INFO: Epoch: [3] [6800/7329] learning_rate: 0.000100 loss_class: 0.735339 loss_bbox: 0.196576 loss_giou: 0.453924 loss_class_aux: 3.111856 loss_bbox_aux: 0.847038 loss_giou_aux: 1.998488 loss_class_dn: 0.379146 loss_bbox_dn: 0.287830 loss_giou_dn: 0.527936 loss_class_aux_dn: 1.192321 loss_bbox_aux_dn: 0.958632 loss_giou_aux_dn: 1.742075 loss: 12.821058 eta: 2 days, 5:00:33 batch_cost: 0.3799 data_cost: 0.0008 ips: 10.5286 images/s [05/13 17:32:00] ppdet.engine INFO: Epoch: [3] [7000/7329] learning_rate: 0.000100 loss_class: 0.767459 loss_bbox: 0.184757 loss_giou: 0.487375 loss_class_aux: 3.239157 loss_bbox_aux: 0.809417 loss_giou_aux: 2.142456 loss_class_dn: 0.399043 loss_bbox_dn: 0.285518 loss_giou_dn: 0.579090 loss_class_aux_dn: 1.257492 loss_bbox_aux_dn: 0.991416 loss_giou_aux_dn: 1.893940 loss: 13.559742 eta: 2 days, 4:58:40 batch_cost: 0.3717 data_cost: 0.0007 ips: 10.7602 images/s [05/13 17:33:20] ppdet.engine INFO: Epoch: [3] [7200/7329] learning_rate: 0.000100 loss_class: 0.787662 loss_bbox: 0.193335 loss_giou: 0.470868 loss_class_aux: 3.308904 loss_bbox_aux: 0.872015 loss_giou_aux: 2.025070 loss_class_dn: 0.403520 loss_bbox_dn: 0.290609 loss_giou_dn: 0.549321 loss_class_aux_dn: 1.280722 loss_bbox_aux_dn: 0.993849 loss_giou_aux_dn: 1.815723 loss: 13.432420 eta: 2 days, 4:56:17 batch_cost: 0.3629 data_cost: 0.0007 ips: 11.0221 images/s [05/13 17:34:13] ppdet.engine INFO: Eval iter: 0 [05/13 17:34:21] ppdet.engine INFO: Eval iter: 100 [05/13 17:34:28] ppdet.engine INFO: Eval iter: 200 [05/13 17:34:35] ppdet.engine INFO: Eval iter: 300 [05/13 17:34:43] ppdet.engine INFO: Eval iter: 400 [05/13 17:34:50] ppdet.engine INFO: Eval iter: 500 [05/13 17:34:57] ppdet.engine INFO: Eval iter: 600 [05/13 17:35:05] ppdet.engine INFO: Eval iter: 700 [05/13 17:35:13] ppdet.engine INFO: Eval iter: 800 [05/13 17:35:20] ppdet.engine INFO: Eval iter: 900 [05/13 17:35:28] ppdet.engine INFO: Eval iter: 1000 [05/13 17:35:36] ppdet.engine INFO: Eval iter: 1100 [05/13 17:35:43] ppdet.engine INFO: Eval iter: 1200 [05/13 17:36:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [05/13 17:36:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.75s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=103.13s). Accumulating evaluation results... DONE (t=23.48s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.491 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.180 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.307 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.604 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.366 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.645 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.821 [05/13 17:38:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 52.403419451856884 [05/13 17:38:33] ppdet.engine INFO: Best test bbox ap is 0.345. [05/13 17:38:36] ppdet.engine INFO: Epoch: [4] [ 0/7329] learning_rate: 0.000100 loss_class: 0.789916 loss_bbox: 0.209613 loss_giou: 0.528850 loss_class_aux: 3.335853 loss_bbox_aux: 0.948733 loss_giou_aux: 2.270590 loss_class_dn: 0.428160 loss_bbox_dn: 0.280924 loss_giou_dn: 0.560717 loss_class_aux_dn: 1.351574 loss_bbox_aux_dn: 0.957127 loss_giou_aux_dn: 1.855115 loss: 14.159595 eta: 2 days, 4:54:23 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2336 images/s [05/13 17:40:01] ppdet.engine INFO: Epoch: [4] [ 200/7329] learning_rate: 0.000100 loss_class: 0.819341 loss_bbox: 0.210872 loss_giou: 0.562068 loss_class_aux: 3.493683 loss_bbox_aux: 0.935466 loss_giou_aux: 2.386978 loss_class_dn: 0.439521 loss_bbox_dn: 0.303223 loss_giou_dn: 0.628774 loss_class_aux_dn: 1.358204 loss_bbox_aux_dn: 1.040938 loss_giou_aux_dn: 2.068173 loss: 14.745876 eta: 2 days, 4:53:10 batch_cost: 0.3830 data_cost: 0.0009 ips: 10.4452 images/s [05/13 17:41:24] ppdet.engine INFO: Epoch: [4] [ 400/7329] learning_rate: 0.000100 loss_class: 0.792161 loss_bbox: 0.180586 loss_giou: 0.496518 loss_class_aux: 3.339424 loss_bbox_aux: 0.811818 loss_giou_aux: 2.152692 loss_class_dn: 0.377010 loss_bbox_dn: 0.275107 loss_giou_dn: 0.555299 loss_class_aux_dn: 1.192599 loss_bbox_aux_dn: 0.927833 loss_giou_aux_dn: 1.854933 loss: 13.206475 eta: 2 days, 4:51:24 batch_cost: 0.3734 data_cost: 0.0008 ips: 10.7116 images/s [05/13 17:42:52] ppdet.engine INFO: Epoch: [4] [ 600/7329] learning_rate: 0.000100 loss_class: 0.792153 loss_bbox: 0.194304 loss_giou: 0.556596 loss_class_aux: 3.423120 loss_bbox_aux: 0.874291 loss_giou_aux: 2.384370 loss_class_dn: 0.427946 loss_bbox_dn: 0.289318 loss_giou_dn: 0.625862 loss_class_aux_dn: 1.352756 loss_bbox_aux_dn: 0.978226 loss_giou_aux_dn: 2.039875 loss: 14.044161 eta: 2 days, 4:50:51 batch_cost: 0.3951 data_cost: 0.0008 ips: 10.1244 images/s [05/13 17:44:15] ppdet.engine INFO: Epoch: [4] [ 800/7329] learning_rate: 0.000100 loss_class: 0.812945 loss_bbox: 0.206307 loss_giou: 0.550223 loss_class_aux: 3.451738 loss_bbox_aux: 0.910716 loss_giou_aux: 2.313788 loss_class_dn: 0.433377 loss_bbox_dn: 0.306285 loss_giou_dn: 0.602716 loss_class_aux_dn: 1.365712 loss_bbox_aux_dn: 1.018165 loss_giou_aux_dn: 2.031423 loss: 15.007996 eta: 2 days, 4:49:14 batch_cost: 0.3760 data_cost: 0.0008 ips: 10.6389 images/s [05/13 17:45:40] ppdet.engine INFO: Epoch: [4] [1000/7329] learning_rate: 0.000100 loss_class: 0.784668 loss_bbox: 0.195942 loss_giou: 0.535427 loss_class_aux: 3.395157 loss_bbox_aux: 0.903237 loss_giou_aux: 2.250530 loss_class_dn: 0.406532 loss_bbox_dn: 0.291516 loss_giou_dn: 0.611956 loss_class_aux_dn: 1.334542 loss_bbox_aux_dn: 0.974437 loss_giou_aux_dn: 1.931919 loss: 13.878345 eta: 2 days, 4:47:57 batch_cost: 0.3820 data_cost: 0.0008 ips: 10.4717 images/s [05/13 17:47:06] ppdet.engine INFO: Epoch: [4] [1200/7329] learning_rate: 0.000100 loss_class: 0.756515 loss_bbox: 0.196354 loss_giou: 0.492043 loss_class_aux: 3.322513 loss_bbox_aux: 0.886234 loss_giou_aux: 2.180375 loss_class_dn: 0.403605 loss_bbox_dn: 0.304161 loss_giou_dn: 0.570829 loss_class_aux_dn: 1.310742 loss_bbox_aux_dn: 0.996572 loss_giou_aux_dn: 1.849332 loss: 13.659889 eta: 2 days, 4:46:50 batch_cost: 0.3851 data_cost: 0.0008 ips: 10.3868 images/s [05/13 17:48:29] ppdet.engine INFO: Epoch: [4] [1400/7329] learning_rate: 0.000100 loss_class: 0.788952 loss_bbox: 0.203013 loss_giou: 0.494490 loss_class_aux: 3.320984 loss_bbox_aux: 0.885769 loss_giou_aux: 2.117612 loss_class_dn: 0.404427 loss_bbox_dn: 0.284477 loss_giou_dn: 0.535163 loss_class_aux_dn: 1.265380 loss_bbox_aux_dn: 0.983778 loss_giou_aux_dn: 1.797019 loss: 13.641291 eta: 2 days, 4:45:08 batch_cost: 0.3744 data_cost: 0.0008 ips: 10.6844 images/s [05/13 17:49:52] ppdet.engine INFO: Epoch: [4] [1600/7329] learning_rate: 0.000100 loss_class: 0.812185 loss_bbox: 0.202058 loss_giou: 0.501671 loss_class_aux: 3.420970 loss_bbox_aux: 0.916459 loss_giou_aux: 2.191450 loss_class_dn: 0.414865 loss_bbox_dn: 0.303514 loss_giou_dn: 0.574926 loss_class_aux_dn: 1.331146 loss_bbox_aux_dn: 0.993944 loss_giou_aux_dn: 1.910379 loss: 14.095467 eta: 2 days, 4:43:32 batch_cost: 0.3759 data_cost: 0.0009 ips: 10.6416 images/s [05/13 17:51:16] ppdet.engine INFO: Epoch: [4] [1800/7329] learning_rate: 0.000100 loss_class: 0.767724 loss_bbox: 0.188161 loss_giou: 0.526345 loss_class_aux: 3.283313 loss_bbox_aux: 0.826205 loss_giou_aux: 2.265806 loss_class_dn: 0.416593 loss_bbox_dn: 0.285059 loss_giou_dn: 0.595596 loss_class_aux_dn: 1.308197 loss_bbox_aux_dn: 0.971763 loss_giou_aux_dn: 1.940056 loss: 13.665746 eta: 2 days, 4:42:11 batch_cost: 0.3810 data_cost: 0.0008 ips: 10.5000 images/s [05/13 17:52:42] ppdet.engine INFO: Epoch: [4] [2000/7329] learning_rate: 0.000100 loss_class: 0.804421 loss_bbox: 0.205317 loss_giou: 0.520476 loss_class_aux: 3.290292 loss_bbox_aux: 0.911145 loss_giou_aux: 2.209091 loss_class_dn: 0.414328 loss_bbox_dn: 0.317263 loss_giou_dn: 0.576553 loss_class_aux_dn: 1.309188 loss_bbox_aux_dn: 1.076355 loss_giou_aux_dn: 1.878239 loss: 13.719856 eta: 2 days, 4:41:07 batch_cost: 0.3858 data_cost: 0.0008 ips: 10.3683 images/s [05/13 17:54:06] ppdet.engine INFO: Epoch: [4] [2200/7329] learning_rate: 0.000100 loss_class: 0.804206 loss_bbox: 0.218079 loss_giou: 0.511802 loss_class_aux: 3.448568 loss_bbox_aux: 0.969579 loss_giou_aux: 2.251226 loss_class_dn: 0.421288 loss_bbox_dn: 0.310213 loss_giou_dn: 0.590801 loss_class_aux_dn: 1.341938 loss_bbox_aux_dn: 1.051900 loss_giou_aux_dn: 1.947139 loss: 14.110102 eta: 2 days, 4:39:45 batch_cost: 0.3802 data_cost: 0.0008 ips: 10.5198 images/s [05/13 17:55:30] ppdet.engine INFO: Epoch: [4] [2400/7329] learning_rate: 0.000100 loss_class: 0.777417 loss_bbox: 0.200361 loss_giou: 0.486347 loss_class_aux: 3.353405 loss_bbox_aux: 0.895173 loss_giou_aux: 2.097078 loss_class_dn: 0.410299 loss_bbox_dn: 0.308088 loss_giou_dn: 0.582489 loss_class_aux_dn: 1.283751 loss_bbox_aux_dn: 1.036243 loss_giou_aux_dn: 1.931066 loss: 14.297634 eta: 2 days, 4:38:10 batch_cost: 0.3764 data_cost: 0.0008 ips: 10.6261 images/s [05/13 17:56:54] ppdet.engine INFO: Epoch: [4] [2600/7329] learning_rate: 0.000100 loss_class: 0.765710 loss_bbox: 0.179307 loss_giou: 0.471157 loss_class_aux: 3.286737 loss_bbox_aux: 0.814447 loss_giou_aux: 2.039341 loss_class_dn: 0.404542 loss_bbox_dn: 0.268702 loss_giou_dn: 0.546276 loss_class_aux_dn: 1.285133 loss_bbox_aux_dn: 0.895517 loss_giou_aux_dn: 1.802219 loss: 13.230611 eta: 2 days, 4:36:57 batch_cost: 0.3830 data_cost: 0.0008 ips: 10.4428 images/s [05/13 17:58:18] ppdet.engine INFO: Epoch: [4] [2800/7329] learning_rate: 0.000100 loss_class: 0.804833 loss_bbox: 0.207597 loss_giou: 0.525497 loss_class_aux: 3.453451 loss_bbox_aux: 0.934615 loss_giou_aux: 2.302930 loss_class_dn: 0.423211 loss_bbox_dn: 0.288593 loss_giou_dn: 0.614528 loss_class_aux_dn: 1.342068 loss_bbox_aux_dn: 0.989450 loss_giou_aux_dn: 1.999978 loss: 14.145905 eta: 2 days, 4:35:29 batch_cost: 0.3782 data_cost: 0.0008 ips: 10.5756 images/s [05/13 17:59:43] ppdet.engine INFO: Epoch: [4] [3000/7329] learning_rate: 0.000100 loss_class: 0.803691 loss_bbox: 0.200142 loss_giou: 0.501138 loss_class_aux: 3.446615 loss_bbox_aux: 0.883682 loss_giou_aux: 2.172490 loss_class_dn: 0.408561 loss_bbox_dn: 0.293925 loss_giou_dn: 0.559887 loss_class_aux_dn: 1.283037 loss_bbox_aux_dn: 1.015375 loss_giou_aux_dn: 1.846351 loss: 13.667791 eta: 2 days, 4:34:21 batch_cost: 0.3847 data_cost: 0.0008 ips: 10.3964 images/s [05/13 18:01:07] ppdet.engine INFO: Epoch: [4] [3200/7329] learning_rate: 0.000100 loss_class: 0.772813 loss_bbox: 0.199399 loss_giou: 0.517331 loss_class_aux: 3.204290 loss_bbox_aux: 0.899573 loss_giou_aux: 2.185501 loss_class_dn: 0.425989 loss_bbox_dn: 0.279495 loss_giou_dn: 0.574840 loss_class_aux_dn: 1.316560 loss_bbox_aux_dn: 0.960277 loss_giou_aux_dn: 1.917655 loss: 14.363552 eta: 2 days, 4:32:52 batch_cost: 0.3781 data_cost: 0.0008 ips: 10.5788 images/s [05/13 18:02:34] ppdet.engine INFO: Epoch: [4] [3400/7329] learning_rate: 0.000100 loss_class: 0.761570 loss_bbox: 0.196160 loss_giou: 0.494651 loss_class_aux: 3.267827 loss_bbox_aux: 0.868427 loss_giou_aux: 2.191773 loss_class_dn: 0.398199 loss_bbox_dn: 0.287100 loss_giou_dn: 0.549882 loss_class_aux_dn: 1.262477 loss_bbox_aux_dn: 0.967647 loss_giou_aux_dn: 1.839230 loss: 13.435427 eta: 2 days, 4:32:00 batch_cost: 0.3902 data_cost: 0.0008 ips: 10.2516 images/s [05/13 18:03:57] ppdet.engine INFO: Epoch: [4] [3600/7329] learning_rate: 0.000100 loss_class: 0.781911 loss_bbox: 0.202105 loss_giou: 0.535417 loss_class_aux: 3.309404 loss_bbox_aux: 0.919673 loss_giou_aux: 2.350713 loss_class_dn: 0.421511 loss_bbox_dn: 0.281587 loss_giou_dn: 0.597560 loss_class_aux_dn: 1.327178 loss_bbox_aux_dn: 0.944654 loss_giou_aux_dn: 1.988583 loss: 14.201336 eta: 2 days, 4:30:25 batch_cost: 0.3758 data_cost: 0.0008 ips: 10.6440 images/s [05/13 18:05:20] ppdet.engine INFO: Epoch: [4] [3800/7329] learning_rate: 0.000100 loss_class: 0.753691 loss_bbox: 0.187444 loss_giou: 0.454456 loss_class_aux: 3.191674 loss_bbox_aux: 0.831702 loss_giou_aux: 2.014569 loss_class_dn: 0.400240 loss_bbox_dn: 0.264459 loss_giou_dn: 0.548499 loss_class_aux_dn: 1.279517 loss_bbox_aux_dn: 0.904967 loss_giou_aux_dn: 1.845422 loss: 13.426597 eta: 2 days, 4:28:52 batch_cost: 0.3763 data_cost: 0.0008 ips: 10.6287 images/s [05/13 18:06:44] ppdet.engine INFO: Epoch: [4] [4000/7329] learning_rate: 0.000100 loss_class: 0.781277 loss_bbox: 0.192127 loss_giou: 0.551113 loss_class_aux: 3.351688 loss_bbox_aux: 0.846304 loss_giou_aux: 2.349046 loss_class_dn: 0.423180 loss_bbox_dn: 0.279103 loss_giou_dn: 0.616763 loss_class_aux_dn: 1.330599 loss_bbox_aux_dn: 0.945340 loss_giou_aux_dn: 2.021600 loss: 14.160275 eta: 2 days, 4:27:19 batch_cost: 0.3765 data_cost: 0.0008 ips: 10.6228 images/s [05/13 18:08:08] ppdet.engine INFO: Epoch: [4] [4200/7329] learning_rate: 0.000100 loss_class: 0.768022 loss_bbox: 0.211513 loss_giou: 0.500894 loss_class_aux: 3.313230 loss_bbox_aux: 0.960064 loss_giou_aux: 2.214185 loss_class_dn: 0.397280 loss_bbox_dn: 0.306166 loss_giou_dn: 0.559986 loss_class_aux_dn: 1.270472 loss_bbox_aux_dn: 1.033234 loss_giou_aux_dn: 1.857938 loss: 13.826462 eta: 2 days, 4:25:57 batch_cost: 0.3799 data_cost: 0.0008 ips: 10.5279 images/s [05/13 18:09:33] ppdet.engine INFO: Epoch: [4] [4400/7329] learning_rate: 0.000100 loss_class: 0.774713 loss_bbox: 0.190821 loss_giou: 0.500032 loss_class_aux: 3.267640 loss_bbox_aux: 0.861608 loss_giou_aux: 2.211278 loss_class_dn: 0.397385 loss_bbox_dn: 0.290235 loss_giou_dn: 0.563150 loss_class_aux_dn: 1.253812 loss_bbox_aux_dn: 0.976347 loss_giou_aux_dn: 1.849494 loss: 13.470978 eta: 2 days, 4:24:40 batch_cost: 0.3819 data_cost: 0.0008 ips: 10.4739 images/s [05/13 18:10:57] ppdet.engine INFO: Epoch: [4] [4600/7329] learning_rate: 0.000100 loss_class: 0.780661 loss_bbox: 0.206638 loss_giou: 0.524110 loss_class_aux: 3.350832 loss_bbox_aux: 0.908045 loss_giou_aux: 2.221341 loss_class_dn: 0.405400 loss_bbox_dn: 0.299824 loss_giou_dn: 0.566473 loss_class_aux_dn: 1.290499 loss_bbox_aux_dn: 1.003576 loss_giou_aux_dn: 1.844234 loss: 13.838647 eta: 2 days, 4:23:18 batch_cost: 0.3801 data_cost: 0.0008 ips: 10.5244 images/s [05/13 18:12:21] ppdet.engine INFO: Epoch: [4] [4800/7329] learning_rate: 0.000100 loss_class: 0.758350 loss_bbox: 0.207221 loss_giou: 0.553433 loss_class_aux: 3.245178 loss_bbox_aux: 0.899658 loss_giou_aux: 2.359190 loss_class_dn: 0.413511 loss_bbox_dn: 0.281113 loss_giou_dn: 0.607726 loss_class_aux_dn: 1.297436 loss_bbox_aux_dn: 0.938594 loss_giou_aux_dn: 1.998400 loss: 14.332236 eta: 2 days, 4:21:54 batch_cost: 0.3792 data_cost: 0.0008 ips: 10.5485 images/s [05/13 18:13:44] ppdet.engine INFO: Epoch: [4] [5000/7329] learning_rate: 0.000100 loss_class: 0.736485 loss_bbox: 0.186512 loss_giou: 0.476418 loss_class_aux: 3.152401 loss_bbox_aux: 0.826567 loss_giou_aux: 2.094404 loss_class_dn: 0.379862 loss_bbox_dn: 0.278317 loss_giou_dn: 0.545888 loss_class_aux_dn: 1.208976 loss_bbox_aux_dn: 0.933207 loss_giou_aux_dn: 1.802522 loss: 13.200989 eta: 2 days, 4:20:14 batch_cost: 0.3737 data_cost: 0.0008 ips: 10.7049 images/s [05/13 18:15:07] ppdet.engine INFO: Epoch: [4] [5200/7329] learning_rate: 0.000100 loss_class: 0.826669 loss_bbox: 0.213239 loss_giou: 0.628913 loss_class_aux: 3.561356 loss_bbox_aux: 0.909448 loss_giou_aux: 2.742101 loss_class_dn: 0.453156 loss_bbox_dn: 0.299231 loss_giou_dn: 0.670488 loss_class_aux_dn: 1.417136 loss_bbox_aux_dn: 1.012070 loss_giou_aux_dn: 2.170554 loss: 15.203939 eta: 2 days, 4:18:40 batch_cost: 0.3758 data_cost: 0.0008 ips: 10.6442 images/s [05/13 18:16:32] ppdet.engine INFO: Epoch: [4] [5400/7329] learning_rate: 0.000100 loss_class: 0.722249 loss_bbox: 0.205189 loss_giou: 0.500334 loss_class_aux: 3.060590 loss_bbox_aux: 0.870992 loss_giou_aux: 2.152485 loss_class_dn: 0.402007 loss_bbox_dn: 0.268968 loss_giou_dn: 0.574667 loss_class_aux_dn: 1.281183 loss_bbox_aux_dn: 0.913617 loss_giou_aux_dn: 1.883969 loss: 13.449348 eta: 2 days, 4:17:25 batch_cost: 0.3825 data_cost: 0.0008 ips: 10.4582 images/s [05/13 18:17:55] ppdet.engine INFO: Epoch: [4] [5600/7329] learning_rate: 0.000100 loss_class: 0.732627 loss_bbox: 0.180472 loss_giou: 0.494236 loss_class_aux: 3.065628 loss_bbox_aux: 0.818036 loss_giou_aux: 2.060766 loss_class_dn: 0.385258 loss_bbox_dn: 0.273514 loss_giou_dn: 0.527062 loss_class_aux_dn: 1.232208 loss_bbox_aux_dn: 0.918164 loss_giou_aux_dn: 1.728298 loss: 12.768945 eta: 2 days, 4:15:48 batch_cost: 0.3745 data_cost: 0.0008 ips: 10.6816 images/s [05/13 18:19:18] ppdet.engine INFO: Epoch: [4] [5800/7329] learning_rate: 0.000100 loss_class: 0.794793 loss_bbox: 0.193897 loss_giou: 0.522578 loss_class_aux: 3.344652 loss_bbox_aux: 0.878236 loss_giou_aux: 2.249766 loss_class_dn: 0.423261 loss_bbox_dn: 0.266318 loss_giou_dn: 0.567583 loss_class_aux_dn: 1.345727 loss_bbox_aux_dn: 0.895093 loss_giou_aux_dn: 1.858363 loss: 13.804818 eta: 2 days, 4:14:19 batch_cost: 0.3774 data_cost: 0.0008 ips: 10.5979 images/s [05/13 18:20:44] ppdet.engine INFO: Epoch: [4] [6000/7329] learning_rate: 0.000100 loss_class: 0.730207 loss_bbox: 0.184959 loss_giou: 0.479889 loss_class_aux: 3.108532 loss_bbox_aux: 0.822008 loss_giou_aux: 2.050801 loss_class_dn: 0.396043 loss_bbox_dn: 0.272892 loss_giou_dn: 0.521128 loss_class_aux_dn: 1.262472 loss_bbox_aux_dn: 0.924953 loss_giou_aux_dn: 1.747378 loss: 13.032320 eta: 2 days, 4:13:18 batch_cost: 0.3872 data_cost: 0.0008 ips: 10.3313 images/s [05/13 18:22:08] ppdet.engine INFO: Epoch: [4] [6200/7329] learning_rate: 0.000100 loss_class: 0.780007 loss_bbox: 0.187868 loss_giou: 0.510254 loss_class_aux: 3.255350 loss_bbox_aux: 0.857045 loss_giou_aux: 2.180888 loss_class_dn: 0.399096 loss_bbox_dn: 0.275465 loss_giou_dn: 0.579410 loss_class_aux_dn: 1.243086 loss_bbox_aux_dn: 0.939490 loss_giou_aux_dn: 1.909637 loss: 13.392887 eta: 2 days, 4:12:01 batch_cost: 0.3815 data_cost: 0.0008 ips: 10.4848 images/s [05/13 18:23:34] ppdet.engine INFO: Epoch: [4] [6400/7329] learning_rate: 0.000100 loss_class: 0.745018 loss_bbox: 0.189668 loss_giou: 0.519405 loss_class_aux: 3.231679 loss_bbox_aux: 0.826123 loss_giou_aux: 2.195961 loss_class_dn: 0.392451 loss_bbox_dn: 0.283059 loss_giou_dn: 0.554791 loss_class_aux_dn: 1.244814 loss_bbox_aux_dn: 0.992444 loss_giou_aux_dn: 1.806373 loss: 12.964216 eta: 2 days, 4:10:58 batch_cost: 0.3869 data_cost: 0.0008 ips: 10.3396 images/s [05/13 18:24:59] ppdet.engine INFO: Epoch: [4] [6600/7329] learning_rate: 0.000100 loss_class: 0.769602 loss_bbox: 0.199367 loss_giou: 0.464037 loss_class_aux: 3.173795 loss_bbox_aux: 0.878970 loss_giou_aux: 2.047760 loss_class_dn: 0.391423 loss_bbox_dn: 0.292832 loss_giou_dn: 0.522049 loss_class_aux_dn: 1.229680 loss_bbox_aux_dn: 0.991967 loss_giou_aux_dn: 1.720194 loss: 13.258243 eta: 2 days, 4:09:45 batch_cost: 0.3829 data_cost: 0.0008 ips: 10.4453 images/s [05/13 18:26:22] ppdet.engine INFO: Epoch: [4] [6800/7329] learning_rate: 0.000100 loss_class: 0.785617 loss_bbox: 0.182648 loss_giou: 0.544630 loss_class_aux: 3.254517 loss_bbox_aux: 0.827195 loss_giou_aux: 2.322618 loss_class_dn: 0.402332 loss_bbox_dn: 0.260021 loss_giou_dn: 0.606935 loss_class_aux_dn: 1.266279 loss_bbox_aux_dn: 0.880591 loss_giou_aux_dn: 1.976001 loss: 14.021241 eta: 2 days, 4:08:08 batch_cost: 0.3744 data_cost: 0.0008 ips: 10.6838 images/s [05/13 18:27:47] ppdet.engine INFO: Epoch: [4] [7000/7329] learning_rate: 0.000100 loss_class: 0.807388 loss_bbox: 0.202336 loss_giou: 0.527067 loss_class_aux: 3.380381 loss_bbox_aux: 0.883651 loss_giou_aux: 2.314581 loss_class_dn: 0.410213 loss_bbox_dn: 0.299802 loss_giou_dn: 0.584387 loss_class_aux_dn: 1.303156 loss_bbox_aux_dn: 1.013952 loss_giou_aux_dn: 1.921370 loss: 14.077590 eta: 2 days, 4:06:58 batch_cost: 0.3840 data_cost: 0.0008 ips: 10.4170 images/s [05/13 18:29:12] ppdet.engine INFO: Epoch: [4] [7200/7329] learning_rate: 0.000100 loss_class: 0.778487 loss_bbox: 0.188084 loss_giou: 0.459393 loss_class_aux: 3.220023 loss_bbox_aux: 0.845921 loss_giou_aux: 1.958440 loss_class_dn: 0.405062 loss_bbox_dn: 0.277158 loss_giou_dn: 0.550504 loss_class_aux_dn: 1.279912 loss_bbox_aux_dn: 0.960049 loss_giou_aux_dn: 1.830936 loss: 13.523402 eta: 2 days, 4:05:43 batch_cost: 0.3823 data_cost: 0.0008 ips: 10.4642 images/s [05/13 18:30:06] ppdet.engine INFO: Eval iter: 0 [05/13 18:30:14] ppdet.engine INFO: Eval iter: 100 [05/13 18:30:21] ppdet.engine INFO: Eval iter: 200 [05/13 18:30:28] ppdet.engine INFO: Eval iter: 300 [05/13 18:30:36] ppdet.engine INFO: Eval iter: 400 [05/13 18:30:43] ppdet.engine INFO: Eval iter: 500 [05/13 18:30:50] ppdet.engine INFO: Eval iter: 600 [05/13 18:30:57] ppdet.engine INFO: Eval iter: 700 [05/13 18:31:04] ppdet.engine INFO: Eval iter: 800 [05/13 18:31:12] ppdet.engine INFO: Eval iter: 900 [05/13 18:31:19] ppdet.engine INFO: Eval iter: 1000 [05/13 18:31:26] ppdet.engine INFO: Eval iter: 1100 [05/13 18:31:35] ppdet.engine INFO: Eval iter: 1200 [05/13 18:31:58] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/13 18:31:58] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.61s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=101.57s). Accumulating evaluation results... DONE (t=23.69s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.365 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.394 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.195 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.393 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.318 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.618 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.831 [05/13 18:34:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 54.10271389211434 [05/13 18:34:20] ppdet.engine INFO: Best test bbox ap is 0.365. [05/13 18:34:23] ppdet.engine INFO: Epoch: [5] [ 0/7329] learning_rate: 0.000100 loss_class: 0.759659 loss_bbox: 0.192367 loss_giou: 0.515513 loss_class_aux: 3.199204 loss_bbox_aux: 0.865878 loss_giou_aux: 2.207029 loss_class_dn: 0.397366 loss_bbox_dn: 0.272204 loss_giou_dn: 0.590151 loss_class_aux_dn: 1.257634 loss_bbox_aux_dn: 0.943486 loss_giou_aux_dn: 1.936989 loss: 13.898944 eta: 2 days, 4:04:21 batch_cost: 0.3699 data_cost: 0.0008 ips: 10.8127 images/s [05/13 18:35:48] ppdet.engine INFO: Epoch: [5] [ 200/7329] learning_rate: 0.000100 loss_class: 0.736487 loss_bbox: 0.178817 loss_giou: 0.511328 loss_class_aux: 3.145688 loss_bbox_aux: 0.790858 loss_giou_aux: 2.242266 loss_class_dn: 0.381857 loss_bbox_dn: 0.248235 loss_giou_dn: 0.539795 loss_class_aux_dn: 1.230623 loss_bbox_aux_dn: 0.854171 loss_giou_aux_dn: 1.768408 loss: 13.140602 eta: 2 days, 4:03:02 batch_cost: 0.3807 data_cost: 0.0008 ips: 10.5062 images/s [05/13 18:37:10] ppdet.engine INFO: Epoch: [5] [ 400/7329] learning_rate: 0.000100 loss_class: 0.779044 loss_bbox: 0.190835 loss_giou: 0.523318 loss_class_aux: 3.351490 loss_bbox_aux: 0.858363 loss_giou_aux: 2.261356 loss_class_dn: 0.419996 loss_bbox_dn: 0.271699 loss_giou_dn: 0.557314 loss_class_aux_dn: 1.320898 loss_bbox_aux_dn: 0.935745 loss_giou_aux_dn: 1.826401 loss: 13.689472 eta: 2 days, 4:01:24 batch_cost: 0.3734 data_cost: 0.0007 ips: 10.7118 images/s [05/13 18:38:33] ppdet.engine INFO: Epoch: [5] [ 600/7329] learning_rate: 0.000100 loss_class: 0.779859 loss_bbox: 0.212010 loss_giou: 0.538822 loss_class_aux: 3.398703 loss_bbox_aux: 0.950182 loss_giou_aux: 2.382899 loss_class_dn: 0.415980 loss_bbox_dn: 0.310407 loss_giou_dn: 0.590702 loss_class_aux_dn: 1.334026 loss_bbox_aux_dn: 1.029575 loss_giou_aux_dn: 1.943441 loss: 14.032841 eta: 2 days, 3:59:46 batch_cost: 0.3735 data_cost: 0.0007 ips: 10.7097 images/s [05/13 18:39:56] ppdet.engine INFO: Epoch: [5] [ 800/7329] learning_rate: 0.000100 loss_class: 0.732774 loss_bbox: 0.194263 loss_giou: 0.463532 loss_class_aux: 3.095946 loss_bbox_aux: 0.882758 loss_giou_aux: 2.030409 loss_class_dn: 0.387478 loss_bbox_dn: 0.271182 loss_giou_dn: 0.523481 loss_class_aux_dn: 1.272650 loss_bbox_aux_dn: 0.916042 loss_giou_aux_dn: 1.729346 loss: 12.523517 eta: 2 days, 3:58:09 batch_cost: 0.3737 data_cost: 0.0008 ips: 10.7043 images/s [05/13 18:41:18] ppdet.engine INFO: Epoch: [5] [1000/7329] learning_rate: 0.000100 loss_class: 0.727141 loss_bbox: 0.197408 loss_giou: 0.539419 loss_class_aux: 3.113860 loss_bbox_aux: 0.864566 loss_giou_aux: 2.284901 loss_class_dn: 0.388558 loss_bbox_dn: 0.284663 loss_giou_dn: 0.568484 loss_class_aux_dn: 1.215312 loss_bbox_aux_dn: 0.961251 loss_giou_aux_dn: 1.895638 loss: 13.554733 eta: 2 days, 3:56:22 batch_cost: 0.3701 data_cost: 0.0008 ips: 10.8090 images/s [05/13 18:42:43] ppdet.engine INFO: Epoch: [5] [1200/7329] learning_rate: 0.000100 loss_class: 0.780561 loss_bbox: 0.186343 loss_giou: 0.520217 loss_class_aux: 3.335438 loss_bbox_aux: 0.839121 loss_giou_aux: 2.205870 loss_class_dn: 0.405073 loss_bbox_dn: 0.271441 loss_giou_dn: 0.571497 loss_class_aux_dn: 1.288590 loss_bbox_aux_dn: 0.939776 loss_giou_aux_dn: 1.908325 loss: 13.329885 eta: 2 days, 3:55:00 batch_cost: 0.3792 data_cost: 0.0008 ips: 10.5487 images/s [05/13 18:44:06] ppdet.engine INFO: Epoch: [5] [1400/7329] learning_rate: 0.000100 loss_class: 0.767958 loss_bbox: 0.203030 loss_giou: 0.563794 loss_class_aux: 3.307775 loss_bbox_aux: 0.875801 loss_giou_aux: 2.428310 loss_class_dn: 0.427045 loss_bbox_dn: 0.288390 loss_giou_dn: 0.612482 loss_class_aux_dn: 1.352820 loss_bbox_aux_dn: 0.947609 loss_giou_aux_dn: 2.051807 loss: 14.335870 eta: 2 days, 3:53:16 batch_cost: 0.3707 data_cost: 0.0008 ips: 10.7896 images/s [05/13 18:45:30] ppdet.engine INFO: Epoch: [5] [1600/7329] learning_rate: 0.000100 loss_class: 0.796857 loss_bbox: 0.194699 loss_giou: 0.496797 loss_class_aux: 3.357562 loss_bbox_aux: 0.873871 loss_giou_aux: 2.166727 loss_class_dn: 0.415776 loss_bbox_dn: 0.285546 loss_giou_dn: 0.574750 loss_class_aux_dn: 1.301666 loss_bbox_aux_dn: 0.980334 loss_giou_aux_dn: 1.881341 loss: 13.786589 eta: 2 days, 3:51:51 batch_cost: 0.3781 data_cost: 0.0008 ips: 10.5805 images/s [05/13 18:46:53] ppdet.engine INFO: Epoch: [5] [1800/7329] learning_rate: 0.000100 loss_class: 0.804579 loss_bbox: 0.188393 loss_giou: 0.486215 loss_class_aux: 3.424065 loss_bbox_aux: 0.830636 loss_giou_aux: 2.097108 loss_class_dn: 0.405233 loss_bbox_dn: 0.284225 loss_giou_dn: 0.553144 loss_class_aux_dn: 1.279934 loss_bbox_aux_dn: 0.961374 loss_giou_aux_dn: 1.823298 loss: 13.355881 eta: 2 days, 3:50:17 batch_cost: 0.3746 data_cost: 0.0008 ips: 10.6784 images/s [05/13 18:48:16] ppdet.engine INFO: Epoch: [5] [2000/7329] learning_rate: 0.000100 loss_class: 0.795269 loss_bbox: 0.191512 loss_giou: 0.508661 loss_class_aux: 3.369095 loss_bbox_aux: 0.883985 loss_giou_aux: 2.201458 loss_class_dn: 0.411075 loss_bbox_dn: 0.292761 loss_giou_dn: 0.545243 loss_class_aux_dn: 1.314302 loss_bbox_aux_dn: 0.990107 loss_giou_aux_dn: 1.786858 loss: 13.937826 eta: 2 days, 3:48:45 batch_cost: 0.3753 data_cost: 0.0009 ips: 10.6591 images/s [05/13 18:49:40] ppdet.engine INFO: Epoch: [5] [2200/7329] learning_rate: 0.000100 loss_class: 0.789290 loss_bbox: 0.202729 loss_giou: 0.552224 loss_class_aux: 3.310869 loss_bbox_aux: 0.909160 loss_giou_aux: 2.385633 loss_class_dn: 0.415869 loss_bbox_dn: 0.283742 loss_giou_dn: 0.603494 loss_class_aux_dn: 1.307586 loss_bbox_aux_dn: 0.949824 loss_giou_aux_dn: 1.961228 loss: 14.153144 eta: 2 days, 3:47:24 batch_cost: 0.3798 data_cost: 0.0007 ips: 10.5316 images/s [05/13 18:51:04] ppdet.engine INFO: Epoch: [5] [2400/7329] learning_rate: 0.000100 loss_class: 0.788405 loss_bbox: 0.203356 loss_giou: 0.516595 loss_class_aux: 3.484498 loss_bbox_aux: 0.901494 loss_giou_aux: 2.219284 loss_class_dn: 0.428888 loss_bbox_dn: 0.277809 loss_giou_dn: 0.550404 loss_class_aux_dn: 1.351848 loss_bbox_aux_dn: 0.972979 loss_giou_aux_dn: 1.835534 loss: 13.932453 eta: 2 days, 3:45:51 batch_cost: 0.3747 data_cost: 0.0008 ips: 10.6747 images/s [05/13 18:52:28] ppdet.engine INFO: Epoch: [5] [2600/7329] learning_rate: 0.000100 loss_class: 0.752424 loss_bbox: 0.195113 loss_giou: 0.476717 loss_class_aux: 3.229771 loss_bbox_aux: 0.877371 loss_giou_aux: 2.080652 loss_class_dn: 0.397381 loss_bbox_dn: 0.275263 loss_giou_dn: 0.523043 loss_class_aux_dn: 1.255670 loss_bbox_aux_dn: 0.928906 loss_giou_aux_dn: 1.747215 loss: 13.509974 eta: 2 days, 3:44:27 batch_cost: 0.3779 data_cost: 0.0008 ips: 10.5843 images/s [05/13 18:53:52] ppdet.engine INFO: Epoch: [5] [2800/7329] learning_rate: 0.000100 loss_class: 0.836916 loss_bbox: 0.207253 loss_giou: 0.506609 loss_class_aux: 3.607222 loss_bbox_aux: 0.938660 loss_giou_aux: 2.245274 loss_class_dn: 0.447602 loss_bbox_dn: 0.305135 loss_giou_dn: 0.590819 loss_class_aux_dn: 1.382230 loss_bbox_aux_dn: 1.041776 loss_giou_aux_dn: 1.911336 loss: 14.315800 eta: 2 days, 3:42:52 batch_cost: 0.3740 data_cost: 0.0008 ips: 10.6945 images/s [05/13 18:55:17] ppdet.engine INFO: Epoch: [5] [3000/7329] learning_rate: 0.000100 loss_class: 0.771808 loss_bbox: 0.168164 loss_giou: 0.471778 loss_class_aux: 3.228502 loss_bbox_aux: 0.821373 loss_giou_aux: 2.114941 loss_class_dn: 0.386319 loss_bbox_dn: 0.263096 loss_giou_dn: 0.539466 loss_class_aux_dn: 1.225145 loss_bbox_aux_dn: 0.896566 loss_giou_aux_dn: 1.784974 loss: 12.757298 eta: 2 days, 3:41:47 batch_cost: 0.3857 data_cost: 0.0008 ips: 10.3698 images/s [05/13 18:56:41] ppdet.engine INFO: Epoch: [5] [3200/7329] learning_rate: 0.000100 loss_class: 0.783036 loss_bbox: 0.195409 loss_giou: 0.486704 loss_class_aux: 3.281098 loss_bbox_aux: 0.904628 loss_giou_aux: 2.172238 loss_class_dn: 0.411747 loss_bbox_dn: 0.282112 loss_giou_dn: 0.571113 loss_class_aux_dn: 1.317220 loss_bbox_aux_dn: 0.968100 loss_giou_aux_dn: 1.877087 loss: 14.026745 eta: 2 days, 3:40:30 batch_cost: 0.3809 data_cost: 0.0008 ips: 10.5014 images/s [05/13 18:58:03] ppdet.engine INFO: Epoch: [5] [3400/7329] learning_rate: 0.000100 loss_class: 0.743855 loss_bbox: 0.196760 loss_giou: 0.504442 loss_class_aux: 3.244834 loss_bbox_aux: 0.858763 loss_giou_aux: 2.193232 loss_class_dn: 0.409527 loss_bbox_dn: 0.261820 loss_giou_dn: 0.546594 loss_class_aux_dn: 1.291584 loss_bbox_aux_dn: 0.909088 loss_giou_aux_dn: 1.811991 loss: 13.585578 eta: 2 days, 3:38:48 batch_cost: 0.3711 data_cost: 0.0008 ips: 10.7775 images/s [05/13 18:59:26] ppdet.engine INFO: Epoch: [5] [3600/7329] learning_rate: 0.000100 loss_class: 0.790145 loss_bbox: 0.198930 loss_giou: 0.461443 loss_class_aux: 3.364371 loss_bbox_aux: 0.857697 loss_giou_aux: 1.994538 loss_class_dn: 0.406337 loss_bbox_dn: 0.315485 loss_giou_dn: 0.551278 loss_class_aux_dn: 1.285214 loss_bbox_aux_dn: 1.056429 loss_giou_aux_dn: 1.833101 loss: 13.792876 eta: 2 days, 3:37:13 batch_cost: 0.3736 data_cost: 0.0008 ips: 10.7079 images/s [05/13 19:00:49] ppdet.engine INFO: Epoch: [5] [3800/7329] learning_rate: 0.000100 loss_class: 0.780921 loss_bbox: 0.193671 loss_giou: 0.474571 loss_class_aux: 3.337548 loss_bbox_aux: 0.832415 loss_giou_aux: 2.062189 loss_class_dn: 0.396317 loss_bbox_dn: 0.287713 loss_giou_dn: 0.520012 loss_class_aux_dn: 1.275318 loss_bbox_aux_dn: 0.977513 loss_giou_aux_dn: 1.756327 loss: 13.166056 eta: 2 days, 3:35:41 batch_cost: 0.3743 data_cost: 0.0007 ips: 10.6855 images/s [05/13 19:02:11] ppdet.engine INFO: Epoch: [5] [4000/7329] learning_rate: 0.000100 loss_class: 0.773904 loss_bbox: 0.182726 loss_giou: 0.516100 loss_class_aux: 3.251011 loss_bbox_aux: 0.814356 loss_giou_aux: 2.314424 loss_class_dn: 0.411498 loss_bbox_dn: 0.245914 loss_giou_dn: 0.566014 loss_class_aux_dn: 1.322267 loss_bbox_aux_dn: 0.868764 loss_giou_aux_dn: 1.893576 loss: 13.653203 eta: 2 days, 3:33:57 batch_cost: 0.3700 data_cost: 0.0008 ips: 10.8112 images/s [05/13 19:03:34] ppdet.engine INFO: Epoch: [5] [4200/7329] learning_rate: 0.000100 loss_class: 0.787924 loss_bbox: 0.200717 loss_giou: 0.531358 loss_class_aux: 3.371312 loss_bbox_aux: 0.916596 loss_giou_aux: 2.315345 loss_class_dn: 0.421391 loss_bbox_dn: 0.264294 loss_giou_dn: 0.584998 loss_class_aux_dn: 1.348526 loss_bbox_aux_dn: 0.935923 loss_giou_aux_dn: 1.922883 loss: 13.896530 eta: 2 days, 3:32:19 batch_cost: 0.3720 data_cost: 0.0008 ips: 10.7538 images/s [05/13 19:04:58] ppdet.engine INFO: Epoch: [5] [4400/7329] learning_rate: 0.000100 loss_class: 0.771058 loss_bbox: 0.186793 loss_giou: 0.458376 loss_class_aux: 3.337505 loss_bbox_aux: 0.858890 loss_giou_aux: 2.030224 loss_class_dn: 0.413374 loss_bbox_dn: 0.274453 loss_giou_dn: 0.544847 loss_class_aux_dn: 1.308733 loss_bbox_aux_dn: 0.951441 loss_giou_aux_dn: 1.761936 loss: 13.020646 eta: 2 days, 3:30:53 batch_cost: 0.3770 data_cost: 0.0008 ips: 10.6109 images/s [05/13 19:06:21] ppdet.engine INFO: Epoch: [5] [4600/7329] learning_rate: 0.000100 loss_class: 0.730814 loss_bbox: 0.186377 loss_giou: 0.476105 loss_class_aux: 3.085715 loss_bbox_aux: 0.799438 loss_giou_aux: 2.041544 loss_class_dn: 0.371702 loss_bbox_dn: 0.252498 loss_giou_dn: 0.514276 loss_class_aux_dn: 1.187608 loss_bbox_aux_dn: 0.854554 loss_giou_aux_dn: 1.689633 loss: 12.608137 eta: 2 days, 3:29:18 batch_cost: 0.3731 data_cost: 0.0008 ips: 10.7208 images/s [05/13 19:07:45] ppdet.engine INFO: Epoch: [5] [4800/7329] learning_rate: 0.000100 loss_class: 0.773006 loss_bbox: 0.195329 loss_giou: 0.488057 loss_class_aux: 3.261884 loss_bbox_aux: 0.884504 loss_giou_aux: 2.088107 loss_class_dn: 0.400779 loss_bbox_dn: 0.283637 loss_giou_dn: 0.555451 loss_class_aux_dn: 1.281443 loss_bbox_aux_dn: 0.987600 loss_giou_aux_dn: 1.802021 loss: 13.542110 eta: 2 days, 3:27:53 batch_cost: 0.3772 data_cost: 0.0008 ips: 10.6054 images/s [05/13 19:09:09] ppdet.engine INFO: Epoch: [5] [5000/7329] learning_rate: 0.000100 loss_class: 0.761554 loss_bbox: 0.181837 loss_giou: 0.491806 loss_class_aux: 3.174577 loss_bbox_aux: 0.821510 loss_giou_aux: 2.161713 loss_class_dn: 0.398399 loss_bbox_dn: 0.264467 loss_giou_dn: 0.552406 loss_class_aux_dn: 1.265790 loss_bbox_aux_dn: 0.893828 loss_giou_aux_dn: 1.817675 loss: 13.524723 eta: 2 days, 3:26:31 batch_cost: 0.3787 data_cost: 0.0008 ips: 10.5623 images/s [05/13 19:10:32] ppdet.engine INFO: Epoch: [5] [5200/7329] learning_rate: 0.000100 loss_class: 0.797185 loss_bbox: 0.187921 loss_giou: 0.552921 loss_class_aux: 3.366715 loss_bbox_aux: 0.862984 loss_giou_aux: 2.299966 loss_class_dn: 0.421643 loss_bbox_dn: 0.285623 loss_giou_dn: 0.600893 loss_class_aux_dn: 1.351626 loss_bbox_aux_dn: 0.960028 loss_giou_aux_dn: 1.966851 loss: 13.944717 eta: 2 days, 3:24:59 batch_cost: 0.3741 data_cost: 0.0008 ips: 10.6920 images/s [05/13 19:11:55] ppdet.engine INFO: Epoch: [5] [5400/7329] learning_rate: 0.000100 loss_class: 0.752724 loss_bbox: 0.193778 loss_giou: 0.451162 loss_class_aux: 3.281859 loss_bbox_aux: 0.859954 loss_giou_aux: 1.949763 loss_class_dn: 0.396024 loss_bbox_dn: 0.268193 loss_giou_dn: 0.530537 loss_class_aux_dn: 1.250852 loss_bbox_aux_dn: 0.911018 loss_giou_aux_dn: 1.713555 loss: 13.411594 eta: 2 days, 3:23:36 batch_cost: 0.3781 data_cost: 0.0008 ips: 10.5802 images/s [05/13 19:13:18] ppdet.engine INFO: Epoch: [5] [5600/7329] learning_rate: 0.000100 loss_class: 0.749880 loss_bbox: 0.196596 loss_giou: 0.482080 loss_class_aux: 3.200270 loss_bbox_aux: 0.883479 loss_giou_aux: 2.138082 loss_class_dn: 0.385024 loss_bbox_dn: 0.281364 loss_giou_dn: 0.551723 loss_class_aux_dn: 1.208984 loss_bbox_aux_dn: 0.970202 loss_giou_aux_dn: 1.817804 loss: 13.291711 eta: 2 days, 3:22:04 batch_cost: 0.3741 data_cost: 0.0008 ips: 10.6930 images/s [05/13 19:14:44] ppdet.engine INFO: Epoch: [5] [5800/7329] learning_rate: 0.000100 loss_class: 0.793897 loss_bbox: 0.186985 loss_giou: 0.538617 loss_class_aux: 3.417284 loss_bbox_aux: 0.849697 loss_giou_aux: 2.343815 loss_class_dn: 0.419118 loss_bbox_dn: 0.292619 loss_giou_dn: 0.569259 loss_class_aux_dn: 1.331119 loss_bbox_aux_dn: 0.979563 loss_giou_aux_dn: 1.860329 loss: 14.115923 eta: 2 days, 3:20:49 batch_cost: 0.3813 data_cost: 0.0008 ips: 10.4904 images/s [05/13 19:16:05] ppdet.engine INFO: Epoch: [5] [6000/7329] learning_rate: 0.000100 loss_class: 0.752837 loss_bbox: 0.184767 loss_giou: 0.449712 loss_class_aux: 3.260517 loss_bbox_aux: 0.847265 loss_giou_aux: 1.987337 loss_class_dn: 0.379914 loss_bbox_dn: 0.286165 loss_giou_dn: 0.489623 loss_class_aux_dn: 1.209181 loss_bbox_aux_dn: 0.962294 loss_giou_aux_dn: 1.632542 loss: 12.544294 eta: 2 days, 3:19:05 batch_cost: 0.3689 data_cost: 0.0008 ips: 10.8419 images/s [05/13 19:17:28] ppdet.engine INFO: Epoch: [5] [6200/7329] learning_rate: 0.000100 loss_class: 0.715078 loss_bbox: 0.173807 loss_giou: 0.484688 loss_class_aux: 3.087561 loss_bbox_aux: 0.829833 loss_giou_aux: 2.061852 loss_class_dn: 0.379805 loss_bbox_dn: 0.251351 loss_giou_dn: 0.508658 loss_class_aux_dn: 1.213116 loss_bbox_aux_dn: 0.857912 loss_giou_aux_dn: 1.696175 loss: 12.976252 eta: 2 days, 3:17:34 batch_cost: 0.3743 data_cost: 0.0008 ips: 10.6867 images/s [05/13 19:18:53] ppdet.engine INFO: Epoch: [5] [6400/7329] learning_rate: 0.000100 loss_class: 0.753192 loss_bbox: 0.184785 loss_giou: 0.433199 loss_class_aux: 3.273350 loss_bbox_aux: 0.860691 loss_giou_aux: 1.907416 loss_class_dn: 0.394842 loss_bbox_dn: 0.258193 loss_giou_dn: 0.503527 loss_class_aux_dn: 1.267491 loss_bbox_aux_dn: 0.895795 loss_giou_aux_dn: 1.727870 loss: 13.838070 eta: 2 days, 3:16:23 batch_cost: 0.3830 data_cost: 0.0007 ips: 10.4427 images/s [05/13 19:20:16] ppdet.engine INFO: Epoch: [5] [6600/7329] learning_rate: 0.000100 loss_class: 0.753311 loss_bbox: 0.184008 loss_giou: 0.429026 loss_class_aux: 3.188438 loss_bbox_aux: 0.839059 loss_giou_aux: 1.839198 loss_class_dn: 0.372387 loss_bbox_dn: 0.275458 loss_giou_dn: 0.477102 loss_class_aux_dn: 1.186992 loss_bbox_aux_dn: 0.941711 loss_giou_aux_dn: 1.553298 loss: 12.400007 eta: 2 days, 3:14:51 batch_cost: 0.3739 data_cost: 0.0008 ips: 10.6993 images/s [05/13 19:21:38] ppdet.engine INFO: Epoch: [5] [6800/7329] learning_rate: 0.000100 loss_class: 0.761534 loss_bbox: 0.182160 loss_giou: 0.472667 loss_class_aux: 3.171098 loss_bbox_aux: 0.824394 loss_giou_aux: 1.993818 loss_class_dn: 0.389126 loss_bbox_dn: 0.269380 loss_giou_dn: 0.543032 loss_class_aux_dn: 1.241741 loss_bbox_aux_dn: 0.942257 loss_giou_aux_dn: 1.791270 loss: 13.101129 eta: 2 days, 3:13:11 batch_cost: 0.3701 data_cost: 0.0007 ips: 10.8069 images/s [05/13 19:23:01] ppdet.engine INFO: Epoch: [5] [7000/7329] learning_rate: 0.000100 loss_class: 0.719433 loss_bbox: 0.176408 loss_giou: 0.462201 loss_class_aux: 3.110997 loss_bbox_aux: 0.787885 loss_giou_aux: 1.940615 loss_class_dn: 0.387059 loss_bbox_dn: 0.267415 loss_giou_dn: 0.514871 loss_class_aux_dn: 1.243008 loss_bbox_aux_dn: 0.903055 loss_giou_aux_dn: 1.718722 loss: 12.857105 eta: 2 days, 3:11:35 batch_cost: 0.3717 data_cost: 0.0007 ips: 10.7613 images/s [05/13 19:24:27] ppdet.engine INFO: Epoch: [5] [7200/7329] learning_rate: 0.000100 loss_class: 0.743293 loss_bbox: 0.179108 loss_giou: 0.470211 loss_class_aux: 3.171597 loss_bbox_aux: 0.799403 loss_giou_aux: 2.068404 loss_class_dn: 0.395906 loss_bbox_dn: 0.270536 loss_giou_dn: 0.521632 loss_class_aux_dn: 1.268870 loss_bbox_aux_dn: 0.902805 loss_giou_aux_dn: 1.719638 loss: 13.157366 eta: 2 days, 3:10:35 batch_cost: 0.3882 data_cost: 0.0008 ips: 10.3029 images/s [05/13 19:25:23] ppdet.engine INFO: Eval iter: 0 [05/13 19:25:30] ppdet.engine INFO: Eval iter: 100 [05/13 19:25:37] ppdet.engine INFO: Eval iter: 200 [05/13 19:25:43] ppdet.engine INFO: Eval iter: 300 [05/13 19:25:50] ppdet.engine INFO: Eval iter: 400 [05/13 19:25:56] ppdet.engine INFO: Eval iter: 500 [05/13 19:26:03] ppdet.engine INFO: Eval iter: 600 [05/13 19:26:09] ppdet.engine INFO: Eval iter: 700 [05/13 19:26:16] ppdet.engine INFO: Eval iter: 800 [05/13 19:26:22] ppdet.engine INFO: Eval iter: 900 [05/13 19:26:29] ppdet.engine INFO: Eval iter: 1000 [05/13 19:26:36] ppdet.engine INFO: Eval iter: 1100 [05/13 19:26:43] ppdet.engine INFO: Eval iter: 1200 [05/13 19:27:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/13 19:27:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.66s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.01s). Accumulating evaluation results... DONE (t=21.36s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.381 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.205 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.325 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.839 [05/13 19:29:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.55367108368018 [05/13 19:29:23] ppdet.engine INFO: Best test bbox ap is 0.381. [05/13 19:29:27] ppdet.engine INFO: Epoch: [6] [ 0/7329] learning_rate: 0.000100 loss_class: 0.747588 loss_bbox: 0.178060 loss_giou: 0.476764 loss_class_aux: 3.117641 loss_bbox_aux: 0.798292 loss_giou_aux: 2.101234 loss_class_dn: 0.390185 loss_bbox_dn: 0.277990 loss_giou_dn: 0.544713 loss_class_aux_dn: 1.248863 loss_bbox_aux_dn: 0.920773 loss_giou_aux_dn: 1.757181 loss: 13.269350 eta: 2 days, 3:09:35 batch_cost: 0.3791 data_cost: 0.0008 ips: 10.5527 images/s [05/13 19:30:47] ppdet.engine INFO: Epoch: [6] [ 200/7329] learning_rate: 0.000100 loss_class: 0.772721 loss_bbox: 0.197018 loss_giou: 0.529554 loss_class_aux: 3.192115 loss_bbox_aux: 0.891956 loss_giou_aux: 2.336411 loss_class_dn: 0.412296 loss_bbox_dn: 0.253407 loss_giou_dn: 0.569617 loss_class_aux_dn: 1.293834 loss_bbox_aux_dn: 0.906479 loss_giou_aux_dn: 1.908673 loss: 13.750719 eta: 2 days, 3:07:46 batch_cost: 0.3654 data_cost: 0.0007 ips: 10.9469 images/s [05/13 19:32:07] ppdet.engine INFO: Epoch: [6] [ 400/7329] learning_rate: 0.000100 loss_class: 0.757003 loss_bbox: 0.192908 loss_giou: 0.470737 loss_class_aux: 3.219303 loss_bbox_aux: 0.842915 loss_giou_aux: 2.045853 loss_class_dn: 0.396834 loss_bbox_dn: 0.284193 loss_giou_dn: 0.539187 loss_class_aux_dn: 1.277913 loss_bbox_aux_dn: 0.948255 loss_giou_aux_dn: 1.805234 loss: 12.856379 eta: 2 days, 3:05:42 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1479 images/s [05/13 19:33:31] ppdet.engine INFO: Epoch: [6] [ 600/7329] learning_rate: 0.000100 loss_class: 0.743592 loss_bbox: 0.195563 loss_giou: 0.534217 loss_class_aux: 3.260124 loss_bbox_aux: 0.842191 loss_giou_aux: 2.281625 loss_class_dn: 0.416400 loss_bbox_dn: 0.269536 loss_giou_dn: 0.570699 loss_class_aux_dn: 1.320298 loss_bbox_aux_dn: 0.921156 loss_giou_aux_dn: 1.903797 loss: 13.617332 eta: 2 days, 3:04:24 batch_cost: 0.3798 data_cost: 0.0008 ips: 10.5309 images/s [05/13 19:34:56] ppdet.engine INFO: Epoch: [6] [ 800/7329] learning_rate: 0.000100 loss_class: 0.740701 loss_bbox: 0.189919 loss_giou: 0.475305 loss_class_aux: 3.133444 loss_bbox_aux: 0.853084 loss_giou_aux: 2.099562 loss_class_dn: 0.394643 loss_bbox_dn: 0.267211 loss_giou_dn: 0.541190 loss_class_aux_dn: 1.278459 loss_bbox_aux_dn: 0.932247 loss_giou_aux_dn: 1.806035 loss: 13.064188 eta: 2 days, 3:03:14 batch_cost: 0.3833 data_cost: 0.0008 ips: 10.4361 images/s [05/13 19:36:19] ppdet.engine INFO: Epoch: [6] [1000/7329] learning_rate: 0.000100 loss_class: 0.708666 loss_bbox: 0.182376 loss_giou: 0.500827 loss_class_aux: 3.026235 loss_bbox_aux: 0.774718 loss_giou_aux: 2.113914 loss_class_dn: 0.384532 loss_bbox_dn: 0.256204 loss_giou_dn: 0.531736 loss_class_aux_dn: 1.236919 loss_bbox_aux_dn: 0.885391 loss_giou_aux_dn: 1.768214 loss: 12.987320 eta: 2 days, 3:01:44 batch_cost: 0.3742 data_cost: 0.0008 ips: 10.6898 images/s [05/13 19:37:42] ppdet.engine INFO: Epoch: [6] [1200/7329] learning_rate: 0.000100 loss_class: 0.781102 loss_bbox: 0.188221 loss_giou: 0.526524 loss_class_aux: 3.296517 loss_bbox_aux: 0.819861 loss_giou_aux: 2.224777 loss_class_dn: 0.405465 loss_bbox_dn: 0.275112 loss_giou_dn: 0.589240 loss_class_aux_dn: 1.287529 loss_bbox_aux_dn: 0.916539 loss_giou_aux_dn: 1.981213 loss: 13.912352 eta: 2 days, 3:00:13 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7093 images/s [05/13 19:39:05] ppdet.engine INFO: Epoch: [6] [1400/7329] learning_rate: 0.000100 loss_class: 0.730921 loss_bbox: 0.182598 loss_giou: 0.473263 loss_class_aux: 3.172199 loss_bbox_aux: 0.806430 loss_giou_aux: 2.061979 loss_class_dn: 0.399844 loss_bbox_dn: 0.261358 loss_giou_dn: 0.543432 loss_class_aux_dn: 1.290745 loss_bbox_aux_dn: 0.928923 loss_giou_aux_dn: 1.785666 loss: 13.182585 eta: 2 days, 2:58:40 batch_cost: 0.3728 data_cost: 0.0008 ips: 10.7296 images/s [05/13 19:40:27] ppdet.engine INFO: Epoch: [6] [1600/7329] learning_rate: 0.000100 loss_class: 0.817299 loss_bbox: 0.205066 loss_giou: 0.523008 loss_class_aux: 3.444456 loss_bbox_aux: 0.874668 loss_giou_aux: 2.287570 loss_class_dn: 0.433773 loss_bbox_dn: 0.277025 loss_giou_dn: 0.570312 loss_class_aux_dn: 1.370949 loss_bbox_aux_dn: 0.959217 loss_giou_aux_dn: 1.899913 loss: 14.009483 eta: 2 days, 2:57:03 batch_cost: 0.3708 data_cost: 0.0008 ips: 10.7881 images/s [05/13 19:41:51] ppdet.engine INFO: Epoch: [6] [1800/7329] learning_rate: 0.000100 loss_class: 0.723874 loss_bbox: 0.191802 loss_giou: 0.483651 loss_class_aux: 3.136706 loss_bbox_aux: 0.834280 loss_giou_aux: 2.119529 loss_class_dn: 0.389148 loss_bbox_dn: 0.267547 loss_giou_dn: 0.536318 loss_class_aux_dn: 1.224521 loss_bbox_aux_dn: 0.924481 loss_giou_aux_dn: 1.755780 loss: 12.863157 eta: 2 days, 2:55:45 batch_cost: 0.3791 data_cost: 0.0008 ips: 10.5509 images/s [05/13 19:43:15] ppdet.engine INFO: Epoch: [6] [2000/7329] learning_rate: 0.000100 loss_class: 0.714907 loss_bbox: 0.198289 loss_giou: 0.452090 loss_class_aux: 3.040133 loss_bbox_aux: 0.858623 loss_giou_aux: 1.919870 loss_class_dn: 0.377657 loss_bbox_dn: 0.270403 loss_giou_dn: 0.503039 loss_class_aux_dn: 1.220423 loss_bbox_aux_dn: 0.915358 loss_giou_aux_dn: 1.707794 loss: 12.485415 eta: 2 days, 2:54:29 batch_cost: 0.3806 data_cost: 0.0008 ips: 10.5086 images/s [05/13 19:44:38] ppdet.engine INFO: Epoch: [6] [2200/7329] learning_rate: 0.000100 loss_class: 0.765388 loss_bbox: 0.192976 loss_giou: 0.467008 loss_class_aux: 3.197498 loss_bbox_aux: 0.836514 loss_giou_aux: 2.113858 loss_class_dn: 0.398057 loss_bbox_dn: 0.261429 loss_giou_dn: 0.567064 loss_class_aux_dn: 1.275903 loss_bbox_aux_dn: 0.874712 loss_giou_aux_dn: 1.841575 loss: 13.336237 eta: 2 days, 2:52:58 batch_cost: 0.3734 data_cost: 0.0008 ips: 10.7134 images/s [05/13 19:46:02] ppdet.engine INFO: Epoch: [6] [2400/7329] learning_rate: 0.000100 loss_class: 0.804562 loss_bbox: 0.191543 loss_giou: 0.543130 loss_class_aux: 3.403550 loss_bbox_aux: 0.858628 loss_giou_aux: 2.303451 loss_class_dn: 0.413073 loss_bbox_dn: 0.262715 loss_giou_dn: 0.582946 loss_class_aux_dn: 1.316659 loss_bbox_aux_dn: 0.907264 loss_giou_aux_dn: 1.957622 loss: 13.658533 eta: 2 days, 2:51:39 batch_cost: 0.3789 data_cost: 0.0008 ips: 10.5561 images/s [05/13 19:47:26] ppdet.engine INFO: Epoch: [6] [2600/7329] learning_rate: 0.000100 loss_class: 0.707804 loss_bbox: 0.179159 loss_giou: 0.466432 loss_class_aux: 3.036118 loss_bbox_aux: 0.804165 loss_giou_aux: 2.020376 loss_class_dn: 0.399619 loss_bbox_dn: 0.251026 loss_giou_dn: 0.520635 loss_class_aux_dn: 1.261827 loss_bbox_aux_dn: 0.858351 loss_giou_aux_dn: 1.722704 loss: 12.468008 eta: 2 days, 2:50:26 batch_cost: 0.3818 data_cost: 0.0008 ips: 10.4771 images/s [05/13 19:48:50] ppdet.engine INFO: Epoch: [6] [2800/7329] learning_rate: 0.000100 loss_class: 0.714510 loss_bbox: 0.180715 loss_giou: 0.448931 loss_class_aux: 3.063112 loss_bbox_aux: 0.806168 loss_giou_aux: 1.953796 loss_class_dn: 0.382452 loss_bbox_dn: 0.257068 loss_giou_dn: 0.497906 loss_class_aux_dn: 1.221007 loss_bbox_aux_dn: 0.876570 loss_giou_aux_dn: 1.668214 loss: 12.433102 eta: 2 days, 2:48:59 batch_cost: 0.3754 data_cost: 0.0008 ips: 10.6558 images/s [05/13 19:50:13] ppdet.engine INFO: Epoch: [6] [3000/7329] learning_rate: 0.000100 loss_class: 0.732491 loss_bbox: 0.188362 loss_giou: 0.511092 loss_class_aux: 3.140515 loss_bbox_aux: 0.795908 loss_giou_aux: 2.230227 loss_class_dn: 0.411531 loss_bbox_dn: 0.266464 loss_giou_dn: 0.575910 loss_class_aux_dn: 1.298615 loss_bbox_aux_dn: 0.905605 loss_giou_aux_dn: 1.894745 loss: 14.050194 eta: 2 days, 2:47:34 batch_cost: 0.3758 data_cost: 0.0008 ips: 10.6451 images/s [05/13 19:51:37] ppdet.engine INFO: Epoch: [6] [3200/7329] learning_rate: 0.000100 loss_class: 0.730054 loss_bbox: 0.182350 loss_giou: 0.507599 loss_class_aux: 3.075098 loss_bbox_aux: 0.810640 loss_giou_aux: 2.164218 loss_class_dn: 0.381693 loss_bbox_dn: 0.258984 loss_giou_dn: 0.527637 loss_class_aux_dn: 1.202393 loss_bbox_aux_dn: 0.869327 loss_giou_aux_dn: 1.763405 loss: 13.119417 eta: 2 days, 2:46:13 batch_cost: 0.3781 data_cost: 0.0008 ips: 10.5779 images/s [05/13 19:53:01] ppdet.engine INFO: Epoch: [6] [3400/7329] learning_rate: 0.000100 loss_class: 0.790329 loss_bbox: 0.185308 loss_giou: 0.488124 loss_class_aux: 3.337372 loss_bbox_aux: 0.843503 loss_giou_aux: 2.095800 loss_class_dn: 0.412083 loss_bbox_dn: 0.275071 loss_giou_dn: 0.531698 loss_class_aux_dn: 1.324437 loss_bbox_aux_dn: 0.947687 loss_giou_aux_dn: 1.766450 loss: 12.817825 eta: 2 days, 2:45:02 batch_cost: 0.3830 data_cost: 0.0008 ips: 10.4435 images/s [05/13 19:54:25] ppdet.engine INFO: Epoch: [6] [3600/7329] learning_rate: 0.000100 loss_class: 0.754827 loss_bbox: 0.191510 loss_giou: 0.442027 loss_class_aux: 3.206718 loss_bbox_aux: 0.827724 loss_giou_aux: 1.946951 loss_class_dn: 0.400101 loss_bbox_dn: 0.263680 loss_giou_dn: 0.530074 loss_class_aux_dn: 1.252523 loss_bbox_aux_dn: 0.905368 loss_giou_aux_dn: 1.750382 loss: 13.075975 eta: 2 days, 2:43:37 batch_cost: 0.3759 data_cost: 0.0008 ips: 10.6420 images/s [05/13 19:55:48] ppdet.engine INFO: Epoch: [6] [3800/7329] learning_rate: 0.000100 loss_class: 0.716216 loss_bbox: 0.173452 loss_giou: 0.471961 loss_class_aux: 2.992178 loss_bbox_aux: 0.796835 loss_giou_aux: 2.040244 loss_class_dn: 0.366205 loss_bbox_dn: 0.258806 loss_giou_dn: 0.501371 loss_class_aux_dn: 1.191201 loss_bbox_aux_dn: 0.892498 loss_giou_aux_dn: 1.655341 loss: 12.517380 eta: 2 days, 2:42:10 batch_cost: 0.3752 data_cost: 0.0008 ips: 10.6622 images/s [05/13 19:57:12] ppdet.engine INFO: Epoch: [6] [4000/7329] learning_rate: 0.000100 loss_class: 0.680806 loss_bbox: 0.183442 loss_giou: 0.431575 loss_class_aux: 3.011436 loss_bbox_aux: 0.824571 loss_giou_aux: 1.863460 loss_class_dn: 0.357543 loss_bbox_dn: 0.272644 loss_giou_dn: 0.476089 loss_class_aux_dn: 1.160532 loss_bbox_aux_dn: 0.915983 loss_giou_aux_dn: 1.573198 loss: 12.107901 eta: 2 days, 2:40:48 batch_cost: 0.3770 data_cost: 0.0008 ips: 10.6097 images/s [05/13 19:58:35] ppdet.engine INFO: Epoch: [6] [4200/7329] learning_rate: 0.000100 loss_class: 0.707858 loss_bbox: 0.167647 loss_giou: 0.451122 loss_class_aux: 3.056831 loss_bbox_aux: 0.787053 loss_giou_aux: 1.886646 loss_class_dn: 0.370169 loss_bbox_dn: 0.244183 loss_giou_dn: 0.482598 loss_class_aux_dn: 1.218847 loss_bbox_aux_dn: 0.851230 loss_giou_aux_dn: 1.576261 loss: 12.274041 eta: 2 days, 2:39:24 batch_cost: 0.3766 data_cost: 0.0008 ips: 10.6211 images/s [05/13 19:59:58] ppdet.engine INFO: Epoch: [6] [4400/7329] learning_rate: 0.000100 loss_class: 0.784362 loss_bbox: 0.206016 loss_giou: 0.530896 loss_class_aux: 3.351930 loss_bbox_aux: 0.883014 loss_giou_aux: 2.318050 loss_class_dn: 0.425980 loss_bbox_dn: 0.292391 loss_giou_dn: 0.581877 loss_class_aux_dn: 1.347987 loss_bbox_aux_dn: 0.982053 loss_giou_aux_dn: 1.928972 loss: 14.754360 eta: 2 days, 2:37:54 batch_cost: 0.3733 data_cost: 0.0008 ips: 10.7155 images/s [05/13 20:01:21] ppdet.engine INFO: Epoch: [6] [4600/7329] learning_rate: 0.000100 loss_class: 0.758700 loss_bbox: 0.176614 loss_giou: 0.421295 loss_class_aux: 3.278528 loss_bbox_aux: 0.799448 loss_giou_aux: 1.859338 loss_class_dn: 0.384738 loss_bbox_dn: 0.268222 loss_giou_dn: 0.476999 loss_class_aux_dn: 1.233474 loss_bbox_aux_dn: 0.899659 loss_giou_aux_dn: 1.617657 loss: 12.486201 eta: 2 days, 2:36:24 batch_cost: 0.3732 data_cost: 0.0008 ips: 10.7194 images/s [05/13 20:02:43] ppdet.engine INFO: Epoch: [6] [4800/7329] learning_rate: 0.000100 loss_class: 0.709405 loss_bbox: 0.187491 loss_giou: 0.461095 loss_class_aux: 3.110414 loss_bbox_aux: 0.816954 loss_giou_aux: 1.946816 loss_class_dn: 0.368497 loss_bbox_dn: 0.254957 loss_giou_dn: 0.504401 loss_class_aux_dn: 1.171163 loss_bbox_aux_dn: 0.880054 loss_giou_aux_dn: 1.658705 loss: 12.539008 eta: 2 days, 2:34:55 batch_cost: 0.3736 data_cost: 0.0008 ips: 10.7058 images/s [05/13 20:04:06] ppdet.engine INFO: Epoch: [6] [5000/7329] learning_rate: 0.000100 loss_class: 0.702367 loss_bbox: 0.179844 loss_giou: 0.470579 loss_class_aux: 3.064149 loss_bbox_aux: 0.805792 loss_giou_aux: 2.083006 loss_class_dn: 0.368036 loss_bbox_dn: 0.250089 loss_giou_dn: 0.511272 loss_class_aux_dn: 1.182582 loss_bbox_aux_dn: 0.854015 loss_giou_aux_dn: 1.705995 loss: 12.576233 eta: 2 days, 2:33:28 batch_cost: 0.3744 data_cost: 0.0008 ips: 10.6840 images/s [05/13 20:05:31] ppdet.engine INFO: Epoch: [6] [5200/7329] learning_rate: 0.000100 loss_class: 0.783279 loss_bbox: 0.192422 loss_giou: 0.559664 loss_class_aux: 3.338882 loss_bbox_aux: 0.850952 loss_giou_aux: 2.436720 loss_class_dn: 0.418535 loss_bbox_dn: 0.260508 loss_giou_dn: 0.575733 loss_class_aux_dn: 1.333094 loss_bbox_aux_dn: 0.933052 loss_giou_aux_dn: 1.911032 loss: 13.715185 eta: 2 days, 2:32:12 batch_cost: 0.3803 data_cost: 0.0008 ips: 10.5193 images/s [05/13 20:06:55] ppdet.engine INFO: Epoch: [6] [5400/7329] learning_rate: 0.000100 loss_class: 0.729269 loss_bbox: 0.188762 loss_giou: 0.427072 loss_class_aux: 3.136071 loss_bbox_aux: 0.790606 loss_giou_aux: 1.863121 loss_class_dn: 0.363376 loss_bbox_dn: 0.268021 loss_giou_dn: 0.496117 loss_class_aux_dn: 1.187302 loss_bbox_aux_dn: 0.914461 loss_giou_aux_dn: 1.654529 loss: 12.394608 eta: 2 days, 2:30:53 batch_cost: 0.3787 data_cost: 0.0008 ips: 10.5630 images/s [05/13 20:08:17] ppdet.engine INFO: Epoch: [6] [5600/7329] learning_rate: 0.000100 loss_class: 0.754601 loss_bbox: 0.182925 loss_giou: 0.518871 loss_class_aux: 3.218687 loss_bbox_aux: 0.815633 loss_giou_aux: 2.219580 loss_class_dn: 0.411037 loss_bbox_dn: 0.260383 loss_giou_dn: 0.542220 loss_class_aux_dn: 1.297378 loss_bbox_aux_dn: 0.886189 loss_giou_aux_dn: 1.816720 loss: 13.727067 eta: 2 days, 2:29:21 batch_cost: 0.3720 data_cost: 0.0008 ips: 10.7531 images/s [05/13 20:09:42] ppdet.engine INFO: Epoch: [6] [5800/7329] learning_rate: 0.000100 loss_class: 0.729332 loss_bbox: 0.183756 loss_giou: 0.465526 loss_class_aux: 3.083676 loss_bbox_aux: 0.806746 loss_giou_aux: 2.018580 loss_class_dn: 0.376866 loss_bbox_dn: 0.256245 loss_giou_dn: 0.522493 loss_class_aux_dn: 1.223614 loss_bbox_aux_dn: 0.878201 loss_giou_aux_dn: 1.700663 loss: 13.077224 eta: 2 days, 2:28:05 batch_cost: 0.3805 data_cost: 0.0008 ips: 10.5131 images/s [05/13 20:11:05] ppdet.engine INFO: Epoch: [6] [6000/7329] learning_rate: 0.000100 loss_class: 0.771441 loss_bbox: 0.199912 loss_giou: 0.526827 loss_class_aux: 3.372991 loss_bbox_aux: 0.878976 loss_giou_aux: 2.208475 loss_class_dn: 0.404945 loss_bbox_dn: 0.282557 loss_giou_dn: 0.561920 loss_class_aux_dn: 1.289942 loss_bbox_aux_dn: 0.958656 loss_giou_aux_dn: 1.843352 loss: 13.454636 eta: 2 days, 2:26:45 batch_cost: 0.3779 data_cost: 0.0008 ips: 10.5847 images/s [05/13 20:12:28] ppdet.engine INFO: Epoch: [6] [6200/7329] learning_rate: 0.000100 loss_class: 0.741740 loss_bbox: 0.182544 loss_giou: 0.469058 loss_class_aux: 3.132284 loss_bbox_aux: 0.825946 loss_giou_aux: 2.061358 loss_class_dn: 0.376974 loss_bbox_dn: 0.251821 loss_giou_dn: 0.520377 loss_class_aux_dn: 1.234168 loss_bbox_aux_dn: 0.843490 loss_giou_aux_dn: 1.719287 loss: 12.866936 eta: 2 days, 2:25:11 batch_cost: 0.3708 data_cost: 0.0008 ips: 10.7869 images/s [05/13 20:13:52] ppdet.engine INFO: Epoch: [6] [6400/7329] learning_rate: 0.000100 loss_class: 0.723762 loss_bbox: 0.177723 loss_giou: 0.438774 loss_class_aux: 3.100031 loss_bbox_aux: 0.817287 loss_giou_aux: 1.946661 loss_class_dn: 0.385362 loss_bbox_dn: 0.253695 loss_giou_dn: 0.512611 loss_class_aux_dn: 1.214515 loss_bbox_aux_dn: 0.898001 loss_giou_aux_dn: 1.695974 loss: 12.661682 eta: 2 days, 2:23:51 batch_cost: 0.3779 data_cost: 0.0008 ips: 10.5841 images/s [05/13 20:15:17] ppdet.engine INFO: Epoch: [6] [6600/7329] learning_rate: 0.000100 loss_class: 0.766790 loss_bbox: 0.184876 loss_giou: 0.442032 loss_class_aux: 3.293802 loss_bbox_aux: 0.810295 loss_giou_aux: 2.008172 loss_class_dn: 0.381158 loss_bbox_dn: 0.251343 loss_giou_dn: 0.498989 loss_class_aux_dn: 1.204551 loss_bbox_aux_dn: 0.889743 loss_giou_aux_dn: 1.664718 loss: 13.000549 eta: 2 days, 2:22:47 batch_cost: 0.3862 data_cost: 0.0008 ips: 10.3566 images/s [05/13 20:16:40] ppdet.engine INFO: Epoch: [6] [6800/7329] learning_rate: 0.000100 loss_class: 0.724317 loss_bbox: 0.173311 loss_giou: 0.462970 loss_class_aux: 3.123842 loss_bbox_aux: 0.776679 loss_giou_aux: 2.006858 loss_class_dn: 0.392780 loss_bbox_dn: 0.247463 loss_giou_dn: 0.510072 loss_class_aux_dn: 1.213556 loss_bbox_aux_dn: 0.858776 loss_giou_aux_dn: 1.678485 loss: 12.625207 eta: 2 days, 2:21:20 batch_cost: 0.3743 data_cost: 0.0008 ips: 10.6853 images/s [05/13 20:18:03] ppdet.engine INFO: Epoch: [6] [7000/7329] learning_rate: 0.000100 loss_class: 0.718836 loss_bbox: 0.164848 loss_giou: 0.477578 loss_class_aux: 3.041718 loss_bbox_aux: 0.746073 loss_giou_aux: 2.104451 loss_class_dn: 0.375078 loss_bbox_dn: 0.248053 loss_giou_dn: 0.557150 loss_class_aux_dn: 1.201916 loss_bbox_aux_dn: 0.838888 loss_giou_aux_dn: 1.797277 loss: 12.828024 eta: 2 days, 2:19:52 batch_cost: 0.3737 data_cost: 0.0008 ips: 10.7040 images/s [05/13 20:19:26] ppdet.engine INFO: Epoch: [6] [7200/7329] learning_rate: 0.000100 loss_class: 0.735377 loss_bbox: 0.205759 loss_giou: 0.479414 loss_class_aux: 3.271491 loss_bbox_aux: 0.920363 loss_giou_aux: 2.040031 loss_class_dn: 0.411334 loss_bbox_dn: 0.289756 loss_giou_dn: 0.534670 loss_class_aux_dn: 1.332606 loss_bbox_aux_dn: 0.980102 loss_giou_aux_dn: 1.774685 loss: 13.661303 eta: 2 days, 2:18:27 batch_cost: 0.3752 data_cost: 0.0008 ips: 10.6613 images/s [05/13 20:20:22] ppdet.engine INFO: Eval iter: 0 [05/13 20:20:30] ppdet.engine INFO: Eval iter: 100 [05/13 20:20:38] ppdet.engine INFO: Eval iter: 200 [05/13 20:20:45] ppdet.engine INFO: Eval iter: 300 [05/13 20:20:53] ppdet.engine INFO: Eval iter: 400 [05/13 20:21:01] ppdet.engine INFO: Eval iter: 500 [05/13 20:21:08] ppdet.engine INFO: Eval iter: 600 [05/13 20:21:16] ppdet.engine INFO: Eval iter: 700 [05/13 20:21:24] ppdet.engine INFO: Eval iter: 800 [05/13 20:21:32] ppdet.engine INFO: Eval iter: 900 [05/13 20:21:40] ppdet.engine INFO: Eval iter: 1000 [05/13 20:21:48] ppdet.engine INFO: Eval iter: 1100 [05/13 20:21:57] ppdet.engine INFO: Eval iter: 1200 [05/13 20:22:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/13 20:22:21] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.63s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=101.33s). Accumulating evaluation results... DONE (t=23.91s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.392 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.424 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.213 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.421 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.330 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.405 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.679 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.838 [05/13 20:24:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 50.459350483837014 [05/13 20:24:43] ppdet.engine INFO: Best test bbox ap is 0.392. [05/13 20:24:46] ppdet.engine INFO: Epoch: [7] [ 0/7329] learning_rate: 0.000100 loss_class: 0.751409 loss_bbox: 0.196230 loss_giou: 0.498818 loss_class_aux: 3.361338 loss_bbox_aux: 0.867102 loss_giou_aux: 2.127028 loss_class_dn: 0.400884 loss_bbox_dn: 0.269316 loss_giou_dn: 0.549298 loss_class_aux_dn: 1.281276 loss_bbox_aux_dn: 0.922917 loss_giou_aux_dn: 1.775001 loss: 13.671595 eta: 2 days, 2:17:29 batch_cost: 0.3758 data_cost: 0.0008 ips: 10.6454 images/s [05/13 20:26:08] ppdet.engine INFO: Epoch: [7] [ 200/7329] learning_rate: 0.000100 loss_class: 0.728697 loss_bbox: 0.177465 loss_giou: 0.441122 loss_class_aux: 3.093283 loss_bbox_aux: 0.800860 loss_giou_aux: 1.905561 loss_class_dn: 0.390022 loss_bbox_dn: 0.241717 loss_giou_dn: 0.509374 loss_class_aux_dn: 1.248448 loss_bbox_aux_dn: 0.830340 loss_giou_aux_dn: 1.684023 loss: 12.312145 eta: 2 days, 2:15:57 batch_cost: 0.3710 data_cost: 0.0007 ips: 10.7819 images/s [05/13 20:27:31] ppdet.engine INFO: Epoch: [7] [ 400/7329] learning_rate: 0.000100 loss_class: 0.732767 loss_bbox: 0.189754 loss_giou: 0.506804 loss_class_aux: 3.148011 loss_bbox_aux: 0.869673 loss_giou_aux: 2.205496 loss_class_dn: 0.399658 loss_bbox_dn: 0.274463 loss_giou_dn: 0.561883 loss_class_aux_dn: 1.288195 loss_bbox_aux_dn: 0.913700 loss_giou_aux_dn: 1.843500 loss: 13.641128 eta: 2 days, 2:14:31 batch_cost: 0.3749 data_cost: 0.0007 ips: 10.6704 images/s [05/13 20:28:49] ppdet.engine INFO: Epoch: [7] [ 600/7329] learning_rate: 0.000100 loss_class: 0.761614 loss_bbox: 0.193662 loss_giou: 0.463486 loss_class_aux: 3.314023 loss_bbox_aux: 0.840134 loss_giou_aux: 2.021021 loss_class_dn: 0.405218 loss_bbox_dn: 0.265688 loss_giou_dn: 0.531152 loss_class_aux_dn: 1.313621 loss_bbox_aux_dn: 0.903866 loss_giou_aux_dn: 1.761361 loss: 13.361325 eta: 2 days, 2:12:27 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3134 images/s [05/13 20:30:10] ppdet.engine INFO: Epoch: [7] [ 800/7329] learning_rate: 0.000100 loss_class: 0.741123 loss_bbox: 0.183138 loss_giou: 0.485994 loss_class_aux: 3.093792 loss_bbox_aux: 0.822726 loss_giou_aux: 2.126786 loss_class_dn: 0.396937 loss_bbox_dn: 0.255497 loss_giou_dn: 0.561098 loss_class_aux_dn: 1.260094 loss_bbox_aux_dn: 0.878504 loss_giou_aux_dn: 1.819656 loss: 13.288795 eta: 2 days, 2:10:42 batch_cost: 0.3639 data_cost: 0.0007 ips: 10.9914 images/s [05/13 20:31:33] ppdet.engine INFO: Epoch: [7] [1000/7329] learning_rate: 0.000100 loss_class: 0.725428 loss_bbox: 0.171654 loss_giou: 0.442309 loss_class_aux: 3.136086 loss_bbox_aux: 0.751395 loss_giou_aux: 1.924388 loss_class_dn: 0.376524 loss_bbox_dn: 0.244342 loss_giou_dn: 0.478411 loss_class_aux_dn: 1.219726 loss_bbox_aux_dn: 0.826788 loss_giou_aux_dn: 1.629586 loss: 12.160486 eta: 2 days, 2:09:17 batch_cost: 0.3753 data_cost: 0.0008 ips: 10.6574 images/s [05/13 20:32:57] ppdet.engine INFO: Epoch: [7] [1200/7329] learning_rate: 0.000100 loss_class: 0.760666 loss_bbox: 0.179533 loss_giou: 0.458840 loss_class_aux: 3.324382 loss_bbox_aux: 0.800678 loss_giou_aux: 2.023088 loss_class_dn: 0.415678 loss_bbox_dn: 0.249029 loss_giou_dn: 0.544774 loss_class_aux_dn: 1.331539 loss_bbox_aux_dn: 0.883969 loss_giou_aux_dn: 1.820034 loss: 13.598475 eta: 2 days, 2:07:58 batch_cost: 0.3779 data_cost: 0.0008 ips: 10.5854 images/s [05/13 20:34:21] ppdet.engine INFO: Epoch: [7] [1400/7329] learning_rate: 0.000100 loss_class: 0.733005 loss_bbox: 0.191801 loss_giou: 0.463843 loss_class_aux: 3.249421 loss_bbox_aux: 0.834219 loss_giou_aux: 2.020955 loss_class_dn: 0.385922 loss_bbox_dn: 0.273866 loss_giou_dn: 0.515775 loss_class_aux_dn: 1.224513 loss_bbox_aux_dn: 0.934644 loss_giou_aux_dn: 1.700181 loss: 12.310911 eta: 2 days, 2:06:40 batch_cost: 0.3786 data_cost: 0.0008 ips: 10.5664 images/s [05/13 20:35:44] ppdet.engine INFO: Epoch: [7] [1600/7329] learning_rate: 0.000100 loss_class: 0.755517 loss_bbox: 0.183751 loss_giou: 0.440517 loss_class_aux: 3.223295 loss_bbox_aux: 0.836055 loss_giou_aux: 1.920690 loss_class_dn: 0.394684 loss_bbox_dn: 0.269136 loss_giou_dn: 0.512430 loss_class_aux_dn: 1.265894 loss_bbox_aux_dn: 0.903037 loss_giou_aux_dn: 1.653959 loss: 12.695243 eta: 2 days, 2:05:16 batch_cost: 0.3757 data_cost: 0.0008 ips: 10.6459 images/s [05/13 20:37:07] ppdet.engine INFO: Epoch: [7] [1800/7329] learning_rate: 0.000100 loss_class: 0.765397 loss_bbox: 0.188013 loss_giou: 0.483876 loss_class_aux: 3.231109 loss_bbox_aux: 0.828918 loss_giou_aux: 2.104980 loss_class_dn: 0.401402 loss_bbox_dn: 0.261747 loss_giou_dn: 0.557297 loss_class_aux_dn: 1.315339 loss_bbox_aux_dn: 0.917575 loss_giou_aux_dn: 1.813556 loss: 13.223063 eta: 2 days, 2:03:55 batch_cost: 0.3765 data_cost: 0.0008 ips: 10.6243 images/s [05/13 20:38:31] ppdet.engine INFO: Epoch: [7] [2000/7329] learning_rate: 0.000100 loss_class: 0.741613 loss_bbox: 0.186420 loss_giou: 0.512639 loss_class_aux: 3.204786 loss_bbox_aux: 0.842343 loss_giou_aux: 2.202989 loss_class_dn: 0.406709 loss_bbox_dn: 0.241066 loss_giou_dn: 0.574350 loss_class_aux_dn: 1.319172 loss_bbox_aux_dn: 0.839134 loss_giou_aux_dn: 1.898265 loss: 13.598892 eta: 2 days, 2:02:33 batch_cost: 0.3766 data_cost: 0.0007 ips: 10.6204 images/s [05/13 20:39:54] ppdet.engine INFO: Epoch: [7] [2200/7329] learning_rate: 0.000100 loss_class: 0.694729 loss_bbox: 0.178095 loss_giou: 0.435144 loss_class_aux: 3.028454 loss_bbox_aux: 0.765539 loss_giou_aux: 1.950497 loss_class_dn: 0.361892 loss_bbox_dn: 0.255077 loss_giou_dn: 0.475129 loss_class_aux_dn: 1.169546 loss_bbox_aux_dn: 0.870041 loss_giou_aux_dn: 1.634327 loss: 12.079309 eta: 2 days, 2:01:11 batch_cost: 0.3762 data_cost: 0.0008 ips: 10.6326 images/s [05/13 20:41:20] ppdet.engine INFO: Epoch: [7] [2400/7329] learning_rate: 0.000100 loss_class: 0.675694 loss_bbox: 0.171288 loss_giou: 0.444918 loss_class_aux: 2.946292 loss_bbox_aux: 0.771737 loss_giou_aux: 1.949873 loss_class_dn: 0.342703 loss_bbox_dn: 0.236011 loss_giou_dn: 0.504400 loss_class_aux_dn: 1.127123 loss_bbox_aux_dn: 0.829751 loss_giou_aux_dn: 1.618596 loss: 11.667946 eta: 2 days, 2:00:01 batch_cost: 0.3835 data_cost: 0.0008 ips: 10.4311 images/s [05/13 20:42:44] ppdet.engine INFO: Epoch: [7] [2600/7329] learning_rate: 0.000100 loss_class: 0.711489 loss_bbox: 0.185285 loss_giou: 0.405122 loss_class_aux: 3.075622 loss_bbox_aux: 0.796905 loss_giou_aux: 1.797617 loss_class_dn: 0.368250 loss_bbox_dn: 0.262677 loss_giou_dn: 0.482810 loss_class_aux_dn: 1.174572 loss_bbox_aux_dn: 0.900627 loss_giou_aux_dn: 1.606280 loss: 12.149489 eta: 2 days, 1:58:44 batch_cost: 0.3789 data_cost: 0.0008 ips: 10.5571 images/s [05/13 20:44:07] ppdet.engine INFO: Epoch: [7] [2800/7329] learning_rate: 0.000100 loss_class: 0.746392 loss_bbox: 0.171682 loss_giou: 0.475088 loss_class_aux: 3.151946 loss_bbox_aux: 0.767188 loss_giou_aux: 2.075749 loss_class_dn: 0.402116 loss_bbox_dn: 0.247812 loss_giou_dn: 0.522719 loss_class_aux_dn: 1.304415 loss_bbox_aux_dn: 0.854994 loss_giou_aux_dn: 1.722361 loss: 13.793100 eta: 2 days, 1:57:20 batch_cost: 0.3753 data_cost: 0.0007 ips: 10.6578 images/s [05/13 20:45:30] ppdet.engine INFO: Epoch: [7] [3000/7329] learning_rate: 0.000100 loss_class: 0.674362 loss_bbox: 0.183192 loss_giou: 0.411221 loss_class_aux: 2.994522 loss_bbox_aux: 0.792289 loss_giou_aux: 1.783766 loss_class_dn: 0.357904 loss_bbox_dn: 0.264158 loss_giou_dn: 0.457398 loss_class_aux_dn: 1.158384 loss_bbox_aux_dn: 0.894193 loss_giou_aux_dn: 1.530129 loss: 11.946115 eta: 2 days, 1:55:55 batch_cost: 0.3745 data_cost: 0.0008 ips: 10.6807 images/s [05/13 20:46:55] ppdet.engine INFO: Epoch: [7] [3200/7329] learning_rate: 0.000100 loss_class: 0.687916 loss_bbox: 0.171917 loss_giou: 0.402536 loss_class_aux: 3.009971 loss_bbox_aux: 0.758024 loss_giou_aux: 1.747922 loss_class_dn: 0.363446 loss_bbox_dn: 0.248775 loss_giou_dn: 0.461423 loss_class_aux_dn: 1.163127 loss_bbox_aux_dn: 0.839751 loss_giou_aux_dn: 1.540462 loss: 11.975550 eta: 2 days, 1:54:44 batch_cost: 0.3824 data_cost: 0.0008 ips: 10.4608 images/s [05/13 20:48:18] ppdet.engine INFO: Epoch: [7] [3400/7329] learning_rate: 0.000100 loss_class: 0.697792 loss_bbox: 0.182123 loss_giou: 0.462725 loss_class_aux: 3.073718 loss_bbox_aux: 0.774712 loss_giou_aux: 2.007188 loss_class_dn: 0.384343 loss_bbox_dn: 0.233670 loss_giou_dn: 0.516812 loss_class_aux_dn: 1.216727 loss_bbox_aux_dn: 0.788771 loss_giou_aux_dn: 1.715559 loss: 12.883768 eta: 2 days, 1:53:21 batch_cost: 0.3759 data_cost: 0.0007 ips: 10.6418 images/s [05/13 20:49:41] ppdet.engine INFO: Epoch: [7] [3600/7329] learning_rate: 0.000100 loss_class: 0.729778 loss_bbox: 0.185058 loss_giou: 0.492387 loss_class_aux: 3.210291 loss_bbox_aux: 0.801865 loss_giou_aux: 2.124450 loss_class_dn: 0.389195 loss_bbox_dn: 0.260038 loss_giou_dn: 0.536525 loss_class_aux_dn: 1.260990 loss_bbox_aux_dn: 0.921281 loss_giou_aux_dn: 1.808589 loss: 13.131240 eta: 2 days, 1:52:02 batch_cost: 0.3779 data_cost: 0.0008 ips: 10.5834 images/s [05/13 20:51:06] ppdet.engine INFO: Epoch: [7] [3800/7329] learning_rate: 0.000100 loss_class: 0.731092 loss_bbox: 0.183585 loss_giou: 0.442757 loss_class_aux: 3.167113 loss_bbox_aux: 0.805556 loss_giou_aux: 1.902353 loss_class_dn: 0.377954 loss_bbox_dn: 0.261538 loss_giou_dn: 0.485435 loss_class_aux_dn: 1.228820 loss_bbox_aux_dn: 0.904163 loss_giou_aux_dn: 1.602665 loss: 12.477089 eta: 2 days, 1:50:52 batch_cost: 0.3833 data_cost: 0.0008 ips: 10.4358 images/s [05/13 20:52:29] ppdet.engine INFO: Epoch: [7] [4000/7329] learning_rate: 0.000100 loss_class: 0.741400 loss_bbox: 0.179293 loss_giou: 0.506122 loss_class_aux: 3.126477 loss_bbox_aux: 0.796079 loss_giou_aux: 2.274127 loss_class_dn: 0.397131 loss_bbox_dn: 0.259937 loss_giou_dn: 0.566707 loss_class_aux_dn: 1.274921 loss_bbox_aux_dn: 0.875097 loss_giou_aux_dn: 1.866621 loss: 13.065142 eta: 2 days, 1:49:27 batch_cost: 0.3741 data_cost: 0.0007 ips: 10.6931 images/s [05/13 20:53:54] ppdet.engine INFO: Epoch: [7] [4200/7329] learning_rate: 0.000100 loss_class: 0.769565 loss_bbox: 0.201427 loss_giou: 0.456254 loss_class_aux: 3.311466 loss_bbox_aux: 0.873098 loss_giou_aux: 2.013409 loss_class_dn: 0.392663 loss_bbox_dn: 0.271909 loss_giou_dn: 0.517249 loss_class_aux_dn: 1.255390 loss_bbox_aux_dn: 0.923413 loss_giou_aux_dn: 1.706090 loss: 13.122643 eta: 2 days, 1:48:18 batch_cost: 0.3839 data_cost: 0.0008 ips: 10.4188 images/s [05/13 20:55:18] ppdet.engine INFO: Epoch: [7] [4400/7329] learning_rate: 0.000100 loss_class: 0.784228 loss_bbox: 0.173169 loss_giou: 0.456363 loss_class_aux: 3.315754 loss_bbox_aux: 0.795215 loss_giou_aux: 2.041139 loss_class_dn: 0.382596 loss_bbox_dn: 0.244297 loss_giou_dn: 0.525689 loss_class_aux_dn: 1.232899 loss_bbox_aux_dn: 0.846542 loss_giou_aux_dn: 1.734281 loss: 13.135708 eta: 2 days, 1:46:59 batch_cost: 0.3778 data_cost: 0.0008 ips: 10.5877 images/s [05/13 20:56:42] ppdet.engine INFO: Epoch: [7] [4600/7329] learning_rate: 0.000100 loss_class: 0.801170 loss_bbox: 0.201741 loss_giou: 0.563316 loss_class_aux: 3.305152 loss_bbox_aux: 0.878428 loss_giou_aux: 2.486197 loss_class_dn: 0.422089 loss_bbox_dn: 0.259130 loss_giou_dn: 0.595569 loss_class_aux_dn: 1.339980 loss_bbox_aux_dn: 0.887907 loss_giou_aux_dn: 1.941316 loss: 14.370712 eta: 2 days, 1:45:40 batch_cost: 0.3778 data_cost: 0.0008 ips: 10.5883 images/s [05/13 20:58:05] ppdet.engine INFO: Epoch: [7] [4800/7329] learning_rate: 0.000100 loss_class: 0.705433 loss_bbox: 0.180031 loss_giou: 0.461009 loss_class_aux: 3.090128 loss_bbox_aux: 0.806041 loss_giou_aux: 1.988877 loss_class_dn: 0.380772 loss_bbox_dn: 0.247543 loss_giou_dn: 0.500338 loss_class_aux_dn: 1.205176 loss_bbox_aux_dn: 0.873452 loss_giou_aux_dn: 1.644910 loss: 12.445878 eta: 2 days, 1:44:23 batch_cost: 0.3796 data_cost: 0.0008 ips: 10.5377 images/s [05/13 20:59:30] ppdet.engine INFO: Epoch: [7] [5000/7329] learning_rate: 0.000100 loss_class: 0.758048 loss_bbox: 0.189729 loss_giou: 0.496002 loss_class_aux: 3.218652 loss_bbox_aux: 0.820547 loss_giou_aux: 2.079318 loss_class_dn: 0.405132 loss_bbox_dn: 0.234949 loss_giou_dn: 0.506417 loss_class_aux_dn: 1.289551 loss_bbox_aux_dn: 0.808638 loss_giou_aux_dn: 1.666490 loss: 12.858800 eta: 2 days, 1:43:06 batch_cost: 0.3790 data_cost: 0.0008 ips: 10.5531 images/s [05/13 21:00:53] ppdet.engine INFO: Epoch: [7] [5200/7329] learning_rate: 0.000100 loss_class: 0.711862 loss_bbox: 0.186971 loss_giou: 0.425721 loss_class_aux: 3.012000 loss_bbox_aux: 0.792491 loss_giou_aux: 1.839408 loss_class_dn: 0.350374 loss_bbox_dn: 0.256474 loss_giou_dn: 0.485711 loss_class_aux_dn: 1.154195 loss_bbox_aux_dn: 0.866809 loss_giou_aux_dn: 1.615442 loss: 11.769582 eta: 2 days, 1:41:47 batch_cost: 0.3774 data_cost: 0.0008 ips: 10.5988 images/s [05/13 21:02:16] ppdet.engine INFO: Epoch: [7] [5400/7329] learning_rate: 0.000100 loss_class: 0.747754 loss_bbox: 0.190175 loss_giou: 0.483934 loss_class_aux: 3.231549 loss_bbox_aux: 0.838923 loss_giou_aux: 2.080144 loss_class_dn: 0.397294 loss_bbox_dn: 0.261649 loss_giou_dn: 0.522695 loss_class_aux_dn: 1.247113 loss_bbox_aux_dn: 0.891646 loss_giou_aux_dn: 1.767485 loss: 13.159025 eta: 2 days, 1:40:25 batch_cost: 0.3760 data_cost: 0.0007 ips: 10.6371 images/s [05/13 21:03:41] ppdet.engine INFO: Epoch: [7] [5600/7329] learning_rate: 0.000100 loss_class: 0.758039 loss_bbox: 0.174228 loss_giou: 0.476669 loss_class_aux: 3.219916 loss_bbox_aux: 0.782005 loss_giou_aux: 2.067068 loss_class_dn: 0.376915 loss_bbox_dn: 0.266728 loss_giou_dn: 0.534177 loss_class_aux_dn: 1.224809 loss_bbox_aux_dn: 0.898160 loss_giou_aux_dn: 1.774883 loss: 12.790987 eta: 2 days, 1:39:10 batch_cost: 0.3803 data_cost: 0.0008 ips: 10.5167 images/s [05/13 21:05:05] ppdet.engine INFO: Epoch: [7] [5800/7329] learning_rate: 0.000100 loss_class: 0.752966 loss_bbox: 0.185998 loss_giou: 0.463089 loss_class_aux: 3.231890 loss_bbox_aux: 0.818033 loss_giou_aux: 2.049725 loss_class_dn: 0.372408 loss_bbox_dn: 0.243372 loss_giou_dn: 0.499289 loss_class_aux_dn: 1.228331 loss_bbox_aux_dn: 0.850619 loss_giou_aux_dn: 1.675211 loss: 12.706007 eta: 2 days, 1:37:54 batch_cost: 0.3798 data_cost: 0.0008 ips: 10.5327 images/s [05/13 21:06:28] ppdet.engine INFO: Epoch: [7] [6000/7329] learning_rate: 0.000100 loss_class: 0.708222 loss_bbox: 0.179130 loss_giou: 0.489837 loss_class_aux: 3.042681 loss_bbox_aux: 0.804428 loss_giou_aux: 2.120026 loss_class_dn: 0.381913 loss_bbox_dn: 0.250647 loss_giou_dn: 0.517617 loss_class_aux_dn: 1.195870 loss_bbox_aux_dn: 0.854520 loss_giou_aux_dn: 1.735192 loss: 12.706558 eta: 2 days, 1:36:29 batch_cost: 0.3745 data_cost: 0.0008 ips: 10.6818 images/s [05/13 21:07:52] ppdet.engine INFO: Epoch: [7] [6200/7329] learning_rate: 0.000100 loss_class: 0.779647 loss_bbox: 0.192791 loss_giou: 0.526366 loss_class_aux: 3.274965 loss_bbox_aux: 0.858858 loss_giou_aux: 2.268323 loss_class_dn: 0.411306 loss_bbox_dn: 0.258421 loss_giou_dn: 0.571683 loss_class_aux_dn: 1.331403 loss_bbox_aux_dn: 0.903940 loss_giou_aux_dn: 1.904842 loss: 13.453948 eta: 2 days, 1:35:11 batch_cost: 0.3781 data_cost: 0.0007 ips: 10.5784 images/s [05/13 21:09:16] ppdet.engine INFO: Epoch: [7] [6400/7329] learning_rate: 0.000100 loss_class: 0.723743 loss_bbox: 0.178695 loss_giou: 0.481144 loss_class_aux: 3.201910 loss_bbox_aux: 0.769522 loss_giou_aux: 2.022232 loss_class_dn: 0.362460 loss_bbox_dn: 0.246107 loss_giou_dn: 0.503628 loss_class_aux_dn: 1.185374 loss_bbox_aux_dn: 0.872756 loss_giou_aux_dn: 1.619592 loss: 12.211830 eta: 2 days, 1:33:59 batch_cost: 0.3822 data_cost: 0.0008 ips: 10.4664 images/s [05/13 21:10:40] ppdet.engine INFO: Epoch: [7] [6600/7329] learning_rate: 0.000100 loss_class: 0.784710 loss_bbox: 0.179119 loss_giou: 0.525503 loss_class_aux: 3.305791 loss_bbox_aux: 0.822723 loss_giou_aux: 2.194460 loss_class_dn: 0.421725 loss_bbox_dn: 0.262538 loss_giou_dn: 0.571410 loss_class_aux_dn: 1.326851 loss_bbox_aux_dn: 0.934102 loss_giou_aux_dn: 1.918844 loss: 13.602053 eta: 2 days, 1:32:38 batch_cost: 0.3767 data_cost: 0.0008 ips: 10.6185 images/s [05/13 21:12:04] ppdet.engine INFO: Epoch: [7] [6800/7329] learning_rate: 0.000100 loss_class: 0.713487 loss_bbox: 0.174340 loss_giou: 0.424753 loss_class_aux: 3.039906 loss_bbox_aux: 0.793545 loss_giou_aux: 1.849382 loss_class_dn: 0.365024 loss_bbox_dn: 0.255859 loss_giou_dn: 0.485962 loss_class_aux_dn: 1.149047 loss_bbox_aux_dn: 0.887837 loss_giou_aux_dn: 1.610815 loss: 11.941595 eta: 2 days, 1:31:22 batch_cost: 0.3796 data_cost: 0.0008 ips: 10.5364 images/s [05/13 21:13:28] ppdet.engine INFO: Epoch: [7] [7000/7329] learning_rate: 0.000100 loss_class: 0.731696 loss_bbox: 0.170847 loss_giou: 0.467988 loss_class_aux: 3.224111 loss_bbox_aux: 0.770234 loss_giou_aux: 1.992949 loss_class_dn: 0.384133 loss_bbox_dn: 0.242280 loss_giou_dn: 0.491256 loss_class_aux_dn: 1.251847 loss_bbox_aux_dn: 0.825736 loss_giou_aux_dn: 1.636599 loss: 12.103718 eta: 2 days, 1:30:03 batch_cost: 0.3774 data_cost: 0.0008 ips: 10.5985 images/s [05/13 21:14:51] ppdet.engine INFO: Epoch: [7] [7200/7329] learning_rate: 0.000100 loss_class: 0.693146 loss_bbox: 0.163498 loss_giou: 0.440137 loss_class_aux: 2.910885 loss_bbox_aux: 0.750262 loss_giou_aux: 1.907998 loss_class_dn: 0.364369 loss_bbox_dn: 0.247508 loss_giou_dn: 0.491492 loss_class_aux_dn: 1.161124 loss_bbox_aux_dn: 0.834407 loss_giou_aux_dn: 1.613780 loss: 11.994097 eta: 2 days, 1:28:41 batch_cost: 0.3759 data_cost: 0.0008 ips: 10.6418 images/s [05/13 21:15:47] ppdet.engine INFO: Eval iter: 0 [05/13 21:15:54] ppdet.engine INFO: Eval iter: 100 [05/13 21:16:01] ppdet.engine INFO: Eval iter: 200 [05/13 21:16:08] ppdet.engine INFO: Eval iter: 300 [05/13 21:16:15] ppdet.engine INFO: Eval iter: 400 [05/13 21:16:21] ppdet.engine INFO: Eval iter: 500 [05/13 21:16:28] ppdet.engine INFO: Eval iter: 600 [05/13 21:16:35] ppdet.engine INFO: Eval iter: 700 [05/13 21:16:41] ppdet.engine INFO: Eval iter: 800 [05/13 21:16:48] ppdet.engine INFO: Eval iter: 900 [05/13 21:16:55] ppdet.engine INFO: Eval iter: 1000 [05/13 21:17:02] ppdet.engine INFO: Eval iter: 1100 [05/13 21:17:09] ppdet.engine INFO: Eval iter: 1200 [05/13 21:17:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/13 21:17:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.16s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.34s). Accumulating evaluation results... DONE (t=24.16s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.402 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.434 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.220 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.432 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.572 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 ] = 0.565 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.416 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.686 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.847 [05/13 21:19:56] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.199987109234804 [05/13 21:19:56] ppdet.engine INFO: Best test bbox ap is 0.402. [05/13 21:19:59] ppdet.engine INFO: Epoch: [8] [ 0/7329] learning_rate: 0.000100 loss_class: 0.723459 loss_bbox: 0.184397 loss_giou: 0.497180 loss_class_aux: 3.026052 loss_bbox_aux: 0.785484 loss_giou_aux: 2.133804 loss_class_dn: 0.387510 loss_bbox_dn: 0.248192 loss_giou_dn: 0.534498 loss_class_aux_dn: 1.232232 loss_bbox_aux_dn: 0.827130 loss_giou_aux_dn: 1.762552 loss: 13.077433 eta: 2 days, 1:27:47 batch_cost: 0.3746 data_cost: 0.0008 ips: 10.6781 images/s [05/13 21:21:24] ppdet.engine INFO: Epoch: [8] [ 200/7329] learning_rate: 0.000100 loss_class: 0.697163 loss_bbox: 0.167482 loss_giou: 0.412894 loss_class_aux: 2.966703 loss_bbox_aux: 0.755612 loss_giou_aux: 1.771133 loss_class_dn: 0.350753 loss_bbox_dn: 0.234744 loss_giou_dn: 0.450832 loss_class_aux_dn: 1.141603 loss_bbox_aux_dn: 0.823131 loss_giou_aux_dn: 1.510132 loss: 11.329403 eta: 2 days, 1:26:40 batch_cost: 0.3855 data_cost: 0.0008 ips: 10.3757 images/s [05/13 21:22:49] ppdet.engine INFO: Epoch: [8] [ 400/7329] learning_rate: 0.000100 loss_class: 0.744481 loss_bbox: 0.165732 loss_giou: 0.466982 loss_class_aux: 3.102157 loss_bbox_aux: 0.749371 loss_giou_aux: 2.088037 loss_class_dn: 0.384466 loss_bbox_dn: 0.245310 loss_giou_dn: 0.537868 loss_class_aux_dn: 1.237593 loss_bbox_aux_dn: 0.877007 loss_giou_aux_dn: 1.790223 loss: 12.923041 eta: 2 days, 1:25:28 batch_cost: 0.3820 data_cost: 0.0008 ips: 10.4702 images/s [05/13 21:24:12] ppdet.engine INFO: Epoch: [8] [ 600/7329] learning_rate: 0.000100 loss_class: 0.801461 loss_bbox: 0.193550 loss_giou: 0.527801 loss_class_aux: 3.504438 loss_bbox_aux: 0.877556 loss_giou_aux: 2.349554 loss_class_dn: 0.421781 loss_bbox_dn: 0.261498 loss_giou_dn: 0.585586 loss_class_aux_dn: 1.344744 loss_bbox_aux_dn: 0.933503 loss_giou_aux_dn: 1.925027 loss: 14.308949 eta: 2 days, 1:24:02 batch_cost: 0.3732 data_cost: 0.0007 ips: 10.7179 images/s [05/13 21:25:34] ppdet.engine INFO: Epoch: [8] [ 800/7329] learning_rate: 0.000100 loss_class: 0.760052 loss_bbox: 0.193817 loss_giou: 0.467386 loss_class_aux: 3.244273 loss_bbox_aux: 0.870838 loss_giou_aux: 2.041449 loss_class_dn: 0.389850 loss_bbox_dn: 0.259364 loss_giou_dn: 0.532671 loss_class_aux_dn: 1.247968 loss_bbox_aux_dn: 0.887466 loss_giou_aux_dn: 1.779104 loss: 13.022350 eta: 2 days, 1:22:29 batch_cost: 0.3685 data_cost: 0.0007 ips: 10.8534 images/s [05/13 21:26:52] ppdet.engine INFO: Epoch: [8] [1000/7329] learning_rate: 0.000100 loss_class: 0.722422 loss_bbox: 0.178618 loss_giou: 0.426591 loss_class_aux: 3.160466 loss_bbox_aux: 0.799457 loss_giou_aux: 1.842776 loss_class_dn: 0.358390 loss_bbox_dn: 0.253296 loss_giou_dn: 0.463811 loss_class_aux_dn: 1.159554 loss_bbox_aux_dn: 0.890517 loss_giou_aux_dn: 1.571334 loss: 12.057190 eta: 2 days, 1:20:33 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2828 images/s [05/13 21:28:13] ppdet.engine INFO: Epoch: [8] [1200/7329] learning_rate: 0.000100 loss_class: 0.649376 loss_bbox: 0.160055 loss_giou: 0.414657 loss_class_aux: 2.816586 loss_bbox_aux: 0.723662 loss_giou_aux: 1.776754 loss_class_dn: 0.338459 loss_bbox_dn: 0.225536 loss_giou_dn: 0.440149 loss_class_aux_dn: 1.075370 loss_bbox_aux_dn: 0.801013 loss_giou_aux_dn: 1.493245 loss: 11.207285 eta: 2 days, 1:18:50 batch_cost: 0.3620 data_cost: 0.0007 ips: 11.0496 images/s [05/13 21:29:36] ppdet.engine INFO: Epoch: [8] [1400/7329] learning_rate: 0.000100 loss_class: 0.707936 loss_bbox: 0.181641 loss_giou: 0.438749 loss_class_aux: 3.075666 loss_bbox_aux: 0.789908 loss_giou_aux: 1.904400 loss_class_dn: 0.359348 loss_bbox_dn: 0.250870 loss_giou_dn: 0.485731 loss_class_aux_dn: 1.159254 loss_bbox_aux_dn: 0.865487 loss_giou_aux_dn: 1.612301 loss: 12.373972 eta: 2 days, 1:17:30 batch_cost: 0.3766 data_cost: 0.0008 ips: 10.6215 images/s [05/13 21:30:59] ppdet.engine INFO: Epoch: [8] [1600/7329] learning_rate: 0.000100 loss_class: 0.747086 loss_bbox: 0.198764 loss_giou: 0.505630 loss_class_aux: 3.174363 loss_bbox_aux: 0.848204 loss_giou_aux: 2.158321 loss_class_dn: 0.407461 loss_bbox_dn: 0.268694 loss_giou_dn: 0.562879 loss_class_aux_dn: 1.302406 loss_bbox_aux_dn: 0.919275 loss_giou_aux_dn: 1.844616 loss: 13.154570 eta: 2 days, 1:16:05 batch_cost: 0.3737 data_cost: 0.0008 ips: 10.7038 images/s [05/13 21:32:22] ppdet.engine INFO: Epoch: [8] [1800/7329] learning_rate: 0.000100 loss_class: 0.695244 loss_bbox: 0.172645 loss_giou: 0.419942 loss_class_aux: 2.972615 loss_bbox_aux: 0.766789 loss_giou_aux: 1.815594 loss_class_dn: 0.354939 loss_bbox_dn: 0.253816 loss_giou_dn: 0.460604 loss_class_aux_dn: 1.159342 loss_bbox_aux_dn: 0.871588 loss_giou_aux_dn: 1.531806 loss: 11.899752 eta: 2 days, 1:14:42 batch_cost: 0.3749 data_cost: 0.0008 ips: 10.6705 images/s [05/13 21:33:46] ppdet.engine INFO: Epoch: [8] [2000/7329] learning_rate: 0.000100 loss_class: 0.785368 loss_bbox: 0.197487 loss_giou: 0.491316 loss_class_aux: 3.335773 loss_bbox_aux: 0.879640 loss_giou_aux: 2.134895 loss_class_dn: 0.405042 loss_bbox_dn: 0.264444 loss_giou_dn: 0.546317 loss_class_aux_dn: 1.308402 loss_bbox_aux_dn: 0.932713 loss_giou_aux_dn: 1.793937 loss: 13.684297 eta: 2 days, 1:13:30 batch_cost: 0.3822 data_cost: 0.0008 ips: 10.4654 images/s [05/13 21:35:10] ppdet.engine INFO: Epoch: [8] [2200/7329] learning_rate: 0.000100 loss_class: 0.756608 loss_bbox: 0.188525 loss_giou: 0.499186 loss_class_aux: 3.180120 loss_bbox_aux: 0.831653 loss_giou_aux: 2.133214 loss_class_dn: 0.400518 loss_bbox_dn: 0.253336 loss_giou_dn: 0.535946 loss_class_aux_dn: 1.296409 loss_bbox_aux_dn: 0.877436 loss_giou_aux_dn: 1.754812 loss: 13.014339 eta: 2 days, 1:12:14 batch_cost: 0.3795 data_cost: 0.0008 ips: 10.5416 images/s [05/13 21:36:35] ppdet.engine INFO: Epoch: [8] [2400/7329] learning_rate: 0.000100 loss_class: 0.732963 loss_bbox: 0.177545 loss_giou: 0.475570 loss_class_aux: 3.105562 loss_bbox_aux: 0.795804 loss_giou_aux: 2.089073 loss_class_dn: 0.373814 loss_bbox_dn: 0.245455 loss_giou_dn: 0.545934 loss_class_aux_dn: 1.193892 loss_bbox_aux_dn: 0.835863 loss_giou_aux_dn: 1.795315 loss: 12.756489 eta: 2 days, 1:11:11 batch_cost: 0.3874 data_cost: 0.0007 ips: 10.3258 images/s [05/13 21:37:58] ppdet.engine INFO: Epoch: [8] [2600/7329] learning_rate: 0.000100 loss_class: 0.683632 loss_bbox: 0.173263 loss_giou: 0.409755 loss_class_aux: 2.957232 loss_bbox_aux: 0.760346 loss_giou_aux: 1.769486 loss_class_dn: 0.362282 loss_bbox_dn: 0.247389 loss_giou_dn: 0.460622 loss_class_aux_dn: 1.158424 loss_bbox_aux_dn: 0.855179 loss_giou_aux_dn: 1.517455 loss: 11.731411 eta: 2 days, 1:09:48 batch_cost: 0.3750 data_cost: 0.0008 ips: 10.6670 images/s [05/13 21:39:23] ppdet.engine INFO: Epoch: [8] [2800/7329] learning_rate: 0.000100 loss_class: 0.727597 loss_bbox: 0.171413 loss_giou: 0.454345 loss_class_aux: 3.022995 loss_bbox_aux: 0.759587 loss_giou_aux: 1.983272 loss_class_dn: 0.384554 loss_bbox_dn: 0.228062 loss_giou_dn: 0.491622 loss_class_aux_dn: 1.243364 loss_bbox_aux_dn: 0.800273 loss_giou_aux_dn: 1.689684 loss: 12.361018 eta: 2 days, 1:08:35 batch_cost: 0.3812 data_cost: 0.0008 ips: 10.4943 images/s [05/13 21:40:47] ppdet.engine INFO: Epoch: [8] [3000/7329] learning_rate: 0.000100 loss_class: 0.728928 loss_bbox: 0.169925 loss_giou: 0.417984 loss_class_aux: 3.033576 loss_bbox_aux: 0.765769 loss_giou_aux: 1.808077 loss_class_dn: 0.362441 loss_bbox_dn: 0.245985 loss_giou_dn: 0.482797 loss_class_aux_dn: 1.150009 loss_bbox_aux_dn: 0.839978 loss_giou_aux_dn: 1.599738 loss: 12.222614 eta: 2 days, 1:07:21 batch_cost: 0.3807 data_cost: 0.0008 ips: 10.5076 images/s [05/13 21:42:11] ppdet.engine INFO: Epoch: [8] [3200/7329] learning_rate: 0.000100 loss_class: 0.753140 loss_bbox: 0.179373 loss_giou: 0.446867 loss_class_aux: 3.191281 loss_bbox_aux: 0.806579 loss_giou_aux: 1.934267 loss_class_dn: 0.372479 loss_bbox_dn: 0.242510 loss_giou_dn: 0.496015 loss_class_aux_dn: 1.202317 loss_bbox_aux_dn: 0.847614 loss_giou_aux_dn: 1.633073 loss: 12.772432 eta: 2 days, 1:06:07 batch_cost: 0.3810 data_cost: 0.0007 ips: 10.4999 images/s [05/13 21:43:37] ppdet.engine INFO: Epoch: [8] [3400/7329] learning_rate: 0.000100 loss_class: 0.742655 loss_bbox: 0.173372 loss_giou: 0.464492 loss_class_aux: 3.188263 loss_bbox_aux: 0.763931 loss_giou_aux: 2.009329 loss_class_dn: 0.387650 loss_bbox_dn: 0.232701 loss_giou_dn: 0.537718 loss_class_aux_dn: 1.238481 loss_bbox_aux_dn: 0.793896 loss_giou_aux_dn: 1.798972 loss: 12.384412 eta: 2 days, 1:05:05 batch_cost: 0.3887 data_cost: 0.0007 ips: 10.2895 images/s [05/13 21:45:01] ppdet.engine INFO: Epoch: [8] [3600/7329] learning_rate: 0.000100 loss_class: 0.767296 loss_bbox: 0.174512 loss_giou: 0.434642 loss_class_aux: 3.262568 loss_bbox_aux: 0.774182 loss_giou_aux: 1.911446 loss_class_dn: 0.376044 loss_bbox_dn: 0.249813 loss_giou_dn: 0.497246 loss_class_aux_dn: 1.205383 loss_bbox_aux_dn: 0.879017 loss_giou_aux_dn: 1.658207 loss: 12.412218 eta: 2 days, 1:03:51 batch_cost: 0.3805 data_cost: 0.0008 ips: 10.5122 images/s [05/13 21:46:26] ppdet.engine INFO: Epoch: [8] [3800/7329] learning_rate: 0.000100 loss_class: 0.703747 loss_bbox: 0.168425 loss_giou: 0.468071 loss_class_aux: 2.978209 loss_bbox_aux: 0.750170 loss_giou_aux: 2.098390 loss_class_dn: 0.389383 loss_bbox_dn: 0.239578 loss_giou_dn: 0.506734 loss_class_aux_dn: 1.236737 loss_bbox_aux_dn: 0.831420 loss_giou_aux_dn: 1.712561 loss: 13.398694 eta: 2 days, 1:02:45 batch_cost: 0.3863 data_cost: 0.0007 ips: 10.3543 images/s [05/13 21:47:50] ppdet.engine INFO: Epoch: [8] [4000/7329] learning_rate: 0.000100 loss_class: 0.710795 loss_bbox: 0.165812 loss_giou: 0.428226 loss_class_aux: 3.039615 loss_bbox_aux: 0.776382 loss_giou_aux: 1.881524 loss_class_dn: 0.380949 loss_bbox_dn: 0.246029 loss_giou_dn: 0.496677 loss_class_aux_dn: 1.217176 loss_bbox_aux_dn: 0.827623 loss_giou_aux_dn: 1.649549 loss: 12.454046 eta: 2 days, 1:01:28 batch_cost: 0.3787 data_cost: 0.0007 ips: 10.5627 images/s [05/13 21:49:14] ppdet.engine INFO: Epoch: [8] [4200/7329] learning_rate: 0.000100 loss_class: 0.727756 loss_bbox: 0.185810 loss_giou: 0.471153 loss_class_aux: 3.131432 loss_bbox_aux: 0.811041 loss_giou_aux: 2.073539 loss_class_dn: 0.382466 loss_bbox_dn: 0.245882 loss_giou_dn: 0.510556 loss_class_aux_dn: 1.243136 loss_bbox_aux_dn: 0.847184 loss_giou_aux_dn: 1.697602 loss: 12.792568 eta: 2 days, 1:00:14 batch_cost: 0.3807 data_cost: 0.0008 ips: 10.5070 images/s [05/13 21:50:39] ppdet.engine INFO: Epoch: [8] [4400/7329] learning_rate: 0.000100 loss_class: 0.703339 loss_bbox: 0.176269 loss_giou: 0.452477 loss_class_aux: 3.022272 loss_bbox_aux: 0.835528 loss_giou_aux: 1.922094 loss_class_dn: 0.363345 loss_bbox_dn: 0.249207 loss_giou_dn: 0.481480 loss_class_aux_dn: 1.173648 loss_bbox_aux_dn: 0.847038 loss_giou_aux_dn: 1.592854 loss: 12.009532 eta: 2 days, 0:59:03 batch_cost: 0.3828 data_cost: 0.0008 ips: 10.4488 images/s [05/13 21:52:06] ppdet.engine INFO: Epoch: [8] [4600/7329] learning_rate: 0.000100 loss_class: 0.684153 loss_bbox: 0.180330 loss_giou: 0.453642 loss_class_aux: 2.971144 loss_bbox_aux: 0.775955 loss_giou_aux: 1.940185 loss_class_dn: 0.380344 loss_bbox_dn: 0.247987 loss_giou_dn: 0.522237 loss_class_aux_dn: 1.187239 loss_bbox_aux_dn: 0.857695 loss_giou_aux_dn: 1.714483 loss: 12.740925 eta: 2 days, 0:58:04 batch_cost: 0.3908 data_cost: 0.0008 ips: 10.2354 images/s [05/13 21:53:30] ppdet.engine INFO: Epoch: [8] [4800/7329] learning_rate: 0.000100 loss_class: 0.698593 loss_bbox: 0.183932 loss_giou: 0.457932 loss_class_aux: 3.027756 loss_bbox_aux: 0.833862 loss_giou_aux: 2.015268 loss_class_dn: 0.391202 loss_bbox_dn: 0.248739 loss_giou_dn: 0.520031 loss_class_aux_dn: 1.235623 loss_bbox_aux_dn: 0.859667 loss_giou_aux_dn: 1.726873 loss: 13.137174 eta: 2 days, 0:56:50 batch_cost: 0.3809 data_cost: 0.0007 ips: 10.5027 images/s [05/13 21:54:57] ppdet.engine INFO: Epoch: [8] [5000/7329] learning_rate: 0.000100 loss_class: 0.784669 loss_bbox: 0.199880 loss_giou: 0.518309 loss_class_aux: 3.330734 loss_bbox_aux: 0.852309 loss_giou_aux: 2.203935 loss_class_dn: 0.413414 loss_bbox_dn: 0.247656 loss_giou_dn: 0.538287 loss_class_aux_dn: 1.328681 loss_bbox_aux_dn: 0.854921 loss_giou_aux_dn: 1.821699 loss: 13.416502 eta: 2 days, 0:55:54 batch_cost: 0.3935 data_cost: 0.0007 ips: 10.1653 images/s [05/13 21:56:22] ppdet.engine INFO: Epoch: [8] [5200/7329] learning_rate: 0.000100 loss_class: 0.739039 loss_bbox: 0.176454 loss_giou: 0.476211 loss_class_aux: 3.217080 loss_bbox_aux: 0.836984 loss_giou_aux: 2.089168 loss_class_dn: 0.395263 loss_bbox_dn: 0.248671 loss_giou_dn: 0.527174 loss_class_aux_dn: 1.263399 loss_bbox_aux_dn: 0.849297 loss_giou_aux_dn: 1.774683 loss: 12.735542 eta: 2 days, 0:54:48 batch_cost: 0.3861 data_cost: 0.0007 ips: 10.3596 images/s [05/13 21:57:46] ppdet.engine INFO: Epoch: [8] [5400/7329] learning_rate: 0.000100 loss_class: 0.732720 loss_bbox: 0.172335 loss_giou: 0.483668 loss_class_aux: 3.253431 loss_bbox_aux: 0.770512 loss_giou_aux: 2.094715 loss_class_dn: 0.401522 loss_bbox_dn: 0.220314 loss_giou_dn: 0.528639 loss_class_aux_dn: 1.288210 loss_bbox_aux_dn: 0.766401 loss_giou_aux_dn: 1.787196 loss: 13.129639 eta: 2 days, 0:53:33 batch_cost: 0.3804 data_cost: 0.0007 ips: 10.5156 images/s [05/13 21:59:10] ppdet.engine INFO: Epoch: [8] [5600/7329] learning_rate: 0.000100 loss_class: 0.698355 loss_bbox: 0.166749 loss_giou: 0.456868 loss_class_aux: 3.108507 loss_bbox_aux: 0.706878 loss_giou_aux: 2.005043 loss_class_dn: 0.403071 loss_bbox_dn: 0.219609 loss_giou_dn: 0.511678 loss_class_aux_dn: 1.281244 loss_bbox_aux_dn: 0.782611 loss_giou_aux_dn: 1.723047 loss: 12.843900 eta: 2 days, 0:52:19 batch_cost: 0.3814 data_cost: 0.0008 ips: 10.4881 images/s [05/13 22:00:33] ppdet.engine INFO: Epoch: [8] [5800/7329] learning_rate: 0.000100 loss_class: 0.715894 loss_bbox: 0.179714 loss_giou: 0.458821 loss_class_aux: 3.259958 loss_bbox_aux: 0.816649 loss_giou_aux: 1.973826 loss_class_dn: 0.388493 loss_bbox_dn: 0.255340 loss_giou_dn: 0.508960 loss_class_aux_dn: 1.229534 loss_bbox_aux_dn: 0.876485 loss_giou_aux_dn: 1.688260 loss: 12.695627 eta: 2 days, 0:50:59 batch_cost: 0.3767 data_cost: 0.0008 ips: 10.6192 images/s [05/13 22:01:57] ppdet.engine INFO: Epoch: [8] [6000/7329] learning_rate: 0.000100 loss_class: 0.718464 loss_bbox: 0.182885 loss_giou: 0.459203 loss_class_aux: 3.121615 loss_bbox_aux: 0.782998 loss_giou_aux: 2.042057 loss_class_dn: 0.382509 loss_bbox_dn: 0.250216 loss_giou_dn: 0.515923 loss_class_aux_dn: 1.223178 loss_bbox_aux_dn: 0.881710 loss_giou_aux_dn: 1.677304 loss: 12.595961 eta: 2 days, 0:49:42 batch_cost: 0.3790 data_cost: 0.0007 ips: 10.5529 images/s [05/13 22:03:21] ppdet.engine INFO: Epoch: [8] [6200/7329] learning_rate: 0.000100 loss_class: 0.747647 loss_bbox: 0.177725 loss_giou: 0.473221 loss_class_aux: 3.177906 loss_bbox_aux: 0.806129 loss_giou_aux: 2.082798 loss_class_dn: 0.404727 loss_bbox_dn: 0.248759 loss_giou_dn: 0.508460 loss_class_aux_dn: 1.281339 loss_bbox_aux_dn: 0.870048 loss_giou_aux_dn: 1.701161 loss: 13.066999 eta: 2 days, 0:48:23 batch_cost: 0.3771 data_cost: 0.0007 ips: 10.6066 images/s [05/13 22:04:44] ppdet.engine INFO: Epoch: [8] [6400/7329] learning_rate: 0.000100 loss_class: 0.732360 loss_bbox: 0.168442 loss_giou: 0.452185 loss_class_aux: 3.047121 loss_bbox_aux: 0.773976 loss_giou_aux: 1.962044 loss_class_dn: 0.378495 loss_bbox_dn: 0.244305 loss_giou_dn: 0.535394 loss_class_aux_dn: 1.236256 loss_bbox_aux_dn: 0.836428 loss_giou_aux_dn: 1.762489 loss: 12.717995 eta: 2 days, 0:47:06 batch_cost: 0.3785 data_cost: 0.0008 ips: 10.5672 images/s [05/13 22:06:08] ppdet.engine INFO: Epoch: [8] [6600/7329] learning_rate: 0.000100 loss_class: 0.781833 loss_bbox: 0.187639 loss_giou: 0.486082 loss_class_aux: 3.283854 loss_bbox_aux: 0.844189 loss_giou_aux: 2.095999 loss_class_dn: 0.406916 loss_bbox_dn: 0.257124 loss_giou_dn: 0.537831 loss_class_aux_dn: 1.311533 loss_bbox_aux_dn: 0.875642 loss_giou_aux_dn: 1.800825 loss: 13.588556 eta: 2 days, 0:45:51 batch_cost: 0.3803 data_cost: 0.0007 ips: 10.5170 images/s [05/13 22:07:33] ppdet.engine INFO: Epoch: [8] [6800/7329] learning_rate: 0.000100 loss_class: 0.694883 loss_bbox: 0.185717 loss_giou: 0.501042 loss_class_aux: 3.006967 loss_bbox_aux: 0.793675 loss_giou_aux: 2.123894 loss_class_dn: 0.371841 loss_bbox_dn: 0.243879 loss_giou_dn: 0.518305 loss_class_aux_dn: 1.212704 loss_bbox_aux_dn: 0.825146 loss_giou_aux_dn: 1.674189 loss: 12.669437 eta: 2 days, 0:44:40 batch_cost: 0.3831 data_cost: 0.0008 ips: 10.4421 images/s [05/13 22:08:57] ppdet.engine INFO: Epoch: [8] [7000/7329] learning_rate: 0.000100 loss_class: 0.752078 loss_bbox: 0.176355 loss_giou: 0.497889 loss_class_aux: 3.284781 loss_bbox_aux: 0.809883 loss_giou_aux: 2.100125 loss_class_dn: 0.406926 loss_bbox_dn: 0.267201 loss_giou_dn: 0.528677 loss_class_aux_dn: 1.274783 loss_bbox_aux_dn: 0.936363 loss_giou_aux_dn: 1.720078 loss: 12.628571 eta: 2 days, 0:43:25 batch_cost: 0.3804 data_cost: 0.0008 ips: 10.5141 images/s [05/13 22:10:22] ppdet.engine INFO: Epoch: [8] [7200/7329] learning_rate: 0.000100 loss_class: 0.702436 loss_bbox: 0.166728 loss_giou: 0.481669 loss_class_aux: 3.012529 loss_bbox_aux: 0.743741 loss_giou_aux: 2.017762 loss_class_dn: 0.371866 loss_bbox_dn: 0.217865 loss_giou_dn: 0.488135 loss_class_aux_dn: 1.204808 loss_bbox_aux_dn: 0.765280 loss_giou_aux_dn: 1.598175 loss: 12.407004 eta: 2 days, 0:42:11 batch_cost: 0.3810 data_cost: 0.0008 ips: 10.4989 images/s [05/13 22:11:18] ppdet.engine INFO: Eval iter: 0 [05/13 22:11:24] ppdet.engine INFO: Eval iter: 100 [05/13 22:11:31] ppdet.engine INFO: Eval iter: 200 [05/13 22:11:38] ppdet.engine INFO: Eval iter: 300 [05/13 22:11:44] ppdet.engine INFO: Eval iter: 400 [05/13 22:11:51] ppdet.engine INFO: Eval iter: 500 [05/13 22:11:57] ppdet.engine INFO: Eval iter: 600 [05/13 22:12:04] ppdet.engine INFO: Eval iter: 700 [05/13 22:12:11] ppdet.engine INFO: Eval iter: 800 [05/13 22:12:18] ppdet.engine INFO: Eval iter: 900 [05/13 22:12:25] ppdet.engine INFO: Eval iter: 1000 [05/13 22:12:32] ppdet.engine INFO: Eval iter: 1100 [05/13 22:12:38] ppdet.engine INFO: Eval iter: 1200 [05/13 22:13:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/13 22:13:03] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.36s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=97.60s). Accumulating evaluation results... DONE (t=23.87s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.410 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.443 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.439 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.581 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.340 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.572 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.422 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.850 [05/13 22:15:22] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.25946153832764 [05/13 22:15:22] ppdet.engine INFO: Best test bbox ap is 0.410. [05/13 22:15:25] ppdet.engine INFO: Epoch: [9] [ 0/7329] learning_rate: 0.000100 loss_class: 0.687712 loss_bbox: 0.154240 loss_giou: 0.426746 loss_class_aux: 2.885486 loss_bbox_aux: 0.727145 loss_giou_aux: 1.818990 loss_class_dn: 0.359475 loss_bbox_dn: 0.209514 loss_giou_dn: 0.459281 loss_class_aux_dn: 1.147812 loss_bbox_aux_dn: 0.724564 loss_giou_aux_dn: 1.524769 loss: 11.719652 eta: 2 days, 0:41:19 batch_cost: 0.3807 data_cost: 0.0008 ips: 10.5080 images/s [05/13 22:16:49] ppdet.engine INFO: Epoch: [9] [ 200/7329] learning_rate: 0.000100 loss_class: 0.677623 loss_bbox: 0.178412 loss_giou: 0.441453 loss_class_aux: 3.013582 loss_bbox_aux: 0.796607 loss_giou_aux: 1.875746 loss_class_dn: 0.358289 loss_bbox_dn: 0.248081 loss_giou_dn: 0.492502 loss_class_aux_dn: 1.147652 loss_bbox_aux_dn: 0.854850 loss_giou_aux_dn: 1.611851 loss: 11.889194 eta: 2 days, 0:39:56 batch_cost: 0.3750 data_cost: 0.0007 ips: 10.6673 images/s [05/13 22:18:12] ppdet.engine INFO: Epoch: [9] [ 400/7329] learning_rate: 0.000100 loss_class: 0.766525 loss_bbox: 0.185942 loss_giou: 0.487429 loss_class_aux: 3.230679 loss_bbox_aux: 0.807687 loss_giou_aux: 2.167237 loss_class_dn: 0.410291 loss_bbox_dn: 0.236012 loss_giou_dn: 0.583813 loss_class_aux_dn: 1.325047 loss_bbox_aux_dn: 0.823801 loss_giou_aux_dn: 1.922205 loss: 14.030041 eta: 2 days, 0:38:36 batch_cost: 0.3761 data_cost: 0.0008 ips: 10.6345 images/s [05/13 22:19:34] ppdet.engine INFO: Epoch: [9] [ 600/7329] learning_rate: 0.000100 loss_class: 0.762667 loss_bbox: 0.197147 loss_giou: 0.491299 loss_class_aux: 3.260845 loss_bbox_aux: 0.837121 loss_giou_aux: 2.129740 loss_class_dn: 0.396860 loss_bbox_dn: 0.239393 loss_giou_dn: 0.521485 loss_class_aux_dn: 1.283468 loss_bbox_aux_dn: 0.837478 loss_giou_aux_dn: 1.724922 loss: 12.732748 eta: 2 days, 0:37:10 batch_cost: 0.3729 data_cost: 0.0008 ips: 10.7272 images/s [05/13 22:20:57] ppdet.engine INFO: Epoch: [9] [ 800/7329] learning_rate: 0.000100 loss_class: 0.639594 loss_bbox: 0.161217 loss_giou: 0.426178 loss_class_aux: 2.791556 loss_bbox_aux: 0.724562 loss_giou_aux: 1.850996 loss_class_dn: 0.339826 loss_bbox_dn: 0.204654 loss_giou_dn: 0.442601 loss_class_aux_dn: 1.106250 loss_bbox_aux_dn: 0.744378 loss_giou_aux_dn: 1.516692 loss: 11.121096 eta: 2 days, 0:35:44 batch_cost: 0.3718 data_cost: 0.0008 ips: 10.7597 images/s [05/13 22:22:19] ppdet.engine INFO: Epoch: [9] [1000/7329] learning_rate: 0.000100 loss_class: 0.732972 loss_bbox: 0.183613 loss_giou: 0.461339 loss_class_aux: 3.057194 loss_bbox_aux: 0.794249 loss_giou_aux: 1.996969 loss_class_dn: 0.368757 loss_bbox_dn: 0.249841 loss_giou_dn: 0.490411 loss_class_aux_dn: 1.196762 loss_bbox_aux_dn: 0.860482 loss_giou_aux_dn: 1.651635 loss: 12.039001 eta: 2 days, 0:34:16 batch_cost: 0.3710 data_cost: 0.0007 ips: 10.7827 images/s [05/13 22:23:39] ppdet.engine INFO: Epoch: [9] [1200/7329] learning_rate: 0.000100 loss_class: 0.710344 loss_bbox: 0.170925 loss_giou: 0.412762 loss_class_aux: 3.077904 loss_bbox_aux: 0.767347 loss_giou_aux: 1.827672 loss_class_dn: 0.367188 loss_bbox_dn: 0.245199 loss_giou_dn: 0.466922 loss_class_aux_dn: 1.179794 loss_bbox_aux_dn: 0.861635 loss_giou_aux_dn: 1.542716 loss: 12.092577 eta: 2 days, 0:32:38 batch_cost: 0.3633 data_cost: 0.0007 ips: 11.0116 images/s [05/13 22:24:59] ppdet.engine INFO: Epoch: [9] [1400/7329] learning_rate: 0.000100 loss_class: 0.741829 loss_bbox: 0.189670 loss_giou: 0.488688 loss_class_aux: 3.106029 loss_bbox_aux: 0.817733 loss_giou_aux: 2.088758 loss_class_dn: 0.388789 loss_bbox_dn: 0.245852 loss_giou_dn: 0.531122 loss_class_aux_dn: 1.235116 loss_bbox_aux_dn: 0.867764 loss_giou_aux_dn: 1.743885 loss: 12.857201 eta: 2 days, 0:30:55 batch_cost: 0.3599 data_cost: 0.0007 ips: 11.1141 images/s [05/13 22:26:18] ppdet.engine INFO: Epoch: [9] [1600/7329] learning_rate: 0.000100 loss_class: 0.693674 loss_bbox: 0.178419 loss_giou: 0.424680 loss_class_aux: 2.986339 loss_bbox_aux: 0.789766 loss_giou_aux: 1.812237 loss_class_dn: 0.357201 loss_bbox_dn: 0.241053 loss_giou_dn: 0.470589 loss_class_aux_dn: 1.146179 loss_bbox_aux_dn: 0.843295 loss_giou_aux_dn: 1.517285 loss: 11.834452 eta: 2 days, 0:29:08 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2194 images/s [05/13 22:27:40] ppdet.engine INFO: Epoch: [9] [1800/7329] learning_rate: 0.000100 loss_class: 0.691880 loss_bbox: 0.172370 loss_giou: 0.414947 loss_class_aux: 3.051435 loss_bbox_aux: 0.771500 loss_giou_aux: 1.826923 loss_class_dn: 0.365704 loss_bbox_dn: 0.236228 loss_giou_dn: 0.473193 loss_class_aux_dn: 1.191594 loss_bbox_aux_dn: 0.832318 loss_giou_aux_dn: 1.580888 loss: 12.155857 eta: 2 days, 0:27:41 batch_cost: 0.3709 data_cost: 0.0008 ips: 10.7859 images/s [05/13 22:29:04] ppdet.engine INFO: Epoch: [9] [2000/7329] learning_rate: 0.000100 loss_class: 0.709718 loss_bbox: 0.174605 loss_giou: 0.458571 loss_class_aux: 3.044472 loss_bbox_aux: 0.754688 loss_giou_aux: 2.017228 loss_class_dn: 0.371839 loss_bbox_dn: 0.224744 loss_giou_dn: 0.500522 loss_class_aux_dn: 1.201139 loss_bbox_aux_dn: 0.791846 loss_giou_aux_dn: 1.668469 loss: 12.357431 eta: 2 days, 0:26:25 batch_cost: 0.3791 data_cost: 0.0008 ips: 10.5500 images/s [05/13 22:30:27] ppdet.engine INFO: Epoch: [9] [2200/7329] learning_rate: 0.000100 loss_class: 0.700987 loss_bbox: 0.174308 loss_giou: 0.433565 loss_class_aux: 3.076590 loss_bbox_aux: 0.781217 loss_giou_aux: 1.896269 loss_class_dn: 0.364443 loss_bbox_dn: 0.218627 loss_giou_dn: 0.492145 loss_class_aux_dn: 1.193074 loss_bbox_aux_dn: 0.779222 loss_giou_aux_dn: 1.629792 loss: 12.363586 eta: 2 days, 0:25:02 batch_cost: 0.3743 data_cost: 0.0008 ips: 10.6865 images/s [05/13 22:31:50] ppdet.engine INFO: Epoch: [9] [2400/7329] learning_rate: 0.000100 loss_class: 0.685978 loss_bbox: 0.172891 loss_giou: 0.438867 loss_class_aux: 3.001105 loss_bbox_aux: 0.736073 loss_giou_aux: 1.890883 loss_class_dn: 0.371338 loss_bbox_dn: 0.222224 loss_giou_dn: 0.482347 loss_class_aux_dn: 1.174330 loss_bbox_aux_dn: 0.769097 loss_giou_aux_dn: 1.585152 loss: 11.645937 eta: 2 days, 0:23:35 batch_cost: 0.3714 data_cost: 0.0009 ips: 10.7709 images/s [05/13 22:33:12] ppdet.engine INFO: Epoch: [9] [2600/7329] learning_rate: 0.000100 loss_class: 0.724263 loss_bbox: 0.173611 loss_giou: 0.453672 loss_class_aux: 3.122584 loss_bbox_aux: 0.760941 loss_giou_aux: 1.913654 loss_class_dn: 0.376602 loss_bbox_dn: 0.221856 loss_giou_dn: 0.496054 loss_class_aux_dn: 1.201018 loss_bbox_aux_dn: 0.759376 loss_giou_aux_dn: 1.641198 loss: 11.922822 eta: 2 days, 0:22:07 batch_cost: 0.3698 data_cost: 0.0008 ips: 10.8153 images/s [05/13 22:34:34] ppdet.engine INFO: Epoch: [9] [2800/7329] learning_rate: 0.000100 loss_class: 0.705525 loss_bbox: 0.169333 loss_giou: 0.433370 loss_class_aux: 3.015987 loss_bbox_aux: 0.775539 loss_giou_aux: 1.885859 loss_class_dn: 0.382282 loss_bbox_dn: 0.223839 loss_giou_dn: 0.500170 loss_class_aux_dn: 1.226798 loss_bbox_aux_dn: 0.765162 loss_giou_aux_dn: 1.638253 loss: 12.541052 eta: 2 days, 0:20:44 batch_cost: 0.3743 data_cost: 0.0008 ips: 10.6874 images/s [05/13 22:35:58] ppdet.engine INFO: Epoch: [9] [3000/7329] learning_rate: 0.000100 loss_class: 0.713000 loss_bbox: 0.174218 loss_giou: 0.471911 loss_class_aux: 3.091575 loss_bbox_aux: 0.776780 loss_giou_aux: 1.988532 loss_class_dn: 0.395383 loss_bbox_dn: 0.241180 loss_giou_dn: 0.515861 loss_class_aux_dn: 1.266245 loss_bbox_aux_dn: 0.823959 loss_giou_aux_dn: 1.714025 loss: 12.960115 eta: 2 days, 0:19:27 batch_cost: 0.3777 data_cost: 0.0008 ips: 10.5903 images/s [05/13 22:37:21] ppdet.engine INFO: Epoch: [9] [3200/7329] learning_rate: 0.000100 loss_class: 0.766150 loss_bbox: 0.190925 loss_giou: 0.457242 loss_class_aux: 3.249976 loss_bbox_aux: 0.807595 loss_giou_aux: 1.972968 loss_class_dn: 0.396511 loss_bbox_dn: 0.261523 loss_giou_dn: 0.485775 loss_class_aux_dn: 1.291824 loss_bbox_aux_dn: 0.911906 loss_giou_aux_dn: 1.620598 loss: 12.762928 eta: 2 days, 0:18:00 batch_cost: 0.3715 data_cost: 0.0007 ips: 10.7668 images/s [05/13 22:38:44] ppdet.engine INFO: Epoch: [9] [3400/7329] learning_rate: 0.000100 loss_class: 0.727497 loss_bbox: 0.166844 loss_giou: 0.426069 loss_class_aux: 3.101096 loss_bbox_aux: 0.742660 loss_giou_aux: 1.866230 loss_class_dn: 0.378692 loss_bbox_dn: 0.232328 loss_giou_dn: 0.477980 loss_class_aux_dn: 1.214501 loss_bbox_aux_dn: 0.814523 loss_giou_aux_dn: 1.613544 loss: 12.412061 eta: 2 days, 0:16:38 batch_cost: 0.3746 data_cost: 0.0008 ips: 10.6785 images/s [05/13 22:40:07] ppdet.engine INFO: Epoch: [9] [3600/7329] learning_rate: 0.000100 loss_class: 0.755779 loss_bbox: 0.189561 loss_giou: 0.505444 loss_class_aux: 3.273653 loss_bbox_aux: 0.805987 loss_giou_aux: 2.195250 loss_class_dn: 0.404781 loss_bbox_dn: 0.242369 loss_giou_dn: 0.551213 loss_class_aux_dn: 1.291421 loss_bbox_aux_dn: 0.827004 loss_giou_aux_dn: 1.821507 loss: 12.960135 eta: 2 days, 0:15:22 batch_cost: 0.3791 data_cost: 0.0008 ips: 10.5511 images/s [05/13 22:41:30] ppdet.engine INFO: Epoch: [9] [3800/7329] learning_rate: 0.000100 loss_class: 0.680352 loss_bbox: 0.165122 loss_giou: 0.438669 loss_class_aux: 2.857248 loss_bbox_aux: 0.749818 loss_giou_aux: 1.923022 loss_class_dn: 0.358179 loss_bbox_dn: 0.229819 loss_giou_dn: 0.472230 loss_class_aux_dn: 1.152001 loss_bbox_aux_dn: 0.794196 loss_giou_aux_dn: 1.557953 loss: 11.867800 eta: 2 days, 0:13:58 batch_cost: 0.3726 data_cost: 0.0008 ips: 10.7344 images/s [05/13 22:42:52] ppdet.engine INFO: Epoch: [9] [4000/7329] learning_rate: 0.000100 loss_class: 0.746387 loss_bbox: 0.172764 loss_giou: 0.466417 loss_class_aux: 3.218626 loss_bbox_aux: 0.799496 loss_giou_aux: 2.025835 loss_class_dn: 0.382960 loss_bbox_dn: 0.246013 loss_giou_dn: 0.520932 loss_class_aux_dn: 1.236938 loss_bbox_aux_dn: 0.845658 loss_giou_aux_dn: 1.702359 loss: 12.711394 eta: 2 days, 0:12:30 batch_cost: 0.3701 data_cost: 0.0008 ips: 10.8065 images/s [05/13 22:44:16] ppdet.engine INFO: Epoch: [9] [4200/7329] learning_rate: 0.000100 loss_class: 0.771166 loss_bbox: 0.189175 loss_giou: 0.470337 loss_class_aux: 3.251519 loss_bbox_aux: 0.811017 loss_giou_aux: 2.051353 loss_class_dn: 0.406350 loss_bbox_dn: 0.261557 loss_giou_dn: 0.529229 loss_class_aux_dn: 1.290694 loss_bbox_aux_dn: 0.905636 loss_giou_aux_dn: 1.723810 loss: 13.241091 eta: 2 days, 0:11:10 batch_cost: 0.3754 data_cost: 0.0008 ips: 10.6567 images/s [05/13 22:45:38] ppdet.engine INFO: Epoch: [9] [4400/7329] learning_rate: 0.000100 loss_class: 0.718080 loss_bbox: 0.188553 loss_giou: 0.507521 loss_class_aux: 3.066641 loss_bbox_aux: 0.826368 loss_giou_aux: 2.188037 loss_class_dn: 0.386766 loss_bbox_dn: 0.251834 loss_giou_dn: 0.526157 loss_class_aux_dn: 1.251659 loss_bbox_aux_dn: 0.860287 loss_giou_aux_dn: 1.724264 loss: 12.520081 eta: 2 days, 0:09:41 batch_cost: 0.3693 data_cost: 0.0008 ips: 10.8311 images/s [05/13 22:47:00] ppdet.engine INFO: Epoch: [9] [4600/7329] learning_rate: 0.000100 loss_class: 0.691019 loss_bbox: 0.172047 loss_giou: 0.437084 loss_class_aux: 2.948860 loss_bbox_aux: 0.755897 loss_giou_aux: 1.887363 loss_class_dn: 0.384057 loss_bbox_dn: 0.227550 loss_giou_dn: 0.470352 loss_class_aux_dn: 1.237324 loss_bbox_aux_dn: 0.792073 loss_giou_aux_dn: 1.571996 loss: 12.319927 eta: 2 days, 0:08:20 batch_cost: 0.3748 data_cost: 0.0007 ips: 10.6718 images/s [05/13 22:48:24] ppdet.engine INFO: Epoch: [9] [4800/7329] learning_rate: 0.000100 loss_class: 0.713995 loss_bbox: 0.176133 loss_giou: 0.456009 loss_class_aux: 3.019458 loss_bbox_aux: 0.802628 loss_giou_aux: 1.986318 loss_class_dn: 0.388121 loss_bbox_dn: 0.248279 loss_giou_dn: 0.502560 loss_class_aux_dn: 1.238091 loss_bbox_aux_dn: 0.879093 loss_giou_aux_dn: 1.668555 loss: 12.237110 eta: 2 days, 0:07:03 batch_cost: 0.3785 data_cost: 0.0008 ips: 10.5682 images/s [05/13 22:49:47] ppdet.engine INFO: Epoch: [9] [5000/7329] learning_rate: 0.000100 loss_class: 0.749393 loss_bbox: 0.185656 loss_giou: 0.484618 loss_class_aux: 3.149679 loss_bbox_aux: 0.805616 loss_giou_aux: 2.165505 loss_class_dn: 0.407798 loss_bbox_dn: 0.244419 loss_giou_dn: 0.555239 loss_class_aux_dn: 1.333150 loss_bbox_aux_dn: 0.851445 loss_giou_aux_dn: 1.823460 loss: 13.277493 eta: 2 days, 0:05:40 batch_cost: 0.3734 data_cost: 0.0008 ips: 10.7120 images/s [05/13 22:51:10] ppdet.engine INFO: Epoch: [9] [5200/7329] learning_rate: 0.000100 loss_class: 0.717570 loss_bbox: 0.177317 loss_giou: 0.447479 loss_class_aux: 3.106866 loss_bbox_aux: 0.786760 loss_giou_aux: 1.935561 loss_class_dn: 0.377644 loss_bbox_dn: 0.229880 loss_giou_dn: 0.493344 loss_class_aux_dn: 1.189355 loss_bbox_aux_dn: 0.820289 loss_giou_aux_dn: 1.621052 loss: 12.364874 eta: 2 days, 0:04:16 batch_cost: 0.3729 data_cost: 0.0008 ips: 10.7274 images/s [05/13 22:52:34] ppdet.engine INFO: Epoch: [9] [5400/7329] learning_rate: 0.000100 loss_class: 0.711502 loss_bbox: 0.170518 loss_giou: 0.443741 loss_class_aux: 3.077476 loss_bbox_aux: 0.788487 loss_giou_aux: 1.925303 loss_class_dn: 0.366021 loss_bbox_dn: 0.264488 loss_giou_dn: 0.490360 loss_class_aux_dn: 1.182683 loss_bbox_aux_dn: 0.891421 loss_giou_aux_dn: 1.638434 loss: 11.729721 eta: 2 days, 0:02:58 batch_cost: 0.3774 data_cost: 0.0008 ips: 10.5996 images/s [05/13 22:53:56] ppdet.engine INFO: Epoch: [9] [5600/7329] learning_rate: 0.000100 loss_class: 0.720279 loss_bbox: 0.188572 loss_giou: 0.521028 loss_class_aux: 3.066580 loss_bbox_aux: 0.828032 loss_giou_aux: 2.330178 loss_class_dn: 0.397639 loss_bbox_dn: 0.262990 loss_giou_dn: 0.542156 loss_class_aux_dn: 1.261789 loss_bbox_aux_dn: 0.891394 loss_giou_aux_dn: 1.802109 loss: 13.641519 eta: 2 days, 0:01:35 batch_cost: 0.3732 data_cost: 0.0007 ips: 10.7168 images/s [05/13 22:55:17] ppdet.engine INFO: Epoch: [9] [5800/7329] learning_rate: 0.000100 loss_class: 0.718734 loss_bbox: 0.166849 loss_giou: 0.433331 loss_class_aux: 3.056436 loss_bbox_aux: 0.726751 loss_giou_aux: 1.917324 loss_class_dn: 0.364304 loss_bbox_dn: 0.211468 loss_giou_dn: 0.498809 loss_class_aux_dn: 1.169708 loss_bbox_aux_dn: 0.749384 loss_giou_aux_dn: 1.597794 loss: 11.861982 eta: 2 days, 0:00:03 batch_cost: 0.3667 data_cost: 0.0008 ips: 10.9095 images/s [05/13 22:56:41] ppdet.engine INFO: Epoch: [9] [6000/7329] learning_rate: 0.000100 loss_class: 0.715515 loss_bbox: 0.176398 loss_giou: 0.431078 loss_class_aux: 3.068453 loss_bbox_aux: 0.746215 loss_giou_aux: 1.807944 loss_class_dn: 0.356227 loss_bbox_dn: 0.223708 loss_giou_dn: 0.483800 loss_class_aux_dn: 1.158647 loss_bbox_aux_dn: 0.790756 loss_giou_aux_dn: 1.628896 loss: 12.085766 eta: 1 day, 23:58:42 batch_cost: 0.3750 data_cost: 0.0008 ips: 10.6655 images/s [05/13 22:58:04] ppdet.engine INFO: Epoch: [9] [6200/7329] learning_rate: 0.000100 loss_class: 0.750084 loss_bbox: 0.169174 loss_giou: 0.494893 loss_class_aux: 3.139930 loss_bbox_aux: 0.752055 loss_giou_aux: 2.128003 loss_class_dn: 0.395830 loss_bbox_dn: 0.222828 loss_giou_dn: 0.522167 loss_class_aux_dn: 1.305704 loss_bbox_aux_dn: 0.794660 loss_giou_aux_dn: 1.751392 loss: 12.926138 eta: 1 day, 23:57:22 batch_cost: 0.3754 data_cost: 0.0007 ips: 10.6567 images/s [05/13 22:59:27] ppdet.engine INFO: Epoch: [9] [6400/7329] learning_rate: 0.000100 loss_class: 0.767823 loss_bbox: 0.172700 loss_giou: 0.495378 loss_class_aux: 3.310959 loss_bbox_aux: 0.786930 loss_giou_aux: 2.151032 loss_class_dn: 0.389788 loss_bbox_dn: 0.230956 loss_giou_dn: 0.520649 loss_class_aux_dn: 1.258799 loss_bbox_aux_dn: 0.831198 loss_giou_aux_dn: 1.762526 loss: 13.156084 eta: 1 day, 23:56:02 batch_cost: 0.3756 data_cost: 0.0008 ips: 10.6500 images/s [05/13 23:00:51] ppdet.engine INFO: Epoch: [9] [6600/7329] learning_rate: 0.000100 loss_class: 0.753030 loss_bbox: 0.171994 loss_giou: 0.443701 loss_class_aux: 3.203498 loss_bbox_aux: 0.814832 loss_giou_aux: 1.951547 loss_class_dn: 0.376873 loss_bbox_dn: 0.244427 loss_giou_dn: 0.502263 loss_class_aux_dn: 1.189492 loss_bbox_aux_dn: 0.860517 loss_giou_aux_dn: 1.677996 loss: 12.188437 eta: 1 day, 23:54:39 batch_cost: 0.3737 data_cost: 0.0008 ips: 10.7041 images/s [05/13 23:02:14] ppdet.engine INFO: Epoch: [9] [6800/7329] learning_rate: 0.000100 loss_class: 0.675477 loss_bbox: 0.163320 loss_giou: 0.430987 loss_class_aux: 2.858908 loss_bbox_aux: 0.763299 loss_giou_aux: 1.822924 loss_class_dn: 0.351672 loss_bbox_dn: 0.215855 loss_giou_dn: 0.449818 loss_class_aux_dn: 1.141984 loss_bbox_aux_dn: 0.752920 loss_giou_aux_dn: 1.486266 loss: 11.492540 eta: 1 day, 23:53:17 batch_cost: 0.3738 data_cost: 0.0008 ips: 10.7017 images/s [05/13 23:03:37] ppdet.engine INFO: Epoch: [9] [7000/7329] learning_rate: 0.000100 loss_class: 0.684556 loss_bbox: 0.181203 loss_giou: 0.505406 loss_class_aux: 3.031043 loss_bbox_aux: 0.792289 loss_giou_aux: 2.154616 loss_class_dn: 0.385826 loss_bbox_dn: 0.241141 loss_giou_dn: 0.525868 loss_class_aux_dn: 1.260086 loss_bbox_aux_dn: 0.801070 loss_giou_aux_dn: 1.755168 loss: 12.777505 eta: 1 day, 23:51:57 batch_cost: 0.3757 data_cost: 0.0007 ips: 10.6477 images/s [05/13 23:05:00] ppdet.engine INFO: Epoch: [9] [7200/7329] learning_rate: 0.000100 loss_class: 0.695214 loss_bbox: 0.180461 loss_giou: 0.466632 loss_class_aux: 2.949219 loss_bbox_aux: 0.789534 loss_giou_aux: 2.012974 loss_class_dn: 0.356203 loss_bbox_dn: 0.242855 loss_giou_dn: 0.502428 loss_class_aux_dn: 1.140572 loss_bbox_aux_dn: 0.834512 loss_giou_aux_dn: 1.617443 loss: 12.152408 eta: 1 day, 23:50:32 batch_cost: 0.3715 data_cost: 0.0008 ips: 10.7666 images/s [05/13 23:05:55] ppdet.engine INFO: Eval iter: 0 [05/13 23:06:02] ppdet.engine INFO: Eval iter: 100 [05/13 23:06:10] ppdet.engine INFO: Eval iter: 200 [05/13 23:06:17] ppdet.engine INFO: Eval iter: 300 [05/13 23:06:24] ppdet.engine INFO: Eval iter: 400 [05/13 23:06:32] ppdet.engine INFO: Eval iter: 500 [05/13 23:06:39] ppdet.engine INFO: Eval iter: 600 [05/13 23:06:46] ppdet.engine INFO: Eval iter: 700 [05/13 23:06:54] ppdet.engine INFO: Eval iter: 800 [05/13 23:07:01] ppdet.engine INFO: Eval iter: 900 [05/13 23:07:09] ppdet.engine INFO: Eval iter: 1000 [05/13 23:07:16] ppdet.engine INFO: Eval iter: 1100 [05/13 23:07:24] ppdet.engine INFO: Eval iter: 1200 [05/13 23:07:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/13 23:07:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.83s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=101.15s). Accumulating evaluation results... DONE (t=23.75s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.417 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.450 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.236 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.446 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.590 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.341 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.576 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.430 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.846 [05/13 23:10:11] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.660893282211674 [05/13 23:10:11] ppdet.engine INFO: Best test bbox ap is 0.417. [05/13 23:10:14] ppdet.engine INFO: Epoch: [10] [ 0/7329] learning_rate: 0.000100 loss_class: 0.711246 loss_bbox: 0.165076 loss_giou: 0.464540 loss_class_aux: 3.026280 loss_bbox_aux: 0.755744 loss_giou_aux: 1.992046 loss_class_dn: 0.362016 loss_bbox_dn: 0.234700 loss_giou_dn: 0.481291 loss_class_aux_dn: 1.187765 loss_bbox_aux_dn: 0.804174 loss_giou_aux_dn: 1.599095 loss: 12.098623 eta: 1 day, 23:49:36 batch_cost: 0.3714 data_cost: 0.0009 ips: 10.7695 images/s [05/13 23:11:39] ppdet.engine INFO: Epoch: [10] [ 200/7329] learning_rate: 0.000100 loss_class: 0.697930 loss_bbox: 0.176171 loss_giou: 0.384544 loss_class_aux: 2.997180 loss_bbox_aux: 0.760324 loss_giou_aux: 1.693791 loss_class_dn: 0.348826 loss_bbox_dn: 0.242890 loss_giou_dn: 0.426078 loss_class_aux_dn: 1.136432 loss_bbox_aux_dn: 0.867802 loss_giou_aux_dn: 1.416109 loss: 11.278238 eta: 1 day, 23:48:23 batch_cost: 0.3818 data_cost: 0.0007 ips: 10.4764 images/s [05/13 23:13:02] ppdet.engine INFO: Epoch: [10] [ 400/7329] learning_rate: 0.000100 loss_class: 0.693424 loss_bbox: 0.178991 loss_giou: 0.426779 loss_class_aux: 2.890116 loss_bbox_aux: 0.778314 loss_giou_aux: 1.843049 loss_class_dn: 0.368905 loss_bbox_dn: 0.263107 loss_giou_dn: 0.482900 loss_class_aux_dn: 1.189603 loss_bbox_aux_dn: 0.919008 loss_giou_aux_dn: 1.596196 loss: 12.285561 eta: 1 day, 23:47:05 batch_cost: 0.3770 data_cost: 0.0007 ips: 10.6106 images/s [05/13 23:14:26] ppdet.engine INFO: Epoch: [10] [ 600/7329] learning_rate: 0.000100 loss_class: 0.672056 loss_bbox: 0.164957 loss_giou: 0.373487 loss_class_aux: 2.872329 loss_bbox_aux: 0.725746 loss_giou_aux: 1.717690 loss_class_dn: 0.349418 loss_bbox_dn: 0.218708 loss_giou_dn: 0.427840 loss_class_aux_dn: 1.172073 loss_bbox_aux_dn: 0.774843 loss_giou_aux_dn: 1.460875 loss: 11.482620 eta: 1 day, 23:45:48 batch_cost: 0.3779 data_cost: 0.0008 ips: 10.5839 images/s [05/13 23:15:49] ppdet.engine INFO: Epoch: [10] [ 800/7329] learning_rate: 0.000100 loss_class: 0.722653 loss_bbox: 0.176317 loss_giou: 0.473472 loss_class_aux: 3.054687 loss_bbox_aux: 0.797139 loss_giou_aux: 2.021115 loss_class_dn: 0.369937 loss_bbox_dn: 0.230295 loss_giou_dn: 0.495695 loss_class_aux_dn: 1.196483 loss_bbox_aux_dn: 0.817400 loss_giou_aux_dn: 1.639688 loss: 12.835951 eta: 1 day, 23:44:28 batch_cost: 0.3750 data_cost: 0.0007 ips: 10.6665 images/s [05/13 23:17:12] ppdet.engine INFO: Epoch: [10] [1000/7329] learning_rate: 0.000100 loss_class: 0.751101 loss_bbox: 0.177380 loss_giou: 0.417633 loss_class_aux: 3.150125 loss_bbox_aux: 0.780326 loss_giou_aux: 1.869179 loss_class_dn: 0.371340 loss_bbox_dn: 0.230293 loss_giou_dn: 0.465263 loss_class_aux_dn: 1.201517 loss_bbox_aux_dn: 0.830810 loss_giou_aux_dn: 1.570420 loss: 12.358076 eta: 1 day, 23:43:06 batch_cost: 0.3737 data_cost: 0.0007 ips: 10.7041 images/s [05/13 23:18:35] ppdet.engine INFO: Epoch: [10] [1200/7329] learning_rate: 0.000100 loss_class: 0.748492 loss_bbox: 0.174053 loss_giou: 0.467452 loss_class_aux: 3.215799 loss_bbox_aux: 0.761277 loss_giou_aux: 1.962426 loss_class_dn: 0.371399 loss_bbox_dn: 0.229711 loss_giou_dn: 0.499419 loss_class_aux_dn: 1.198118 loss_bbox_aux_dn: 0.796910 loss_giou_aux_dn: 1.645584 loss: 12.446844 eta: 1 day, 23:41:44 batch_cost: 0.3741 data_cost: 0.0008 ips: 10.6920 images/s [05/13 23:19:57] ppdet.engine INFO: Epoch: [10] [1400/7329] learning_rate: 0.000100 loss_class: 0.713347 loss_bbox: 0.170241 loss_giou: 0.434119 loss_class_aux: 2.994769 loss_bbox_aux: 0.797518 loss_giou_aux: 1.921940 loss_class_dn: 0.352346 loss_bbox_dn: 0.255931 loss_giou_dn: 0.455914 loss_class_aux_dn: 1.127068 loss_bbox_aux_dn: 0.877062 loss_giou_aux_dn: 1.511741 loss: 11.804055 eta: 1 day, 23:40:18 batch_cost: 0.3702 data_cost: 0.0007 ips: 10.8049 images/s [05/13 23:21:19] ppdet.engine INFO: Epoch: [10] [1600/7329] learning_rate: 0.000100 loss_class: 0.720457 loss_bbox: 0.159344 loss_giou: 0.454234 loss_class_aux: 3.074715 loss_bbox_aux: 0.714211 loss_giou_aux: 1.898437 loss_class_dn: 0.383157 loss_bbox_dn: 0.220660 loss_giou_dn: 0.467749 loss_class_aux_dn: 1.229787 loss_bbox_aux_dn: 0.767170 loss_giou_aux_dn: 1.581479 loss: 11.903265 eta: 1 day, 23:38:51 batch_cost: 0.3700 data_cost: 0.0008 ips: 10.8108 images/s [05/13 23:22:40] ppdet.engine INFO: Epoch: [10] [1800/7329] learning_rate: 0.000100 loss_class: 0.752680 loss_bbox: 0.178202 loss_giou: 0.508760 loss_class_aux: 3.223688 loss_bbox_aux: 0.798713 loss_giou_aux: 2.186573 loss_class_dn: 0.411704 loss_bbox_dn: 0.244263 loss_giou_dn: 0.552918 loss_class_aux_dn: 1.344738 loss_bbox_aux_dn: 0.807311 loss_giou_aux_dn: 1.799514 loss: 13.528114 eta: 1 day, 23:37:17 batch_cost: 0.3634 data_cost: 0.0007 ips: 11.0083 images/s [05/13 23:24:01] ppdet.engine INFO: Epoch: [10] [2000/7329] learning_rate: 0.000100 loss_class: 0.712220 loss_bbox: 0.162630 loss_giou: 0.502540 loss_class_aux: 3.070698 loss_bbox_aux: 0.710619 loss_giou_aux: 2.190103 loss_class_dn: 0.391659 loss_bbox_dn: 0.222368 loss_giou_dn: 0.522313 loss_class_aux_dn: 1.264054 loss_bbox_aux_dn: 0.770813 loss_giou_aux_dn: 1.751583 loss: 12.559412 eta: 1 day, 23:35:42 batch_cost: 0.3629 data_cost: 0.0007 ips: 11.0232 images/s [05/13 23:25:23] ppdet.engine INFO: Epoch: [10] [2200/7329] learning_rate: 0.000100 loss_class: 0.728119 loss_bbox: 0.181016 loss_giou: 0.503002 loss_class_aux: 3.151122 loss_bbox_aux: 0.788939 loss_giou_aux: 2.130735 loss_class_dn: 0.380117 loss_bbox_dn: 0.238574 loss_giou_dn: 0.535938 loss_class_aux_dn: 1.234779 loss_bbox_aux_dn: 0.821490 loss_giou_aux_dn: 1.744669 loss: 12.549618 eta: 1 day, 23:34:18 batch_cost: 0.3717 data_cost: 0.0008 ips: 10.7627 images/s [05/13 23:26:46] ppdet.engine INFO: Epoch: [10] [2400/7329] learning_rate: 0.000100 loss_class: 0.706485 loss_bbox: 0.166999 loss_giou: 0.421488 loss_class_aux: 3.049036 loss_bbox_aux: 0.729960 loss_giou_aux: 1.822384 loss_class_dn: 0.352392 loss_bbox_dn: 0.229785 loss_giou_dn: 0.465163 loss_class_aux_dn: 1.130702 loss_bbox_aux_dn: 0.799823 loss_giou_aux_dn: 1.551489 loss: 11.937922 eta: 1 day, 23:32:53 batch_cost: 0.3710 data_cost: 0.0008 ips: 10.7809 images/s [05/13 23:28:08] ppdet.engine INFO: Epoch: [10] [2600/7329] learning_rate: 0.000100 loss_class: 0.714745 loss_bbox: 0.168918 loss_giou: 0.453583 loss_class_aux: 3.019186 loss_bbox_aux: 0.756999 loss_giou_aux: 1.952242 loss_class_dn: 0.379496 loss_bbox_dn: 0.224344 loss_giou_dn: 0.471589 loss_class_aux_dn: 1.253365 loss_bbox_aux_dn: 0.815670 loss_giou_aux_dn: 1.561572 loss: 11.783259 eta: 1 day, 23:31:30 batch_cost: 0.3726 data_cost: 0.0007 ips: 10.7359 images/s [05/13 23:29:32] ppdet.engine INFO: Epoch: [10] [2800/7329] learning_rate: 0.000100 loss_class: 0.693777 loss_bbox: 0.179237 loss_giou: 0.429232 loss_class_aux: 3.074687 loss_bbox_aux: 0.808708 loss_giou_aux: 1.886559 loss_class_dn: 0.379810 loss_bbox_dn: 0.240196 loss_giou_dn: 0.485830 loss_class_aux_dn: 1.247965 loss_bbox_aux_dn: 0.823411 loss_giou_aux_dn: 1.653233 loss: 12.356691 eta: 1 day, 23:30:11 batch_cost: 0.3761 data_cost: 0.0008 ips: 10.6347 images/s [05/13 23:30:55] ppdet.engine INFO: Epoch: [10] [3000/7329] learning_rate: 0.000100 loss_class: 0.696470 loss_bbox: 0.176021 loss_giou: 0.468243 loss_class_aux: 3.076270 loss_bbox_aux: 0.769196 loss_giou_aux: 1.987530 loss_class_dn: 0.368204 loss_bbox_dn: 0.237700 loss_giou_dn: 0.498142 loss_class_aux_dn: 1.194291 loss_bbox_aux_dn: 0.827578 loss_giou_aux_dn: 1.670120 loss: 11.857533 eta: 1 day, 23:28:52 batch_cost: 0.3757 data_cost: 0.0007 ips: 10.6470 images/s [05/13 23:32:18] ppdet.engine INFO: Epoch: [10] [3200/7329] learning_rate: 0.000100 loss_class: 0.697858 loss_bbox: 0.173859 loss_giou: 0.421652 loss_class_aux: 3.105957 loss_bbox_aux: 0.749612 loss_giou_aux: 1.850871 loss_class_dn: 0.365898 loss_bbox_dn: 0.227768 loss_giou_dn: 0.459751 loss_class_aux_dn: 1.178625 loss_bbox_aux_dn: 0.784442 loss_giou_aux_dn: 1.575584 loss: 11.680834 eta: 1 day, 23:27:33 batch_cost: 0.3762 data_cost: 0.0007 ips: 10.6317 images/s [05/13 23:33:42] ppdet.engine INFO: Epoch: [10] [3400/7329] learning_rate: 0.000100 loss_class: 0.685753 loss_bbox: 0.163665 loss_giou: 0.361985 loss_class_aux: 2.946220 loss_bbox_aux: 0.716345 loss_giou_aux: 1.567287 loss_class_dn: 0.351841 loss_bbox_dn: 0.231058 loss_giou_dn: 0.409551 loss_class_aux_dn: 1.156165 loss_bbox_aux_dn: 0.799069 loss_giou_aux_dn: 1.382503 loss: 11.425268 eta: 1 day, 23:26:17 batch_cost: 0.3780 data_cost: 0.0007 ips: 10.5824 images/s [05/13 23:35:06] ppdet.engine INFO: Epoch: [10] [3600/7329] learning_rate: 0.000100 loss_class: 0.686612 loss_bbox: 0.166544 loss_giou: 0.468851 loss_class_aux: 2.944263 loss_bbox_aux: 0.768133 loss_giou_aux: 2.018093 loss_class_dn: 0.350231 loss_bbox_dn: 0.228372 loss_giou_dn: 0.514098 loss_class_aux_dn: 1.154150 loss_bbox_aux_dn: 0.790778 loss_giou_aux_dn: 1.671533 loss: 12.260164 eta: 1 day, 23:25:01 batch_cost: 0.3784 data_cost: 0.0008 ips: 10.5705 images/s [05/13 23:36:31] ppdet.engine INFO: Epoch: [10] [3800/7329] learning_rate: 0.000100 loss_class: 0.691286 loss_bbox: 0.174560 loss_giou: 0.393822 loss_class_aux: 3.073659 loss_bbox_aux: 0.778561 loss_giou_aux: 1.740226 loss_class_dn: 0.361765 loss_bbox_dn: 0.247164 loss_giou_dn: 0.445538 loss_class_aux_dn: 1.184069 loss_bbox_aux_dn: 0.864154 loss_giou_aux_dn: 1.513109 loss: 11.840444 eta: 1 day, 23:23:52 batch_cost: 0.3850 data_cost: 0.0007 ips: 10.3893 images/s [05/13 23:37:55] ppdet.engine INFO: Epoch: [10] [4000/7329] learning_rate: 0.000100 loss_class: 0.730804 loss_bbox: 0.177263 loss_giou: 0.470298 loss_class_aux: 3.159115 loss_bbox_aux: 0.756529 loss_giou_aux: 2.070328 loss_class_dn: 0.395174 loss_bbox_dn: 0.252319 loss_giou_dn: 0.513577 loss_class_aux_dn: 1.267467 loss_bbox_aux_dn: 0.863285 loss_giou_aux_dn: 1.695374 loss: 12.737926 eta: 1 day, 23:22:38 batch_cost: 0.3798 data_cost: 0.0007 ips: 10.5305 images/s [05/13 23:39:19] ppdet.engine INFO: Epoch: [10] [4200/7329] learning_rate: 0.000100 loss_class: 0.681706 loss_bbox: 0.174267 loss_giou: 0.415598 loss_class_aux: 2.948016 loss_bbox_aux: 0.794230 loss_giou_aux: 1.778781 loss_class_dn: 0.351148 loss_bbox_dn: 0.227476 loss_giou_dn: 0.474281 loss_class_aux_dn: 1.134718 loss_bbox_aux_dn: 0.817156 loss_giou_aux_dn: 1.568688 loss: 11.555288 eta: 1 day, 23:21:20 batch_cost: 0.3768 data_cost: 0.0008 ips: 10.6145 images/s [05/13 23:40:44] ppdet.engine INFO: Epoch: [10] [4400/7329] learning_rate: 0.000100 loss_class: 0.782223 loss_bbox: 0.186501 loss_giou: 0.524877 loss_class_aux: 3.330019 loss_bbox_aux: 0.837154 loss_giou_aux: 2.363152 loss_class_dn: 0.426999 loss_bbox_dn: 0.253098 loss_giou_dn: 0.558512 loss_class_aux_dn: 1.383779 loss_bbox_aux_dn: 0.872299 loss_giou_aux_dn: 1.821320 loss: 14.214275 eta: 1 day, 23:20:08 batch_cost: 0.3818 data_cost: 0.0008 ips: 10.4758 images/s [05/13 23:42:07] ppdet.engine INFO: Epoch: [10] [4600/7329] learning_rate: 0.000100 loss_class: 0.743356 loss_bbox: 0.165576 loss_giou: 0.461562 loss_class_aux: 3.164474 loss_bbox_aux: 0.753322 loss_giou_aux: 1.998414 loss_class_dn: 0.381978 loss_bbox_dn: 0.229967 loss_giou_dn: 0.463271 loss_class_aux_dn: 1.235559 loss_bbox_aux_dn: 0.818877 loss_giou_aux_dn: 1.556640 loss: 12.230539 eta: 1 day, 23:18:50 batch_cost: 0.3773 data_cost: 0.0007 ips: 10.6025 images/s [05/13 23:43:31] ppdet.engine INFO: Epoch: [10] [4800/7329] learning_rate: 0.000100 loss_class: 0.701684 loss_bbox: 0.181081 loss_giou: 0.468064 loss_class_aux: 3.031259 loss_bbox_aux: 0.783993 loss_giou_aux: 1.999891 loss_class_dn: 0.391041 loss_bbox_dn: 0.228766 loss_giou_dn: 0.503859 loss_class_aux_dn: 1.235037 loss_bbox_aux_dn: 0.784634 loss_giou_aux_dn: 1.696692 loss: 12.756559 eta: 1 day, 23:17:35 batch_cost: 0.3786 data_cost: 0.0008 ips: 10.5648 images/s [05/13 23:44:54] ppdet.engine INFO: Epoch: [10] [5000/7329] learning_rate: 0.000100 loss_class: 0.663219 loss_bbox: 0.174614 loss_giou: 0.407188 loss_class_aux: 2.825359 loss_bbox_aux: 0.747104 loss_giou_aux: 1.799903 loss_class_dn: 0.346343 loss_bbox_dn: 0.213572 loss_giou_dn: 0.450159 loss_class_aux_dn: 1.099265 loss_bbox_aux_dn: 0.754123 loss_giou_aux_dn: 1.512785 loss: 11.403698 eta: 1 day, 23:16:15 batch_cost: 0.3755 data_cost: 0.0007 ips: 10.6533 images/s [05/13 23:46:16] ppdet.engine INFO: Epoch: [10] [5200/7329] learning_rate: 0.000100 loss_class: 0.688292 loss_bbox: 0.173371 loss_giou: 0.477244 loss_class_aux: 2.947560 loss_bbox_aux: 0.783188 loss_giou_aux: 2.069995 loss_class_dn: 0.366702 loss_bbox_dn: 0.237472 loss_giou_dn: 0.511940 loss_class_aux_dn: 1.186245 loss_bbox_aux_dn: 0.839891 loss_giou_aux_dn: 1.692792 loss: 12.048187 eta: 1 day, 23:14:52 batch_cost: 0.3722 data_cost: 0.0008 ips: 10.7462 images/s [05/13 23:47:41] ppdet.engine INFO: Epoch: [10] [5400/7329] learning_rate: 0.000100 loss_class: 0.690317 loss_bbox: 0.191889 loss_giou: 0.502591 loss_class_aux: 3.022607 loss_bbox_aux: 0.834635 loss_giou_aux: 2.117692 loss_class_dn: 0.386294 loss_bbox_dn: 0.248854 loss_giou_dn: 0.542626 loss_class_aux_dn: 1.239113 loss_bbox_aux_dn: 0.863137 loss_giou_aux_dn: 1.786168 loss: 13.100821 eta: 1 day, 23:13:40 batch_cost: 0.3817 data_cost: 0.0007 ips: 10.4792 images/s [05/13 23:49:02] ppdet.engine INFO: Epoch: [10] [5600/7329] learning_rate: 0.000100 loss_class: 0.688076 loss_bbox: 0.165448 loss_giou: 0.472363 loss_class_aux: 2.993662 loss_bbox_aux: 0.760444 loss_giou_aux: 2.031386 loss_class_dn: 0.372843 loss_bbox_dn: 0.229326 loss_giou_dn: 0.522164 loss_class_aux_dn: 1.193710 loss_bbox_aux_dn: 0.808781 loss_giou_aux_dn: 1.734467 loss: 12.304470 eta: 1 day, 23:12:12 batch_cost: 0.3681 data_cost: 0.0008 ips: 10.8665 images/s [05/13 23:50:25] ppdet.engine INFO: Epoch: [10] [5800/7329] learning_rate: 0.000100 loss_class: 0.766348 loss_bbox: 0.190454 loss_giou: 0.486108 loss_class_aux: 3.365948 loss_bbox_aux: 0.826610 loss_giou_aux: 2.090561 loss_class_dn: 0.413608 loss_bbox_dn: 0.254656 loss_giou_dn: 0.526420 loss_class_aux_dn: 1.331648 loss_bbox_aux_dn: 0.885928 loss_giou_aux_dn: 1.756572 loss: 12.977724 eta: 1 day, 23:10:51 batch_cost: 0.3739 data_cost: 0.0007 ips: 10.6974 images/s [05/13 23:51:50] ppdet.engine INFO: Epoch: [10] [6000/7329] learning_rate: 0.000100 loss_class: 0.723478 loss_bbox: 0.183159 loss_giou: 0.443550 loss_class_aux: 3.155721 loss_bbox_aux: 0.824133 loss_giou_aux: 1.933748 loss_class_dn: 0.378805 loss_bbox_dn: 0.249202 loss_giou_dn: 0.493227 loss_class_aux_dn: 1.245504 loss_bbox_aux_dn: 0.865181 loss_giou_aux_dn: 1.632211 loss: 12.281702 eta: 1 day, 23:09:39 batch_cost: 0.3816 data_cost: 0.0008 ips: 10.4813 images/s [05/13 23:53:13] ppdet.engine INFO: Epoch: [10] [6200/7329] learning_rate: 0.000100 loss_class: 0.716710 loss_bbox: 0.160900 loss_giou: 0.418726 loss_class_aux: 3.057171 loss_bbox_aux: 0.741019 loss_giou_aux: 1.841457 loss_class_dn: 0.372884 loss_bbox_dn: 0.235154 loss_giou_dn: 0.460302 loss_class_aux_dn: 1.195415 loss_bbox_aux_dn: 0.828511 loss_giou_aux_dn: 1.539910 loss: 11.981632 eta: 1 day, 23:08:16 batch_cost: 0.3727 data_cost: 0.0008 ips: 10.7335 images/s [05/13 23:54:36] ppdet.engine INFO: Epoch: [10] [6400/7329] learning_rate: 0.000100 loss_class: 0.772712 loss_bbox: 0.184720 loss_giou: 0.487348 loss_class_aux: 3.351145 loss_bbox_aux: 0.821611 loss_giou_aux: 2.195529 loss_class_dn: 0.408014 loss_bbox_dn: 0.264902 loss_giou_dn: 0.541304 loss_class_aux_dn: 1.291124 loss_bbox_aux_dn: 0.905477 loss_giou_aux_dn: 1.768323 loss: 13.409095 eta: 1 day, 23:06:56 batch_cost: 0.3743 data_cost: 0.0008 ips: 10.6865 images/s [05/13 23:55:58] ppdet.engine INFO: Epoch: [10] [6600/7329] learning_rate: 0.000100 loss_class: 0.681089 loss_bbox: 0.161085 loss_giou: 0.432458 loss_class_aux: 2.938813 loss_bbox_aux: 0.692756 loss_giou_aux: 1.875081 loss_class_dn: 0.353705 loss_bbox_dn: 0.209628 loss_giou_dn: 0.451946 loss_class_aux_dn: 1.113605 loss_bbox_aux_dn: 0.739442 loss_giou_aux_dn: 1.500307 loss: 11.445948 eta: 1 day, 23:05:32 batch_cost: 0.3712 data_cost: 0.0007 ips: 10.7754 images/s [05/13 23:57:22] ppdet.engine INFO: Epoch: [10] [6800/7329] learning_rate: 0.000100 loss_class: 0.705494 loss_bbox: 0.173493 loss_giou: 0.486971 loss_class_aux: 2.999911 loss_bbox_aux: 0.776038 loss_giou_aux: 2.057233 loss_class_dn: 0.375940 loss_bbox_dn: 0.217054 loss_giou_dn: 0.523622 loss_class_aux_dn: 1.207179 loss_bbox_aux_dn: 0.748219 loss_giou_aux_dn: 1.718580 loss: 12.447865 eta: 1 day, 23:04:16 batch_cost: 0.3789 data_cost: 0.0008 ips: 10.5559 images/s [05/13 23:58:44] ppdet.engine INFO: Epoch: [10] [7000/7329] learning_rate: 0.000100 loss_class: 0.723021 loss_bbox: 0.178024 loss_giou: 0.427690 loss_class_aux: 3.105652 loss_bbox_aux: 0.774268 loss_giou_aux: 1.916623 loss_class_dn: 0.361041 loss_bbox_dn: 0.248775 loss_giou_dn: 0.463390 loss_class_aux_dn: 1.157842 loss_bbox_aux_dn: 0.857382 loss_giou_aux_dn: 1.567829 loss: 11.925220 eta: 1 day, 23:02:51 batch_cost: 0.3699 data_cost: 0.0008 ips: 10.8135 images/s [05/14 00:00:08] ppdet.engine INFO: Epoch: [10] [7200/7329] learning_rate: 0.000100 loss_class: 0.746333 loss_bbox: 0.184755 loss_giou: 0.473639 loss_class_aux: 3.211927 loss_bbox_aux: 0.865307 loss_giou_aux: 2.052549 loss_class_dn: 0.379945 loss_bbox_dn: 0.253914 loss_giou_dn: 0.488285 loss_class_aux_dn: 1.267425 loss_bbox_aux_dn: 0.891694 loss_giou_aux_dn: 1.602140 loss: 12.583246 eta: 1 day, 23:01:35 batch_cost: 0.3785 data_cost: 0.0008 ips: 10.5679 images/s [05/14 00:01:04] ppdet.engine INFO: Eval iter: 0 [05/14 00:01:11] ppdet.engine INFO: Eval iter: 100 [05/14 00:01:17] ppdet.engine INFO: Eval iter: 200 [05/14 00:01:24] ppdet.engine INFO: Eval iter: 300 [05/14 00:01:30] ppdet.engine INFO: Eval iter: 400 [05/14 00:01:37] ppdet.engine INFO: Eval iter: 500 [05/14 00:01:43] ppdet.engine INFO: Eval iter: 600 [05/14 00:01:50] ppdet.engine INFO: Eval iter: 700 [05/14 00:01:57] ppdet.engine INFO: Eval iter: 800 [05/14 00:02:04] ppdet.engine INFO: Eval iter: 900 [05/14 00:02:10] ppdet.engine INFO: Eval iter: 1000 [05/14 00:02:18] ppdet.engine INFO: Eval iter: 1100 [05/14 00:02:24] ppdet.engine INFO: Eval iter: 1200 [05/14 00:02:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.51s) creating index... index created! [05/14 00:02:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.18s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.52s). Accumulating evaluation results... DONE (t=24.34s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.423 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.587 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.243 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.454 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.596 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.344 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.580 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.433 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.848 [05/14 00:05:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.273932762715305 [05/14 00:05:10] ppdet.engine INFO: Best test bbox ap is 0.423. [05/14 00:05:13] ppdet.engine INFO: Epoch: [11] [ 0/7329] learning_rate: 0.000100 loss_class: 0.740391 loss_bbox: 0.180461 loss_giou: 0.459618 loss_class_aux: 3.161119 loss_bbox_aux: 0.827236 loss_giou_aux: 1.960822 loss_class_dn: 0.387114 loss_bbox_dn: 0.234003 loss_giou_dn: 0.484318 loss_class_aux_dn: 1.250690 loss_bbox_aux_dn: 0.812860 loss_giou_aux_dn: 1.619890 loss: 12.902082 eta: 1 day, 23:00:42 batch_cost: 0.3716 data_cost: 0.0008 ips: 10.7646 images/s [05/14 00:06:38] ppdet.engine INFO: Epoch: [11] [ 200/7329] learning_rate: 0.000100 loss_class: 0.677844 loss_bbox: 0.156439 loss_giou: 0.450692 loss_class_aux: 2.937926 loss_bbox_aux: 0.676706 loss_giou_aux: 2.019906 loss_class_dn: 0.359196 loss_bbox_dn: 0.203884 loss_giou_dn: 0.468179 loss_class_aux_dn: 1.131856 loss_bbox_aux_dn: 0.703922 loss_giou_aux_dn: 1.581159 loss: 11.887242 eta: 1 day, 22:59:31 batch_cost: 0.3821 data_cost: 0.0008 ips: 10.4689 images/s [05/14 00:08:02] ppdet.engine INFO: Epoch: [11] [ 400/7329] learning_rate: 0.000100 loss_class: 0.703597 loss_bbox: 0.175920 loss_giou: 0.510974 loss_class_aux: 3.081954 loss_bbox_aux: 0.766743 loss_giou_aux: 2.127964 loss_class_dn: 0.392746 loss_bbox_dn: 0.230276 loss_giou_dn: 0.520501 loss_class_aux_dn: 1.253009 loss_bbox_aux_dn: 0.810738 loss_giou_aux_dn: 1.716763 loss: 12.523405 eta: 1 day, 22:58:16 batch_cost: 0.3800 data_cost: 0.0007 ips: 10.5274 images/s [05/14 00:09:25] ppdet.engine INFO: Epoch: [11] [ 600/7329] learning_rate: 0.000100 loss_class: 0.693926 loss_bbox: 0.168795 loss_giou: 0.410703 loss_class_aux: 3.036829 loss_bbox_aux: 0.745923 loss_giou_aux: 1.794549 loss_class_dn: 0.360390 loss_bbox_dn: 0.218449 loss_giou_dn: 0.462465 loss_class_aux_dn: 1.176351 loss_bbox_aux_dn: 0.767692 loss_giou_aux_dn: 1.586556 loss: 11.870893 eta: 1 day, 22:56:57 batch_cost: 0.3753 data_cost: 0.0008 ips: 10.6582 images/s [05/14 00:10:50] ppdet.engine INFO: Epoch: [11] [ 800/7329] learning_rate: 0.000100 loss_class: 0.710325 loss_bbox: 0.173401 loss_giou: 0.524524 loss_class_aux: 3.088682 loss_bbox_aux: 0.793147 loss_giou_aux: 2.305532 loss_class_dn: 0.405356 loss_bbox_dn: 0.234449 loss_giou_dn: 0.561660 loss_class_aux_dn: 1.306845 loss_bbox_aux_dn: 0.804747 loss_giou_aux_dn: 1.848583 loss: 12.937002 eta: 1 day, 22:55:43 batch_cost: 0.3803 data_cost: 0.0008 ips: 10.5184 images/s [05/14 00:12:14] ppdet.engine INFO: Epoch: [11] [1000/7329] learning_rate: 0.000100 loss_class: 0.738959 loss_bbox: 0.171171 loss_giou: 0.523217 loss_class_aux: 3.136700 loss_bbox_aux: 0.771743 loss_giou_aux: 2.230143 loss_class_dn: 0.412091 loss_bbox_dn: 0.230838 loss_giou_dn: 0.555540 loss_class_aux_dn: 1.321931 loss_bbox_aux_dn: 0.790601 loss_giou_aux_dn: 1.840818 loss: 13.290574 eta: 1 day, 22:54:30 batch_cost: 0.3805 data_cost: 0.0007 ips: 10.5118 images/s [05/14 00:13:39] ppdet.engine INFO: Epoch: [11] [1200/7329] learning_rate: 0.000100 loss_class: 0.672827 loss_bbox: 0.179395 loss_giou: 0.407874 loss_class_aux: 2.968883 loss_bbox_aux: 0.801185 loss_giou_aux: 1.757450 loss_class_dn: 0.367967 loss_bbox_dn: 0.235419 loss_giou_dn: 0.471781 loss_class_aux_dn: 1.187380 loss_bbox_aux_dn: 0.827597 loss_giou_aux_dn: 1.565148 loss: 12.650625 eta: 1 day, 22:53:18 batch_cost: 0.3824 data_cost: 0.0008 ips: 10.4593 images/s [05/14 00:15:02] ppdet.engine INFO: Epoch: [11] [1400/7329] learning_rate: 0.000100 loss_class: 0.702778 loss_bbox: 0.173002 loss_giou: 0.455470 loss_class_aux: 3.159832 loss_bbox_aux: 0.772125 loss_giou_aux: 1.992135 loss_class_dn: 0.375387 loss_bbox_dn: 0.231242 loss_giou_dn: 0.486386 loss_class_aux_dn: 1.212276 loss_bbox_aux_dn: 0.812812 loss_giou_aux_dn: 1.630528 loss: 12.326314 eta: 1 day, 22:51:59 batch_cost: 0.3753 data_cost: 0.0008 ips: 10.6572 images/s [05/14 00:16:26] ppdet.engine INFO: Epoch: [11] [1600/7329] learning_rate: 0.000100 loss_class: 0.702066 loss_bbox: 0.170243 loss_giou: 0.448663 loss_class_aux: 3.034017 loss_bbox_aux: 0.781596 loss_giou_aux: 1.986749 loss_class_dn: 0.375991 loss_bbox_dn: 0.238850 loss_giou_dn: 0.493989 loss_class_aux_dn: 1.215661 loss_bbox_aux_dn: 0.832935 loss_giou_aux_dn: 1.647029 loss: 12.396807 eta: 1 day, 22:50:41 batch_cost: 0.3769 data_cost: 0.0007 ips: 10.6124 images/s [05/14 00:17:48] ppdet.engine INFO: Epoch: [11] [1800/7329] learning_rate: 0.000100 loss_class: 0.724806 loss_bbox: 0.186077 loss_giou: 0.516660 loss_class_aux: 3.073846 loss_bbox_aux: 0.829049 loss_giou_aux: 2.187632 loss_class_dn: 0.406741 loss_bbox_dn: 0.244705 loss_giou_dn: 0.522181 loss_class_aux_dn: 1.298218 loss_bbox_aux_dn: 0.848173 loss_giou_aux_dn: 1.726349 loss: 13.250305 eta: 1 day, 22:49:20 batch_cost: 0.3731 data_cost: 0.0008 ips: 10.7217 images/s [05/14 00:19:11] ppdet.engine INFO: Epoch: [11] [2000/7329] learning_rate: 0.000100 loss_class: 0.690209 loss_bbox: 0.162315 loss_giou: 0.410861 loss_class_aux: 2.961968 loss_bbox_aux: 0.725973 loss_giou_aux: 1.773641 loss_class_dn: 0.345972 loss_bbox_dn: 0.230081 loss_giou_dn: 0.457771 loss_class_aux_dn: 1.141303 loss_bbox_aux_dn: 0.789757 loss_giou_aux_dn: 1.488767 loss: 11.432766 eta: 1 day, 22:47:56 batch_cost: 0.3712 data_cost: 0.0007 ips: 10.7765 images/s [05/14 00:20:31] ppdet.engine INFO: Epoch: [11] [2200/7329] learning_rate: 0.000100 loss_class: 0.707208 loss_bbox: 0.165419 loss_giou: 0.410186 loss_class_aux: 3.035748 loss_bbox_aux: 0.718710 loss_giou_aux: 1.788051 loss_class_dn: 0.345027 loss_bbox_dn: 0.215955 loss_giou_dn: 0.456892 loss_class_aux_dn: 1.119835 loss_bbox_aux_dn: 0.757775 loss_giou_aux_dn: 1.527972 loss: 11.349043 eta: 1 day, 22:46:23 batch_cost: 0.3626 data_cost: 0.0007 ips: 11.0316 images/s [05/14 00:21:51] ppdet.engine INFO: Epoch: [11] [2400/7329] learning_rate: 0.000100 loss_class: 0.749189 loss_bbox: 0.187816 loss_giou: 0.465395 loss_class_aux: 3.182744 loss_bbox_aux: 0.850528 loss_giou_aux: 2.020484 loss_class_dn: 0.383347 loss_bbox_dn: 0.244340 loss_giou_dn: 0.514462 loss_class_aux_dn: 1.256139 loss_bbox_aux_dn: 0.852067 loss_giou_aux_dn: 1.686727 loss: 12.820715 eta: 1 day, 22:44:49 batch_cost: 0.3615 data_cost: 0.0007 ips: 11.0659 images/s [05/14 00:23:15] ppdet.engine INFO: Epoch: [11] [2600/7329] learning_rate: 0.000100 loss_class: 0.715830 loss_bbox: 0.166978 loss_giou: 0.480347 loss_class_aux: 3.120348 loss_bbox_aux: 0.733944 loss_giou_aux: 2.019918 loss_class_dn: 0.411493 loss_bbox_dn: 0.210793 loss_giou_dn: 0.527008 loss_class_aux_dn: 1.324211 loss_bbox_aux_dn: 0.731579 loss_giou_aux_dn: 1.716353 loss: 12.929548 eta: 1 day, 22:43:33 batch_cost: 0.3779 data_cost: 0.0007 ips: 10.5860 images/s [05/14 00:24:37] ppdet.engine INFO: Epoch: [11] [2800/7329] learning_rate: 0.000100 loss_class: 0.729252 loss_bbox: 0.187832 loss_giou: 0.491147 loss_class_aux: 3.069048 loss_bbox_aux: 0.836876 loss_giou_aux: 2.093872 loss_class_dn: 0.390542 loss_bbox_dn: 0.242985 loss_giou_dn: 0.525136 loss_class_aux_dn: 1.261011 loss_bbox_aux_dn: 0.848345 loss_giou_aux_dn: 1.735063 loss: 13.276991 eta: 1 day, 22:42:11 batch_cost: 0.3723 data_cost: 0.0007 ips: 10.7440 images/s [05/14 00:26:00] ppdet.engine INFO: Epoch: [11] [3000/7329] learning_rate: 0.000100 loss_class: 0.742764 loss_bbox: 0.177217 loss_giou: 0.512554 loss_class_aux: 3.126645 loss_bbox_aux: 0.793029 loss_giou_aux: 2.201609 loss_class_dn: 0.412904 loss_bbox_dn: 0.216474 loss_giou_dn: 0.529793 loss_class_aux_dn: 1.303920 loss_bbox_aux_dn: 0.782925 loss_giou_aux_dn: 1.748666 loss: 12.634207 eta: 1 day, 22:40:49 batch_cost: 0.3731 data_cost: 0.0007 ips: 10.7224 images/s [05/14 00:27:23] ppdet.engine INFO: Epoch: [11] [3200/7329] learning_rate: 0.000100 loss_class: 0.693629 loss_bbox: 0.173517 loss_giou: 0.387454 loss_class_aux: 2.929307 loss_bbox_aux: 0.762803 loss_giou_aux: 1.669988 loss_class_dn: 0.350375 loss_bbox_dn: 0.235595 loss_giou_dn: 0.440869 loss_class_aux_dn: 1.134652 loss_bbox_aux_dn: 0.796294 loss_giou_aux_dn: 1.448370 loss: 11.593699 eta: 1 day, 22:39:31 batch_cost: 0.3763 data_cost: 0.0007 ips: 10.6285 images/s [05/14 00:28:47] ppdet.engine INFO: Epoch: [11] [3400/7329] learning_rate: 0.000100 loss_class: 0.731567 loss_bbox: 0.171924 loss_giou: 0.458169 loss_class_aux: 3.150041 loss_bbox_aux: 0.774968 loss_giou_aux: 1.994627 loss_class_dn: 0.393963 loss_bbox_dn: 0.228898 loss_giou_dn: 0.509502 loss_class_aux_dn: 1.268960 loss_bbox_aux_dn: 0.800136 loss_giou_aux_dn: 1.671005 loss: 13.011692 eta: 1 day, 22:38:13 batch_cost: 0.3756 data_cost: 0.0007 ips: 10.6490 images/s [05/14 00:30:10] ppdet.engine INFO: Epoch: [11] [3600/7329] learning_rate: 0.000100 loss_class: 0.690011 loss_bbox: 0.167736 loss_giou: 0.460984 loss_class_aux: 2.967378 loss_bbox_aux: 0.754441 loss_giou_aux: 1.983346 loss_class_dn: 0.356108 loss_bbox_dn: 0.224573 loss_giou_dn: 0.492711 loss_class_aux_dn: 1.128116 loss_bbox_aux_dn: 0.786714 loss_giou_aux_dn: 1.600780 loss: 12.259882 eta: 1 day, 22:36:54 batch_cost: 0.3754 data_cost: 0.0008 ips: 10.6541 images/s [05/14 00:31:34] ppdet.engine INFO: Epoch: [11] [3800/7329] learning_rate: 0.000100 loss_class: 0.700731 loss_bbox: 0.173750 loss_giou: 0.433859 loss_class_aux: 2.996320 loss_bbox_aux: 0.781984 loss_giou_aux: 1.889835 loss_class_dn: 0.367856 loss_bbox_dn: 0.219484 loss_giou_dn: 0.470618 loss_class_aux_dn: 1.195300 loss_bbox_aux_dn: 0.760454 loss_giou_aux_dn: 1.582761 loss: 12.488861 eta: 1 day, 22:35:37 batch_cost: 0.3774 data_cost: 0.0008 ips: 10.5980 images/s [05/14 00:32:58] ppdet.engine INFO: Epoch: [11] [4000/7329] learning_rate: 0.000100 loss_class: 0.714265 loss_bbox: 0.172355 loss_giou: 0.424814 loss_class_aux: 3.067718 loss_bbox_aux: 0.782679 loss_giou_aux: 1.795168 loss_class_dn: 0.367360 loss_bbox_dn: 0.222475 loss_giou_dn: 0.463302 loss_class_aux_dn: 1.202296 loss_bbox_aux_dn: 0.821671 loss_giou_aux_dn: 1.564084 loss: 11.929815 eta: 1 day, 22:34:24 batch_cost: 0.3812 data_cost: 0.0007 ips: 10.4922 images/s [05/14 00:34:22] ppdet.engine INFO: Epoch: [11] [4200/7329] learning_rate: 0.000100 loss_class: 0.735474 loss_bbox: 0.174271 loss_giou: 0.509235 loss_class_aux: 3.094368 loss_bbox_aux: 0.783208 loss_giou_aux: 2.141069 loss_class_dn: 0.371978 loss_bbox_dn: 0.233658 loss_giou_dn: 0.497220 loss_class_aux_dn: 1.192230 loss_bbox_aux_dn: 0.798224 loss_giou_aux_dn: 1.680816 loss: 12.389380 eta: 1 day, 22:33:10 batch_cost: 0.3792 data_cost: 0.0007 ips: 10.5497 images/s [05/14 00:35:46] ppdet.engine INFO: Epoch: [11] [4400/7329] learning_rate: 0.000100 loss_class: 0.753176 loss_bbox: 0.178459 loss_giou: 0.438350 loss_class_aux: 3.204905 loss_bbox_aux: 0.775177 loss_giou_aux: 1.895016 loss_class_dn: 0.379844 loss_bbox_dn: 0.219873 loss_giou_dn: 0.485407 loss_class_aux_dn: 1.217406 loss_bbox_aux_dn: 0.791677 loss_giou_aux_dn: 1.639359 loss: 12.321704 eta: 1 day, 22:31:54 batch_cost: 0.3781 data_cost: 0.0007 ips: 10.5793 images/s [05/14 00:37:10] ppdet.engine INFO: Epoch: [11] [4600/7329] learning_rate: 0.000100 loss_class: 0.690783 loss_bbox: 0.165730 loss_giou: 0.445720 loss_class_aux: 3.037691 loss_bbox_aux: 0.768613 loss_giou_aux: 1.902225 loss_class_dn: 0.375067 loss_bbox_dn: 0.219147 loss_giou_dn: 0.489653 loss_class_aux_dn: 1.218438 loss_bbox_aux_dn: 0.744491 loss_giou_aux_dn: 1.618027 loss: 12.211617 eta: 1 day, 22:30:39 batch_cost: 0.3791 data_cost: 0.0007 ips: 10.5525 images/s [05/14 00:38:33] ppdet.engine INFO: Epoch: [11] [4800/7329] learning_rate: 0.000100 loss_class: 0.694253 loss_bbox: 0.176596 loss_giou: 0.489156 loss_class_aux: 3.072317 loss_bbox_aux: 0.786547 loss_giou_aux: 2.034103 loss_class_dn: 0.378016 loss_bbox_dn: 0.237637 loss_giou_dn: 0.510458 loss_class_aux_dn: 1.218077 loss_bbox_aux_dn: 0.820484 loss_giou_aux_dn: 1.663989 loss: 12.132622 eta: 1 day, 22:29:17 batch_cost: 0.3725 data_cost: 0.0008 ips: 10.7388 images/s [05/14 00:39:57] ppdet.engine INFO: Epoch: [11] [5000/7329] learning_rate: 0.000100 loss_class: 0.685925 loss_bbox: 0.166545 loss_giou: 0.435159 loss_class_aux: 3.033196 loss_bbox_aux: 0.720446 loss_giou_aux: 1.862787 loss_class_dn: 0.355477 loss_bbox_dn: 0.229193 loss_giou_dn: 0.478833 loss_class_aux_dn: 1.149511 loss_bbox_aux_dn: 0.802143 loss_giou_aux_dn: 1.568314 loss: 11.421512 eta: 1 day, 22:28:03 batch_cost: 0.3807 data_cost: 0.0007 ips: 10.5062 images/s [05/14 00:41:22] ppdet.engine INFO: Epoch: [11] [5200/7329] learning_rate: 0.000100 loss_class: 0.746377 loss_bbox: 0.179294 loss_giou: 0.495756 loss_class_aux: 3.224229 loss_bbox_aux: 0.812694 loss_giou_aux: 2.167519 loss_class_dn: 0.399543 loss_bbox_dn: 0.219601 loss_giou_dn: 0.537152 loss_class_aux_dn: 1.285584 loss_bbox_aux_dn: 0.789517 loss_giou_aux_dn: 1.803826 loss: 13.158548 eta: 1 day, 22:26:51 batch_cost: 0.3813 data_cost: 0.0007 ips: 10.4914 images/s [05/14 00:42:46] ppdet.engine INFO: Epoch: [11] [5400/7329] learning_rate: 0.000100 loss_class: 0.673137 loss_bbox: 0.164142 loss_giou: 0.437019 loss_class_aux: 2.909450 loss_bbox_aux: 0.719888 loss_giou_aux: 1.945570 loss_class_dn: 0.365353 loss_bbox_dn: 0.219822 loss_giou_dn: 0.473499 loss_class_aux_dn: 1.194614 loss_bbox_aux_dn: 0.758379 loss_giou_aux_dn: 1.568402 loss: 12.021885 eta: 1 day, 22:25:34 batch_cost: 0.3778 data_cost: 0.0008 ips: 10.5876 images/s [05/14 00:44:10] ppdet.engine INFO: Epoch: [11] [5600/7329] learning_rate: 0.000100 loss_class: 0.702399 loss_bbox: 0.174212 loss_giou: 0.431817 loss_class_aux: 3.030035 loss_bbox_aux: 0.786985 loss_giou_aux: 1.953968 loss_class_dn: 0.373223 loss_bbox_dn: 0.216606 loss_giou_dn: 0.465131 loss_class_aux_dn: 1.219146 loss_bbox_aux_dn: 0.779602 loss_giou_aux_dn: 1.574742 loss: 12.066473 eta: 1 day, 22:24:18 batch_cost: 0.3782 data_cost: 0.0008 ips: 10.5756 images/s [05/14 00:45:33] ppdet.engine INFO: Epoch: [11] [5800/7329] learning_rate: 0.000100 loss_class: 0.725608 loss_bbox: 0.174181 loss_giou: 0.453484 loss_class_aux: 3.111274 loss_bbox_aux: 0.778401 loss_giou_aux: 1.913946 loss_class_dn: 0.372057 loss_bbox_dn: 0.242152 loss_giou_dn: 0.492402 loss_class_aux_dn: 1.221341 loss_bbox_aux_dn: 0.830275 loss_giou_aux_dn: 1.634175 loss: 12.361979 eta: 1 day, 22:23:04 batch_cost: 0.3799 data_cost: 0.0007 ips: 10.5283 images/s [05/14 00:46:57] ppdet.engine INFO: Epoch: [11] [6000/7329] learning_rate: 0.000100 loss_class: 0.722189 loss_bbox: 0.168936 loss_giou: 0.430111 loss_class_aux: 3.104570 loss_bbox_aux: 0.759564 loss_giou_aux: 1.828341 loss_class_dn: 0.372981 loss_bbox_dn: 0.225855 loss_giou_dn: 0.471987 loss_class_aux_dn: 1.197543 loss_bbox_aux_dn: 0.808444 loss_giou_aux_dn: 1.547788 loss: 11.952397 eta: 1 day, 22:21:46 batch_cost: 0.3762 data_cost: 0.0007 ips: 10.6334 images/s [05/14 00:48:22] ppdet.engine INFO: Epoch: [11] [6200/7329] learning_rate: 0.000100 loss_class: 0.802836 loss_bbox: 0.176096 loss_giou: 0.443350 loss_class_aux: 3.367978 loss_bbox_aux: 0.782000 loss_giou_aux: 1.950762 loss_class_dn: 0.404766 loss_bbox_dn: 0.243242 loss_giou_dn: 0.522507 loss_class_aux_dn: 1.309114 loss_bbox_aux_dn: 0.849543 loss_giou_aux_dn: 1.737403 loss: 13.507622 eta: 1 day, 22:20:33 batch_cost: 0.3810 data_cost: 0.0008 ips: 10.4975 images/s [05/14 00:49:46] ppdet.engine INFO: Epoch: [11] [6400/7329] learning_rate: 0.000100 loss_class: 0.732493 loss_bbox: 0.156924 loss_giou: 0.445825 loss_class_aux: 3.055457 loss_bbox_aux: 0.717216 loss_giou_aux: 1.910797 loss_class_dn: 0.394240 loss_bbox_dn: 0.215854 loss_giou_dn: 0.495178 loss_class_aux_dn: 1.269620 loss_bbox_aux_dn: 0.744420 loss_giou_aux_dn: 1.670641 loss: 12.179899 eta: 1 day, 22:19:21 batch_cost: 0.3819 data_cost: 0.0007 ips: 10.4731 images/s [05/14 00:51:12] ppdet.engine INFO: Epoch: [11] [6600/7329] learning_rate: 0.000100 loss_class: 0.748336 loss_bbox: 0.185473 loss_giou: 0.433396 loss_class_aux: 3.219314 loss_bbox_aux: 0.849081 loss_giou_aux: 1.926512 loss_class_dn: 0.392735 loss_bbox_dn: 0.259802 loss_giou_dn: 0.469753 loss_class_aux_dn: 1.266402 loss_bbox_aux_dn: 0.900622 loss_giou_aux_dn: 1.577474 loss: 12.330385 eta: 1 day, 22:18:10 batch_cost: 0.3826 data_cost: 0.0008 ips: 10.4546 images/s [05/14 00:52:35] ppdet.engine INFO: Epoch: [11] [6800/7329] learning_rate: 0.000100 loss_class: 0.750742 loss_bbox: 0.171545 loss_giou: 0.457332 loss_class_aux: 3.190698 loss_bbox_aux: 0.780438 loss_giou_aux: 1.951757 loss_class_dn: 0.378631 loss_bbox_dn: 0.227011 loss_giou_dn: 0.472358 loss_class_aux_dn: 1.242685 loss_bbox_aux_dn: 0.792700 loss_giou_aux_dn: 1.607078 loss: 12.621872 eta: 1 day, 22:16:51 batch_cost: 0.3755 data_cost: 0.0008 ips: 10.6517 images/s [05/14 00:53:59] ppdet.engine INFO: Epoch: [11] [7000/7329] learning_rate: 0.000100 loss_class: 0.697296 loss_bbox: 0.171574 loss_giou: 0.480421 loss_class_aux: 3.102374 loss_bbox_aux: 0.769230 loss_giou_aux: 2.001150 loss_class_dn: 0.386939 loss_bbox_dn: 0.218404 loss_giou_dn: 0.497511 loss_class_aux_dn: 1.241345 loss_bbox_aux_dn: 0.787844 loss_giou_aux_dn: 1.664085 loss: 12.638248 eta: 1 day, 22:15:40 batch_cost: 0.3833 data_cost: 0.0007 ips: 10.4369 images/s [05/14 00:55:23] ppdet.engine INFO: Epoch: [11] [7200/7329] learning_rate: 0.000100 loss_class: 0.712758 loss_bbox: 0.176537 loss_giou: 0.467536 loss_class_aux: 3.110807 loss_bbox_aux: 0.751756 loss_giou_aux: 2.036284 loss_class_dn: 0.373999 loss_bbox_dn: 0.223950 loss_giou_dn: 0.507190 loss_class_aux_dn: 1.225928 loss_bbox_aux_dn: 0.795260 loss_giou_aux_dn: 1.668401 loss: 11.967358 eta: 1 day, 22:14:24 batch_cost: 0.3783 data_cost: 0.0008 ips: 10.5747 images/s [05/14 00:56:20] ppdet.engine INFO: Eval iter: 0 [05/14 00:56:27] ppdet.engine INFO: Eval iter: 100 [05/14 00:56:34] ppdet.engine INFO: Eval iter: 200 [05/14 00:56:41] ppdet.engine INFO: Eval iter: 300 [05/14 00:56:48] ppdet.engine INFO: Eval iter: 400 [05/14 00:56:55] ppdet.engine INFO: Eval iter: 500 [05/14 00:57:02] ppdet.engine INFO: Eval iter: 600 [05/14 00:57:10] ppdet.engine INFO: Eval iter: 700 [05/14 00:57:16] ppdet.engine INFO: Eval iter: 800 [05/14 00:57:24] ppdet.engine INFO: Eval iter: 900 [05/14 00:57:30] ppdet.engine INFO: Eval iter: 1000 [05/14 00:57:37] ppdet.engine INFO: Eval iter: 1100 [05/14 00:57:44] ppdet.engine INFO: Eval iter: 1200 [05/14 00:58:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 00:58:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.89s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=97.72s). Accumulating evaluation results... DONE (t=24.23s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.428 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.593 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.463 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.247 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.346 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.585 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.658 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 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.851 [05/14 01:00:30] ppdet.engine INFO: Total sample number: 5000, average FPS: 56.51469610836048 [05/14 01:00:30] ppdet.engine INFO: Best test bbox ap is 0.428. [05/14 01:00:33] ppdet.engine INFO: Epoch: [12] [ 0/7329] learning_rate: 0.000100 loss_class: 0.723798 loss_bbox: 0.186270 loss_giou: 0.465203 loss_class_aux: 3.149313 loss_bbox_aux: 0.843931 loss_giou_aux: 2.038507 loss_class_dn: 0.373867 loss_bbox_dn: 0.243617 loss_giou_dn: 0.496292 loss_class_aux_dn: 1.230664 loss_bbox_aux_dn: 0.865136 loss_giou_aux_dn: 1.634467 loss: 12.608990 eta: 1 day, 22:13:34 batch_cost: 0.3803 data_cost: 0.0008 ips: 10.5193 images/s [05/14 01:01:56] ppdet.engine INFO: Epoch: [12] [ 200/7329] learning_rate: 0.000100 loss_class: 0.732850 loss_bbox: 0.166541 loss_giou: 0.463013 loss_class_aux: 3.163970 loss_bbox_aux: 0.787557 loss_giou_aux: 2.001204 loss_class_dn: 0.382948 loss_bbox_dn: 0.236474 loss_giou_dn: 0.488370 loss_class_aux_dn: 1.240085 loss_bbox_aux_dn: 0.801910 loss_giou_aux_dn: 1.606615 loss: 12.511244 eta: 1 day, 22:12:14 batch_cost: 0.3740 data_cost: 0.0007 ips: 10.6954 images/s [05/14 01:03:19] ppdet.engine INFO: Epoch: [12] [ 400/7329] learning_rate: 0.000100 loss_class: 0.703768 loss_bbox: 0.178657 loss_giou: 0.474152 loss_class_aux: 2.931711 loss_bbox_aux: 0.808772 loss_giou_aux: 2.101870 loss_class_dn: 0.377353 loss_bbox_dn: 0.214222 loss_giou_dn: 0.503032 loss_class_aux_dn: 1.223637 loss_bbox_aux_dn: 0.776307 loss_giou_aux_dn: 1.668503 loss: 12.385235 eta: 1 day, 22:10:54 batch_cost: 0.3741 data_cost: 0.0007 ips: 10.6920 images/s [05/14 01:04:42] ppdet.engine INFO: Epoch: [12] [ 600/7329] learning_rate: 0.000100 loss_class: 0.752511 loss_bbox: 0.184092 loss_giou: 0.547708 loss_class_aux: 3.209542 loss_bbox_aux: 0.802269 loss_giou_aux: 2.361431 loss_class_dn: 0.395194 loss_bbox_dn: 0.234895 loss_giou_dn: 0.567102 loss_class_aux_dn: 1.279069 loss_bbox_aux_dn: 0.818522 loss_giou_aux_dn: 1.870707 loss: 13.474316 eta: 1 day, 22:09:37 batch_cost: 0.3773 data_cost: 0.0008 ips: 10.6015 images/s [05/14 01:06:06] ppdet.engine INFO: Epoch: [12] [ 800/7329] learning_rate: 0.000100 loss_class: 0.698720 loss_bbox: 0.174713 loss_giou: 0.400864 loss_class_aux: 2.974237 loss_bbox_aux: 0.761732 loss_giou_aux: 1.853004 loss_class_dn: 0.369763 loss_bbox_dn: 0.237032 loss_giou_dn: 0.441790 loss_class_aux_dn: 1.191621 loss_bbox_aux_dn: 0.823405 loss_giou_aux_dn: 1.480111 loss: 11.963428 eta: 1 day, 22:08:17 batch_cost: 0.3741 data_cost: 0.0008 ips: 10.6936 images/s [05/14 01:07:28] ppdet.engine INFO: Epoch: [12] [1000/7329] learning_rate: 0.000100 loss_class: 0.658527 loss_bbox: 0.181885 loss_giou: 0.401572 loss_class_aux: 2.863645 loss_bbox_aux: 0.762485 loss_giou_aux: 1.740594 loss_class_dn: 0.347414 loss_bbox_dn: 0.224932 loss_giou_dn: 0.447164 loss_class_aux_dn: 1.140277 loss_bbox_aux_dn: 0.778297 loss_giou_aux_dn: 1.504709 loss: 11.451347 eta: 1 day, 22:06:53 batch_cost: 0.3693 data_cost: 0.0008 ips: 10.8316 images/s [05/14 01:08:51] ppdet.engine INFO: Epoch: [12] [1200/7329] learning_rate: 0.000100 loss_class: 0.646040 loss_bbox: 0.154449 loss_giou: 0.402194 loss_class_aux: 2.782197 loss_bbox_aux: 0.730848 loss_giou_aux: 1.795186 loss_class_dn: 0.344913 loss_bbox_dn: 0.218230 loss_giou_dn: 0.448095 loss_class_aux_dn: 1.116899 loss_bbox_aux_dn: 0.785539 loss_giou_aux_dn: 1.502728 loss: 11.137354 eta: 1 day, 22:05:33 batch_cost: 0.3746 data_cost: 0.0008 ips: 10.6788 images/s [05/14 01:10:14] ppdet.engine INFO: Epoch: [12] [1400/7329] learning_rate: 0.000100 loss_class: 0.665586 loss_bbox: 0.155232 loss_giou: 0.485475 loss_class_aux: 2.762635 loss_bbox_aux: 0.718463 loss_giou_aux: 2.089513 loss_class_dn: 0.366876 loss_bbox_dn: 0.211804 loss_giou_dn: 0.526977 loss_class_aux_dn: 1.190110 loss_bbox_aux_dn: 0.712443 loss_giou_aux_dn: 1.757562 loss: 12.041410 eta: 1 day, 22:04:14 batch_cost: 0.3746 data_cost: 0.0008 ips: 10.6792 images/s [05/14 01:11:37] ppdet.engine INFO: Epoch: [12] [1600/7329] learning_rate: 0.000100 loss_class: 0.763668 loss_bbox: 0.193919 loss_giou: 0.518957 loss_class_aux: 3.166197 loss_bbox_aux: 0.827691 loss_giou_aux: 2.220360 loss_class_dn: 0.412828 loss_bbox_dn: 0.240260 loss_giou_dn: 0.549390 loss_class_aux_dn: 1.307883 loss_bbox_aux_dn: 0.840329 loss_giou_aux_dn: 1.815148 loss: 13.269429 eta: 1 day, 22:02:53 batch_cost: 0.3727 data_cost: 0.0007 ips: 10.7331 images/s [05/14 01:13:00] ppdet.engine INFO: Epoch: [12] [1800/7329] learning_rate: 0.000100 loss_class: 0.646073 loss_bbox: 0.149804 loss_giou: 0.428767 loss_class_aux: 2.826679 loss_bbox_aux: 0.653767 loss_giou_aux: 1.898469 loss_class_dn: 0.360715 loss_bbox_dn: 0.204319 loss_giou_dn: 0.456561 loss_class_aux_dn: 1.168319 loss_bbox_aux_dn: 0.707435 loss_giou_aux_dn: 1.521390 loss: 11.488132 eta: 1 day, 22:01:38 batch_cost: 0.3789 data_cost: 0.0008 ips: 10.5556 images/s [05/14 01:14:24] ppdet.engine INFO: Epoch: [12] [2000/7329] learning_rate: 0.000100 loss_class: 0.685819 loss_bbox: 0.177080 loss_giou: 0.494660 loss_class_aux: 2.959218 loss_bbox_aux: 0.758383 loss_giou_aux: 2.090675 loss_class_dn: 0.376558 loss_bbox_dn: 0.220007 loss_giou_dn: 0.499829 loss_class_aux_dn: 1.207169 loss_bbox_aux_dn: 0.775202 loss_giou_aux_dn: 1.656576 loss: 12.517529 eta: 1 day, 22:00:18 batch_cost: 0.3747 data_cost: 0.0008 ips: 10.6761 images/s [05/14 01:15:47] ppdet.engine INFO: Epoch: [12] [2200/7329] learning_rate: 0.000100 loss_class: 0.719514 loss_bbox: 0.168844 loss_giou: 0.426507 loss_class_aux: 3.104545 loss_bbox_aux: 0.736337 loss_giou_aux: 1.847804 loss_class_dn: 0.380216 loss_bbox_dn: 0.225464 loss_giou_dn: 0.482969 loss_class_aux_dn: 1.233698 loss_bbox_aux_dn: 0.824059 loss_giou_aux_dn: 1.595640 loss: 12.055725 eta: 1 day, 21:58:59 batch_cost: 0.3752 data_cost: 0.0007 ips: 10.6623 images/s [05/14 01:17:08] ppdet.engine INFO: Epoch: [12] [2400/7329] learning_rate: 0.000100 loss_class: 0.701783 loss_bbox: 0.168784 loss_giou: 0.433088 loss_class_aux: 3.066589 loss_bbox_aux: 0.777228 loss_giou_aux: 1.872746 loss_class_dn: 0.376650 loss_bbox_dn: 0.217177 loss_giou_dn: 0.479198 loss_class_aux_dn: 1.213856 loss_bbox_aux_dn: 0.752237 loss_giou_aux_dn: 1.600326 loss: 12.170295 eta: 1 day, 21:57:33 batch_cost: 0.3675 data_cost: 0.0007 ips: 10.8848 images/s [05/14 01:18:27] ppdet.engine INFO: Epoch: [12] [2600/7329] learning_rate: 0.000100 loss_class: 0.725709 loss_bbox: 0.179711 loss_giou: 0.586593 loss_class_aux: 3.082314 loss_bbox_aux: 0.790181 loss_giou_aux: 2.544998 loss_class_dn: 0.402283 loss_bbox_dn: 0.257624 loss_giou_dn: 0.598417 loss_class_aux_dn: 1.293498 loss_bbox_aux_dn: 0.882681 loss_giou_aux_dn: 1.939375 loss: 13.586046 eta: 1 day, 21:55:59 batch_cost: 0.3587 data_cost: 0.0007 ips: 11.1524 images/s [05/14 01:19:46] ppdet.engine INFO: Epoch: [12] [2800/7329] learning_rate: 0.000100 loss_class: 0.711834 loss_bbox: 0.157625 loss_giou: 0.474864 loss_class_aux: 3.029603 loss_bbox_aux: 0.721033 loss_giou_aux: 2.085559 loss_class_dn: 0.377263 loss_bbox_dn: 0.213777 loss_giou_dn: 0.509789 loss_class_aux_dn: 1.192459 loss_bbox_aux_dn: 0.776951 loss_giou_aux_dn: 1.757546 loss: 12.189945 eta: 1 day, 21:54:19 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3292 images/s [05/14 01:21:08] ppdet.engine INFO: Epoch: [12] [3000/7329] learning_rate: 0.000100 loss_class: 0.676010 loss_bbox: 0.168352 loss_giou: 0.387294 loss_class_aux: 3.002760 loss_bbox_aux: 0.727699 loss_giou_aux: 1.654901 loss_class_dn: 0.341948 loss_bbox_dn: 0.233675 loss_giou_dn: 0.430853 loss_class_aux_dn: 1.134917 loss_bbox_aux_dn: 0.799776 loss_giou_aux_dn: 1.424969 loss: 11.470710 eta: 1 day, 21:53:00 batch_cost: 0.3748 data_cost: 0.0007 ips: 10.6727 images/s [05/14 01:22:30] ppdet.engine INFO: Epoch: [12] [3200/7329] learning_rate: 0.000100 loss_class: 0.666154 loss_bbox: 0.158145 loss_giou: 0.435944 loss_class_aux: 2.846064 loss_bbox_aux: 0.706755 loss_giou_aux: 1.925050 loss_class_dn: 0.354994 loss_bbox_dn: 0.201056 loss_giou_dn: 0.469371 loss_class_aux_dn: 1.148210 loss_bbox_aux_dn: 0.718685 loss_giou_aux_dn: 1.598245 loss: 10.948745 eta: 1 day, 21:51:34 batch_cost: 0.3679 data_cost: 0.0008 ips: 10.8724 images/s [05/14 01:23:54] ppdet.engine INFO: Epoch: [12] [3400/7329] learning_rate: 0.000100 loss_class: 0.773136 loss_bbox: 0.166251 loss_giou: 0.470221 loss_class_aux: 3.184672 loss_bbox_aux: 0.744788 loss_giou_aux: 2.063016 loss_class_dn: 0.392053 loss_bbox_dn: 0.221118 loss_giou_dn: 0.518376 loss_class_aux_dn: 1.248644 loss_bbox_aux_dn: 0.781760 loss_giou_aux_dn: 1.700017 loss: 13.201745 eta: 1 day, 21:50:18 batch_cost: 0.3772 data_cost: 0.0008 ips: 10.6039 images/s [05/14 01:25:16] ppdet.engine INFO: Epoch: [12] [3600/7329] learning_rate: 0.000100 loss_class: 0.739401 loss_bbox: 0.175504 loss_giou: 0.455611 loss_class_aux: 3.215900 loss_bbox_aux: 0.780884 loss_giou_aux: 1.944696 loss_class_dn: 0.383884 loss_bbox_dn: 0.227459 loss_giou_dn: 0.484030 loss_class_aux_dn: 1.247833 loss_bbox_aux_dn: 0.808317 loss_giou_aux_dn: 1.648189 loss: 12.200886 eta: 1 day, 21:48:57 batch_cost: 0.3725 data_cost: 0.0008 ips: 10.7394 images/s [05/14 01:26:39] ppdet.engine INFO: Epoch: [12] [3800/7329] learning_rate: 0.000100 loss_class: 0.741637 loss_bbox: 0.177037 loss_giou: 0.476355 loss_class_aux: 3.222718 loss_bbox_aux: 0.774069 loss_giou_aux: 2.029181 loss_class_dn: 0.391815 loss_bbox_dn: 0.213947 loss_giou_dn: 0.490371 loss_class_aux_dn: 1.267859 loss_bbox_aux_dn: 0.759060 loss_giou_aux_dn: 1.644199 loss: 12.559698 eta: 1 day, 21:47:37 batch_cost: 0.3737 data_cost: 0.0008 ips: 10.7025 images/s [05/14 01:28:01] ppdet.engine INFO: Epoch: [12] [4000/7329] learning_rate: 0.000100 loss_class: 0.748386 loss_bbox: 0.173545 loss_giou: 0.521206 loss_class_aux: 3.159396 loss_bbox_aux: 0.791668 loss_giou_aux: 2.203420 loss_class_dn: 0.399006 loss_bbox_dn: 0.214498 loss_giou_dn: 0.520399 loss_class_aux_dn: 1.279277 loss_bbox_aux_dn: 0.776554 loss_giou_aux_dn: 1.671962 loss: 12.573634 eta: 1 day, 21:46:13 batch_cost: 0.3692 data_cost: 0.0008 ips: 10.8340 images/s [05/14 01:29:24] ppdet.engine INFO: Epoch: [12] [4200/7329] learning_rate: 0.000100 loss_class: 0.754076 loss_bbox: 0.183831 loss_giou: 0.500678 loss_class_aux: 3.222498 loss_bbox_aux: 0.859659 loss_giou_aux: 2.153627 loss_class_dn: 0.399617 loss_bbox_dn: 0.233033 loss_giou_dn: 0.534861 loss_class_aux_dn: 1.299598 loss_bbox_aux_dn: 0.807507 loss_giou_aux_dn: 1.756835 loss: 13.011114 eta: 1 day, 21:44:52 batch_cost: 0.3732 data_cost: 0.0008 ips: 10.7183 images/s [05/14 01:30:46] ppdet.engine INFO: Epoch: [12] [4400/7329] learning_rate: 0.000100 loss_class: 0.725102 loss_bbox: 0.162250 loss_giou: 0.436322 loss_class_aux: 3.074529 loss_bbox_aux: 0.727893 loss_giou_aux: 1.919778 loss_class_dn: 0.370035 loss_bbox_dn: 0.228825 loss_giou_dn: 0.484426 loss_class_aux_dn: 1.206663 loss_bbox_aux_dn: 0.815036 loss_giou_aux_dn: 1.610265 loss: 12.340821 eta: 1 day, 21:43:30 batch_cost: 0.3710 data_cost: 0.0008 ips: 10.7805 images/s [05/14 01:32:09] ppdet.engine INFO: Epoch: [12] [4600/7329] learning_rate: 0.000100 loss_class: 0.727869 loss_bbox: 0.175107 loss_giou: 0.424101 loss_class_aux: 3.097195 loss_bbox_aux: 0.775190 loss_giou_aux: 1.839329 loss_class_dn: 0.351792 loss_bbox_dn: 0.224131 loss_giou_dn: 0.464363 loss_class_aux_dn: 1.143155 loss_bbox_aux_dn: 0.799886 loss_giou_aux_dn: 1.523798 loss: 11.551676 eta: 1 day, 21:42:10 batch_cost: 0.3739 data_cost: 0.0008 ips: 10.6984 images/s [05/14 01:33:31] ppdet.engine INFO: Epoch: [12] [4800/7329] learning_rate: 0.000100 loss_class: 0.692633 loss_bbox: 0.178902 loss_giou: 0.442972 loss_class_aux: 2.946100 loss_bbox_aux: 0.781579 loss_giou_aux: 1.934997 loss_class_dn: 0.358755 loss_bbox_dn: 0.227894 loss_giou_dn: 0.460023 loss_class_aux_dn: 1.155490 loss_bbox_aux_dn: 0.791674 loss_giou_aux_dn: 1.539451 loss: 11.909711 eta: 1 day, 21:40:47 batch_cost: 0.3702 data_cost: 0.0008 ips: 10.8035 images/s [05/14 01:34:53] ppdet.engine INFO: Epoch: [12] [5000/7329] learning_rate: 0.000100 loss_class: 0.743684 loss_bbox: 0.175180 loss_giou: 0.454842 loss_class_aux: 3.158022 loss_bbox_aux: 0.785589 loss_giou_aux: 1.961858 loss_class_dn: 0.376630 loss_bbox_dn: 0.219802 loss_giou_dn: 0.501863 loss_class_aux_dn: 1.214215 loss_bbox_aux_dn: 0.781996 loss_giou_aux_dn: 1.654107 loss: 12.205265 eta: 1 day, 21:39:26 batch_cost: 0.3717 data_cost: 0.0008 ips: 10.7621 images/s [05/14 01:36:15] ppdet.engine INFO: Epoch: [12] [5200/7329] learning_rate: 0.000100 loss_class: 0.760249 loss_bbox: 0.185244 loss_giou: 0.509429 loss_class_aux: 3.253608 loss_bbox_aux: 0.838930 loss_giou_aux: 2.211448 loss_class_dn: 0.412861 loss_bbox_dn: 0.241600 loss_giou_dn: 0.504666 loss_class_aux_dn: 1.345722 loss_bbox_aux_dn: 0.862626 loss_giou_aux_dn: 1.693695 loss: 13.347773 eta: 1 day, 21:38:03 batch_cost: 0.3702 data_cost: 0.0008 ips: 10.8050 images/s [05/14 01:37:38] ppdet.engine INFO: Epoch: [12] [5400/7329] learning_rate: 0.000100 loss_class: 0.652433 loss_bbox: 0.163195 loss_giou: 0.391244 loss_class_aux: 2.889207 loss_bbox_aux: 0.723271 loss_giou_aux: 1.722494 loss_class_dn: 0.355190 loss_bbox_dn: 0.210509 loss_giou_dn: 0.450915 loss_class_aux_dn: 1.147319 loss_bbox_aux_dn: 0.782292 loss_giou_aux_dn: 1.499039 loss: 11.315275 eta: 1 day, 21:36:41 batch_cost: 0.3719 data_cost: 0.0008 ips: 10.7562 images/s [05/14 01:38:59] ppdet.engine INFO: Epoch: [12] [5600/7329] learning_rate: 0.000100 loss_class: 0.726622 loss_bbox: 0.184415 loss_giou: 0.464795 loss_class_aux: 3.130974 loss_bbox_aux: 0.826708 loss_giou_aux: 2.039339 loss_class_dn: 0.377974 loss_bbox_dn: 0.230920 loss_giou_dn: 0.505131 loss_class_aux_dn: 1.228714 loss_bbox_aux_dn: 0.784975 loss_giou_aux_dn: 1.668429 loss: 12.779675 eta: 1 day, 21:35:16 batch_cost: 0.3671 data_cost: 0.0008 ips: 10.8951 images/s [05/14 01:40:23] ppdet.engine INFO: Epoch: [12] [5800/7329] learning_rate: 0.000100 loss_class: 0.734476 loss_bbox: 0.180922 loss_giou: 0.470066 loss_class_aux: 3.140966 loss_bbox_aux: 0.793708 loss_giou_aux: 2.048900 loss_class_dn: 0.399736 loss_bbox_dn: 0.242775 loss_giou_dn: 0.517581 loss_class_aux_dn: 1.279761 loss_bbox_aux_dn: 0.852333 loss_giou_aux_dn: 1.716485 loss: 12.935145 eta: 1 day, 21:33:56 batch_cost: 0.3734 data_cost: 0.0008 ips: 10.7126 images/s [05/14 01:41:45] ppdet.engine INFO: Epoch: [12] [6000/7329] learning_rate: 0.000100 loss_class: 0.713675 loss_bbox: 0.160406 loss_giou: 0.419540 loss_class_aux: 3.018111 loss_bbox_aux: 0.752578 loss_giou_aux: 1.840165 loss_class_dn: 0.357892 loss_bbox_dn: 0.223272 loss_giou_dn: 0.457091 loss_class_aux_dn: 1.174344 loss_bbox_aux_dn: 0.775368 loss_giou_aux_dn: 1.533412 loss: 11.515688 eta: 1 day, 21:32:36 batch_cost: 0.3729 data_cost: 0.0009 ips: 10.7266 images/s [05/14 01:43:08] ppdet.engine INFO: Epoch: [12] [6200/7329] learning_rate: 0.000100 loss_class: 0.715902 loss_bbox: 0.169614 loss_giou: 0.448999 loss_class_aux: 3.045323 loss_bbox_aux: 0.778530 loss_giou_aux: 1.899494 loss_class_dn: 0.371339 loss_bbox_dn: 0.225332 loss_giou_dn: 0.470549 loss_class_aux_dn: 1.203872 loss_bbox_aux_dn: 0.776656 loss_giou_aux_dn: 1.578888 loss: 12.117125 eta: 1 day, 21:31:16 batch_cost: 0.3734 data_cost: 0.0008 ips: 10.7130 images/s [05/14 01:44:30] ppdet.engine INFO: Epoch: [12] [6400/7329] learning_rate: 0.000100 loss_class: 0.677268 loss_bbox: 0.160685 loss_giou: 0.383538 loss_class_aux: 2.944539 loss_bbox_aux: 0.750062 loss_giou_aux: 1.681587 loss_class_dn: 0.343602 loss_bbox_dn: 0.224614 loss_giou_dn: 0.425387 loss_class_aux_dn: 1.139484 loss_bbox_aux_dn: 0.782972 loss_giou_aux_dn: 1.421844 loss: 11.213034 eta: 1 day, 21:29:51 batch_cost: 0.3677 data_cost: 0.0008 ips: 10.8786 images/s [05/14 01:45:52] ppdet.engine INFO: Epoch: [12] [6600/7329] learning_rate: 0.000100 loss_class: 0.706680 loss_bbox: 0.177336 loss_giou: 0.471334 loss_class_aux: 3.004884 loss_bbox_aux: 0.790814 loss_giou_aux: 2.092797 loss_class_dn: 0.383871 loss_bbox_dn: 0.219675 loss_giou_dn: 0.496030 loss_class_aux_dn: 1.267324 loss_bbox_aux_dn: 0.807262 loss_giou_aux_dn: 1.662403 loss: 12.275803 eta: 1 day, 21:28:27 batch_cost: 0.3691 data_cost: 0.0008 ips: 10.8381 images/s [05/14 01:47:14] ppdet.engine INFO: Epoch: [12] [6800/7329] learning_rate: 0.000100 loss_class: 0.740826 loss_bbox: 0.172550 loss_giou: 0.478772 loss_class_aux: 3.198499 loss_bbox_aux: 0.771003 loss_giou_aux: 2.045607 loss_class_dn: 0.382996 loss_bbox_dn: 0.229511 loss_giou_dn: 0.481094 loss_class_aux_dn: 1.249221 loss_bbox_aux_dn: 0.834154 loss_giou_aux_dn: 1.640612 loss: 12.509929 eta: 1 day, 21:27:07 batch_cost: 0.3737 data_cost: 0.0008 ips: 10.7028 images/s [05/14 01:48:37] ppdet.engine INFO: Epoch: [12] [7000/7329] learning_rate: 0.000100 loss_class: 0.714840 loss_bbox: 0.173959 loss_giou: 0.443020 loss_class_aux: 3.104126 loss_bbox_aux: 0.751356 loss_giou_aux: 1.921264 loss_class_dn: 0.372338 loss_bbox_dn: 0.204599 loss_giou_dn: 0.484241 loss_class_aux_dn: 1.188391 loss_bbox_aux_dn: 0.715337 loss_giou_aux_dn: 1.592960 loss: 12.407725 eta: 1 day, 21:25:46 batch_cost: 0.3711 data_cost: 0.0008 ips: 10.7786 images/s [05/14 01:50:00] ppdet.engine INFO: Epoch: [12] [7200/7329] learning_rate: 0.000100 loss_class: 0.678494 loss_bbox: 0.165025 loss_giou: 0.489898 loss_class_aux: 3.015104 loss_bbox_aux: 0.746443 loss_giou_aux: 2.089308 loss_class_dn: 0.377658 loss_bbox_dn: 0.208839 loss_giou_dn: 0.505732 loss_class_aux_dn: 1.231028 loss_bbox_aux_dn: 0.739635 loss_giou_aux_dn: 1.682669 loss: 11.856047 eta: 1 day, 21:24:30 batch_cost: 0.3779 data_cost: 0.0008 ips: 10.5844 images/s [05/14 01:50:56] ppdet.engine INFO: Eval iter: 0 [05/14 01:51:03] ppdet.engine INFO: Eval iter: 100 [05/14 01:51:10] ppdet.engine INFO: Eval iter: 200 [05/14 01:51:16] ppdet.engine INFO: Eval iter: 300 [05/14 01:51:23] ppdet.engine INFO: Eval iter: 400 [05/14 01:51:30] ppdet.engine INFO: Eval iter: 500 [05/14 01:51:37] ppdet.engine INFO: Eval iter: 600 [05/14 01:51:43] ppdet.engine INFO: Eval iter: 700 [05/14 01:51:51] ppdet.engine INFO: Eval iter: 800 [05/14 01:51:57] ppdet.engine INFO: Eval iter: 900 [05/14 01:52:04] ppdet.engine INFO: Eval iter: 1000 [05/14 01:52:11] ppdet.engine INFO: Eval iter: 1100 [05/14 01:52:18] ppdet.engine INFO: Eval iter: 1200 [05/14 01:52:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.48s) creating index... index created! [05/14 01:52:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.63s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=99.38s). Accumulating evaluation results... DONE (t=24.67s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.432 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.598 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.467 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.252 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.465 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 ] = 0.347 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.587 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.438 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.850 [05/14 01:55:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.1069374380409 [05/14 01:55:05] ppdet.engine INFO: Best test bbox ap is 0.432. [05/14 01:55:08] ppdet.engine INFO: Epoch: [13] [ 0/7329] learning_rate: 0.000100 loss_class: 0.688465 loss_bbox: 0.165102 loss_giou: 0.426666 loss_class_aux: 3.035223 loss_bbox_aux: 0.750102 loss_giou_aux: 1.870862 loss_class_dn: 0.361824 loss_bbox_dn: 0.221288 loss_giou_dn: 0.480220 loss_class_aux_dn: 1.183154 loss_bbox_aux_dn: 0.807081 loss_giou_aux_dn: 1.602031 loss: 11.826305 eta: 1 day, 21:23:37 batch_cost: 0.3699 data_cost: 0.0008 ips: 10.8145 images/s [05/14 01:56:31] ppdet.engine INFO: Epoch: [13] [ 200/7329] learning_rate: 0.000100 loss_class: 0.720136 loss_bbox: 0.179513 loss_giou: 0.437396 loss_class_aux: 3.076211 loss_bbox_aux: 0.815109 loss_giou_aux: 1.893261 loss_class_dn: 0.371633 loss_bbox_dn: 0.244697 loss_giou_dn: 0.491369 loss_class_aux_dn: 1.221459 loss_bbox_aux_dn: 0.847960 loss_giou_aux_dn: 1.643412 loss: 12.510270 eta: 1 day, 21:22:18 batch_cost: 0.3743 data_cost: 0.0008 ips: 10.6871 images/s [05/14 01:57:55] ppdet.engine INFO: Epoch: [13] [ 400/7329] learning_rate: 0.000100 loss_class: 0.675755 loss_bbox: 0.170226 loss_giou: 0.413231 loss_class_aux: 3.007078 loss_bbox_aux: 0.738530 loss_giou_aux: 1.809150 loss_class_dn: 0.362453 loss_bbox_dn: 0.219166 loss_giou_dn: 0.430162 loss_class_aux_dn: 1.159603 loss_bbox_aux_dn: 0.757324 loss_giou_aux_dn: 1.512350 loss: 11.728683 eta: 1 day, 21:21:03 batch_cost: 0.3789 data_cost: 0.0008 ips: 10.5572 images/s [05/14 01:59:20] ppdet.engine INFO: Epoch: [13] [ 600/7329] learning_rate: 0.000100 loss_class: 0.714629 loss_bbox: 0.167332 loss_giou: 0.453453 loss_class_aux: 3.113005 loss_bbox_aux: 0.751263 loss_giou_aux: 2.006636 loss_class_dn: 0.373878 loss_bbox_dn: 0.227970 loss_giou_dn: 0.507923 loss_class_aux_dn: 1.202456 loss_bbox_aux_dn: 0.804541 loss_giou_aux_dn: 1.666690 loss: 12.383339 eta: 1 day, 21:19:52 batch_cost: 0.3830 data_cost: 0.0008 ips: 10.4426 images/s [05/14 02:00:43] ppdet.engine INFO: Epoch: [13] [ 800/7329] learning_rate: 0.000100 loss_class: 0.665769 loss_bbox: 0.163954 loss_giou: 0.409220 loss_class_aux: 2.809987 loss_bbox_aux: 0.770326 loss_giou_aux: 1.880718 loss_class_dn: 0.354783 loss_bbox_dn: 0.214711 loss_giou_dn: 0.450042 loss_class_aux_dn: 1.122329 loss_bbox_aux_dn: 0.768559 loss_giou_aux_dn: 1.494407 loss: 11.292921 eta: 1 day, 21:18:35 batch_cost: 0.3759 data_cost: 0.0008 ips: 10.6423 images/s [05/14 02:02:08] ppdet.engine INFO: Epoch: [13] [1000/7329] learning_rate: 0.000100 loss_class: 0.687676 loss_bbox: 0.170229 loss_giou: 0.422187 loss_class_aux: 2.930395 loss_bbox_aux: 0.755423 loss_giou_aux: 1.815637 loss_class_dn: 0.361912 loss_bbox_dn: 0.220628 loss_giou_dn: 0.447520 loss_class_aux_dn: 1.215106 loss_bbox_aux_dn: 0.772109 loss_giou_aux_dn: 1.520828 loss: 11.932999 eta: 1 day, 21:17:23 batch_cost: 0.3822 data_cost: 0.0008 ips: 10.4660 images/s [05/14 02:03:31] ppdet.engine INFO: Epoch: [13] [1200/7329] learning_rate: 0.000100 loss_class: 0.702432 loss_bbox: 0.180421 loss_giou: 0.509247 loss_class_aux: 3.018445 loss_bbox_aux: 0.815033 loss_giou_aux: 2.290081 loss_class_dn: 0.413958 loss_bbox_dn: 0.225147 loss_giou_dn: 0.560055 loss_class_aux_dn: 1.306473 loss_bbox_aux_dn: 0.771697 loss_giou_aux_dn: 1.873071 loss: 13.455843 eta: 1 day, 21:16:06 batch_cost: 0.3758 data_cost: 0.0008 ips: 10.6447 images/s [05/14 02:04:55] ppdet.engine INFO: Epoch: [13] [1400/7329] learning_rate: 0.000100 loss_class: 0.678012 loss_bbox: 0.171149 loss_giou: 0.404028 loss_class_aux: 3.069608 loss_bbox_aux: 0.755987 loss_giou_aux: 1.784877 loss_class_dn: 0.359484 loss_bbox_dn: 0.232118 loss_giou_dn: 0.469563 loss_class_aux_dn: 1.156896 loss_bbox_aux_dn: 0.809827 loss_giou_aux_dn: 1.603112 loss: 11.645507 eta: 1 day, 21:14:49 batch_cost: 0.3765 data_cost: 0.0008 ips: 10.6253 images/s [05/14 02:06:18] ppdet.engine INFO: Epoch: [13] [1600/7329] learning_rate: 0.000100 loss_class: 0.735084 loss_bbox: 0.171843 loss_giou: 0.430316 loss_class_aux: 3.157310 loss_bbox_aux: 0.764300 loss_giou_aux: 1.980713 loss_class_dn: 0.385535 loss_bbox_dn: 0.225775 loss_giou_dn: 0.490505 loss_class_aux_dn: 1.234625 loss_bbox_aux_dn: 0.796887 loss_giou_aux_dn: 1.642947 loss: 12.304533 eta: 1 day, 21:13:29 batch_cost: 0.3725 data_cost: 0.0008 ips: 10.7370 images/s [05/14 02:07:40] ppdet.engine INFO: Epoch: [13] [1800/7329] learning_rate: 0.000100 loss_class: 0.679862 loss_bbox: 0.155891 loss_giou: 0.454772 loss_class_aux: 3.018917 loss_bbox_aux: 0.686357 loss_giou_aux: 1.961369 loss_class_dn: 0.365961 loss_bbox_dn: 0.207083 loss_giou_dn: 0.486658 loss_class_aux_dn: 1.173785 loss_bbox_aux_dn: 0.727643 loss_giou_aux_dn: 1.624448 loss: 11.626756 eta: 1 day, 21:12:06 batch_cost: 0.3705 data_cost: 0.0008 ips: 10.7961 images/s [05/14 02:09:03] ppdet.engine INFO: Epoch: [13] [2000/7329] learning_rate: 0.000100 loss_class: 0.645548 loss_bbox: 0.169926 loss_giou: 0.415954 loss_class_aux: 2.868981 loss_bbox_aux: 0.795597 loss_giou_aux: 1.790982 loss_class_dn: 0.359033 loss_bbox_dn: 0.219718 loss_giou_dn: 0.465005 loss_class_aux_dn: 1.167332 loss_bbox_aux_dn: 0.772747 loss_giou_aux_dn: 1.561344 loss: 11.790642 eta: 1 day, 21:10:47 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7108 images/s [05/14 02:10:25] ppdet.engine INFO: Epoch: [13] [2200/7329] learning_rate: 0.000100 loss_class: 0.705299 loss_bbox: 0.161622 loss_giou: 0.431874 loss_class_aux: 3.068307 loss_bbox_aux: 0.722031 loss_giou_aux: 1.886396 loss_class_dn: 0.375230 loss_bbox_dn: 0.211654 loss_giou_dn: 0.470342 loss_class_aux_dn: 1.193957 loss_bbox_aux_dn: 0.766507 loss_giou_aux_dn: 1.560029 loss: 11.833592 eta: 1 day, 21:09:24 batch_cost: 0.3696 data_cost: 0.0008 ips: 10.8230 images/s [05/14 02:11:47] ppdet.engine INFO: Epoch: [13] [2400/7329] learning_rate: 0.000100 loss_class: 0.781401 loss_bbox: 0.182990 loss_giou: 0.465048 loss_class_aux: 3.307224 loss_bbox_aux: 0.826833 loss_giou_aux: 2.036108 loss_class_dn: 0.393888 loss_bbox_dn: 0.249972 loss_giou_dn: 0.536511 loss_class_aux_dn: 1.255906 loss_bbox_aux_dn: 0.835981 loss_giou_aux_dn: 1.754081 loss: 12.995765 eta: 1 day, 21:08:02 batch_cost: 0.3706 data_cost: 0.0008 ips: 10.7921 images/s [05/14 02:13:10] ppdet.engine INFO: Epoch: [13] [2600/7329] learning_rate: 0.000100 loss_class: 0.730545 loss_bbox: 0.193649 loss_giou: 0.469386 loss_class_aux: 3.183654 loss_bbox_aux: 0.836128 loss_giou_aux: 2.049953 loss_class_dn: 0.391153 loss_bbox_dn: 0.245791 loss_giou_dn: 0.524987 loss_class_aux_dn: 1.286256 loss_bbox_aux_dn: 0.878377 loss_giou_aux_dn: 1.758127 loss: 13.317639 eta: 1 day, 21:06:43 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7103 images/s [05/14 02:14:33] ppdet.engine INFO: Epoch: [13] [2800/7329] learning_rate: 0.000100 loss_class: 0.697713 loss_bbox: 0.162186 loss_giou: 0.433514 loss_class_aux: 3.064061 loss_bbox_aux: 0.740031 loss_giou_aux: 1.843604 loss_class_dn: 0.379304 loss_bbox_dn: 0.215629 loss_giou_dn: 0.474526 loss_class_aux_dn: 1.222942 loss_bbox_aux_dn: 0.788189 loss_giou_aux_dn: 1.565109 loss: 12.044256 eta: 1 day, 21:05:25 batch_cost: 0.3750 data_cost: 0.0008 ips: 10.6663 images/s [05/14 02:15:54] ppdet.engine INFO: Epoch: [13] [3000/7329] learning_rate: 0.000100 loss_class: 0.732949 loss_bbox: 0.159976 loss_giou: 0.441389 loss_class_aux: 3.194514 loss_bbox_aux: 0.737786 loss_giou_aux: 1.848120 loss_class_dn: 0.376720 loss_bbox_dn: 0.213064 loss_giou_dn: 0.464014 loss_class_aux_dn: 1.239337 loss_bbox_aux_dn: 0.755982 loss_giou_aux_dn: 1.536458 loss: 11.875784 eta: 1 day, 21:03:58 batch_cost: 0.3651 data_cost: 0.0007 ips: 10.9566 images/s [05/14 02:17:12] ppdet.engine INFO: Epoch: [13] [3200/7329] learning_rate: 0.000100 loss_class: 0.722991 loss_bbox: 0.177039 loss_giou: 0.445424 loss_class_aux: 3.104746 loss_bbox_aux: 0.739076 loss_giou_aux: 1.928346 loss_class_dn: 0.378780 loss_bbox_dn: 0.218166 loss_giou_dn: 0.484527 loss_class_aux_dn: 1.237198 loss_bbox_aux_dn: 0.776291 loss_giou_aux_dn: 1.618097 loss: 12.377279 eta: 1 day, 21:02:21 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3035 images/s [05/14 02:18:30] ppdet.engine INFO: Epoch: [13] [3400/7329] learning_rate: 0.000100 loss_class: 0.717158 loss_bbox: 0.171598 loss_giou: 0.450085 loss_class_aux: 3.024820 loss_bbox_aux: 0.769961 loss_giou_aux: 1.970135 loss_class_dn: 0.380203 loss_bbox_dn: 0.228005 loss_giou_dn: 0.479617 loss_class_aux_dn: 1.225623 loss_bbox_aux_dn: 0.793650 loss_giou_aux_dn: 1.635611 loss: 12.357134 eta: 1 day, 21:00:45 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3223 images/s [05/14 02:19:53] ppdet.engine INFO: Epoch: [13] [3600/7329] learning_rate: 0.000100 loss_class: 0.708623 loss_bbox: 0.177220 loss_giou: 0.511825 loss_class_aux: 3.107260 loss_bbox_aux: 0.766008 loss_giou_aux: 2.183137 loss_class_dn: 0.380216 loss_bbox_dn: 0.207693 loss_giou_dn: 0.516233 loss_class_aux_dn: 1.243390 loss_bbox_aux_dn: 0.754097 loss_giou_aux_dn: 1.689307 loss: 12.439121 eta: 1 day, 20:59:23 batch_cost: 0.3705 data_cost: 0.0008 ips: 10.7958 images/s [05/14 02:21:16] ppdet.engine INFO: Epoch: [13] [3800/7329] learning_rate: 0.000100 loss_class: 0.728406 loss_bbox: 0.159175 loss_giou: 0.479214 loss_class_aux: 3.032897 loss_bbox_aux: 0.739427 loss_giou_aux: 2.068083 loss_class_dn: 0.380800 loss_bbox_dn: 0.209416 loss_giou_dn: 0.526820 loss_class_aux_dn: 1.260273 loss_bbox_aux_dn: 0.761148 loss_giou_aux_dn: 1.762698 loss: 12.912126 eta: 1 day, 20:58:07 batch_cost: 0.3777 data_cost: 0.0007 ips: 10.5909 images/s [05/14 02:22:40] ppdet.engine INFO: Epoch: [13] [4000/7329] learning_rate: 0.000100 loss_class: 0.720833 loss_bbox: 0.168257 loss_giou: 0.443254 loss_class_aux: 3.137227 loss_bbox_aux: 0.768367 loss_giou_aux: 1.894957 loss_class_dn: 0.374314 loss_bbox_dn: 0.219187 loss_giou_dn: 0.498260 loss_class_aux_dn: 1.223189 loss_bbox_aux_dn: 0.807713 loss_giou_aux_dn: 1.657561 loss: 12.197140 eta: 1 day, 20:56:53 batch_cost: 0.3789 data_cost: 0.0008 ips: 10.5557 images/s [05/14 02:24:01] ppdet.engine INFO: Epoch: [13] [4200/7329] learning_rate: 0.000100 loss_class: 0.743905 loss_bbox: 0.161801 loss_giou: 0.484728 loss_class_aux: 3.154855 loss_bbox_aux: 0.735049 loss_giou_aux: 2.114154 loss_class_dn: 0.398437 loss_bbox_dn: 0.216587 loss_giou_dn: 0.526247 loss_class_aux_dn: 1.285905 loss_bbox_aux_dn: 0.763805 loss_giou_aux_dn: 1.743124 loss: 12.665051 eta: 1 day, 20:55:27 batch_cost: 0.3660 data_cost: 0.0007 ips: 10.9303 images/s [05/14 02:25:24] ppdet.engine INFO: Epoch: [13] [4400/7329] learning_rate: 0.000100 loss_class: 0.726504 loss_bbox: 0.171506 loss_giou: 0.431064 loss_class_aux: 3.126282 loss_bbox_aux: 0.785847 loss_giou_aux: 1.932333 loss_class_dn: 0.377837 loss_bbox_dn: 0.219025 loss_giou_dn: 0.485783 loss_class_aux_dn: 1.214740 loss_bbox_aux_dn: 0.773524 loss_giou_aux_dn: 1.644877 loss: 12.274310 eta: 1 day, 20:54:06 batch_cost: 0.3717 data_cost: 0.0008 ips: 10.7619 images/s [05/14 02:26:46] ppdet.engine INFO: Epoch: [13] [4600/7329] learning_rate: 0.000100 loss_class: 0.699221 loss_bbox: 0.162118 loss_giou: 0.469243 loss_class_aux: 2.973939 loss_bbox_aux: 0.740970 loss_giou_aux: 1.972264 loss_class_dn: 0.351686 loss_bbox_dn: 0.217563 loss_giou_dn: 0.483582 loss_class_aux_dn: 1.160338 loss_bbox_aux_dn: 0.766312 loss_giou_aux_dn: 1.607136 loss: 11.834329 eta: 1 day, 20:52:45 batch_cost: 0.3712 data_cost: 0.0008 ips: 10.7769 images/s [05/14 02:28:09] ppdet.engine INFO: Epoch: [13] [4800/7329] learning_rate: 0.000100 loss_class: 0.681331 loss_bbox: 0.160853 loss_giou: 0.393765 loss_class_aux: 2.947731 loss_bbox_aux: 0.722356 loss_giou_aux: 1.699572 loss_class_dn: 0.344433 loss_bbox_dn: 0.215457 loss_giou_dn: 0.410297 loss_class_aux_dn: 1.107425 loss_bbox_aux_dn: 0.771344 loss_giou_aux_dn: 1.374593 loss: 11.357198 eta: 1 day, 20:51:28 batch_cost: 0.3754 data_cost: 0.0007 ips: 10.6543 images/s [05/14 02:29:31] ppdet.engine INFO: Epoch: [13] [5000/7329] learning_rate: 0.000100 loss_class: 0.681017 loss_bbox: 0.156414 loss_giou: 0.454502 loss_class_aux: 2.859796 loss_bbox_aux: 0.711805 loss_giou_aux: 1.952934 loss_class_dn: 0.360992 loss_bbox_dn: 0.201948 loss_giou_dn: 0.481650 loss_class_aux_dn: 1.178792 loss_bbox_aux_dn: 0.713108 loss_giou_aux_dn: 1.620384 loss: 11.744179 eta: 1 day, 20:50:06 batch_cost: 0.3698 data_cost: 0.0008 ips: 10.8177 images/s [05/14 02:30:53] ppdet.engine INFO: Epoch: [13] [5200/7329] learning_rate: 0.000100 loss_class: 0.690201 loss_bbox: 0.170764 loss_giou: 0.446623 loss_class_aux: 2.938121 loss_bbox_aux: 0.760911 loss_giou_aux: 1.966045 loss_class_dn: 0.384411 loss_bbox_dn: 0.216390 loss_giou_dn: 0.481274 loss_class_aux_dn: 1.226670 loss_bbox_aux_dn: 0.747598 loss_giou_aux_dn: 1.579735 loss: 12.526672 eta: 1 day, 20:48:44 batch_cost: 0.3709 data_cost: 0.0007 ips: 10.7844 images/s [05/14 02:32:15] ppdet.engine INFO: Epoch: [13] [5400/7329] learning_rate: 0.000100 loss_class: 0.680581 loss_bbox: 0.164259 loss_giou: 0.517027 loss_class_aux: 2.900184 loss_bbox_aux: 0.738089 loss_giou_aux: 2.214146 loss_class_dn: 0.369957 loss_bbox_dn: 0.202647 loss_giou_dn: 0.491434 loss_class_aux_dn: 1.201381 loss_bbox_aux_dn: 0.706353 loss_giou_aux_dn: 1.656477 loss: 12.438465 eta: 1 day, 20:47:24 batch_cost: 0.3720 data_cost: 0.0008 ips: 10.7523 images/s [05/14 02:33:37] ppdet.engine INFO: Epoch: [13] [5600/7329] learning_rate: 0.000100 loss_class: 0.760031 loss_bbox: 0.183782 loss_giou: 0.451350 loss_class_aux: 3.311325 loss_bbox_aux: 0.810907 loss_giou_aux: 1.907750 loss_class_dn: 0.399161 loss_bbox_dn: 0.214318 loss_giou_dn: 0.500629 loss_class_aux_dn: 1.293015 loss_bbox_aux_dn: 0.787779 loss_giou_aux_dn: 1.671455 loss: 12.800392 eta: 1 day, 20:46:01 batch_cost: 0.3688 data_cost: 0.0007 ips: 10.8474 images/s [05/14 02:35:00] ppdet.engine INFO: Epoch: [13] [5800/7329] learning_rate: 0.000100 loss_class: 0.669807 loss_bbox: 0.160605 loss_giou: 0.458079 loss_class_aux: 2.925327 loss_bbox_aux: 0.691763 loss_giou_aux: 2.010878 loss_class_dn: 0.352984 loss_bbox_dn: 0.201808 loss_giou_dn: 0.451303 loss_class_aux_dn: 1.147413 loss_bbox_aux_dn: 0.708573 loss_giou_aux_dn: 1.501388 loss: 11.178474 eta: 1 day, 20:44:42 batch_cost: 0.3730 data_cost: 0.0008 ips: 10.7240 images/s [05/14 02:36:24] ppdet.engine INFO: Epoch: [13] [6000/7329] learning_rate: 0.000100 loss_class: 0.666805 loss_bbox: 0.161463 loss_giou: 0.426646 loss_class_aux: 2.887427 loss_bbox_aux: 0.753596 loss_giou_aux: 1.873312 loss_class_dn: 0.369168 loss_bbox_dn: 0.208612 loss_giou_dn: 0.465279 loss_class_aux_dn: 1.194136 loss_bbox_aux_dn: 0.732544 loss_giou_aux_dn: 1.585036 loss: 11.625816 eta: 1 day, 20:43:27 batch_cost: 0.3791 data_cost: 0.0008 ips: 10.5517 images/s [05/14 02:37:48] ppdet.engine INFO: Epoch: [13] [6200/7329] learning_rate: 0.000100 loss_class: 0.725319 loss_bbox: 0.167890 loss_giou: 0.478700 loss_class_aux: 3.160256 loss_bbox_aux: 0.752483 loss_giou_aux: 2.085033 loss_class_dn: 0.381763 loss_bbox_dn: 0.219377 loss_giou_dn: 0.496678 loss_class_aux_dn: 1.240296 loss_bbox_aux_dn: 0.795131 loss_giou_aux_dn: 1.664719 loss: 12.289049 eta: 1 day, 20:42:12 batch_cost: 0.3780 data_cost: 0.0008 ips: 10.5821 images/s [05/14 02:39:12] ppdet.engine INFO: Epoch: [13] [6400/7329] learning_rate: 0.000100 loss_class: 0.727112 loss_bbox: 0.179361 loss_giou: 0.478752 loss_class_aux: 3.067059 loss_bbox_aux: 0.821702 loss_giou_aux: 2.093077 loss_class_dn: 0.373994 loss_bbox_dn: 0.236426 loss_giou_dn: 0.488637 loss_class_aux_dn: 1.247720 loss_bbox_aux_dn: 0.815873 loss_giou_aux_dn: 1.637880 loss: 12.496728 eta: 1 day, 20:40:59 batch_cost: 0.3799 data_cost: 0.0008 ips: 10.5302 images/s [05/14 02:40:36] ppdet.engine INFO: Epoch: [13] [6600/7329] learning_rate: 0.000100 loss_class: 0.698614 loss_bbox: 0.171800 loss_giou: 0.463003 loss_class_aux: 2.980325 loss_bbox_aux: 0.785194 loss_giou_aux: 2.002712 loss_class_dn: 0.380705 loss_bbox_dn: 0.222766 loss_giou_dn: 0.503499 loss_class_aux_dn: 1.219367 loss_bbox_aux_dn: 0.792686 loss_giou_aux_dn: 1.681821 loss: 12.502922 eta: 1 day, 20:39:46 batch_cost: 0.3811 data_cost: 0.0007 ips: 10.4973 images/s [05/14 02:42:01] ppdet.engine INFO: Epoch: [13] [6800/7329] learning_rate: 0.000100 loss_class: 0.711841 loss_bbox: 0.161343 loss_giou: 0.458093 loss_class_aux: 3.059465 loss_bbox_aux: 0.741270 loss_giou_aux: 1.969586 loss_class_dn: 0.390212 loss_bbox_dn: 0.216527 loss_giou_dn: 0.482853 loss_class_aux_dn: 1.261109 loss_bbox_aux_dn: 0.789725 loss_giou_aux_dn: 1.640819 loss: 12.450890 eta: 1 day, 20:38:33 batch_cost: 0.3811 data_cost: 0.0007 ips: 10.4963 images/s [05/14 02:43:25] ppdet.engine INFO: Epoch: [13] [7000/7329] learning_rate: 0.000100 loss_class: 0.705171 loss_bbox: 0.157915 loss_giou: 0.428018 loss_class_aux: 2.983664 loss_bbox_aux: 0.742953 loss_giou_aux: 1.807306 loss_class_dn: 0.364786 loss_bbox_dn: 0.225740 loss_giou_dn: 0.502054 loss_class_aux_dn: 1.191602 loss_bbox_aux_dn: 0.799529 loss_giou_aux_dn: 1.640766 loss: 12.033980 eta: 1 day, 20:37:19 batch_cost: 0.3785 data_cost: 0.0008 ips: 10.5690 images/s [05/14 02:44:47] ppdet.engine INFO: Epoch: [13] [7200/7329] learning_rate: 0.000100 loss_class: 0.741320 loss_bbox: 0.163874 loss_giou: 0.467633 loss_class_aux: 3.130331 loss_bbox_aux: 0.745059 loss_giou_aux: 2.016294 loss_class_dn: 0.378058 loss_bbox_dn: 0.205349 loss_giou_dn: 0.494494 loss_class_aux_dn: 1.220626 loss_bbox_aux_dn: 0.749917 loss_giou_aux_dn: 1.658688 loss: 12.742134 eta: 1 day, 20:35:57 batch_cost: 0.3705 data_cost: 0.0008 ips: 10.7968 images/s [05/14 02:45:42] ppdet.engine INFO: Eval iter: 0 [05/14 02:45:49] ppdet.engine INFO: Eval iter: 100 [05/14 02:45:56] ppdet.engine INFO: Eval iter: 200 [05/14 02:46:02] ppdet.engine INFO: Eval iter: 300 [05/14 02:46:09] ppdet.engine INFO: Eval iter: 400 [05/14 02:46:16] ppdet.engine INFO: Eval iter: 500 [05/14 02:46:22] ppdet.engine INFO: Eval iter: 600 [05/14 02:46:30] ppdet.engine INFO: Eval iter: 700 [05/14 02:46:36] ppdet.engine INFO: Eval iter: 800 [05/14 02:46:43] ppdet.engine INFO: Eval iter: 900 [05/14 02:46:50] ppdet.engine INFO: Eval iter: 1000 [05/14 02:46:57] ppdet.engine INFO: Eval iter: 1100 [05/14 02:47:04] ppdet.engine INFO: Eval iter: 1200 [05/14 02:47:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/14 02:47:29] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.41s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.09s). Accumulating evaluation results... DONE (t=24.14s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.437 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.605 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.472 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.255 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.470 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.608 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.349 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.589 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.445 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.854 [05/14 02:49:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.27266050134735 [05/14 02:49:49] ppdet.engine INFO: Best test bbox ap is 0.437. [05/14 02:49:52] ppdet.engine INFO: Epoch: [14] [ 0/7329] learning_rate: 0.000100 loss_class: 0.724855 loss_bbox: 0.173840 loss_giou: 0.457258 loss_class_aux: 3.048299 loss_bbox_aux: 0.761169 loss_giou_aux: 1.964419 loss_class_dn: 0.371702 loss_bbox_dn: 0.210303 loss_giou_dn: 0.470564 loss_class_aux_dn: 1.204018 loss_bbox_aux_dn: 0.748077 loss_giou_aux_dn: 1.582786 loss: 12.031670 eta: 1 day, 20:35:06 batch_cost: 0.3700 data_cost: 0.0008 ips: 10.8117 images/s [05/14 02:51:16] ppdet.engine INFO: Epoch: [14] [ 200/7329] learning_rate: 0.000100 loss_class: 0.748139 loss_bbox: 0.164357 loss_giou: 0.505185 loss_class_aux: 3.277531 loss_bbox_aux: 0.717442 loss_giou_aux: 2.197905 loss_class_dn: 0.405772 loss_bbox_dn: 0.203835 loss_giou_dn: 0.554880 loss_class_aux_dn: 1.307450 loss_bbox_aux_dn: 0.751465 loss_giou_aux_dn: 1.831681 loss: 12.974888 eta: 1 day, 20:33:50 batch_cost: 0.3771 data_cost: 0.0008 ips: 10.6075 images/s [05/14 02:52:39] ppdet.engine INFO: Epoch: [14] [ 400/7329] learning_rate: 0.000100 loss_class: 0.678154 loss_bbox: 0.169148 loss_giou: 0.451943 loss_class_aux: 2.920374 loss_bbox_aux: 0.741982 loss_giou_aux: 1.934884 loss_class_dn: 0.355997 loss_bbox_dn: 0.209887 loss_giou_dn: 0.481690 loss_class_aux_dn: 1.184575 loss_bbox_aux_dn: 0.753447 loss_giou_aux_dn: 1.609525 loss: 11.579926 eta: 1 day, 20:32:29 batch_cost: 0.3718 data_cost: 0.0008 ips: 10.7591 images/s [05/14 02:54:02] ppdet.engine INFO: Epoch: [14] [ 600/7329] learning_rate: 0.000100 loss_class: 0.690785 loss_bbox: 0.166832 loss_giou: 0.445291 loss_class_aux: 3.001170 loss_bbox_aux: 0.758221 loss_giou_aux: 1.908376 loss_class_dn: 0.357066 loss_bbox_dn: 0.207987 loss_giou_dn: 0.471020 loss_class_aux_dn: 1.174819 loss_bbox_aux_dn: 0.741997 loss_giou_aux_dn: 1.586701 loss: 11.585731 eta: 1 day, 20:31:13 batch_cost: 0.3760 data_cost: 0.0007 ips: 10.6389 images/s [05/14 02:55:24] ppdet.engine INFO: Epoch: [14] [ 800/7329] learning_rate: 0.000100 loss_class: 0.683394 loss_bbox: 0.160174 loss_giou: 0.511717 loss_class_aux: 2.923584 loss_bbox_aux: 0.698130 loss_giou_aux: 2.170552 loss_class_dn: 0.362209 loss_bbox_dn: 0.202718 loss_giou_dn: 0.506366 loss_class_aux_dn: 1.181625 loss_bbox_aux_dn: 0.713450 loss_giou_aux_dn: 1.685220 loss: 11.945992 eta: 1 day, 20:29:50 batch_cost: 0.3689 data_cost: 0.0008 ips: 10.8437 images/s [05/14 02:56:45] ppdet.engine INFO: Epoch: [14] [1000/7329] learning_rate: 0.000100 loss_class: 0.734946 loss_bbox: 0.169740 loss_giou: 0.441590 loss_class_aux: 3.202188 loss_bbox_aux: 0.763163 loss_giou_aux: 1.933002 loss_class_dn: 0.381806 loss_bbox_dn: 0.206201 loss_giou_dn: 0.477751 loss_class_aux_dn: 1.242162 loss_bbox_aux_dn: 0.745533 loss_giou_aux_dn: 1.621636 loss: 12.280085 eta: 1 day, 20:28:26 batch_cost: 0.3674 data_cost: 0.0008 ips: 10.8878 images/s [05/14 02:58:09] ppdet.engine INFO: Epoch: [14] [1200/7329] learning_rate: 0.000100 loss_class: 0.716961 loss_bbox: 0.167275 loss_giou: 0.419567 loss_class_aux: 3.041306 loss_bbox_aux: 0.732586 loss_giou_aux: 1.832845 loss_class_dn: 0.360369 loss_bbox_dn: 0.208623 loss_giou_dn: 0.473573 loss_class_aux_dn: 1.162150 loss_bbox_aux_dn: 0.748240 loss_giou_aux_dn: 1.579747 loss: 11.597182 eta: 1 day, 20:27:10 batch_cost: 0.3768 data_cost: 0.0008 ips: 10.6148 images/s [05/14 02:59:32] ppdet.engine INFO: Epoch: [14] [1400/7329] learning_rate: 0.000100 loss_class: 0.689833 loss_bbox: 0.171628 loss_giou: 0.448790 loss_class_aux: 3.011431 loss_bbox_aux: 0.739247 loss_giou_aux: 1.935448 loss_class_dn: 0.364729 loss_bbox_dn: 0.220176 loss_giou_dn: 0.476717 loss_class_aux_dn: 1.167520 loss_bbox_aux_dn: 0.811175 loss_giou_aux_dn: 1.581501 loss: 12.035783 eta: 1 day, 20:25:56 batch_cost: 0.3788 data_cost: 0.0008 ips: 10.5588 images/s [05/14 03:00:55] ppdet.engine INFO: Epoch: [14] [1600/7329] learning_rate: 0.000100 loss_class: 0.690866 loss_bbox: 0.170715 loss_giou: 0.465145 loss_class_aux: 3.006862 loss_bbox_aux: 0.768461 loss_giou_aux: 2.029336 loss_class_dn: 0.378326 loss_bbox_dn: 0.221812 loss_giou_dn: 0.509677 loss_class_aux_dn: 1.245873 loss_bbox_aux_dn: 0.790947 loss_giou_aux_dn: 1.687616 loss: 12.606500 eta: 1 day, 20:24:37 batch_cost: 0.3742 data_cost: 0.0008 ips: 10.6895 images/s [05/14 03:02:19] ppdet.engine INFO: Epoch: [14] [1800/7329] learning_rate: 0.000100 loss_class: 0.701372 loss_bbox: 0.163525 loss_giou: 0.448442 loss_class_aux: 2.941867 loss_bbox_aux: 0.740110 loss_giou_aux: 2.007733 loss_class_dn: 0.365963 loss_bbox_dn: 0.207636 loss_giou_dn: 0.483170 loss_class_aux_dn: 1.170292 loss_bbox_aux_dn: 0.749801 loss_giou_aux_dn: 1.624648 loss: 11.909711 eta: 1 day, 20:23:21 batch_cost: 0.3768 data_cost: 0.0008 ips: 10.6148 images/s [05/14 03:03:42] ppdet.engine INFO: Epoch: [14] [2000/7329] learning_rate: 0.000100 loss_class: 0.650654 loss_bbox: 0.161793 loss_giou: 0.368787 loss_class_aux: 2.781807 loss_bbox_aux: 0.733345 loss_giou_aux: 1.651623 loss_class_dn: 0.340304 loss_bbox_dn: 0.219586 loss_giou_dn: 0.434213 loss_class_aux_dn: 1.090553 loss_bbox_aux_dn: 0.758662 loss_giou_aux_dn: 1.486676 loss: 10.782976 eta: 1 day, 20:22:06 batch_cost: 0.3774 data_cost: 0.0007 ips: 10.5983 images/s [05/14 03:05:06] ppdet.engine INFO: Epoch: [14] [2200/7329] learning_rate: 0.000100 loss_class: 0.751298 loss_bbox: 0.176251 loss_giou: 0.473593 loss_class_aux: 3.146892 loss_bbox_aux: 0.782643 loss_giou_aux: 2.036336 loss_class_dn: 0.405737 loss_bbox_dn: 0.229641 loss_giou_dn: 0.519377 loss_class_aux_dn: 1.310051 loss_bbox_aux_dn: 0.797782 loss_giou_aux_dn: 1.721339 loss: 12.790557 eta: 1 day, 20:20:51 batch_cost: 0.3781 data_cost: 0.0008 ips: 10.5779 images/s [05/14 03:06:29] ppdet.engine INFO: Epoch: [14] [2400/7329] learning_rate: 0.000100 loss_class: 0.805498 loss_bbox: 0.177380 loss_giou: 0.513481 loss_class_aux: 3.310640 loss_bbox_aux: 0.801764 loss_giou_aux: 2.249353 loss_class_dn: 0.389962 loss_bbox_dn: 0.235789 loss_giou_dn: 0.525905 loss_class_aux_dn: 1.276107 loss_bbox_aux_dn: 0.840126 loss_giou_aux_dn: 1.770825 loss: 13.161289 eta: 1 day, 20:19:32 batch_cost: 0.3743 data_cost: 0.0008 ips: 10.6878 images/s [05/14 03:07:51] ppdet.engine INFO: Epoch: [14] [2600/7329] learning_rate: 0.000100 loss_class: 0.694602 loss_bbox: 0.177632 loss_giou: 0.416864 loss_class_aux: 2.997625 loss_bbox_aux: 0.765954 loss_giou_aux: 1.829253 loss_class_dn: 0.366624 loss_bbox_dn: 0.243012 loss_giou_dn: 0.464647 loss_class_aux_dn: 1.214219 loss_bbox_aux_dn: 0.851873 loss_giou_aux_dn: 1.591825 loss: 11.968000 eta: 1 day, 20:18:13 batch_cost: 0.3727 data_cost: 0.0008 ips: 10.7318 images/s [05/14 03:09:14] ppdet.engine INFO: Epoch: [14] [2800/7329] learning_rate: 0.000100 loss_class: 0.703950 loss_bbox: 0.159525 loss_giou: 0.409361 loss_class_aux: 2.950138 loss_bbox_aux: 0.732998 loss_giou_aux: 1.737514 loss_class_dn: 0.376977 loss_bbox_dn: 0.215616 loss_giou_dn: 0.439064 loss_class_aux_dn: 1.222428 loss_bbox_aux_dn: 0.761127 loss_giou_aux_dn: 1.499553 loss: 11.768421 eta: 1 day, 20:16:53 batch_cost: 0.3724 data_cost: 0.0008 ips: 10.7419 images/s [05/14 03:10:37] ppdet.engine INFO: Epoch: [14] [3000/7329] learning_rate: 0.000100 loss_class: 0.743197 loss_bbox: 0.179249 loss_giou: 0.507679 loss_class_aux: 3.237592 loss_bbox_aux: 0.773211 loss_giou_aux: 2.198812 loss_class_dn: 0.413859 loss_bbox_dn: 0.219873 loss_giou_dn: 0.534137 loss_class_aux_dn: 1.306749 loss_bbox_aux_dn: 0.768664 loss_giou_aux_dn: 1.751623 loss: 13.212310 eta: 1 day, 20:15:35 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7099 images/s [05/14 03:12:00] ppdet.engine INFO: Epoch: [14] [3200/7329] learning_rate: 0.000100 loss_class: 0.737070 loss_bbox: 0.199927 loss_giou: 0.458230 loss_class_aux: 3.198529 loss_bbox_aux: 0.861663 loss_giou_aux: 2.022917 loss_class_dn: 0.410963 loss_bbox_dn: 0.227995 loss_giou_dn: 0.487989 loss_class_aux_dn: 1.311558 loss_bbox_aux_dn: 0.816640 loss_giou_aux_dn: 1.629042 loss: 12.936489 eta: 1 day, 20:14:20 batch_cost: 0.3781 data_cost: 0.0008 ips: 10.5789 images/s [05/14 03:13:21] ppdet.engine INFO: Epoch: [14] [3400/7329] learning_rate: 0.000100 loss_class: 0.654910 loss_bbox: 0.161630 loss_giou: 0.414410 loss_class_aux: 2.857010 loss_bbox_aux: 0.702228 loss_giou_aux: 1.825376 loss_class_dn: 0.348370 loss_bbox_dn: 0.205721 loss_giou_dn: 0.450082 loss_class_aux_dn: 1.153374 loss_bbox_aux_dn: 0.719056 loss_giou_aux_dn: 1.528283 loss: 11.790371 eta: 1 day, 20:12:55 batch_cost: 0.3658 data_cost: 0.0007 ips: 10.9347 images/s [05/14 03:14:41] ppdet.engine INFO: Epoch: [14] [3600/7329] learning_rate: 0.000100 loss_class: 0.672747 loss_bbox: 0.167201 loss_giou: 0.398866 loss_class_aux: 2.798905 loss_bbox_aux: 0.765775 loss_giou_aux: 1.726273 loss_class_dn: 0.358725 loss_bbox_dn: 0.225462 loss_giou_dn: 0.448154 loss_class_aux_dn: 1.158893 loss_bbox_aux_dn: 0.781209 loss_giou_aux_dn: 1.522702 loss: 11.555801 eta: 1 day, 20:11:24 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1604 images/s [05/14 03:15:59] ppdet.engine INFO: Epoch: [14] [3800/7329] learning_rate: 0.000100 loss_class: 0.681077 loss_bbox: 0.164370 loss_giou: 0.490101 loss_class_aux: 2.860881 loss_bbox_aux: 0.731348 loss_giou_aux: 2.046285 loss_class_dn: 0.376701 loss_bbox_dn: 0.201001 loss_giou_dn: 0.485385 loss_class_aux_dn: 1.219540 loss_bbox_aux_dn: 0.719652 loss_giou_aux_dn: 1.600241 loss: 12.506895 eta: 1 day, 20:09:52 batch_cost: 0.3556 data_cost: 0.0006 ips: 11.2482 images/s [05/14 03:17:21] ppdet.engine INFO: Epoch: [14] [4000/7329] learning_rate: 0.000100 loss_class: 0.703455 loss_bbox: 0.167754 loss_giou: 0.439074 loss_class_aux: 3.011972 loss_bbox_aux: 0.741352 loss_giou_aux: 1.935984 loss_class_dn: 0.370900 loss_bbox_dn: 0.207246 loss_giou_dn: 0.459702 loss_class_aux_dn: 1.226076 loss_bbox_aux_dn: 0.735435 loss_giou_aux_dn: 1.556361 loss: 11.664184 eta: 1 day, 20:08:28 batch_cost: 0.3668 data_cost: 0.0007 ips: 10.9064 images/s [05/14 03:18:43] ppdet.engine INFO: Epoch: [14] [4200/7329] learning_rate: 0.000100 loss_class: 0.747981 loss_bbox: 0.166276 loss_giou: 0.438590 loss_class_aux: 3.125418 loss_bbox_aux: 0.760799 loss_giou_aux: 1.909006 loss_class_dn: 0.383347 loss_bbox_dn: 0.228255 loss_giou_dn: 0.470927 loss_class_aux_dn: 1.225759 loss_bbox_aux_dn: 0.788937 loss_giou_aux_dn: 1.618990 loss: 12.737049 eta: 1 day, 20:07:09 batch_cost: 0.3730 data_cost: 0.0008 ips: 10.7245 images/s [05/14 03:20:07] ppdet.engine INFO: Epoch: [14] [4400/7329] learning_rate: 0.000100 loss_class: 0.719712 loss_bbox: 0.186848 loss_giou: 0.484411 loss_class_aux: 3.033961 loss_bbox_aux: 0.817766 loss_giou_aux: 2.049789 loss_class_dn: 0.399716 loss_bbox_dn: 0.218867 loss_giou_dn: 0.504752 loss_class_aux_dn: 1.272939 loss_bbox_aux_dn: 0.782410 loss_giou_aux_dn: 1.675155 loss: 12.954117 eta: 1 day, 20:05:52 batch_cost: 0.3752 data_cost: 0.0008 ips: 10.6599 images/s [05/14 03:21:30] ppdet.engine INFO: Epoch: [14] [4600/7329] learning_rate: 0.000100 loss_class: 0.703104 loss_bbox: 0.159413 loss_giou: 0.455480 loss_class_aux: 2.868638 loss_bbox_aux: 0.734139 loss_giou_aux: 2.007065 loss_class_dn: 0.374818 loss_bbox_dn: 0.208002 loss_giou_dn: 0.500880 loss_class_aux_dn: 1.206323 loss_bbox_aux_dn: 0.730864 loss_giou_aux_dn: 1.689267 loss: 11.900553 eta: 1 day, 20:04:34 batch_cost: 0.3745 data_cost: 0.0008 ips: 10.6823 images/s [05/14 03:22:52] ppdet.engine INFO: Epoch: [14] [4800/7329] learning_rate: 0.000100 loss_class: 0.696896 loss_bbox: 0.168852 loss_giou: 0.496893 loss_class_aux: 2.895149 loss_bbox_aux: 0.766091 loss_giou_aux: 2.139075 loss_class_dn: 0.370606 loss_bbox_dn: 0.211294 loss_giou_dn: 0.501684 loss_class_aux_dn: 1.192560 loss_bbox_aux_dn: 0.753972 loss_giou_aux_dn: 1.650766 loss: 12.429661 eta: 1 day, 20:03:14 batch_cost: 0.3717 data_cost: 0.0008 ips: 10.7622 images/s [05/14 03:24:15] ppdet.engine INFO: Epoch: [14] [5000/7329] learning_rate: 0.000100 loss_class: 0.682891 loss_bbox: 0.176264 loss_giou: 0.425868 loss_class_aux: 2.959777 loss_bbox_aux: 0.777928 loss_giou_aux: 1.906340 loss_class_dn: 0.353274 loss_bbox_dn: 0.223310 loss_giou_dn: 0.451814 loss_class_aux_dn: 1.171408 loss_bbox_aux_dn: 0.796498 loss_giou_aux_dn: 1.484856 loss: 11.956825 eta: 1 day, 20:01:54 batch_cost: 0.3712 data_cost: 0.0008 ips: 10.7767 images/s [05/14 03:25:38] ppdet.engine INFO: Epoch: [14] [5200/7329] learning_rate: 0.000100 loss_class: 0.690093 loss_bbox: 0.153946 loss_giou: 0.478837 loss_class_aux: 2.958341 loss_bbox_aux: 0.716262 loss_giou_aux: 2.102217 loss_class_dn: 0.373248 loss_bbox_dn: 0.197099 loss_giou_dn: 0.491502 loss_class_aux_dn: 1.198223 loss_bbox_aux_dn: 0.689532 loss_giou_aux_dn: 1.633091 loss: 11.790205 eta: 1 day, 20:00:37 batch_cost: 0.3762 data_cost: 0.0008 ips: 10.6334 images/s [05/14 03:27:00] ppdet.engine INFO: Epoch: [14] [5400/7329] learning_rate: 0.000100 loss_class: 0.681983 loss_bbox: 0.172075 loss_giou: 0.426928 loss_class_aux: 2.932238 loss_bbox_aux: 0.771168 loss_giou_aux: 1.871860 loss_class_dn: 0.374819 loss_bbox_dn: 0.214853 loss_giou_dn: 0.484540 loss_class_aux_dn: 1.213187 loss_bbox_aux_dn: 0.751858 loss_giou_aux_dn: 1.605102 loss: 11.952354 eta: 1 day, 19:59:16 batch_cost: 0.3704 data_cost: 0.0008 ips: 10.7995 images/s [05/14 03:28:25] ppdet.engine INFO: Epoch: [14] [5600/7329] learning_rate: 0.000100 loss_class: 0.671978 loss_bbox: 0.171980 loss_giou: 0.450380 loss_class_aux: 3.039251 loss_bbox_aux: 0.762424 loss_giou_aux: 1.967887 loss_class_dn: 0.376921 loss_bbox_dn: 0.207809 loss_giou_dn: 0.484051 loss_class_aux_dn: 1.214329 loss_bbox_aux_dn: 0.747449 loss_giou_aux_dn: 1.638105 loss: 11.913829 eta: 1 day, 19:58:02 batch_cost: 0.3782 data_cost: 0.0009 ips: 10.5758 images/s [05/14 03:29:48] ppdet.engine INFO: Epoch: [14] [5800/7329] learning_rate: 0.000100 loss_class: 0.692459 loss_bbox: 0.178840 loss_giou: 0.485248 loss_class_aux: 2.938537 loss_bbox_aux: 0.750010 loss_giou_aux: 2.088321 loss_class_dn: 0.371596 loss_bbox_dn: 0.209997 loss_giou_dn: 0.481743 loss_class_aux_dn: 1.229417 loss_bbox_aux_dn: 0.727255 loss_giou_aux_dn: 1.627515 loss: 12.078246 eta: 1 day, 19:56:46 batch_cost: 0.3775 data_cost: 0.0008 ips: 10.5955 images/s [05/14 03:31:11] ppdet.engine INFO: Epoch: [14] [6000/7329] learning_rate: 0.000100 loss_class: 0.696795 loss_bbox: 0.178620 loss_giou: 0.438192 loss_class_aux: 3.056417 loss_bbox_aux: 0.783798 loss_giou_aux: 1.898178 loss_class_dn: 0.370531 loss_bbox_dn: 0.226533 loss_giou_dn: 0.461023 loss_class_aux_dn: 1.182974 loss_bbox_aux_dn: 0.789818 loss_giou_aux_dn: 1.565589 loss: 11.759903 eta: 1 day, 19:55:28 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7091 images/s [05/14 03:32:35] ppdet.engine INFO: Epoch: [14] [6200/7329] learning_rate: 0.000100 loss_class: 0.701944 loss_bbox: 0.178876 loss_giou: 0.444901 loss_class_aux: 3.129717 loss_bbox_aux: 0.789679 loss_giou_aux: 1.965117 loss_class_dn: 0.375617 loss_bbox_dn: 0.225367 loss_giou_dn: 0.461326 loss_class_aux_dn: 1.222863 loss_bbox_aux_dn: 0.804404 loss_giou_aux_dn: 1.597438 loss: 11.966707 eta: 1 day, 19:54:15 batch_cost: 0.3806 data_cost: 0.0008 ips: 10.5109 images/s [05/14 03:33:57] ppdet.engine INFO: Epoch: [14] [6400/7329] learning_rate: 0.000100 loss_class: 0.643796 loss_bbox: 0.151303 loss_giou: 0.449615 loss_class_aux: 2.760523 loss_bbox_aux: 0.679703 loss_giou_aux: 1.916582 loss_class_dn: 0.339035 loss_bbox_dn: 0.202785 loss_giou_dn: 0.468129 loss_class_aux_dn: 1.115466 loss_bbox_aux_dn: 0.724939 loss_giou_aux_dn: 1.537471 loss: 11.203423 eta: 1 day, 19:52:55 batch_cost: 0.3719 data_cost: 0.0007 ips: 10.7544 images/s [05/14 03:35:20] ppdet.engine INFO: Epoch: [14] [6600/7329] learning_rate: 0.000100 loss_class: 0.699961 loss_bbox: 0.171298 loss_giou: 0.426413 loss_class_aux: 2.940840 loss_bbox_aux: 0.762913 loss_giou_aux: 1.827040 loss_class_dn: 0.365144 loss_bbox_dn: 0.211381 loss_giou_dn: 0.448138 loss_class_aux_dn: 1.184426 loss_bbox_aux_dn: 0.757954 loss_giou_aux_dn: 1.481449 loss: 11.709826 eta: 1 day, 19:51:36 batch_cost: 0.3725 data_cost: 0.0008 ips: 10.7376 images/s [05/14 03:36:43] ppdet.engine INFO: Epoch: [14] [6800/7329] learning_rate: 0.000100 loss_class: 0.657759 loss_bbox: 0.161145 loss_giou: 0.410727 loss_class_aux: 2.753129 loss_bbox_aux: 0.697433 loss_giou_aux: 1.826492 loss_class_dn: 0.338485 loss_bbox_dn: 0.210834 loss_giou_dn: 0.457119 loss_class_aux_dn: 1.109604 loss_bbox_aux_dn: 0.733567 loss_giou_aux_dn: 1.472604 loss: 11.073788 eta: 1 day, 19:50:18 batch_cost: 0.3738 data_cost: 0.0008 ips: 10.7021 images/s [05/14 03:38:05] ppdet.engine INFO: Epoch: [14] [7000/7329] learning_rate: 0.000100 loss_class: 0.654417 loss_bbox: 0.188528 loss_giou: 0.453274 loss_class_aux: 2.855590 loss_bbox_aux: 0.774790 loss_giou_aux: 1.915745 loss_class_dn: 0.364365 loss_bbox_dn: 0.219410 loss_giou_dn: 0.477115 loss_class_aux_dn: 1.178995 loss_bbox_aux_dn: 0.746841 loss_giou_aux_dn: 1.559069 loss: 12.151964 eta: 1 day, 19:48:57 batch_cost: 0.3703 data_cost: 0.0007 ips: 10.8031 images/s [05/14 03:39:28] ppdet.engine INFO: Epoch: [14] [7200/7329] learning_rate: 0.000100 loss_class: 0.685623 loss_bbox: 0.162944 loss_giou: 0.402082 loss_class_aux: 2.964820 loss_bbox_aux: 0.730611 loss_giou_aux: 1.790074 loss_class_dn: 0.355740 loss_bbox_dn: 0.210692 loss_giou_dn: 0.437692 loss_class_aux_dn: 1.147396 loss_bbox_aux_dn: 0.728126 loss_giou_aux_dn: 1.463771 loss: 11.586737 eta: 1 day, 19:47:39 batch_cost: 0.3736 data_cost: 0.0008 ips: 10.7055 images/s [05/14 03:40:24] ppdet.engine INFO: Eval iter: 0 [05/14 03:40:31] ppdet.engine INFO: Eval iter: 100 [05/14 03:40:38] ppdet.engine INFO: Eval iter: 200 [05/14 03:40:45] ppdet.engine INFO: Eval iter: 300 [05/14 03:40:53] ppdet.engine INFO: Eval iter: 400 [05/14 03:41:01] ppdet.engine INFO: Eval iter: 500 [05/14 03:41:08] ppdet.engine INFO: Eval iter: 600 [05/14 03:41:15] ppdet.engine INFO: Eval iter: 700 [05/14 03:41:23] ppdet.engine INFO: Eval iter: 800 [05/14 03:41:30] ppdet.engine INFO: Eval iter: 900 [05/14 03:41:38] ppdet.engine INFO: Eval iter: 1000 [05/14 03:41:45] ppdet.engine INFO: Eval iter: 1100 [05/14 03:41:52] ppdet.engine INFO: Eval iter: 1200 [05/14 03:42:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/14 03:42:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.71s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=101.10s). Accumulating evaluation results... DONE (t=24.29s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.439 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.608 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.474 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 ] = 0.471 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.611 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.351 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 ] = 0.665 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.444 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.854 [05/14 03:44:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.42571053573343 [05/14 03:44:40] ppdet.engine INFO: Best test bbox ap is 0.439. [05/14 03:44:43] ppdet.engine INFO: Epoch: [15] [ 0/7329] learning_rate: 0.000100 loss_class: 0.700622 loss_bbox: 0.165768 loss_giou: 0.438080 loss_class_aux: 2.990810 loss_bbox_aux: 0.735795 loss_giou_aux: 1.858377 loss_class_dn: 0.356737 loss_bbox_dn: 0.208308 loss_giou_dn: 0.446549 loss_class_aux_dn: 1.170778 loss_bbox_aux_dn: 0.730830 loss_giou_aux_dn: 1.521063 loss: 11.913003 eta: 1 day, 19:46:47 batch_cost: 0.3687 data_cost: 0.0008 ips: 10.8498 images/s [05/14 03:46:08] ppdet.engine INFO: Epoch: [15] [ 200/7329] learning_rate: 0.000100 loss_class: 0.732078 loss_bbox: 0.167172 loss_giou: 0.483851 loss_class_aux: 3.171440 loss_bbox_aux: 0.736684 loss_giou_aux: 2.117671 loss_class_dn: 0.375934 loss_bbox_dn: 0.217606 loss_giou_dn: 0.512323 loss_class_aux_dn: 1.220486 loss_bbox_aux_dn: 0.782292 loss_giou_aux_dn: 1.695243 loss: 12.303081 eta: 1 day, 19:45:34 batch_cost: 0.3804 data_cost: 0.0008 ips: 10.5144 images/s [05/14 03:47:30] ppdet.engine INFO: Epoch: [15] [ 400/7329] learning_rate: 0.000100 loss_class: 0.732166 loss_bbox: 0.181358 loss_giou: 0.468271 loss_class_aux: 3.152853 loss_bbox_aux: 0.833276 loss_giou_aux: 1.948103 loss_class_dn: 0.387788 loss_bbox_dn: 0.226282 loss_giou_dn: 0.489148 loss_class_aux_dn: 1.263680 loss_bbox_aux_dn: 0.808674 loss_giou_aux_dn: 1.645529 loss: 12.674639 eta: 1 day, 19:44:15 batch_cost: 0.3734 data_cost: 0.0008 ips: 10.7125 images/s [05/14 03:48:53] ppdet.engine INFO: Epoch: [15] [ 600/7329] learning_rate: 0.000100 loss_class: 0.662177 loss_bbox: 0.150526 loss_giou: 0.427147 loss_class_aux: 2.873647 loss_bbox_aux: 0.671559 loss_giou_aux: 1.921749 loss_class_dn: 0.365733 loss_bbox_dn: 0.196734 loss_giou_dn: 0.461925 loss_class_aux_dn: 1.187423 loss_bbox_aux_dn: 0.708585 loss_giou_aux_dn: 1.560760 loss: 12.105721 eta: 1 day, 19:42:57 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7094 images/s [05/14 03:50:17] ppdet.engine INFO: Epoch: [15] [ 800/7329] learning_rate: 0.000100 loss_class: 0.730683 loss_bbox: 0.173288 loss_giou: 0.489047 loss_class_aux: 3.120075 loss_bbox_aux: 0.773937 loss_giou_aux: 2.026856 loss_class_dn: 0.390423 loss_bbox_dn: 0.213833 loss_giou_dn: 0.491786 loss_class_aux_dn: 1.262200 loss_bbox_aux_dn: 0.774382 loss_giou_aux_dn: 1.669060 loss: 12.309497 eta: 1 day, 19:41:44 batch_cost: 0.3799 data_cost: 0.0008 ips: 10.5277 images/s [05/14 03:51:39] ppdet.engine INFO: Epoch: [15] [1000/7329] learning_rate: 0.000100 loss_class: 0.710657 loss_bbox: 0.179646 loss_giou: 0.451217 loss_class_aux: 3.056554 loss_bbox_aux: 0.790311 loss_giou_aux: 1.878416 loss_class_dn: 0.375052 loss_bbox_dn: 0.243100 loss_giou_dn: 0.456624 loss_class_aux_dn: 1.187354 loss_bbox_aux_dn: 0.837906 loss_giou_aux_dn: 1.550202 loss: 11.609146 eta: 1 day, 19:40:22 batch_cost: 0.3689 data_cost: 0.0008 ips: 10.8424 images/s [05/14 03:53:03] ppdet.engine INFO: Epoch: [15] [1200/7329] learning_rate: 0.000100 loss_class: 0.729346 loss_bbox: 0.179910 loss_giou: 0.485216 loss_class_aux: 3.012035 loss_bbox_aux: 0.785795 loss_giou_aux: 2.063192 loss_class_dn: 0.387129 loss_bbox_dn: 0.220983 loss_giou_dn: 0.519548 loss_class_aux_dn: 1.230824 loss_bbox_aux_dn: 0.780117 loss_giou_aux_dn: 1.735859 loss: 12.660334 eta: 1 day, 19:39:08 batch_cost: 0.3799 data_cost: 0.0008 ips: 10.5293 images/s [05/14 03:54:26] ppdet.engine INFO: Epoch: [15] [1400/7329] learning_rate: 0.000100 loss_class: 0.684758 loss_bbox: 0.183503 loss_giou: 0.510201 loss_class_aux: 2.967517 loss_bbox_aux: 0.825287 loss_giou_aux: 2.180298 loss_class_dn: 0.394592 loss_bbox_dn: 0.218969 loss_giou_dn: 0.510299 loss_class_aux_dn: 1.262059 loss_bbox_aux_dn: 0.767500 loss_giou_aux_dn: 1.659570 loss: 12.729102 eta: 1 day, 19:37:52 batch_cost: 0.3765 data_cost: 0.0007 ips: 10.6252 images/s [05/14 03:55:49] ppdet.engine INFO: Epoch: [15] [1600/7329] learning_rate: 0.000100 loss_class: 0.682502 loss_bbox: 0.157427 loss_giou: 0.455131 loss_class_aux: 2.983411 loss_bbox_aux: 0.701074 loss_giou_aux: 2.014381 loss_class_dn: 0.369702 loss_bbox_dn: 0.203477 loss_giou_dn: 0.451274 loss_class_aux_dn: 1.190841 loss_bbox_aux_dn: 0.717474 loss_giou_aux_dn: 1.489757 loss: 11.637923 eta: 1 day, 19:36:37 batch_cost: 0.3771 data_cost: 0.0008 ips: 10.6072 images/s [05/14 03:57:12] ppdet.engine INFO: Epoch: [15] [1800/7329] learning_rate: 0.000100 loss_class: 0.658560 loss_bbox: 0.165113 loss_giou: 0.454918 loss_class_aux: 2.830952 loss_bbox_aux: 0.700957 loss_giou_aux: 1.988594 loss_class_dn: 0.355680 loss_bbox_dn: 0.191299 loss_giou_dn: 0.460757 loss_class_aux_dn: 1.162453 loss_bbox_aux_dn: 0.695922 loss_giou_aux_dn: 1.568958 loss: 11.644347 eta: 1 day, 19:35:19 batch_cost: 0.3744 data_cost: 0.0008 ips: 10.6839 images/s [05/14 03:58:35] ppdet.engine INFO: Epoch: [15] [2000/7329] learning_rate: 0.000100 loss_class: 0.694336 loss_bbox: 0.164990 loss_giou: 0.441278 loss_class_aux: 2.963602 loss_bbox_aux: 0.722445 loss_giou_aux: 1.888494 loss_class_dn: 0.369975 loss_bbox_dn: 0.208444 loss_giou_dn: 0.473984 loss_class_aux_dn: 1.202961 loss_bbox_aux_dn: 0.732597 loss_giou_aux_dn: 1.578319 loss: 11.781340 eta: 1 day, 19:34:01 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7096 images/s [05/14 04:00:00] ppdet.engine INFO: Epoch: [15] [2200/7329] learning_rate: 0.000100 loss_class: 0.704383 loss_bbox: 0.161557 loss_giou: 0.453824 loss_class_aux: 2.977622 loss_bbox_aux: 0.708714 loss_giou_aux: 1.991743 loss_class_dn: 0.366418 loss_bbox_dn: 0.209041 loss_giou_dn: 0.487278 loss_class_aux_dn: 1.180025 loss_bbox_aux_dn: 0.775139 loss_giou_aux_dn: 1.607054 loss: 11.565667 eta: 1 day, 19:32:50 batch_cost: 0.3829 data_cost: 0.0008 ips: 10.4470 images/s [05/14 04:01:23] ppdet.engine INFO: Epoch: [15] [2400/7329] learning_rate: 0.000100 loss_class: 0.696549 loss_bbox: 0.158315 loss_giou: 0.426207 loss_class_aux: 2.999912 loss_bbox_aux: 0.710908 loss_giou_aux: 1.856486 loss_class_dn: 0.358289 loss_bbox_dn: 0.210727 loss_giou_dn: 0.457914 loss_class_aux_dn: 1.199950 loss_bbox_aux_dn: 0.750360 loss_giou_aux_dn: 1.517658 loss: 11.661090 eta: 1 day, 19:31:33 batch_cost: 0.3757 data_cost: 0.0008 ips: 10.6465 images/s [05/14 04:02:45] ppdet.engine INFO: Epoch: [15] [2600/7329] learning_rate: 0.000100 loss_class: 0.714917 loss_bbox: 0.164051 loss_giou: 0.484974 loss_class_aux: 3.074927 loss_bbox_aux: 0.741472 loss_giou_aux: 2.103172 loss_class_dn: 0.389473 loss_bbox_dn: 0.209101 loss_giou_dn: 0.493288 loss_class_aux_dn: 1.248561 loss_bbox_aux_dn: 0.780634 loss_giou_aux_dn: 1.678114 loss: 12.548695 eta: 1 day, 19:30:12 batch_cost: 0.3694 data_cost: 0.0008 ips: 10.8294 images/s [05/14 04:04:08] ppdet.engine INFO: Epoch: [15] [2800/7329] learning_rate: 0.000100 loss_class: 0.669075 loss_bbox: 0.176195 loss_giou: 0.477827 loss_class_aux: 2.887147 loss_bbox_aux: 0.770170 loss_giou_aux: 2.046489 loss_class_dn: 0.385575 loss_bbox_dn: 0.215768 loss_giou_dn: 0.474614 loss_class_aux_dn: 1.267258 loss_bbox_aux_dn: 0.764156 loss_giou_aux_dn: 1.626002 loss: 12.415449 eta: 1 day, 19:28:54 batch_cost: 0.3741 data_cost: 0.0007 ips: 10.6934 images/s [05/14 04:05:31] ppdet.engine INFO: Epoch: [15] [3000/7329] learning_rate: 0.000100 loss_class: 0.677063 loss_bbox: 0.163232 loss_giou: 0.459986 loss_class_aux: 2.906406 loss_bbox_aux: 0.715927 loss_giou_aux: 2.024253 loss_class_dn: 0.365588 loss_bbox_dn: 0.216591 loss_giou_dn: 0.478009 loss_class_aux_dn: 1.174647 loss_bbox_aux_dn: 0.754761 loss_giou_aux_dn: 1.598079 loss: 11.563143 eta: 1 day, 19:27:37 batch_cost: 0.3749 data_cost: 0.0008 ips: 10.6705 images/s [05/14 04:06:54] ppdet.engine INFO: Epoch: [15] [3200/7329] learning_rate: 0.000100 loss_class: 0.703760 loss_bbox: 0.181972 loss_giou: 0.509076 loss_class_aux: 2.949327 loss_bbox_aux: 0.812104 loss_giou_aux: 2.139676 loss_class_dn: 0.398315 loss_bbox_dn: 0.233467 loss_giou_dn: 0.518876 loss_class_aux_dn: 1.308353 loss_bbox_aux_dn: 0.799437 loss_giou_aux_dn: 1.705997 loss: 12.563086 eta: 1 day, 19:26:21 batch_cost: 0.3760 data_cost: 0.0007 ips: 10.6379 images/s [05/14 04:08:18] ppdet.engine INFO: Epoch: [15] [3400/7329] learning_rate: 0.000100 loss_class: 0.671268 loss_bbox: 0.170102 loss_giou: 0.444264 loss_class_aux: 3.004426 loss_bbox_aux: 0.728135 loss_giou_aux: 2.012303 loss_class_dn: 0.361983 loss_bbox_dn: 0.205130 loss_giou_dn: 0.485305 loss_class_aux_dn: 1.181041 loss_bbox_aux_dn: 0.739504 loss_giou_aux_dn: 1.655036 loss: 11.789907 eta: 1 day, 19:25:05 batch_cost: 0.3766 data_cost: 0.0008 ips: 10.6206 images/s [05/14 04:09:40] ppdet.engine INFO: Epoch: [15] [3600/7329] learning_rate: 0.000100 loss_class: 0.731171 loss_bbox: 0.169689 loss_giou: 0.493348 loss_class_aux: 3.134578 loss_bbox_aux: 0.764473 loss_giou_aux: 2.107781 loss_class_dn: 0.394105 loss_bbox_dn: 0.199466 loss_giou_dn: 0.502066 loss_class_aux_dn: 1.278948 loss_bbox_aux_dn: 0.717604 loss_giou_aux_dn: 1.672983 loss: 12.552694 eta: 1 day, 19:23:46 batch_cost: 0.3726 data_cost: 0.0008 ips: 10.7356 images/s [05/14 04:11:03] ppdet.engine INFO: Epoch: [15] [3800/7329] learning_rate: 0.000100 loss_class: 0.701560 loss_bbox: 0.166562 loss_giou: 0.428666 loss_class_aux: 2.967095 loss_bbox_aux: 0.748218 loss_giou_aux: 1.827638 loss_class_dn: 0.356787 loss_bbox_dn: 0.204915 loss_giou_dn: 0.455833 loss_class_aux_dn: 1.144619 loss_bbox_aux_dn: 0.725677 loss_giou_aux_dn: 1.518782 loss: 11.775621 eta: 1 day, 19:22:26 batch_cost: 0.3710 data_cost: 0.0007 ips: 10.7823 images/s [05/14 04:12:22] ppdet.engine INFO: Epoch: [15] [4000/7329] learning_rate: 0.000100 loss_class: 0.684589 loss_bbox: 0.162750 loss_giou: 0.436492 loss_class_aux: 2.891429 loss_bbox_aux: 0.738692 loss_giou_aux: 1.847902 loss_class_dn: 0.345347 loss_bbox_dn: 0.216875 loss_giou_dn: 0.450163 loss_class_aux_dn: 1.114636 loss_bbox_aux_dn: 0.739105 loss_giou_aux_dn: 1.498506 loss: 11.594681 eta: 1 day, 19:20:58 batch_cost: 0.3603 data_cost: 0.0007 ips: 11.1029 images/s [05/14 04:13:42] ppdet.engine INFO: Epoch: [15] [4200/7329] learning_rate: 0.000100 loss_class: 0.728220 loss_bbox: 0.172990 loss_giou: 0.494938 loss_class_aux: 3.049219 loss_bbox_aux: 0.766184 loss_giou_aux: 2.158651 loss_class_dn: 0.388699 loss_bbox_dn: 0.220948 loss_giou_dn: 0.529487 loss_class_aux_dn: 1.285953 loss_bbox_aux_dn: 0.807898 loss_giou_aux_dn: 1.757824 loss: 12.671305 eta: 1 day, 19:19:30 batch_cost: 0.3593 data_cost: 0.0007 ips: 11.1312 images/s [05/14 04:15:03] ppdet.engine INFO: Epoch: [15] [4400/7329] learning_rate: 0.000100 loss_class: 0.697498 loss_bbox: 0.163490 loss_giou: 0.443513 loss_class_aux: 3.075341 loss_bbox_aux: 0.752790 loss_giou_aux: 1.885669 loss_class_dn: 0.374637 loss_bbox_dn: 0.214641 loss_giou_dn: 0.487853 loss_class_aux_dn: 1.206885 loss_bbox_aux_dn: 0.748046 loss_giou_aux_dn: 1.622630 loss: 11.856178 eta: 1 day, 19:18:06 batch_cost: 0.3662 data_cost: 0.0007 ips: 10.9219 images/s [05/14 04:16:27] ppdet.engine INFO: Epoch: [15] [4600/7329] learning_rate: 0.000100 loss_class: 0.699422 loss_bbox: 0.176569 loss_giou: 0.439762 loss_class_aux: 3.105104 loss_bbox_aux: 0.779281 loss_giou_aux: 1.852026 loss_class_dn: 0.352565 loss_bbox_dn: 0.228621 loss_giou_dn: 0.443139 loss_class_aux_dn: 1.157986 loss_bbox_aux_dn: 0.806011 loss_giou_aux_dn: 1.476135 loss: 11.749151 eta: 1 day, 19:16:55 batch_cost: 0.3827 data_cost: 0.0007 ips: 10.4525 images/s [05/14 04:17:49] ppdet.engine INFO: Epoch: [15] [4800/7329] learning_rate: 0.000100 loss_class: 0.737948 loss_bbox: 0.177846 loss_giou: 0.517115 loss_class_aux: 3.067348 loss_bbox_aux: 0.779900 loss_giou_aux: 2.218485 loss_class_dn: 0.387620 loss_bbox_dn: 0.233232 loss_giou_dn: 0.512676 loss_class_aux_dn: 1.256055 loss_bbox_aux_dn: 0.829553 loss_giou_aux_dn: 1.721407 loss: 12.694342 eta: 1 day, 19:15:34 batch_cost: 0.3696 data_cost: 0.0008 ips: 10.8214 images/s [05/14 04:19:12] ppdet.engine INFO: Epoch: [15] [5000/7329] learning_rate: 0.000100 loss_class: 0.696100 loss_bbox: 0.180524 loss_giou: 0.463625 loss_class_aux: 2.967786 loss_bbox_aux: 0.795873 loss_giou_aux: 1.978312 loss_class_dn: 0.372467 loss_bbox_dn: 0.228526 loss_giou_dn: 0.489508 loss_class_aux_dn: 1.204620 loss_bbox_aux_dn: 0.785408 loss_giou_aux_dn: 1.617146 loss: 12.254616 eta: 1 day, 19:14:16 batch_cost: 0.3736 data_cost: 0.0008 ips: 10.7068 images/s [05/14 04:20:35] ppdet.engine INFO: Epoch: [15] [5200/7329] learning_rate: 0.000100 loss_class: 0.673607 loss_bbox: 0.166589 loss_giou: 0.467335 loss_class_aux: 2.894053 loss_bbox_aux: 0.711510 loss_giou_aux: 1.985458 loss_class_dn: 0.378577 loss_bbox_dn: 0.200077 loss_giou_dn: 0.478932 loss_class_aux_dn: 1.229827 loss_bbox_aux_dn: 0.735271 loss_giou_aux_dn: 1.627708 loss: 12.038807 eta: 1 day, 19:12:56 batch_cost: 0.3706 data_cost: 0.0008 ips: 10.7923 images/s [05/14 04:21:57] ppdet.engine INFO: Epoch: [15] [5400/7329] learning_rate: 0.000100 loss_class: 0.699542 loss_bbox: 0.160805 loss_giou: 0.420552 loss_class_aux: 3.006548 loss_bbox_aux: 0.706986 loss_giou_aux: 1.788426 loss_class_dn: 0.374461 loss_bbox_dn: 0.216245 loss_giou_dn: 0.441177 loss_class_aux_dn: 1.209745 loss_bbox_aux_dn: 0.749919 loss_giou_aux_dn: 1.484048 loss: 11.451632 eta: 1 day, 19:11:36 batch_cost: 0.3704 data_cost: 0.0007 ips: 10.7991 images/s [05/14 04:23:19] ppdet.engine INFO: Epoch: [15] [5600/7329] learning_rate: 0.000100 loss_class: 0.693747 loss_bbox: 0.159197 loss_giou: 0.446554 loss_class_aux: 2.882277 loss_bbox_aux: 0.710084 loss_giou_aux: 1.896180 loss_class_dn: 0.367481 loss_bbox_dn: 0.200610 loss_giou_dn: 0.482847 loss_class_aux_dn: 1.201511 loss_bbox_aux_dn: 0.713568 loss_giou_aux_dn: 1.606034 loss: 12.325455 eta: 1 day, 19:10:18 batch_cost: 0.3734 data_cost: 0.0007 ips: 10.7110 images/s [05/14 04:24:45] ppdet.engine INFO: Epoch: [15] [5800/7329] learning_rate: 0.000100 loss_class: 0.691492 loss_bbox: 0.168989 loss_giou: 0.453888 loss_class_aux: 2.939766 loss_bbox_aux: 0.743435 loss_giou_aux: 1.938776 loss_class_dn: 0.373862 loss_bbox_dn: 0.214861 loss_giou_dn: 0.486641 loss_class_aux_dn: 1.207883 loss_bbox_aux_dn: 0.756558 loss_giou_aux_dn: 1.640830 loss: 12.374302 eta: 1 day, 19:09:08 batch_cost: 0.3841 data_cost: 0.0008 ips: 10.4131 images/s [05/14 04:26:09] ppdet.engine INFO: Epoch: [15] [6000/7329] learning_rate: 0.000100 loss_class: 0.709834 loss_bbox: 0.176471 loss_giou: 0.469876 loss_class_aux: 3.041133 loss_bbox_aux: 0.775117 loss_giou_aux: 2.045570 loss_class_dn: 0.373135 loss_bbox_dn: 0.204873 loss_giou_dn: 0.483075 loss_class_aux_dn: 1.224920 loss_bbox_aux_dn: 0.726581 loss_giou_aux_dn: 1.632453 loss: 11.924631 eta: 1 day, 19:07:51 batch_cost: 0.3751 data_cost: 0.0008 ips: 10.6645 images/s [05/14 04:27:32] ppdet.engine INFO: Epoch: [15] [6200/7329] learning_rate: 0.000100 loss_class: 0.667183 loss_bbox: 0.170168 loss_giou: 0.395420 loss_class_aux: 2.857665 loss_bbox_aux: 0.752064 loss_giou_aux: 1.722430 loss_class_dn: 0.355067 loss_bbox_dn: 0.225868 loss_giou_dn: 0.439978 loss_class_aux_dn: 1.171486 loss_bbox_aux_dn: 0.800742 loss_giou_aux_dn: 1.474758 loss: 11.397849 eta: 1 day, 19:06:36 batch_cost: 0.3775 data_cost: 0.0008 ips: 10.5959 images/s [05/14 04:28:55] ppdet.engine INFO: Epoch: [15] [6400/7329] learning_rate: 0.000100 loss_class: 0.674219 loss_bbox: 0.167359 loss_giou: 0.455107 loss_class_aux: 2.903858 loss_bbox_aux: 0.748803 loss_giou_aux: 1.995334 loss_class_dn: 0.368644 loss_bbox_dn: 0.198069 loss_giou_dn: 0.465971 loss_class_aux_dn: 1.173919 loss_bbox_aux_dn: 0.720268 loss_giou_aux_dn: 1.552124 loss: 11.657006 eta: 1 day, 19:05:19 batch_cost: 0.3750 data_cost: 0.0008 ips: 10.6665 images/s [05/14 04:30:20] ppdet.engine INFO: Epoch: [15] [6600/7329] learning_rate: 0.000100 loss_class: 0.708170 loss_bbox: 0.162996 loss_giou: 0.436126 loss_class_aux: 2.910200 loss_bbox_aux: 0.741263 loss_giou_aux: 1.929480 loss_class_dn: 0.358579 loss_bbox_dn: 0.205997 loss_giou_dn: 0.497659 loss_class_aux_dn: 1.149097 loss_bbox_aux_dn: 0.729151 loss_giou_aux_dn: 1.691753 loss: 11.932738 eta: 1 day, 19:04:06 batch_cost: 0.3810 data_cost: 0.0008 ips: 10.4978 images/s [05/14 04:31:44] ppdet.engine INFO: Epoch: [15] [6800/7329] learning_rate: 0.000100 loss_class: 0.656176 loss_bbox: 0.165703 loss_giou: 0.438146 loss_class_aux: 2.861767 loss_bbox_aux: 0.731298 loss_giou_aux: 1.883181 loss_class_dn: 0.350134 loss_bbox_dn: 0.208988 loss_giou_dn: 0.466355 loss_class_aux_dn: 1.130334 loss_bbox_aux_dn: 0.741822 loss_giou_aux_dn: 1.533621 loss: 11.543510 eta: 1 day, 19:02:52 batch_cost: 0.3794 data_cost: 0.0008 ips: 10.5430 images/s [05/14 04:33:06] ppdet.engine INFO: Epoch: [15] [7000/7329] learning_rate: 0.000100 loss_class: 0.654311 loss_bbox: 0.150581 loss_giou: 0.397278 loss_class_aux: 2.850955 loss_bbox_aux: 0.661117 loss_giou_aux: 1.714865 loss_class_dn: 0.340755 loss_bbox_dn: 0.178111 loss_giou_dn: 0.417120 loss_class_aux_dn: 1.120918 loss_bbox_aux_dn: 0.645200 loss_giou_aux_dn: 1.401005 loss: 10.856225 eta: 1 day, 19:01:34 batch_cost: 0.3729 data_cost: 0.0007 ips: 10.7273 images/s [05/14 04:34:30] ppdet.engine INFO: Epoch: [15] [7200/7329] learning_rate: 0.000100 loss_class: 0.654972 loss_bbox: 0.165785 loss_giou: 0.421928 loss_class_aux: 2.850985 loss_bbox_aux: 0.754245 loss_giou_aux: 1.839167 loss_class_dn: 0.356058 loss_bbox_dn: 0.218123 loss_giou_dn: 0.438304 loss_class_aux_dn: 1.168608 loss_bbox_aux_dn: 0.769361 loss_giou_aux_dn: 1.463658 loss: 11.689166 eta: 1 day, 19:00:20 batch_cost: 0.3791 data_cost: 0.0008 ips: 10.5526 images/s [05/14 04:35:26] ppdet.engine INFO: Eval iter: 0 [05/14 04:35:34] ppdet.engine INFO: Eval iter: 100 [05/14 04:35:41] ppdet.engine INFO: Eval iter: 200 [05/14 04:35:49] ppdet.engine INFO: Eval iter: 300 [05/14 04:35:57] ppdet.engine INFO: Eval iter: 400 [05/14 04:36:04] ppdet.engine INFO: Eval iter: 500 [05/14 04:36:12] ppdet.engine INFO: Eval iter: 600 [05/14 04:36:19] ppdet.engine INFO: Eval iter: 700 [05/14 04:36:27] ppdet.engine INFO: Eval iter: 800 [05/14 04:36:35] ppdet.engine INFO: Eval iter: 900 [05/14 04:36:43] ppdet.engine INFO: Eval iter: 1000 [05/14 04:36:50] ppdet.engine INFO: Eval iter: 1100 [05/14 04:36:58] ppdet.engine INFO: Eval iter: 1200 [05/14 04:37:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.49s) creating index... index created! [05/14 04:37:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.43s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=97.94s). Accumulating evaluation results... DONE (t=24.95s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.442 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.612 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.478 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.261 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.476 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.613 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.352 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.594 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.448 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 ] = 0.856 [05/14 04:39:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 51.69552839615177 [05/14 04:39:44] ppdet.engine INFO: Best test bbox ap is 0.442. [05/14 04:39:47] ppdet.engine INFO: Epoch: [16] [ 0/7329] learning_rate: 0.000100 loss_class: 0.706854 loss_bbox: 0.176086 loss_giou: 0.474610 loss_class_aux: 3.002860 loss_bbox_aux: 0.761158 loss_giou_aux: 2.042697 loss_class_dn: 0.385924 loss_bbox_dn: 0.217962 loss_giou_dn: 0.503181 loss_class_aux_dn: 1.263374 loss_bbox_aux_dn: 0.784324 loss_giou_aux_dn: 1.714287 loss: 12.729229 eta: 1 day, 18:59:29 batch_cost: 0.3756 data_cost: 0.0008 ips: 10.6500 images/s [05/14 04:41:11] ppdet.engine INFO: Epoch: [16] [ 200/7329] learning_rate: 0.000100 loss_class: 0.686095 loss_bbox: 0.175494 loss_giou: 0.395411 loss_class_aux: 2.934394 loss_bbox_aux: 0.767727 loss_giou_aux: 1.795174 loss_class_dn: 0.366675 loss_bbox_dn: 0.213356 loss_giou_dn: 0.453369 loss_class_aux_dn: 1.186719 loss_bbox_aux_dn: 0.770072 loss_giou_aux_dn: 1.514485 loss: 11.818536 eta: 1 day, 18:58:13 batch_cost: 0.3766 data_cost: 0.0008 ips: 10.6217 images/s [05/14 04:42:35] ppdet.engine INFO: Epoch: [16] [ 400/7329] learning_rate: 0.000100 loss_class: 0.716552 loss_bbox: 0.170955 loss_giou: 0.465694 loss_class_aux: 3.077233 loss_bbox_aux: 0.759723 loss_giou_aux: 2.032210 loss_class_dn: 0.377869 loss_bbox_dn: 0.206205 loss_giou_dn: 0.481184 loss_class_aux_dn: 1.255637 loss_bbox_aux_dn: 0.763173 loss_giou_aux_dn: 1.600709 loss: 12.312710 eta: 1 day, 18:56:57 batch_cost: 0.3765 data_cost: 0.0008 ips: 10.6243 images/s [05/14 04:43:57] ppdet.engine INFO: Epoch: [16] [ 600/7329] learning_rate: 0.000100 loss_class: 0.716573 loss_bbox: 0.165872 loss_giou: 0.397425 loss_class_aux: 3.103821 loss_bbox_aux: 0.705169 loss_giou_aux: 1.804924 loss_class_dn: 0.366023 loss_bbox_dn: 0.204050 loss_giou_dn: 0.446965 loss_class_aux_dn: 1.198922 loss_bbox_aux_dn: 0.723153 loss_giou_aux_dn: 1.537191 loss: 12.118996 eta: 1 day, 18:55:39 batch_cost: 0.3728 data_cost: 0.0008 ips: 10.7303 images/s [05/14 04:45:20] ppdet.engine INFO: Epoch: [16] [ 800/7329] learning_rate: 0.000100 loss_class: 0.667461 loss_bbox: 0.156630 loss_giou: 0.360903 loss_class_aux: 2.819873 loss_bbox_aux: 0.708817 loss_giou_aux: 1.614420 loss_class_dn: 0.345898 loss_bbox_dn: 0.195464 loss_giou_dn: 0.409341 loss_class_aux_dn: 1.139482 loss_bbox_aux_dn: 0.723064 loss_giou_aux_dn: 1.390987 loss: 11.017923 eta: 1 day, 18:54:20 batch_cost: 0.3715 data_cost: 0.0008 ips: 10.7665 images/s [05/14 04:46:43] ppdet.engine INFO: Epoch: [16] [1000/7329] learning_rate: 0.000100 loss_class: 0.720178 loss_bbox: 0.170816 loss_giou: 0.471281 loss_class_aux: 3.101794 loss_bbox_aux: 0.754950 loss_giou_aux: 2.007997 loss_class_dn: 0.386759 loss_bbox_dn: 0.213392 loss_giou_dn: 0.535216 loss_class_aux_dn: 1.233036 loss_bbox_aux_dn: 0.755247 loss_giou_aux_dn: 1.758020 loss: 12.729704 eta: 1 day, 18:53:02 batch_cost: 0.3746 data_cost: 0.0008 ips: 10.6778 images/s [05/14 04:48:06] ppdet.engine INFO: Epoch: [16] [1200/7329] learning_rate: 0.000100 loss_class: 0.753220 loss_bbox: 0.172523 loss_giou: 0.471064 loss_class_aux: 3.265846 loss_bbox_aux: 0.759543 loss_giou_aux: 2.092883 loss_class_dn: 0.367423 loss_bbox_dn: 0.212118 loss_giou_dn: 0.506003 loss_class_aux_dn: 1.196842 loss_bbox_aux_dn: 0.739660 loss_giou_aux_dn: 1.650070 loss: 12.762093 eta: 1 day, 18:51:45 batch_cost: 0.3744 data_cost: 0.0008 ips: 10.6845 images/s [05/14 04:49:29] ppdet.engine INFO: Epoch: [16] [1400/7329] learning_rate: 0.000100 loss_class: 0.690358 loss_bbox: 0.173076 loss_giou: 0.427727 loss_class_aux: 3.042686 loss_bbox_aux: 0.776629 loss_giou_aux: 1.879488 loss_class_dn: 0.386411 loss_bbox_dn: 0.232441 loss_giou_dn: 0.463250 loss_class_aux_dn: 1.274670 loss_bbox_aux_dn: 0.815408 loss_giou_aux_dn: 1.548392 loss: 12.013395 eta: 1 day, 18:50:27 batch_cost: 0.3736 data_cost: 0.0008 ips: 10.7061 images/s [05/14 04:50:54] ppdet.engine INFO: Epoch: [16] [1600/7329] learning_rate: 0.000100 loss_class: 0.701490 loss_bbox: 0.160887 loss_giou: 0.405859 loss_class_aux: 2.970299 loss_bbox_aux: 0.729610 loss_giou_aux: 1.775506 loss_class_dn: 0.353473 loss_bbox_dn: 0.213435 loss_giou_dn: 0.464680 loss_class_aux_dn: 1.159452 loss_bbox_aux_dn: 0.773169 loss_giou_aux_dn: 1.550687 loss: 11.882221 eta: 1 day, 18:49:16 batch_cost: 0.3833 data_cost: 0.0008 ips: 10.4369 images/s [05/14 04:52:17] ppdet.engine INFO: Epoch: [16] [1800/7329] learning_rate: 0.000100 loss_class: 0.698420 loss_bbox: 0.165188 loss_giou: 0.424418 loss_class_aux: 2.915077 loss_bbox_aux: 0.717055 loss_giou_aux: 1.819889 loss_class_dn: 0.352765 loss_bbox_dn: 0.212746 loss_giou_dn: 0.432775 loss_class_aux_dn: 1.118488 loss_bbox_aux_dn: 0.743972 loss_giou_aux_dn: 1.484709 loss: 11.187142 eta: 1 day, 18:47:58 batch_cost: 0.3735 data_cost: 0.0008 ips: 10.7099 images/s [05/14 04:53:41] ppdet.engine INFO: Epoch: [16] [2000/7329] learning_rate: 0.000100 loss_class: 0.690022 loss_bbox: 0.163936 loss_giou: 0.456382 loss_class_aux: 3.005110 loss_bbox_aux: 0.707033 loss_giou_aux: 1.919235 loss_class_dn: 0.375736 loss_bbox_dn: 0.186312 loss_giou_dn: 0.484385 loss_class_aux_dn: 1.227144 loss_bbox_aux_dn: 0.655574 loss_giou_aux_dn: 1.658868 loss: 12.026993 eta: 1 day, 18:46:43 batch_cost: 0.3775 data_cost: 0.0008 ips: 10.5958 images/s [05/14 04:55:06] ppdet.engine INFO: Epoch: [16] [2200/7329] learning_rate: 0.000100 loss_class: 0.680606 loss_bbox: 0.156028 loss_giou: 0.419426 loss_class_aux: 2.915949 loss_bbox_aux: 0.674814 loss_giou_aux: 1.811629 loss_class_dn: 0.356224 loss_bbox_dn: 0.200407 loss_giou_dn: 0.431278 loss_class_aux_dn: 1.131574 loss_bbox_aux_dn: 0.736195 loss_giou_aux_dn: 1.447617 loss: 11.410749 eta: 1 day, 18:45:31 batch_cost: 0.3819 data_cost: 0.0007 ips: 10.4749 images/s [05/14 04:56:28] ppdet.engine INFO: Epoch: [16] [2400/7329] learning_rate: 0.000100 loss_class: 0.674807 loss_bbox: 0.181976 loss_giou: 0.462007 loss_class_aux: 2.890066 loss_bbox_aux: 0.779355 loss_giou_aux: 1.996381 loss_class_dn: 0.362969 loss_bbox_dn: 0.234106 loss_giou_dn: 0.487962 loss_class_aux_dn: 1.191171 loss_bbox_aux_dn: 0.828002 loss_giou_aux_dn: 1.607885 loss: 12.484385 eta: 1 day, 18:44:11 batch_cost: 0.3695 data_cost: 0.0008 ips: 10.8241 images/s [05/14 04:57:50] ppdet.engine INFO: Epoch: [16] [2600/7329] learning_rate: 0.000100 loss_class: 0.688433 loss_bbox: 0.170630 loss_giou: 0.405608 loss_class_aux: 2.978876 loss_bbox_aux: 0.766690 loss_giou_aux: 1.766392 loss_class_dn: 0.360649 loss_bbox_dn: 0.223865 loss_giou_dn: 0.426050 loss_class_aux_dn: 1.188940 loss_bbox_aux_dn: 0.816248 loss_giou_aux_dn: 1.483193 loss: 11.504683 eta: 1 day, 18:42:50 batch_cost: 0.3702 data_cost: 0.0007 ips: 10.8051 images/s [05/14 04:59:12] ppdet.engine INFO: Epoch: [16] [2800/7329] learning_rate: 0.000100 loss_class: 0.748703 loss_bbox: 0.174714 loss_giou: 0.494153 loss_class_aux: 3.206471 loss_bbox_aux: 0.789824 loss_giou_aux: 2.143544 loss_class_dn: 0.387787 loss_bbox_dn: 0.215407 loss_giou_dn: 0.508180 loss_class_aux_dn: 1.239337 loss_bbox_aux_dn: 0.776649 loss_giou_aux_dn: 1.672578 loss: 12.526880 eta: 1 day, 18:41:31 batch_cost: 0.3708 data_cost: 0.0008 ips: 10.7868 images/s [05/14 05:00:35] ppdet.engine INFO: Epoch: [16] [3000/7329] learning_rate: 0.000100 loss_class: 0.718113 loss_bbox: 0.165390 loss_giou: 0.487352 loss_class_aux: 3.032392 loss_bbox_aux: 0.718159 loss_giou_aux: 2.092346 loss_class_dn: 0.380843 loss_bbox_dn: 0.210477 loss_giou_dn: 0.488358 loss_class_aux_dn: 1.230288 loss_bbox_aux_dn: 0.752147 loss_giou_aux_dn: 1.612332 loss: 12.376688 eta: 1 day, 18:40:12 batch_cost: 0.3720 data_cost: 0.0008 ips: 10.7522 images/s [05/14 05:01:58] ppdet.engine INFO: Epoch: [16] [3200/7329] learning_rate: 0.000100 loss_class: 0.695923 loss_bbox: 0.168785 loss_giou: 0.478169 loss_class_aux: 3.005144 loss_bbox_aux: 0.732585 loss_giou_aux: 2.072117 loss_class_dn: 0.381250 loss_bbox_dn: 0.208420 loss_giou_dn: 0.488365 loss_class_aux_dn: 1.229630 loss_bbox_aux_dn: 0.718128 loss_giou_aux_dn: 1.624951 loss: 12.179529 eta: 1 day, 18:38:54 batch_cost: 0.3729 data_cost: 0.0008 ips: 10.7273 images/s [05/14 05:03:20] ppdet.engine INFO: Epoch: [16] [3400/7329] learning_rate: 0.000100 loss_class: 0.722219 loss_bbox: 0.184285 loss_giou: 0.508070 loss_class_aux: 3.139702 loss_bbox_aux: 0.821113 loss_giou_aux: 2.195600 loss_class_dn: 0.394141 loss_bbox_dn: 0.220779 loss_giou_dn: 0.521262 loss_class_aux_dn: 1.289193 loss_bbox_aux_dn: 0.774594 loss_giou_aux_dn: 1.740372 loss: 12.808917 eta: 1 day, 18:37:34 batch_cost: 0.3706 data_cost: 0.0007 ips: 10.7947 images/s [05/14 05:04:42] ppdet.engine INFO: Epoch: [16] [3600/7329] learning_rate: 0.000100 loss_class: 0.702087 loss_bbox: 0.161566 loss_giou: 0.404041 loss_class_aux: 3.001912 loss_bbox_aux: 0.757861 loss_giou_aux: 1.770402 loss_class_dn: 0.359259 loss_bbox_dn: 0.205714 loss_giou_dn: 0.453890 loss_class_aux_dn: 1.168821 loss_bbox_aux_dn: 0.744577 loss_giou_aux_dn: 1.534391 loss: 11.542570 eta: 1 day, 18:36:14 batch_cost: 0.3707 data_cost: 0.0008 ips: 10.7918 images/s [05/14 05:06:07] ppdet.engine INFO: Epoch: [16] [3800/7329] learning_rate: 0.000100 loss_class: 0.691976 loss_bbox: 0.167953 loss_giou: 0.418037 loss_class_aux: 2.931746 loss_bbox_aux: 0.753066 loss_giou_aux: 1.859014 loss_class_dn: 0.356448 loss_bbox_dn: 0.205406 loss_giou_dn: 0.431305 loss_class_aux_dn: 1.148679 loss_bbox_aux_dn: 0.743547 loss_giou_aux_dn: 1.523144 loss: 11.936964 eta: 1 day, 18:35:01 batch_cost: 0.3802 data_cost: 0.0008 ips: 10.5218 images/s [05/14 05:07:30] ppdet.engine INFO: Epoch: [16] [4000/7329] learning_rate: 0.000100 loss_class: 0.695700 loss_bbox: 0.170343 loss_giou: 0.461339 loss_class_aux: 2.994101 loss_bbox_aux: 0.738858 loss_giou_aux: 1.969419 loss_class_dn: 0.369408 loss_bbox_dn: 0.215965 loss_giou_dn: 0.485673 loss_class_aux_dn: 1.210642 loss_bbox_aux_dn: 0.779245 loss_giou_aux_dn: 1.638045 loss: 12.005326 eta: 1 day, 18:33:45 batch_cost: 0.3762 data_cost: 0.0008 ips: 10.6331 images/s [05/14 05:08:52] ppdet.engine INFO: Epoch: [16] [4200/7329] learning_rate: 0.000100 loss_class: 0.717472 loss_bbox: 0.179963 loss_giou: 0.503505 loss_class_aux: 3.052087 loss_bbox_aux: 0.777077 loss_giou_aux: 2.167563 loss_class_dn: 0.400800 loss_bbox_dn: 0.211214 loss_giou_dn: 0.510929 loss_class_aux_dn: 1.307725 loss_bbox_aux_dn: 0.762491 loss_giou_aux_dn: 1.718807 loss: 12.761517 eta: 1 day, 18:32:26 batch_cost: 0.3717 data_cost: 0.0007 ips: 10.7611 images/s [05/14 05:10:13] ppdet.engine INFO: Epoch: [16] [4400/7329] learning_rate: 0.000100 loss_class: 0.702323 loss_bbox: 0.175951 loss_giou: 0.497217 loss_class_aux: 3.046426 loss_bbox_aux: 0.775554 loss_giou_aux: 2.080776 loss_class_dn: 0.390623 loss_bbox_dn: 0.219284 loss_giou_dn: 0.516402 loss_class_aux_dn: 1.269635 loss_bbox_aux_dn: 0.791494 loss_giou_aux_dn: 1.686686 loss: 12.991539 eta: 1 day, 18:31:01 batch_cost: 0.3622 data_cost: 0.0007 ips: 11.0422 images/s [05/14 05:11:31] ppdet.engine INFO: Epoch: [16] [4600/7329] learning_rate: 0.000100 loss_class: 0.712744 loss_bbox: 0.163067 loss_giou: 0.472462 loss_class_aux: 3.030067 loss_bbox_aux: 0.728840 loss_giou_aux: 2.075087 loss_class_dn: 0.374321 loss_bbox_dn: 0.205708 loss_giou_dn: 0.502866 loss_class_aux_dn: 1.236375 loss_bbox_aux_dn: 0.743787 loss_giou_aux_dn: 1.685006 loss: 12.874275 eta: 1 day, 18:29:29 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3430 images/s [05/14 05:12:49] ppdet.engine INFO: Epoch: [16] [4800/7329] learning_rate: 0.000100 loss_class: 0.691957 loss_bbox: 0.162190 loss_giou: 0.462721 loss_class_aux: 3.095871 loss_bbox_aux: 0.713758 loss_giou_aux: 1.949651 loss_class_dn: 0.368282 loss_bbox_dn: 0.202997 loss_giou_dn: 0.471314 loss_class_aux_dn: 1.226327 loss_bbox_aux_dn: 0.752608 loss_giou_aux_dn: 1.567105 loss: 12.101526 eta: 1 day, 18:27:57 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3709 images/s [05/14 05:14:06] ppdet.engine INFO: Epoch: [16] [5000/7329] learning_rate: 0.000100 loss_class: 0.700520 loss_bbox: 0.162435 loss_giou: 0.446717 loss_class_aux: 2.988462 loss_bbox_aux: 0.723540 loss_giou_aux: 1.953816 loss_class_dn: 0.373576 loss_bbox_dn: 0.216934 loss_giou_dn: 0.479873 loss_class_aux_dn: 1.214348 loss_bbox_aux_dn: 0.766450 loss_giou_aux_dn: 1.598608 loss: 11.720975 eta: 1 day, 18:26:24 batch_cost: 0.3505 data_cost: 0.0009 ips: 11.4122 images/s [05/14 05:15:25] ppdet.engine INFO: Epoch: [16] [5200/7329] learning_rate: 0.000100 loss_class: 0.698319 loss_bbox: 0.172819 loss_giou: 0.500769 loss_class_aux: 3.042336 loss_bbox_aux: 0.741171 loss_giou_aux: 2.063876 loss_class_dn: 0.373149 loss_bbox_dn: 0.208631 loss_giou_dn: 0.497373 loss_class_aux_dn: 1.224656 loss_bbox_aux_dn: 0.737208 loss_giou_aux_dn: 1.666392 loss: 12.357496 eta: 1 day, 18:24:54 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3081 images/s [05/14 05:16:48] ppdet.engine INFO: Epoch: [16] [5400/7329] learning_rate: 0.000100 loss_class: 0.669707 loss_bbox: 0.160614 loss_giou: 0.440010 loss_class_aux: 2.945604 loss_bbox_aux: 0.736242 loss_giou_aux: 1.913235 loss_class_dn: 0.370433 loss_bbox_dn: 0.216523 loss_giou_dn: 0.479234 loss_class_aux_dn: 1.181241 loss_bbox_aux_dn: 0.767663 loss_giou_aux_dn: 1.613822 loss: 11.861152 eta: 1 day, 18:23:35 batch_cost: 0.3713 data_cost: 0.0007 ips: 10.7743 images/s [05/14 05:18:07] ppdet.engine INFO: Epoch: [16] [5600/7329] learning_rate: 0.000100 loss_class: 0.726727 loss_bbox: 0.179275 loss_giou: 0.442030 loss_class_aux: 3.092883 loss_bbox_aux: 0.804069 loss_giou_aux: 2.016121 loss_class_dn: 0.380551 loss_bbox_dn: 0.227232 loss_giou_dn: 0.494689 loss_class_aux_dn: 1.239964 loss_bbox_aux_dn: 0.791676 loss_giou_aux_dn: 1.663093 loss: 12.645016 eta: 1 day, 18:22:06 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2235 images/s [05/14 05:19:25] ppdet.engine INFO: Epoch: [16] [5800/7329] learning_rate: 0.000100 loss_class: 0.700703 loss_bbox: 0.165565 loss_giou: 0.544963 loss_class_aux: 3.063453 loss_bbox_aux: 0.731072 loss_giou_aux: 2.339639 loss_class_dn: 0.401223 loss_bbox_dn: 0.192065 loss_giou_dn: 0.551539 loss_class_aux_dn: 1.285038 loss_bbox_aux_dn: 0.684150 loss_giou_aux_dn: 1.899252 loss: 13.543321 eta: 1 day, 18:20:35 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3244 images/s [05/14 05:20:43] ppdet.engine INFO: Epoch: [16] [6000/7329] learning_rate: 0.000100 loss_class: 0.686847 loss_bbox: 0.173522 loss_giou: 0.445645 loss_class_aux: 3.003899 loss_bbox_aux: 0.749977 loss_giou_aux: 1.965198 loss_class_dn: 0.372475 loss_bbox_dn: 0.204657 loss_giou_dn: 0.461372 loss_class_aux_dn: 1.226200 loss_bbox_aux_dn: 0.738013 loss_giou_aux_dn: 1.561221 loss: 11.914867 eta: 1 day, 18:19:04 batch_cost: 0.3530 data_cost: 0.0006 ips: 11.3318 images/s [05/14 05:22:01] ppdet.engine INFO: Epoch: [16] [6200/7329] learning_rate: 0.000100 loss_class: 0.700014 loss_bbox: 0.167398 loss_giou: 0.436096 loss_class_aux: 2.948762 loss_bbox_aux: 0.744411 loss_giou_aux: 1.885809 loss_class_dn: 0.360008 loss_bbox_dn: 0.217164 loss_giou_dn: 0.470096 loss_class_aux_dn: 1.156881 loss_bbox_aux_dn: 0.788482 loss_giou_aux_dn: 1.553421 loss: 11.762874 eta: 1 day, 18:17:32 batch_cost: 0.3517 data_cost: 0.0006 ips: 11.3735 images/s [05/14 05:23:24] ppdet.engine INFO: Epoch: [16] [6400/7329] learning_rate: 0.000100 loss_class: 0.672787 loss_bbox: 0.170824 loss_giou: 0.492243 loss_class_aux: 2.922212 loss_bbox_aux: 0.735003 loss_giou_aux: 2.164084 loss_class_dn: 0.361359 loss_bbox_dn: 0.191148 loss_giou_dn: 0.504218 loss_class_aux_dn: 1.173638 loss_bbox_aux_dn: 0.683528 loss_giou_aux_dn: 1.663093 loss: 12.085152 eta: 1 day, 18:16:16 batch_cost: 0.3750 data_cost: 0.0007 ips: 10.6681 images/s [05/14 05:24:42] ppdet.engine INFO: Epoch: [16] [6600/7329] learning_rate: 0.000100 loss_class: 0.711121 loss_bbox: 0.170894 loss_giou: 0.435080 loss_class_aux: 3.005153 loss_bbox_aux: 0.799665 loss_giou_aux: 1.890101 loss_class_dn: 0.365758 loss_bbox_dn: 0.215678 loss_giou_dn: 0.453081 loss_class_aux_dn: 1.164146 loss_bbox_aux_dn: 0.752794 loss_giou_aux_dn: 1.526210 loss: 11.688427 eta: 1 day, 18:14:46 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2702 images/s [05/14 05:26:00] ppdet.engine INFO: Epoch: [16] [6800/7329] learning_rate: 0.000100 loss_class: 0.642723 loss_bbox: 0.145438 loss_giou: 0.395078 loss_class_aux: 2.754592 loss_bbox_aux: 0.650880 loss_giou_aux: 1.686686 loss_class_dn: 0.335360 loss_bbox_dn: 0.193214 loss_giou_dn: 0.427738 loss_class_aux_dn: 1.122349 loss_bbox_aux_dn: 0.684608 loss_giou_aux_dn: 1.450508 loss: 11.477943 eta: 1 day, 18:13:16 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3099 images/s [05/14 05:27:19] ppdet.engine INFO: Epoch: [16] [7000/7329] learning_rate: 0.000100 loss_class: 0.727155 loss_bbox: 0.173783 loss_giou: 0.440257 loss_class_aux: 3.096218 loss_bbox_aux: 0.764119 loss_giou_aux: 1.955066 loss_class_dn: 0.389380 loss_bbox_dn: 0.207526 loss_giou_dn: 0.487246 loss_class_aux_dn: 1.266997 loss_bbox_aux_dn: 0.729342 loss_giou_aux_dn: 1.597407 loss: 12.168379 eta: 1 day, 18:11:46 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3149 images/s [05/14 05:28:37] ppdet.engine INFO: Epoch: [16] [7200/7329] learning_rate: 0.000100 loss_class: 0.692862 loss_bbox: 0.171780 loss_giou: 0.449744 loss_class_aux: 2.969784 loss_bbox_aux: 0.754396 loss_giou_aux: 1.960038 loss_class_dn: 0.365955 loss_bbox_dn: 0.207674 loss_giou_dn: 0.456514 loss_class_aux_dn: 1.193990 loss_bbox_aux_dn: 0.725995 loss_giou_aux_dn: 1.545007 loss: 12.244528 eta: 1 day, 18:10:16 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2842 images/s [05/14 05:29:32] ppdet.engine INFO: Eval iter: 0 [05/14 05:29:39] ppdet.engine INFO: Eval iter: 100 [05/14 05:29:47] ppdet.engine INFO: Eval iter: 200 [05/14 05:29:54] ppdet.engine INFO: Eval iter: 300 [05/14 05:30:01] ppdet.engine INFO: Eval iter: 400 [05/14 05:30:09] ppdet.engine INFO: Eval iter: 500 [05/14 05:30:16] ppdet.engine INFO: Eval iter: 600 [05/14 05:30:24] ppdet.engine INFO: Eval iter: 700 [05/14 05:30:32] ppdet.engine INFO: Eval iter: 800 [05/14 05:30:39] ppdet.engine INFO: Eval iter: 900 [05/14 05:30:46] ppdet.engine INFO: Eval iter: 1000 [05/14 05:30:54] ppdet.engine INFO: Eval iter: 1100 [05/14 05:31:02] ppdet.engine INFO: Eval iter: 1200 [05/14 05:31:25] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.47s) creating index... index created! [05/14 05:31:27] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.56s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=91.89s). Accumulating evaluation results... DONE (t=22.54s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.444 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.615 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.480 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.262 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.479 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.353 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.598 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.670 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 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.860 [05/14 05:33:37] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.23951671974112 [05/14 05:33:37] ppdet.engine INFO: Best test bbox ap is 0.444. [05/14 05:33:31] ppdet.engine INFO: Epoch: [17] [ 0/7329] learning_rate: 0.000100 loss_class: 0.702773 loss_bbox: 0.172165 loss_giou: 0.491505 loss_class_aux: 2.976285 loss_bbox_aux: 0.734590 loss_giou_aux: 2.093572 loss_class_dn: 0.377036 loss_bbox_dn: 0.206365 loss_giou_dn: 0.473835 loss_class_aux_dn: 1.225967 loss_bbox_aux_dn: 0.735342 loss_giou_aux_dn: 1.571128 loss: 12.291133 eta: 1 day, 18:09:21 batch_cost: 0.3589 data_cost: 0.0007 ips: 11.1466 images/s [05/14 05:34:59] ppdet.engine INFO: Epoch: [17] [ 200/7329] learning_rate: 0.000100 loss_class: 0.735346 loss_bbox: 0.176380 loss_giou: 0.449081 loss_class_aux: 3.160471 loss_bbox_aux: 0.812051 loss_giou_aux: 1.897392 loss_class_dn: 0.376265 loss_bbox_dn: 0.216946 loss_giou_dn: 0.488892 loss_class_aux_dn: 1.205907 loss_bbox_aux_dn: 0.751591 loss_giou_aux_dn: 1.650482 loss: 12.677225 eta: 1 day, 18:07:51 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3281 images/s [05/14 05:36:19] ppdet.engine INFO: Epoch: [17] [ 400/7329] learning_rate: 0.000100 loss_class: 0.678594 loss_bbox: 0.169559 loss_giou: 0.426534 loss_class_aux: 2.933587 loss_bbox_aux: 0.738744 loss_giou_aux: 1.807077 loss_class_dn: 0.351101 loss_bbox_dn: 0.210981 loss_giou_dn: 0.428958 loss_class_aux_dn: 1.149093 loss_bbox_aux_dn: 0.749393 loss_giou_aux_dn: 1.444294 loss: 11.063612 eta: 1 day, 18:06:23 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2007 images/s [05/14 05:37:37] ppdet.engine INFO: Epoch: [17] [ 600/7329] learning_rate: 0.000100 loss_class: 0.697211 loss_bbox: 0.166571 loss_giou: 0.472203 loss_class_aux: 2.978228 loss_bbox_aux: 0.745610 loss_giou_aux: 2.013890 loss_class_dn: 0.366612 loss_bbox_dn: 0.209473 loss_giou_dn: 0.472650 loss_class_aux_dn: 1.206258 loss_bbox_aux_dn: 0.775789 loss_giou_aux_dn: 1.548717 loss: 11.656490 eta: 1 day, 18:04:52 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3933 images/s [05/14 05:38:55] ppdet.engine INFO: Epoch: [17] [ 800/7329] learning_rate: 0.000100 loss_class: 0.648769 loss_bbox: 0.175766 loss_giou: 0.430814 loss_class_aux: 2.944960 loss_bbox_aux: 0.757911 loss_giou_aux: 1.850407 loss_class_dn: 0.355129 loss_bbox_dn: 0.209075 loss_giou_dn: 0.439184 loss_class_aux_dn: 1.187016 loss_bbox_aux_dn: 0.735209 loss_giou_aux_dn: 1.522894 loss: 11.923948 eta: 1 day, 18:03:21 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3452 images/s [05/14 05:40:13] ppdet.engine INFO: Epoch: [17] [1000/7329] learning_rate: 0.000100 loss_class: 0.657387 loss_bbox: 0.164046 loss_giou: 0.389600 loss_class_aux: 2.821480 loss_bbox_aux: 0.719515 loss_giou_aux: 1.773375 loss_class_dn: 0.339039 loss_bbox_dn: 0.206659 loss_giou_dn: 0.436451 loss_class_aux_dn: 1.090371 loss_bbox_aux_dn: 0.730487 loss_giou_aux_dn: 1.456513 loss: 11.547454 eta: 1 day, 18:01:50 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3587 images/s [05/14 05:41:33] ppdet.engine INFO: Epoch: [17] [1200/7329] learning_rate: 0.000100 loss_class: 0.685742 loss_bbox: 0.168207 loss_giou: 0.396189 loss_class_aux: 2.883591 loss_bbox_aux: 0.730245 loss_giou_aux: 1.730823 loss_class_dn: 0.346166 loss_bbox_dn: 0.199562 loss_giou_dn: 0.429029 loss_class_aux_dn: 1.141421 loss_bbox_aux_dn: 0.733942 loss_giou_aux_dn: 1.428294 loss: 11.354587 eta: 1 day, 18:00:24 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1293 images/s [05/14 05:42:51] ppdet.engine INFO: Epoch: [17] [1400/7329] learning_rate: 0.000100 loss_class: 0.711102 loss_bbox: 0.156090 loss_giou: 0.450659 loss_class_aux: 2.968138 loss_bbox_aux: 0.676203 loss_giou_aux: 1.946853 loss_class_dn: 0.381769 loss_bbox_dn: 0.190076 loss_giou_dn: 0.458322 loss_class_aux_dn: 1.218976 loss_bbox_aux_dn: 0.679507 loss_giou_aux_dn: 1.543442 loss: 11.709974 eta: 1 day, 17:58:56 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2471 images/s [05/14 05:44:09] ppdet.engine INFO: Epoch: [17] [1600/7329] learning_rate: 0.000100 loss_class: 0.643119 loss_bbox: 0.160802 loss_giou: 0.436067 loss_class_aux: 2.776606 loss_bbox_aux: 0.717036 loss_giou_aux: 1.882428 loss_class_dn: 0.348789 loss_bbox_dn: 0.196591 loss_giou_dn: 0.441841 loss_class_aux_dn: 1.128356 loss_bbox_aux_dn: 0.702668 loss_giou_aux_dn: 1.504944 loss: 11.094728 eta: 1 day, 17:57:24 batch_cost: 0.3501 data_cost: 0.0007 ips: 11.4259 images/s [05/14 05:45:28] ppdet.engine INFO: Epoch: [17] [1800/7329] learning_rate: 0.000100 loss_class: 0.693345 loss_bbox: 0.154391 loss_giou: 0.483482 loss_class_aux: 3.048673 loss_bbox_aux: 0.702362 loss_giou_aux: 2.099717 loss_class_dn: 0.369961 loss_bbox_dn: 0.193722 loss_giou_dn: 0.511652 loss_class_aux_dn: 1.211986 loss_bbox_aux_dn: 0.705127 loss_giou_aux_dn: 1.691806 loss: 11.750019 eta: 1 day, 17:55:55 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2941 images/s [05/14 05:46:45] ppdet.engine INFO: Epoch: [17] [2000/7329] learning_rate: 0.000100 loss_class: 0.665826 loss_bbox: 0.155495 loss_giou: 0.406896 loss_class_aux: 2.956371 loss_bbox_aux: 0.677434 loss_giou_aux: 1.735073 loss_class_dn: 0.341204 loss_bbox_dn: 0.198100 loss_giou_dn: 0.409884 loss_class_aux_dn: 1.133914 loss_bbox_aux_dn: 0.718557 loss_giou_aux_dn: 1.391539 loss: 11.016926 eta: 1 day, 17:54:21 batch_cost: 0.3477 data_cost: 0.0007 ips: 11.5050 images/s [05/14 05:48:06] ppdet.engine INFO: Epoch: [17] [2200/7329] learning_rate: 0.000100 loss_class: 0.719290 loss_bbox: 0.167428 loss_giou: 0.504348 loss_class_aux: 3.149197 loss_bbox_aux: 0.766369 loss_giou_aux: 2.197476 loss_class_dn: 0.373935 loss_bbox_dn: 0.213231 loss_giou_dn: 0.521667 loss_class_aux_dn: 1.217277 loss_bbox_aux_dn: 0.756817 loss_giou_aux_dn: 1.689753 loss: 12.426285 eta: 1 day, 17:52:57 batch_cost: 0.3619 data_cost: 0.0007 ips: 11.0534 images/s [05/14 05:49:23] ppdet.engine INFO: Epoch: [17] [2400/7329] learning_rate: 0.000100 loss_class: 0.721000 loss_bbox: 0.168685 loss_giou: 0.453109 loss_class_aux: 3.071577 loss_bbox_aux: 0.735083 loss_giou_aux: 1.887933 loss_class_dn: 0.367121 loss_bbox_dn: 0.227639 loss_giou_dn: 0.477141 loss_class_aux_dn: 1.206682 loss_bbox_aux_dn: 0.799382 loss_giou_aux_dn: 1.617738 loss: 12.047597 eta: 1 day, 17:51:26 batch_cost: 0.3503 data_cost: 0.0007 ips: 11.4196 images/s [05/14 05:50:44] ppdet.engine INFO: Epoch: [17] [2600/7329] learning_rate: 0.000100 loss_class: 0.699301 loss_bbox: 0.158871 loss_giou: 0.453393 loss_class_aux: 2.967577 loss_bbox_aux: 0.680332 loss_giou_aux: 1.943431 loss_class_dn: 0.373201 loss_bbox_dn: 0.186754 loss_giou_dn: 0.461848 loss_class_aux_dn: 1.214321 loss_bbox_aux_dn: 0.670543 loss_giou_aux_dn: 1.545148 loss: 12.097509 eta: 1 day, 17:50:02 batch_cost: 0.3628 data_cost: 0.0007 ips: 11.0264 images/s [05/14 05:52:04] ppdet.engine INFO: Epoch: [17] [2800/7329] learning_rate: 0.000100 loss_class: 0.672505 loss_bbox: 0.159920 loss_giou: 0.470528 loss_class_aux: 2.933495 loss_bbox_aux: 0.748546 loss_giou_aux: 2.027088 loss_class_dn: 0.389277 loss_bbox_dn: 0.192969 loss_giou_dn: 0.495952 loss_class_aux_dn: 1.248346 loss_bbox_aux_dn: 0.740163 loss_giou_aux_dn: 1.674891 loss: 12.704586 eta: 1 day, 17:48:37 batch_cost: 0.3607 data_cost: 0.0006 ips: 11.0910 images/s [05/14 05:53:21] ppdet.engine INFO: Epoch: [17] [3000/7329] learning_rate: 0.000100 loss_class: 0.696284 loss_bbox: 0.172396 loss_giou: 0.378906 loss_class_aux: 3.003450 loss_bbox_aux: 0.756926 loss_giou_aux: 1.664233 loss_class_dn: 0.347673 loss_bbox_dn: 0.215692 loss_giou_dn: 0.409214 loss_class_aux_dn: 1.154217 loss_bbox_aux_dn: 0.767564 loss_giou_aux_dn: 1.377890 loss: 11.461594 eta: 1 day, 17:47:06 batch_cost: 0.3505 data_cost: 0.0008 ips: 11.4135 images/s [05/14 05:54:41] ppdet.engine INFO: Epoch: [17] [3200/7329] learning_rate: 0.000100 loss_class: 0.693950 loss_bbox: 0.167799 loss_giou: 0.465008 loss_class_aux: 3.050221 loss_bbox_aux: 0.761241 loss_giou_aux: 1.938052 loss_class_dn: 0.370227 loss_bbox_dn: 0.214986 loss_giou_dn: 0.456331 loss_class_aux_dn: 1.204502 loss_bbox_aux_dn: 0.763474 loss_giou_aux_dn: 1.531056 loss: 11.689201 eta: 1 day, 17:45:42 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0701 images/s [05/14 05:56:01] ppdet.engine INFO: Epoch: [17] [3400/7329] learning_rate: 0.000100 loss_class: 0.680381 loss_bbox: 0.173843 loss_giou: 0.412542 loss_class_aux: 2.912088 loss_bbox_aux: 0.722137 loss_giou_aux: 1.792771 loss_class_dn: 0.363528 loss_bbox_dn: 0.206771 loss_giou_dn: 0.424077 loss_class_aux_dn: 1.187450 loss_bbox_aux_dn: 0.742553 loss_giou_aux_dn: 1.493971 loss: 11.656608 eta: 1 day, 17:44:17 batch_cost: 0.3603 data_cost: 0.0007 ips: 11.1005 images/s [05/14 05:57:19] ppdet.engine INFO: Epoch: [17] [3600/7329] learning_rate: 0.000100 loss_class: 0.692311 loss_bbox: 0.165029 loss_giou: 0.406936 loss_class_aux: 2.953135 loss_bbox_aux: 0.703017 loss_giou_aux: 1.823884 loss_class_dn: 0.377610 loss_bbox_dn: 0.196628 loss_giou_dn: 0.461671 loss_class_aux_dn: 1.233704 loss_bbox_aux_dn: 0.711305 loss_giou_aux_dn: 1.573172 loss: 11.913013 eta: 1 day, 17:42:49 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2540 images/s [05/14 05:58:39] ppdet.engine INFO: Epoch: [17] [3800/7329] learning_rate: 0.000100 loss_class: 0.665721 loss_bbox: 0.155133 loss_giou: 0.406545 loss_class_aux: 2.795547 loss_bbox_aux: 0.713434 loss_giou_aux: 1.761127 loss_class_dn: 0.350189 loss_bbox_dn: 0.206192 loss_giou_dn: 0.439438 loss_class_aux_dn: 1.161274 loss_bbox_aux_dn: 0.729103 loss_giou_aux_dn: 1.455471 loss: 11.199274 eta: 1 day, 17:41:23 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1291 images/s [05/14 05:59:57] ppdet.engine INFO: Epoch: [17] [4000/7329] learning_rate: 0.000100 loss_class: 0.681451 loss_bbox: 0.169273 loss_giou: 0.394070 loss_class_aux: 2.969352 loss_bbox_aux: 0.718706 loss_giou_aux: 1.785656 loss_class_dn: 0.341523 loss_bbox_dn: 0.203300 loss_giou_dn: 0.419610 loss_class_aux_dn: 1.121561 loss_bbox_aux_dn: 0.725753 loss_giou_aux_dn: 1.396060 loss: 11.186422 eta: 1 day, 17:39:53 batch_cost: 0.3513 data_cost: 0.0006 ips: 11.3858 images/s [05/14 06:01:15] ppdet.engine INFO: Epoch: [17] [4200/7329] learning_rate: 0.000100 loss_class: 0.742811 loss_bbox: 0.166363 loss_giou: 0.464243 loss_class_aux: 3.171774 loss_bbox_aux: 0.751578 loss_giou_aux: 2.010592 loss_class_dn: 0.386976 loss_bbox_dn: 0.204975 loss_giou_dn: 0.477786 loss_class_aux_dn: 1.265987 loss_bbox_aux_dn: 0.750478 loss_giou_aux_dn: 1.605975 loss: 12.382040 eta: 1 day, 17:38:23 batch_cost: 0.3524 data_cost: 0.0007 ips: 11.3520 images/s [05/14 06:02:33] ppdet.engine INFO: Epoch: [17] [4400/7329] learning_rate: 0.000100 loss_class: 0.678650 loss_bbox: 0.166360 loss_giou: 0.460963 loss_class_aux: 2.914636 loss_bbox_aux: 0.740731 loss_giou_aux: 1.947198 loss_class_dn: 0.345217 loss_bbox_dn: 0.211397 loss_giou_dn: 0.467229 loss_class_aux_dn: 1.145596 loss_bbox_aux_dn: 0.739094 loss_giou_aux_dn: 1.565996 loss: 11.840099 eta: 1 day, 17:36:54 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3270 images/s [05/14 06:03:52] ppdet.engine INFO: Epoch: [17] [4600/7329] learning_rate: 0.000100 loss_class: 0.679278 loss_bbox: 0.179714 loss_giou: 0.463243 loss_class_aux: 2.930912 loss_bbox_aux: 0.776019 loss_giou_aux: 1.938427 loss_class_dn: 0.360767 loss_bbox_dn: 0.205763 loss_giou_dn: 0.492720 loss_class_aux_dn: 1.177037 loss_bbox_aux_dn: 0.745248 loss_giou_aux_dn: 1.609068 loss: 11.785142 eta: 1 day, 17:35:26 batch_cost: 0.3546 data_cost: 0.0009 ips: 11.2802 images/s [05/14 06:05:10] ppdet.engine INFO: Epoch: [17] [4800/7329] learning_rate: 0.000100 loss_class: 0.672059 loss_bbox: 0.151580 loss_giou: 0.410046 loss_class_aux: 2.891438 loss_bbox_aux: 0.677671 loss_giou_aux: 1.812363 loss_class_dn: 0.349348 loss_bbox_dn: 0.200021 loss_giou_dn: 0.429738 loss_class_aux_dn: 1.153482 loss_bbox_aux_dn: 0.723647 loss_giou_aux_dn: 1.456211 loss: 11.337455 eta: 1 day, 17:33:57 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2910 images/s [05/14 06:06:28] ppdet.engine INFO: Epoch: [17] [5000/7329] learning_rate: 0.000100 loss_class: 0.681941 loss_bbox: 0.163611 loss_giou: 0.415280 loss_class_aux: 2.933230 loss_bbox_aux: 0.729995 loss_giou_aux: 1.794060 loss_class_dn: 0.353222 loss_bbox_dn: 0.213294 loss_giou_dn: 0.427985 loss_class_aux_dn: 1.143809 loss_bbox_aux_dn: 0.755848 loss_giou_aux_dn: 1.464345 loss: 11.466116 eta: 1 day, 17:32:28 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3345 images/s [05/14 06:07:46] ppdet.engine INFO: Epoch: [17] [5200/7329] learning_rate: 0.000100 loss_class: 0.684835 loss_bbox: 0.154896 loss_giou: 0.440044 loss_class_aux: 2.963497 loss_bbox_aux: 0.684234 loss_giou_aux: 1.850632 loss_class_dn: 0.366814 loss_bbox_dn: 0.196674 loss_giou_dn: 0.452138 loss_class_aux_dn: 1.182975 loss_bbox_aux_dn: 0.727080 loss_giou_aux_dn: 1.519825 loss: 11.653971 eta: 1 day, 17:30:57 batch_cost: 0.3497 data_cost: 0.0006 ips: 11.4372 images/s [05/14 06:09:03] ppdet.engine INFO: Epoch: [17] [5400/7329] learning_rate: 0.000100 loss_class: 0.692867 loss_bbox: 0.168427 loss_giou: 0.432146 loss_class_aux: 2.958277 loss_bbox_aux: 0.730790 loss_giou_aux: 1.872270 loss_class_dn: 0.377103 loss_bbox_dn: 0.212322 loss_giou_dn: 0.501093 loss_class_aux_dn: 1.221769 loss_bbox_aux_dn: 0.747211 loss_giou_aux_dn: 1.656738 loss: 11.979931 eta: 1 day, 17:29:27 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3753 images/s [05/14 06:10:24] ppdet.engine INFO: Epoch: [17] [5600/7329] learning_rate: 0.000100 loss_class: 0.689414 loss_bbox: 0.161145 loss_giou: 0.436218 loss_class_aux: 3.019332 loss_bbox_aux: 0.758155 loss_giou_aux: 1.914625 loss_class_dn: 0.349061 loss_bbox_dn: 0.215551 loss_giou_dn: 0.444614 loss_class_aux_dn: 1.156061 loss_bbox_aux_dn: 0.780965 loss_giou_aux_dn: 1.500568 loss: 11.424786 eta: 1 day, 17:28:06 batch_cost: 0.3660 data_cost: 0.0007 ips: 10.9286 images/s [05/14 06:11:42] ppdet.engine INFO: Epoch: [17] [5800/7329] learning_rate: 0.000100 loss_class: 0.707726 loss_bbox: 0.172945 loss_giou: 0.458738 loss_class_aux: 2.924870 loss_bbox_aux: 0.711051 loss_giou_aux: 1.975986 loss_class_dn: 0.387311 loss_bbox_dn: 0.205006 loss_giou_dn: 0.467308 loss_class_aux_dn: 1.257911 loss_bbox_aux_dn: 0.738160 loss_giou_aux_dn: 1.601864 loss: 12.236240 eta: 1 day, 17:26:37 batch_cost: 0.3528 data_cost: 0.0006 ips: 11.3384 images/s [05/14 06:13:01] ppdet.engine INFO: Epoch: [17] [6000/7329] learning_rate: 0.000100 loss_class: 0.716313 loss_bbox: 0.169935 loss_giou: 0.424644 loss_class_aux: 3.104333 loss_bbox_aux: 0.749545 loss_giou_aux: 1.809200 loss_class_dn: 0.370163 loss_bbox_dn: 0.212660 loss_giou_dn: 0.434328 loss_class_aux_dn: 1.231503 loss_bbox_aux_dn: 0.757600 loss_giou_aux_dn: 1.476654 loss: 11.633898 eta: 1 day, 17:25:10 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2374 images/s [05/14 06:14:18] ppdet.engine INFO: Epoch: [17] [6200/7329] learning_rate: 0.000100 loss_class: 0.655764 loss_bbox: 0.167039 loss_giou: 0.392510 loss_class_aux: 2.817498 loss_bbox_aux: 0.741200 loss_giou_aux: 1.693717 loss_class_dn: 0.354900 loss_bbox_dn: 0.199026 loss_giou_dn: 0.429308 loss_class_aux_dn: 1.160678 loss_bbox_aux_dn: 0.726471 loss_giou_aux_dn: 1.434005 loss: 11.118965 eta: 1 day, 17:23:40 batch_cost: 0.3498 data_cost: 0.0007 ips: 11.4337 images/s [05/14 06:15:38] ppdet.engine INFO: Epoch: [17] [6400/7329] learning_rate: 0.000100 loss_class: 0.715611 loss_bbox: 0.169585 loss_giou: 0.434385 loss_class_aux: 2.934839 loss_bbox_aux: 0.738329 loss_giou_aux: 1.870337 loss_class_dn: 0.370845 loss_bbox_dn: 0.205934 loss_giou_dn: 0.466458 loss_class_aux_dn: 1.211945 loss_bbox_aux_dn: 0.749615 loss_giou_aux_dn: 1.565021 loss: 12.322983 eta: 1 day, 17:22:14 batch_cost: 0.3570 data_cost: 0.0006 ips: 11.2045 images/s [05/14 06:16:57] ppdet.engine INFO: Epoch: [17] [6600/7329] learning_rate: 0.000100 loss_class: 0.699455 loss_bbox: 0.169106 loss_giou: 0.458618 loss_class_aux: 2.979344 loss_bbox_aux: 0.736493 loss_giou_aux: 1.996192 loss_class_dn: 0.360434 loss_bbox_dn: 0.208684 loss_giou_dn: 0.490865 loss_class_aux_dn: 1.172406 loss_bbox_aux_dn: 0.747114 loss_giou_aux_dn: 1.643743 loss: 12.078798 eta: 1 day, 17:20:47 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2095 images/s [05/14 06:18:15] ppdet.engine INFO: Epoch: [17] [6800/7329] learning_rate: 0.000100 loss_class: 0.738768 loss_bbox: 0.182810 loss_giou: 0.514384 loss_class_aux: 3.133523 loss_bbox_aux: 0.809631 loss_giou_aux: 2.149196 loss_class_dn: 0.413300 loss_bbox_dn: 0.222996 loss_giou_dn: 0.518064 loss_class_aux_dn: 1.331402 loss_bbox_aux_dn: 0.776272 loss_giou_aux_dn: 1.728851 loss: 13.416455 eta: 1 day, 17:19:17 batch_cost: 0.3507 data_cost: 0.0007 ips: 11.4072 images/s [05/14 06:19:34] ppdet.engine INFO: Epoch: [17] [7000/7329] learning_rate: 0.000100 loss_class: 0.710440 loss_bbox: 0.158217 loss_giou: 0.482283 loss_class_aux: 3.048414 loss_bbox_aux: 0.719062 loss_giou_aux: 2.070255 loss_class_dn: 0.371474 loss_bbox_dn: 0.198784 loss_giou_dn: 0.502085 loss_class_aux_dn: 1.213567 loss_bbox_aux_dn: 0.727874 loss_giou_aux_dn: 1.656845 loss: 12.304303 eta: 1 day, 17:17:51 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2240 images/s [05/14 06:20:53] ppdet.engine INFO: Epoch: [17] [7200/7329] learning_rate: 0.000100 loss_class: 0.690307 loss_bbox: 0.158085 loss_giou: 0.477502 loss_class_aux: 3.010167 loss_bbox_aux: 0.701159 loss_giou_aux: 2.052717 loss_class_dn: 0.382685 loss_bbox_dn: 0.185021 loss_giou_dn: 0.504395 loss_class_aux_dn: 1.261550 loss_bbox_aux_dn: 0.656411 loss_giou_aux_dn: 1.724632 loss: 12.478449 eta: 1 day, 17:16:24 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2196 images/s [05/14 06:21:45] ppdet.engine INFO: Eval iter: 0 [05/14 06:21:52] ppdet.engine INFO: Eval iter: 100 [05/14 06:21:58] ppdet.engine INFO: Eval iter: 200 [05/14 06:22:05] ppdet.engine INFO: Eval iter: 300 [05/14 06:22:11] ppdet.engine INFO: Eval iter: 400 [05/14 06:22:18] ppdet.engine INFO: Eval iter: 500 [05/14 06:22:25] ppdet.engine INFO: Eval iter: 600 [05/14 06:22:31] ppdet.engine INFO: Eval iter: 700 [05/14 06:22:38] ppdet.engine INFO: Eval iter: 800 [05/14 06:22:45] ppdet.engine INFO: Eval iter: 900 [05/14 06:22:52] ppdet.engine INFO: Eval iter: 1000 [05/14 06:22:58] ppdet.engine INFO: Eval iter: 1100 [05/14 06:23:05] ppdet.engine INFO: Eval iter: 1200 [05/14 06:23:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 06:23:29] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.37s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.22s). Accumulating evaluation results... DONE (t=22.00s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.618 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.484 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.264 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.620 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 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.671 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.456 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864 [05/14 06:25:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.71212493552156 [05/14 06:25:43] ppdet.engine INFO: Best test bbox ap is 0.448. [05/14 06:25:46] ppdet.engine INFO: Epoch: [18] [ 0/7329] learning_rate: 0.000100 loss_class: 0.733215 loss_bbox: 0.163616 loss_giou: 0.476865 loss_class_aux: 3.099575 loss_bbox_aux: 0.729567 loss_giou_aux: 2.045518 loss_class_dn: 0.374790 loss_bbox_dn: 0.204332 loss_giou_dn: 0.493345 loss_class_aux_dn: 1.248209 loss_bbox_aux_dn: 0.702719 loss_giou_aux_dn: 1.668583 loss: 12.949635 eta: 1 day, 17:15:26 batch_cost: 0.3549 data_cost: 0.0008 ips: 11.2722 images/s [05/14 06:27:06] ppdet.engine INFO: Epoch: [18] [ 200/7329] learning_rate: 0.000100 loss_class: 0.694766 loss_bbox: 0.166403 loss_giou: 0.441403 loss_class_aux: 3.001424 loss_bbox_aux: 0.745180 loss_giou_aux: 1.906315 loss_class_dn: 0.382777 loss_bbox_dn: 0.213569 loss_giou_dn: 0.460774 loss_class_aux_dn: 1.235387 loss_bbox_aux_dn: 0.755465 loss_giou_aux_dn: 1.554667 loss: 12.142801 eta: 1 day, 17:14:03 batch_cost: 0.3625 data_cost: 0.0007 ips: 11.0331 images/s [05/14 06:28:24] ppdet.engine INFO: Epoch: [18] [ 400/7329] learning_rate: 0.000100 loss_class: 0.685719 loss_bbox: 0.164112 loss_giou: 0.418279 loss_class_aux: 2.881822 loss_bbox_aux: 0.749176 loss_giou_aux: 1.830515 loss_class_dn: 0.368672 loss_bbox_dn: 0.213758 loss_giou_dn: 0.448055 loss_class_aux_dn: 1.199408 loss_bbox_aux_dn: 0.772317 loss_giou_aux_dn: 1.485108 loss: 11.590868 eta: 1 day, 17:12:35 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3368 images/s [05/14 06:29:43] ppdet.engine INFO: Epoch: [18] [ 600/7329] learning_rate: 0.000100 loss_class: 0.651768 loss_bbox: 0.153077 loss_giou: 0.444732 loss_class_aux: 2.737388 loss_bbox_aux: 0.679981 loss_giou_aux: 1.880043 loss_class_dn: 0.370343 loss_bbox_dn: 0.196156 loss_giou_dn: 0.457271 loss_class_aux_dn: 1.224038 loss_bbox_aux_dn: 0.695793 loss_giou_aux_dn: 1.560234 loss: 11.752069 eta: 1 day, 17:11:07 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2904 images/s [05/14 06:31:01] ppdet.engine INFO: Epoch: [18] [ 800/7329] learning_rate: 0.000100 loss_class: 0.682656 loss_bbox: 0.156807 loss_giou: 0.421076 loss_class_aux: 2.895123 loss_bbox_aux: 0.730490 loss_giou_aux: 1.923756 loss_class_dn: 0.344168 loss_bbox_dn: 0.205667 loss_giou_dn: 0.486485 loss_class_aux_dn: 1.149363 loss_bbox_aux_dn: 0.748436 loss_giou_aux_dn: 1.599958 loss: 11.888563 eta: 1 day, 17:09:40 batch_cost: 0.3548 data_cost: 0.0006 ips: 11.2736 images/s [05/14 06:32:22] ppdet.engine INFO: Epoch: [18] [1000/7329] learning_rate: 0.000100 loss_class: 0.687462 loss_bbox: 0.168944 loss_giou: 0.499897 loss_class_aux: 2.940422 loss_bbox_aux: 0.742968 loss_giou_aux: 2.151115 loss_class_dn: 0.376932 loss_bbox_dn: 0.202029 loss_giou_dn: 0.497182 loss_class_aux_dn: 1.248455 loss_bbox_aux_dn: 0.718397 loss_giou_aux_dn: 1.694316 loss: 12.199782 eta: 1 day, 17:08:17 batch_cost: 0.3624 data_cost: 0.0007 ips: 11.0379 images/s [05/14 06:33:41] ppdet.engine INFO: Epoch: [18] [1200/7329] learning_rate: 0.000100 loss_class: 0.688560 loss_bbox: 0.167150 loss_giou: 0.455733 loss_class_aux: 3.014050 loss_bbox_aux: 0.737487 loss_giou_aux: 1.941969 loss_class_dn: 0.379448 loss_bbox_dn: 0.199425 loss_giou_dn: 0.452634 loss_class_aux_dn: 1.239957 loss_bbox_aux_dn: 0.697476 loss_giou_aux_dn: 1.552156 loss: 12.010983 eta: 1 day, 17:06:51 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2216 images/s [05/14 06:35:02] ppdet.engine INFO: Epoch: [18] [1400/7329] learning_rate: 0.000100 loss_class: 0.739699 loss_bbox: 0.155767 loss_giou: 0.428095 loss_class_aux: 3.135393 loss_bbox_aux: 0.752419 loss_giou_aux: 1.871716 loss_class_dn: 0.372386 loss_bbox_dn: 0.198733 loss_giou_dn: 0.471777 loss_class_aux_dn: 1.218415 loss_bbox_aux_dn: 0.739164 loss_giou_aux_dn: 1.544001 loss: 11.769310 eta: 1 day, 17:05:31 batch_cost: 0.3669 data_cost: 0.0007 ips: 10.9028 images/s [05/14 06:36:21] ppdet.engine INFO: Epoch: [18] [1600/7329] learning_rate: 0.000100 loss_class: 0.718220 loss_bbox: 0.172591 loss_giou: 0.454781 loss_class_aux: 3.133020 loss_bbox_aux: 0.713666 loss_giou_aux: 1.949401 loss_class_dn: 0.374240 loss_bbox_dn: 0.211740 loss_giou_dn: 0.481490 loss_class_aux_dn: 1.227505 loss_bbox_aux_dn: 0.735569 loss_giou_aux_dn: 1.633175 loss: 11.885767 eta: 1 day, 17:04:07 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1364 images/s [05/14 06:37:44] ppdet.engine INFO: Epoch: [18] [1800/7329] learning_rate: 0.000100 loss_class: 0.702246 loss_bbox: 0.177700 loss_giou: 0.462513 loss_class_aux: 3.030436 loss_bbox_aux: 0.790603 loss_giou_aux: 2.037604 loss_class_dn: 0.365080 loss_bbox_dn: 0.210253 loss_giou_dn: 0.486208 loss_class_aux_dn: 1.198865 loss_bbox_aux_dn: 0.755784 loss_giou_aux_dn: 1.623035 loss: 12.002144 eta: 1 day, 17:02:48 batch_cost: 0.3682 data_cost: 0.0007 ips: 10.8644 images/s [05/14 06:39:04] ppdet.engine INFO: Epoch: [18] [2000/7329] learning_rate: 0.000100 loss_class: 0.663935 loss_bbox: 0.157645 loss_giou: 0.416269 loss_class_aux: 2.895593 loss_bbox_aux: 0.729318 loss_giou_aux: 1.788059 loss_class_dn: 0.349592 loss_bbox_dn: 0.206242 loss_giou_dn: 0.441044 loss_class_aux_dn: 1.151618 loss_bbox_aux_dn: 0.741278 loss_giou_aux_dn: 1.497265 loss: 11.287621 eta: 1 day, 17:01:25 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0709 images/s [05/14 06:40:23] ppdet.engine INFO: Epoch: [18] [2200/7329] learning_rate: 0.000100 loss_class: 0.641196 loss_bbox: 0.155398 loss_giou: 0.392673 loss_class_aux: 2.750276 loss_bbox_aux: 0.729880 loss_giou_aux: 1.761635 loss_class_dn: 0.354992 loss_bbox_dn: 0.189860 loss_giou_dn: 0.402866 loss_class_aux_dn: 1.152074 loss_bbox_aux_dn: 0.697625 loss_giou_aux_dn: 1.446802 loss: 11.079151 eta: 1 day, 16:59:59 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2364 images/s [05/14 06:41:44] ppdet.engine INFO: Epoch: [18] [2400/7329] learning_rate: 0.000100 loss_class: 0.745576 loss_bbox: 0.182103 loss_giou: 0.475937 loss_class_aux: 3.141756 loss_bbox_aux: 0.777806 loss_giou_aux: 2.098262 loss_class_dn: 0.389133 loss_bbox_dn: 0.212122 loss_giou_dn: 0.482597 loss_class_aux_dn: 1.272620 loss_bbox_aux_dn: 0.763505 loss_giou_aux_dn: 1.626109 loss: 12.490983 eta: 1 day, 16:58:38 batch_cost: 0.3663 data_cost: 0.0007 ips: 10.9195 images/s [05/14 06:43:02] ppdet.engine INFO: Epoch: [18] [2600/7329] learning_rate: 0.000100 loss_class: 0.655183 loss_bbox: 0.160680 loss_giou: 0.417687 loss_class_aux: 2.902593 loss_bbox_aux: 0.703705 loss_giou_aux: 1.808483 loss_class_dn: 0.342815 loss_bbox_dn: 0.194079 loss_giou_dn: 0.418627 loss_class_aux_dn: 1.117311 loss_bbox_aux_dn: 0.680651 loss_giou_aux_dn: 1.391885 loss: 10.652260 eta: 1 day, 16:57:12 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2405 images/s [05/14 06:44:22] ppdet.engine INFO: Epoch: [18] [2800/7329] learning_rate: 0.000100 loss_class: 0.702257 loss_bbox: 0.150372 loss_giou: 0.445193 loss_class_aux: 2.935669 loss_bbox_aux: 0.681529 loss_giou_aux: 1.913323 loss_class_dn: 0.376507 loss_bbox_dn: 0.212883 loss_giou_dn: 0.453960 loss_class_aux_dn: 1.221989 loss_bbox_aux_dn: 0.750349 loss_giou_aux_dn: 1.572315 loss: 12.281883 eta: 1 day, 16:55:48 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1619 images/s [05/14 06:45:40] ppdet.engine INFO: Epoch: [18] [3000/7329] learning_rate: 0.000100 loss_class: 0.710988 loss_bbox: 0.180393 loss_giou: 0.458967 loss_class_aux: 3.021986 loss_bbox_aux: 0.794487 loss_giou_aux: 1.997060 loss_class_dn: 0.382989 loss_bbox_dn: 0.203913 loss_giou_dn: 0.488462 loss_class_aux_dn: 1.256147 loss_bbox_aux_dn: 0.754327 loss_giou_aux_dn: 1.641918 loss: 12.024168 eta: 1 day, 16:54:18 batch_cost: 0.3502 data_cost: 0.0007 ips: 11.4225 images/s [05/14 06:46:58] ppdet.engine INFO: Epoch: [18] [3200/7329] learning_rate: 0.000100 loss_class: 0.634561 loss_bbox: 0.153063 loss_giou: 0.374994 loss_class_aux: 2.659627 loss_bbox_aux: 0.672709 loss_giou_aux: 1.645073 loss_class_dn: 0.334553 loss_bbox_dn: 0.180395 loss_giou_dn: 0.386923 loss_class_aux_dn: 1.083269 loss_bbox_aux_dn: 0.646475 loss_giou_aux_dn: 1.326655 loss: 10.721674 eta: 1 day, 16:52:51 batch_cost: 0.3539 data_cost: 0.0006 ips: 11.3021 images/s [05/14 06:48:17] ppdet.engine INFO: Epoch: [18] [3400/7329] learning_rate: 0.000100 loss_class: 0.667080 loss_bbox: 0.170833 loss_giou: 0.388729 loss_class_aux: 2.953930 loss_bbox_aux: 0.747073 loss_giou_aux: 1.771112 loss_class_dn: 0.348799 loss_bbox_dn: 0.218298 loss_giou_dn: 0.422497 loss_class_aux_dn: 1.127113 loss_bbox_aux_dn: 0.783026 loss_giou_aux_dn: 1.410214 loss: 11.508492 eta: 1 day, 16:51:24 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2717 images/s [05/14 06:49:34] ppdet.engine INFO: Epoch: [18] [3600/7329] learning_rate: 0.000100 loss_class: 0.713152 loss_bbox: 0.171877 loss_giou: 0.442437 loss_class_aux: 3.095213 loss_bbox_aux: 0.754980 loss_giou_aux: 1.920329 loss_class_dn: 0.377068 loss_bbox_dn: 0.221496 loss_giou_dn: 0.460876 loss_class_aux_dn: 1.217671 loss_bbox_aux_dn: 0.795976 loss_giou_aux_dn: 1.554746 loss: 11.964690 eta: 1 day, 16:49:56 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3914 images/s [05/14 06:50:54] ppdet.engine INFO: Epoch: [18] [3800/7329] learning_rate: 0.000100 loss_class: 0.683190 loss_bbox: 0.164323 loss_giou: 0.411116 loss_class_aux: 2.982239 loss_bbox_aux: 0.742680 loss_giou_aux: 1.768104 loss_class_dn: 0.362842 loss_bbox_dn: 0.213575 loss_giou_dn: 0.428950 loss_class_aux_dn: 1.204873 loss_bbox_aux_dn: 0.776778 loss_giou_aux_dn: 1.456276 loss: 11.634599 eta: 1 day, 16:48:31 batch_cost: 0.3589 data_cost: 0.0006 ips: 11.1440 images/s [05/14 06:52:12] ppdet.engine INFO: Epoch: [18] [4000/7329] learning_rate: 0.000100 loss_class: 0.698902 loss_bbox: 0.150586 loss_giou: 0.466180 loss_class_aux: 2.986722 loss_bbox_aux: 0.688091 loss_giou_aux: 1.998779 loss_class_dn: 0.357924 loss_bbox_dn: 0.194774 loss_giou_dn: 0.469817 loss_class_aux_dn: 1.167379 loss_bbox_aux_dn: 0.707948 loss_giou_aux_dn: 1.574547 loss: 11.828894 eta: 1 day, 16:47:06 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2351 images/s [05/14 06:53:30] ppdet.engine INFO: Epoch: [18] [4200/7329] learning_rate: 0.000100 loss_class: 0.674872 loss_bbox: 0.167124 loss_giou: 0.472079 loss_class_aux: 2.955547 loss_bbox_aux: 0.725959 loss_giou_aux: 2.067511 loss_class_dn: 0.378192 loss_bbox_dn: 0.211325 loss_giou_dn: 0.499437 loss_class_aux_dn: 1.252348 loss_bbox_aux_dn: 0.752394 loss_giou_aux_dn: 1.631283 loss: 11.792667 eta: 1 day, 16:45:38 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3679 images/s [05/14 06:54:48] ppdet.engine INFO: Epoch: [18] [4400/7329] learning_rate: 0.000100 loss_class: 0.657976 loss_bbox: 0.154223 loss_giou: 0.464672 loss_class_aux: 2.882849 loss_bbox_aux: 0.677474 loss_giou_aux: 1.979357 loss_class_dn: 0.357172 loss_bbox_dn: 0.185861 loss_giou_dn: 0.465857 loss_class_aux_dn: 1.159329 loss_bbox_aux_dn: 0.715123 loss_giou_aux_dn: 1.588159 loss: 11.587177 eta: 1 day, 16:44:10 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3327 images/s [05/14 06:56:07] ppdet.engine INFO: Epoch: [18] [4600/7329] learning_rate: 0.000100 loss_class: 0.673157 loss_bbox: 0.167092 loss_giou: 0.451981 loss_class_aux: 2.891185 loss_bbox_aux: 0.770516 loss_giou_aux: 1.962541 loss_class_dn: 0.374295 loss_bbox_dn: 0.201874 loss_giou_dn: 0.457721 loss_class_aux_dn: 1.218771 loss_bbox_aux_dn: 0.741178 loss_giou_aux_dn: 1.526179 loss: 11.885382 eta: 1 day, 16:42:43 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2877 images/s [05/14 06:57:25] ppdet.engine INFO: Epoch: [18] [4800/7329] learning_rate: 0.000100 loss_class: 0.687997 loss_bbox: 0.162793 loss_giou: 0.467900 loss_class_aux: 2.973373 loss_bbox_aux: 0.706849 loss_giou_aux: 2.014775 loss_class_dn: 0.387527 loss_bbox_dn: 0.188660 loss_giou_dn: 0.483121 loss_class_aux_dn: 1.236908 loss_bbox_aux_dn: 0.687432 loss_giou_aux_dn: 1.610836 loss: 12.207331 eta: 1 day, 16:41:15 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3747 images/s [05/14 06:58:44] ppdet.engine INFO: Epoch: [18] [5000/7329] learning_rate: 0.000100 loss_class: 0.716807 loss_bbox: 0.163687 loss_giou: 0.416125 loss_class_aux: 2.984832 loss_bbox_aux: 0.730565 loss_giou_aux: 1.806528 loss_class_dn: 0.370757 loss_bbox_dn: 0.201146 loss_giou_dn: 0.471074 loss_class_aux_dn: 1.202913 loss_bbox_aux_dn: 0.712605 loss_giou_aux_dn: 1.598612 loss: 11.880845 eta: 1 day, 16:39:51 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1748 images/s [05/14 07:00:02] ppdet.engine INFO: Epoch: [18] [5200/7329] learning_rate: 0.000100 loss_class: 0.665796 loss_bbox: 0.163174 loss_giou: 0.449681 loss_class_aux: 2.933509 loss_bbox_aux: 0.739969 loss_giou_aux: 1.887905 loss_class_dn: 0.370346 loss_bbox_dn: 0.206900 loss_giou_dn: 0.461479 loss_class_aux_dn: 1.200239 loss_bbox_aux_dn: 0.760603 loss_giou_aux_dn: 1.543099 loss: 11.990194 eta: 1 day, 16:38:24 batch_cost: 0.3532 data_cost: 0.0009 ips: 11.3262 images/s [05/14 07:01:20] ppdet.engine INFO: Epoch: [18] [5400/7329] learning_rate: 0.000100 loss_class: 0.710745 loss_bbox: 0.163759 loss_giou: 0.430377 loss_class_aux: 3.048591 loss_bbox_aux: 0.726484 loss_giou_aux: 1.939584 loss_class_dn: 0.376444 loss_bbox_dn: 0.204915 loss_giou_dn: 0.469050 loss_class_aux_dn: 1.237861 loss_bbox_aux_dn: 0.730448 loss_giou_aux_dn: 1.568413 loss: 12.433088 eta: 1 day, 16:36:55 batch_cost: 0.3510 data_cost: 0.0006 ips: 11.3949 images/s [05/14 07:02:39] ppdet.engine INFO: Epoch: [18] [5600/7329] learning_rate: 0.000100 loss_class: 0.595595 loss_bbox: 0.155905 loss_giou: 0.352764 loss_class_aux: 2.694683 loss_bbox_aux: 0.691029 loss_giou_aux: 1.524146 loss_class_dn: 0.313064 loss_bbox_dn: 0.201851 loss_giou_dn: 0.378794 loss_class_aux_dn: 1.050038 loss_bbox_aux_dn: 0.712875 loss_giou_aux_dn: 1.252651 loss: 9.962694 eta: 1 day, 16:35:31 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1760 images/s [05/14 07:03:57] ppdet.engine INFO: Epoch: [18] [5800/7329] learning_rate: 0.000100 loss_class: 0.715222 loss_bbox: 0.174653 loss_giou: 0.449811 loss_class_aux: 3.190513 loss_bbox_aux: 0.778177 loss_giou_aux: 1.953164 loss_class_dn: 0.385622 loss_bbox_dn: 0.203968 loss_giou_dn: 0.504536 loss_class_aux_dn: 1.255364 loss_bbox_aux_dn: 0.741803 loss_giou_aux_dn: 1.664614 loss: 12.652998 eta: 1 day, 16:34:05 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2666 images/s [05/14 07:05:15] ppdet.engine INFO: Epoch: [18] [6000/7329] learning_rate: 0.000100 loss_class: 0.687667 loss_bbox: 0.160104 loss_giou: 0.422053 loss_class_aux: 2.952442 loss_bbox_aux: 0.732123 loss_giou_aux: 1.845621 loss_class_dn: 0.367260 loss_bbox_dn: 0.201296 loss_giou_dn: 0.446805 loss_class_aux_dn: 1.209404 loss_bbox_aux_dn: 0.725674 loss_giou_aux_dn: 1.492579 loss: 11.462584 eta: 1 day, 16:32:36 batch_cost: 0.3488 data_cost: 0.0007 ips: 11.4664 images/s [05/14 07:06:32] ppdet.engine INFO: Epoch: [18] [6200/7329] learning_rate: 0.000100 loss_class: 0.656792 loss_bbox: 0.154943 loss_giou: 0.437216 loss_class_aux: 2.815890 loss_bbox_aux: 0.697386 loss_giou_aux: 1.969091 loss_class_dn: 0.355901 loss_bbox_dn: 0.199829 loss_giou_dn: 0.476187 loss_class_aux_dn: 1.139835 loss_bbox_aux_dn: 0.725433 loss_giou_aux_dn: 1.585129 loss: 11.206823 eta: 1 day, 16:31:07 batch_cost: 0.3504 data_cost: 0.0007 ips: 11.4163 images/s [05/14 07:07:50] ppdet.engine INFO: Epoch: [18] [6400/7329] learning_rate: 0.000100 loss_class: 0.645019 loss_bbox: 0.157818 loss_giou: 0.383208 loss_class_aux: 2.769854 loss_bbox_aux: 0.693522 loss_giou_aux: 1.645041 loss_class_dn: 0.333706 loss_bbox_dn: 0.192168 loss_giou_dn: 0.415666 loss_class_aux_dn: 1.074198 loss_bbox_aux_dn: 0.676274 loss_giou_aux_dn: 1.389850 loss: 10.823542 eta: 1 day, 16:29:40 batch_cost: 0.3517 data_cost: 0.0006 ips: 11.3717 images/s [05/14 07:09:12] ppdet.engine INFO: Epoch: [18] [6600/7329] learning_rate: 0.000100 loss_class: 0.666310 loss_bbox: 0.162849 loss_giou: 0.426353 loss_class_aux: 2.810427 loss_bbox_aux: 0.746646 loss_giou_aux: 1.876748 loss_class_dn: 0.360964 loss_bbox_dn: 0.196695 loss_giou_dn: 0.441577 loss_class_aux_dn: 1.171111 loss_bbox_aux_dn: 0.717818 loss_giou_aux_dn: 1.491986 loss: 11.640450 eta: 1 day, 16:28:19 batch_cost: 0.3634 data_cost: 0.0007 ips: 11.0076 images/s [05/14 07:10:35] ppdet.engine INFO: Epoch: [18] [6800/7329] learning_rate: 0.000100 loss_class: 0.635602 loss_bbox: 0.152493 loss_giou: 0.384262 loss_class_aux: 2.745088 loss_bbox_aux: 0.665864 loss_giou_aux: 1.662150 loss_class_dn: 0.345885 loss_bbox_dn: 0.208012 loss_giou_dn: 0.426637 loss_class_aux_dn: 1.118401 loss_bbox_aux_dn: 0.746235 loss_giou_aux_dn: 1.433149 loss: 10.701057 eta: 1 day, 16:27:07 batch_cost: 0.3812 data_cost: 0.0006 ips: 10.4945 images/s [05/14 07:11:54] ppdet.engine INFO: Epoch: [18] [7000/7329] learning_rate: 0.000100 loss_class: 0.658307 loss_bbox: 0.166759 loss_giou: 0.420847 loss_class_aux: 2.823710 loss_bbox_aux: 0.732893 loss_giou_aux: 1.821953 loss_class_dn: 0.343033 loss_bbox_dn: 0.203529 loss_giou_dn: 0.446111 loss_class_aux_dn: 1.147062 loss_bbox_aux_dn: 0.742154 loss_giou_aux_dn: 1.474142 loss: 11.483918 eta: 1 day, 16:25:41 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3288 images/s [05/14 07:13:13] ppdet.engine INFO: Epoch: [18] [7200/7329] learning_rate: 0.000100 loss_class: 0.671385 loss_bbox: 0.164557 loss_giou: 0.402987 loss_class_aux: 2.864208 loss_bbox_aux: 0.732225 loss_giou_aux: 1.748655 loss_class_dn: 0.354990 loss_bbox_dn: 0.200121 loss_giou_dn: 0.440152 loss_class_aux_dn: 1.112546 loss_bbox_aux_dn: 0.734041 loss_giou_aux_dn: 1.500886 loss: 11.372698 eta: 1 day, 16:24:17 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1771 images/s [05/14 07:14:06] ppdet.engine INFO: Eval iter: 0 [05/14 07:14:13] ppdet.engine INFO: Eval iter: 100 [05/14 07:14:20] ppdet.engine INFO: Eval iter: 200 [05/14 07:14:27] ppdet.engine INFO: Eval iter: 300 [05/14 07:14:33] ppdet.engine INFO: Eval iter: 400 [05/14 07:14:40] ppdet.engine INFO: Eval iter: 500 [05/14 07:14:47] ppdet.engine INFO: Eval iter: 600 [05/14 07:14:54] ppdet.engine INFO: Eval iter: 700 [05/14 07:15:01] ppdet.engine INFO: Eval iter: 800 [05/14 07:15:08] ppdet.engine INFO: Eval iter: 900 [05/14 07:15:15] ppdet.engine INFO: Eval iter: 1000 [05/14 07:15:22] ppdet.engine INFO: Eval iter: 1100 [05/14 07:15:29] ppdet.engine INFO: Eval iter: 1200 [05/14 07:15:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.48s) creating index... index created! [05/14 07:15:54] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.73s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.83s). Accumulating evaluation results... DONE (t=26.83s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.450 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.621 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.487 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.269 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.483 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.624 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.356 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 ] = 0.673 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 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.862 [05/14 07:18:14] ppdet.engine INFO: Total sample number: 5000, average FPS: 57.55191729454199 [05/14 07:18:14] ppdet.engine INFO: Best test bbox ap is 0.450. [05/14 07:18:17] ppdet.engine INFO: Epoch: [19] [ 0/7329] learning_rate: 0.000100 loss_class: 0.646476 loss_bbox: 0.159934 loss_giou: 0.371536 loss_class_aux: 2.810863 loss_bbox_aux: 0.710010 loss_giou_aux: 1.557741 loss_class_dn: 0.343403 loss_bbox_dn: 0.201148 loss_giou_dn: 0.389021 loss_class_aux_dn: 1.117093 loss_bbox_aux_dn: 0.718521 loss_giou_aux_dn: 1.329548 loss: 10.476463 eta: 1 day, 16:23:22 batch_cost: 0.3623 data_cost: 0.0007 ips: 11.0403 images/s [05/14 07:19:36] ppdet.engine INFO: Epoch: [19] [ 200/7329] learning_rate: 0.000100 loss_class: 0.712629 loss_bbox: 0.175165 loss_giou: 0.453401 loss_class_aux: 3.067500 loss_bbox_aux: 0.756528 loss_giou_aux: 2.032546 loss_class_dn: 0.374310 loss_bbox_dn: 0.231907 loss_giou_dn: 0.484739 loss_class_aux_dn: 1.244641 loss_bbox_aux_dn: 0.811225 loss_giou_aux_dn: 1.635488 loss: 12.264877 eta: 1 day, 16:21:57 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2676 images/s [05/14 07:20:54] ppdet.engine INFO: Epoch: [19] [ 400/7329] learning_rate: 0.000100 loss_class: 0.709030 loss_bbox: 0.168207 loss_giou: 0.469344 loss_class_aux: 3.146985 loss_bbox_aux: 0.764091 loss_giou_aux: 1.961118 loss_class_dn: 0.357050 loss_bbox_dn: 0.198773 loss_giou_dn: 0.473762 loss_class_aux_dn: 1.179364 loss_bbox_aux_dn: 0.720643 loss_giou_aux_dn: 1.585123 loss: 11.877348 eta: 1 day, 16:20:30 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3145 images/s [05/14 07:22:12] ppdet.engine INFO: Epoch: [19] [ 600/7329] learning_rate: 0.000100 loss_class: 0.707094 loss_bbox: 0.172507 loss_giou: 0.474319 loss_class_aux: 3.029416 loss_bbox_aux: 0.751300 loss_giou_aux: 2.012271 loss_class_dn: 0.388436 loss_bbox_dn: 0.213570 loss_giou_dn: 0.496081 loss_class_aux_dn: 1.258569 loss_bbox_aux_dn: 0.773145 loss_giou_aux_dn: 1.645004 loss: 12.728398 eta: 1 day, 16:19:04 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3249 images/s [05/14 07:23:34] ppdet.engine INFO: Epoch: [19] [ 800/7329] learning_rate: 0.000100 loss_class: 0.629313 loss_bbox: 0.158561 loss_giou: 0.435495 loss_class_aux: 2.677855 loss_bbox_aux: 0.711462 loss_giou_aux: 1.886192 loss_class_dn: 0.346771 loss_bbox_dn: 0.196469 loss_giou_dn: 0.453823 loss_class_aux_dn: 1.134978 loss_bbox_aux_dn: 0.695694 loss_giou_aux_dn: 1.543925 loss: 11.495353 eta: 1 day, 16:17:43 batch_cost: 0.3627 data_cost: 0.0007 ips: 11.0284 images/s [05/14 07:24:55] ppdet.engine INFO: Epoch: [19] [1000/7329] learning_rate: 0.000100 loss_class: 0.679851 loss_bbox: 0.169088 loss_giou: 0.462635 loss_class_aux: 2.913693 loss_bbox_aux: 0.759735 loss_giou_aux: 1.986548 loss_class_dn: 0.404990 loss_bbox_dn: 0.203069 loss_giou_dn: 0.480815 loss_class_aux_dn: 1.337953 loss_bbox_aux_dn: 0.755231 loss_giou_aux_dn: 1.626498 loss: 12.850484 eta: 1 day, 16:16:20 batch_cost: 0.3606 data_cost: 0.0007 ips: 11.0921 images/s [05/14 07:26:15] ppdet.engine INFO: Epoch: [19] [1200/7329] learning_rate: 0.000100 loss_class: 0.626733 loss_bbox: 0.155866 loss_giou: 0.386312 loss_class_aux: 2.666295 loss_bbox_aux: 0.695483 loss_giou_aux: 1.731858 loss_class_dn: 0.330373 loss_bbox_dn: 0.185948 loss_giou_dn: 0.394524 loss_class_aux_dn: 1.099719 loss_bbox_aux_dn: 0.691887 loss_giou_aux_dn: 1.367955 loss: 10.769705 eta: 1 day, 16:15:00 batch_cost: 0.3639 data_cost: 0.0007 ips: 10.9922 images/s [05/14 07:27:33] ppdet.engine INFO: Epoch: [19] [1400/7329] learning_rate: 0.000100 loss_class: 0.653061 loss_bbox: 0.151533 loss_giou: 0.421142 loss_class_aux: 2.804223 loss_bbox_aux: 0.661416 loss_giou_aux: 1.820522 loss_class_dn: 0.345191 loss_bbox_dn: 0.202297 loss_giou_dn: 0.437857 loss_class_aux_dn: 1.140039 loss_bbox_aux_dn: 0.716974 loss_giou_aux_dn: 1.507981 loss: 11.393209 eta: 1 day, 16:13:33 batch_cost: 0.3524 data_cost: 0.0007 ips: 11.3506 images/s [05/14 07:28:53] ppdet.engine INFO: Epoch: [19] [1600/7329] learning_rate: 0.000100 loss_class: 0.654255 loss_bbox: 0.145682 loss_giou: 0.374794 loss_class_aux: 2.774532 loss_bbox_aux: 0.650612 loss_giou_aux: 1.645414 loss_class_dn: 0.338397 loss_bbox_dn: 0.193933 loss_giou_dn: 0.415835 loss_class_aux_dn: 1.115645 loss_bbox_aux_dn: 0.688490 loss_giou_aux_dn: 1.422802 loss: 11.247225 eta: 1 day, 16:12:10 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1269 images/s [05/14 07:30:14] ppdet.engine INFO: Epoch: [19] [1800/7329] learning_rate: 0.000100 loss_class: 0.591666 loss_bbox: 0.143947 loss_giou: 0.390192 loss_class_aux: 2.623987 loss_bbox_aux: 0.629355 loss_giou_aux: 1.698570 loss_class_dn: 0.323202 loss_bbox_dn: 0.195537 loss_giou_dn: 0.391977 loss_class_aux_dn: 1.063316 loss_bbox_aux_dn: 0.700785 loss_giou_aux_dn: 1.320724 loss: 10.595652 eta: 1 day, 16:10:53 batch_cost: 0.3698 data_cost: 0.0007 ips: 10.8170 images/s [05/14 07:31:32] ppdet.engine INFO: Epoch: [19] [2000/7329] learning_rate: 0.000100 loss_class: 0.602049 loss_bbox: 0.144260 loss_giou: 0.376854 loss_class_aux: 2.678257 loss_bbox_aux: 0.680694 loss_giou_aux: 1.614976 loss_class_dn: 0.320366 loss_bbox_dn: 0.198369 loss_giou_dn: 0.386547 loss_class_aux_dn: 1.043980 loss_bbox_aux_dn: 0.725135 loss_giou_aux_dn: 1.278350 loss: 10.014794 eta: 1 day, 16:09:26 batch_cost: 0.3528 data_cost: 0.0008 ips: 11.3394 images/s [05/14 07:32:53] ppdet.engine INFO: Epoch: [19] [2200/7329] learning_rate: 0.000100 loss_class: 0.704643 loss_bbox: 0.161181 loss_giou: 0.438312 loss_class_aux: 2.998045 loss_bbox_aux: 0.730939 loss_giou_aux: 1.932917 loss_class_dn: 0.365755 loss_bbox_dn: 0.198263 loss_giou_dn: 0.464674 loss_class_aux_dn: 1.222080 loss_bbox_aux_dn: 0.699317 loss_giou_aux_dn: 1.540328 loss: 12.038986 eta: 1 day, 16:08:07 batch_cost: 0.3653 data_cost: 0.0007 ips: 10.9491 images/s [05/14 07:34:11] ppdet.engine INFO: Epoch: [19] [2400/7329] learning_rate: 0.000100 loss_class: 0.649392 loss_bbox: 0.158251 loss_giou: 0.438426 loss_class_aux: 2.797324 loss_bbox_aux: 0.713216 loss_giou_aux: 1.894256 loss_class_dn: 0.352464 loss_bbox_dn: 0.191918 loss_giou_dn: 0.431992 loss_class_aux_dn: 1.131279 loss_bbox_aux_dn: 0.707060 loss_giou_aux_dn: 1.473924 loss: 11.249920 eta: 1 day, 16:06:41 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3036 images/s [05/14 07:35:31] ppdet.engine INFO: Epoch: [19] [2600/7329] learning_rate: 0.000100 loss_class: 0.675484 loss_bbox: 0.156875 loss_giou: 0.434862 loss_class_aux: 2.890049 loss_bbox_aux: 0.717422 loss_giou_aux: 1.839763 loss_class_dn: 0.368913 loss_bbox_dn: 0.188052 loss_giou_dn: 0.425491 loss_class_aux_dn: 1.201230 loss_bbox_aux_dn: 0.682821 loss_giou_aux_dn: 1.455903 loss: 11.878727 eta: 1 day, 16:05:17 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2191 images/s [05/14 07:36:49] ppdet.engine INFO: Epoch: [19] [2800/7329] learning_rate: 0.000100 loss_class: 0.702240 loss_bbox: 0.168517 loss_giou: 0.420931 loss_class_aux: 2.944727 loss_bbox_aux: 0.772145 loss_giou_aux: 1.891219 loss_class_dn: 0.356402 loss_bbox_dn: 0.213212 loss_giou_dn: 0.441026 loss_class_aux_dn: 1.161258 loss_bbox_aux_dn: 0.764588 loss_giou_aux_dn: 1.503017 loss: 11.742971 eta: 1 day, 16:03:49 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3900 images/s [05/14 07:38:08] ppdet.engine INFO: Epoch: [19] [3000/7329] learning_rate: 0.000100 loss_class: 0.683709 loss_bbox: 0.174826 loss_giou: 0.453762 loss_class_aux: 2.985077 loss_bbox_aux: 0.789183 loss_giou_aux: 1.953168 loss_class_dn: 0.386796 loss_bbox_dn: 0.218037 loss_giou_dn: 0.481382 loss_class_aux_dn: 1.275980 loss_bbox_aux_dn: 0.765083 loss_giou_aux_dn: 1.601687 loss: 12.239126 eta: 1 day, 16:02:25 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2064 images/s [05/14 07:39:27] ppdet.engine INFO: Epoch: [19] [3200/7329] learning_rate: 0.000100 loss_class: 0.715941 loss_bbox: 0.169597 loss_giou: 0.463835 loss_class_aux: 3.044121 loss_bbox_aux: 0.751699 loss_giou_aux: 1.938287 loss_class_dn: 0.385049 loss_bbox_dn: 0.198693 loss_giou_dn: 0.470751 loss_class_aux_dn: 1.251148 loss_bbox_aux_dn: 0.709484 loss_giou_aux_dn: 1.562023 loss: 12.405832 eta: 1 day, 16:01:01 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2420 images/s [05/14 07:40:51] ppdet.engine INFO: Epoch: [19] [3400/7329] learning_rate: 0.000100 loss_class: 0.700532 loss_bbox: 0.153979 loss_giou: 0.441777 loss_class_aux: 2.996802 loss_bbox_aux: 0.722102 loss_giou_aux: 1.904195 loss_class_dn: 0.385484 loss_bbox_dn: 0.200921 loss_giou_dn: 0.458799 loss_class_aux_dn: 1.263517 loss_bbox_aux_dn: 0.728679 loss_giou_aux_dn: 1.532540 loss: 11.590446 eta: 1 day, 15:59:47 batch_cost: 0.3753 data_cost: 0.0007 ips: 10.6573 images/s [05/14 07:42:11] ppdet.engine INFO: Epoch: [19] [3600/7329] learning_rate: 0.000100 loss_class: 0.672886 loss_bbox: 0.168483 loss_giou: 0.478892 loss_class_aux: 2.885162 loss_bbox_aux: 0.759240 loss_giou_aux: 2.043525 loss_class_dn: 0.372524 loss_bbox_dn: 0.208079 loss_giou_dn: 0.484671 loss_class_aux_dn: 1.216619 loss_bbox_aux_dn: 0.765207 loss_giou_aux_dn: 1.629068 loss: 12.372841 eta: 1 day, 15:58:25 batch_cost: 0.3616 data_cost: 0.0007 ips: 11.0621 images/s [05/14 07:43:29] ppdet.engine INFO: Epoch: [19] [3800/7329] learning_rate: 0.000100 loss_class: 0.729076 loss_bbox: 0.165003 loss_giou: 0.502229 loss_class_aux: 3.059279 loss_bbox_aux: 0.741215 loss_giou_aux: 2.145599 loss_class_dn: 0.391193 loss_bbox_dn: 0.201551 loss_giou_dn: 0.496208 loss_class_aux_dn: 1.257134 loss_bbox_aux_dn: 0.741741 loss_giou_aux_dn: 1.660545 loss: 12.729107 eta: 1 day, 15:56:59 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3220 images/s [05/14 07:44:50] ppdet.engine INFO: Epoch: [19] [4000/7329] learning_rate: 0.000100 loss_class: 0.692627 loss_bbox: 0.162612 loss_giou: 0.404933 loss_class_aux: 2.993613 loss_bbox_aux: 0.755834 loss_giou_aux: 1.807555 loss_class_dn: 0.358607 loss_bbox_dn: 0.216110 loss_giou_dn: 0.450415 loss_class_aux_dn: 1.180948 loss_bbox_aux_dn: 0.760036 loss_giou_aux_dn: 1.526550 loss: 11.718180 eta: 1 day, 15:55:37 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0951 images/s [05/14 07:46:08] ppdet.engine INFO: Epoch: [19] [4200/7329] learning_rate: 0.000100 loss_class: 0.709944 loss_bbox: 0.162149 loss_giou: 0.446803 loss_class_aux: 3.061711 loss_bbox_aux: 0.723101 loss_giou_aux: 1.911871 loss_class_dn: 0.368012 loss_bbox_dn: 0.202869 loss_giou_dn: 0.486828 loss_class_aux_dn: 1.198097 loss_bbox_aux_dn: 0.739434 loss_giou_aux_dn: 1.628125 loss: 12.143389 eta: 1 day, 15:54:12 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3001 images/s [05/14 07:47:27] ppdet.engine INFO: Epoch: [19] [4400/7329] learning_rate: 0.000100 loss_class: 0.692535 loss_bbox: 0.168078 loss_giou: 0.471024 loss_class_aux: 2.993019 loss_bbox_aux: 0.764545 loss_giou_aux: 2.010089 loss_class_dn: 0.385234 loss_bbox_dn: 0.191907 loss_giou_dn: 0.487578 loss_class_aux_dn: 1.265034 loss_bbox_aux_dn: 0.696302 loss_giou_aux_dn: 1.616980 loss: 12.468497 eta: 1 day, 15:52:47 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2470 images/s [05/14 07:48:46] ppdet.engine INFO: Epoch: [19] [4600/7329] learning_rate: 0.000100 loss_class: 0.668712 loss_bbox: 0.163729 loss_giou: 0.434162 loss_class_aux: 2.897995 loss_bbox_aux: 0.731852 loss_giou_aux: 1.887924 loss_class_dn: 0.343383 loss_bbox_dn: 0.198813 loss_giou_dn: 0.443086 loss_class_aux_dn: 1.137523 loss_bbox_aux_dn: 0.677632 loss_giou_aux_dn: 1.487904 loss: 11.589291 eta: 1 day, 15:51:24 batch_cost: 0.3576 data_cost: 0.0007 ips: 11.1855 images/s [05/14 07:50:07] ppdet.engine INFO: Epoch: [19] [4800/7329] learning_rate: 0.000100 loss_class: 0.675794 loss_bbox: 0.154060 loss_giou: 0.438093 loss_class_aux: 2.876298 loss_bbox_aux: 0.697481 loss_giou_aux: 1.973832 loss_class_dn: 0.357839 loss_bbox_dn: 0.207213 loss_giou_dn: 0.454962 loss_class_aux_dn: 1.182934 loss_bbox_aux_dn: 0.698231 loss_giou_aux_dn: 1.574866 loss: 11.708736 eta: 1 day, 15:50:01 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1404 images/s [05/14 07:51:24] ppdet.engine INFO: Epoch: [19] [5000/7329] learning_rate: 0.000100 loss_class: 0.667648 loss_bbox: 0.159001 loss_giou: 0.447522 loss_class_aux: 2.919334 loss_bbox_aux: 0.716263 loss_giou_aux: 1.936205 loss_class_dn: 0.351685 loss_bbox_dn: 0.193653 loss_giou_dn: 0.430897 loss_class_aux_dn: 1.152885 loss_bbox_aux_dn: 0.695505 loss_giou_aux_dn: 1.427650 loss: 11.252094 eta: 1 day, 15:48:35 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3730 images/s [05/14 07:52:43] ppdet.engine INFO: Epoch: [19] [5200/7329] learning_rate: 0.000100 loss_class: 0.617468 loss_bbox: 0.160962 loss_giou: 0.351558 loss_class_aux: 2.707724 loss_bbox_aux: 0.716896 loss_giou_aux: 1.571246 loss_class_dn: 0.322142 loss_bbox_dn: 0.194488 loss_giou_dn: 0.370160 loss_class_aux_dn: 1.049178 loss_bbox_aux_dn: 0.682850 loss_giou_aux_dn: 1.237311 loss: 10.228209 eta: 1 day, 15:47:09 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3465 images/s [05/14 07:54:01] ppdet.engine INFO: Epoch: [19] [5400/7329] learning_rate: 0.000100 loss_class: 0.704621 loss_bbox: 0.165279 loss_giou: 0.505454 loss_class_aux: 3.018196 loss_bbox_aux: 0.719697 loss_giou_aux: 2.202649 loss_class_dn: 0.392562 loss_bbox_dn: 0.185705 loss_giou_dn: 0.523248 loss_class_aux_dn: 1.275426 loss_bbox_aux_dn: 0.713698 loss_giou_aux_dn: 1.752628 loss: 12.553331 eta: 1 day, 15:45:43 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3238 images/s [05/14 07:55:19] ppdet.engine INFO: Epoch: [19] [5600/7329] learning_rate: 0.000100 loss_class: 0.657214 loss_bbox: 0.159006 loss_giou: 0.400199 loss_class_aux: 2.773502 loss_bbox_aux: 0.730312 loss_giou_aux: 1.744490 loss_class_dn: 0.349476 loss_bbox_dn: 0.209563 loss_giou_dn: 0.435592 loss_class_aux_dn: 1.137344 loss_bbox_aux_dn: 0.731764 loss_giou_aux_dn: 1.477579 loss: 11.406033 eta: 1 day, 15:44:17 batch_cost: 0.3517 data_cost: 0.0006 ips: 11.3728 images/s [05/14 07:56:36] ppdet.engine INFO: Epoch: [19] [5800/7329] learning_rate: 0.000100 loss_class: 0.722849 loss_bbox: 0.168566 loss_giou: 0.464659 loss_class_aux: 3.042287 loss_bbox_aux: 0.726782 loss_giou_aux: 2.014811 loss_class_dn: 0.394633 loss_bbox_dn: 0.201498 loss_giou_dn: 0.485382 loss_class_aux_dn: 1.274009 loss_bbox_aux_dn: 0.740165 loss_giou_aux_dn: 1.625284 loss: 12.385009 eta: 1 day, 15:42:50 batch_cost: 0.3513 data_cost: 0.0006 ips: 11.3852 images/s [05/14 07:57:54] ppdet.engine INFO: Epoch: [19] [6000/7329] learning_rate: 0.000100 loss_class: 0.703826 loss_bbox: 0.156567 loss_giou: 0.411610 loss_class_aux: 2.992747 loss_bbox_aux: 0.733774 loss_giou_aux: 1.754794 loss_class_dn: 0.354018 loss_bbox_dn: 0.193814 loss_giou_dn: 0.422498 loss_class_aux_dn: 1.180483 loss_bbox_aux_dn: 0.714469 loss_giou_aux_dn: 1.405588 loss: 11.573572 eta: 1 day, 15:41:23 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4100 images/s [05/14 07:59:15] ppdet.engine INFO: Epoch: [19] [6200/7329] learning_rate: 0.000100 loss_class: 0.703796 loss_bbox: 0.160984 loss_giou: 0.472819 loss_class_aux: 3.028921 loss_bbox_aux: 0.729243 loss_giou_aux: 2.027702 loss_class_dn: 0.384407 loss_bbox_dn: 0.197323 loss_giou_dn: 0.479187 loss_class_aux_dn: 1.250433 loss_bbox_aux_dn: 0.716093 loss_giou_aux_dn: 1.614546 loss: 11.888948 eta: 1 day, 15:40:04 batch_cost: 0.3642 data_cost: 0.0007 ips: 10.9831 images/s [05/14 08:00:34] ppdet.engine INFO: Epoch: [19] [6400/7329] learning_rate: 0.000100 loss_class: 0.714526 loss_bbox: 0.163424 loss_giou: 0.479146 loss_class_aux: 3.068309 loss_bbox_aux: 0.730919 loss_giou_aux: 2.017644 loss_class_dn: 0.381910 loss_bbox_dn: 0.201693 loss_giou_dn: 0.501266 loss_class_aux_dn: 1.244111 loss_bbox_aux_dn: 0.739896 loss_giou_aux_dn: 1.679162 loss: 12.547262 eta: 1 day, 15:38:41 batch_cost: 0.3575 data_cost: 0.0006 ips: 11.1875 images/s [05/14 08:01:52] ppdet.engine INFO: Epoch: [19] [6600/7329] learning_rate: 0.000100 loss_class: 0.664925 loss_bbox: 0.155550 loss_giou: 0.503614 loss_class_aux: 2.867784 loss_bbox_aux: 0.678739 loss_giou_aux: 2.147819 loss_class_dn: 0.377895 loss_bbox_dn: 0.196463 loss_giou_dn: 0.504108 loss_class_aux_dn: 1.237853 loss_bbox_aux_dn: 0.733323 loss_giou_aux_dn: 1.678553 loss: 12.552198 eta: 1 day, 15:37:17 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2411 images/s [05/14 08:03:11] ppdet.engine INFO: Epoch: [19] [6800/7329] learning_rate: 0.000100 loss_class: 0.650825 loss_bbox: 0.164303 loss_giou: 0.396953 loss_class_aux: 2.718410 loss_bbox_aux: 0.769502 loss_giou_aux: 1.804175 loss_class_dn: 0.341399 loss_bbox_dn: 0.209479 loss_giou_dn: 0.424671 loss_class_aux_dn: 1.108145 loss_bbox_aux_dn: 0.777173 loss_giou_aux_dn: 1.427915 loss: 11.156250 eta: 1 day, 15:35:53 batch_cost: 0.3561 data_cost: 0.0006 ips: 11.2335 images/s [05/14 08:04:30] ppdet.engine INFO: Epoch: [19] [7000/7329] learning_rate: 0.000100 loss_class: 0.691253 loss_bbox: 0.159658 loss_giou: 0.407675 loss_class_aux: 2.909563 loss_bbox_aux: 0.701660 loss_giou_aux: 1.734766 loss_class_dn: 0.353163 loss_bbox_dn: 0.190350 loss_giou_dn: 0.427753 loss_class_aux_dn: 1.162409 loss_bbox_aux_dn: 0.681938 loss_giou_aux_dn: 1.429421 loss: 11.213198 eta: 1 day, 15:34:28 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2610 images/s [05/14 08:05:52] ppdet.engine INFO: Epoch: [19] [7200/7329] learning_rate: 0.000100 loss_class: 0.674557 loss_bbox: 0.164833 loss_giou: 0.452839 loss_class_aux: 2.927779 loss_bbox_aux: 0.744727 loss_giou_aux: 1.981893 loss_class_dn: 0.369410 loss_bbox_dn: 0.197051 loss_giou_dn: 0.475338 loss_class_aux_dn: 1.203654 loss_bbox_aux_dn: 0.717925 loss_giou_aux_dn: 1.574428 loss: 11.743007 eta: 1 day, 15:33:09 batch_cost: 0.3646 data_cost: 0.0007 ips: 10.9717 images/s [05/14 08:06:44] ppdet.engine INFO: Eval iter: 0 [05/14 08:06:51] ppdet.engine INFO: Eval iter: 100 [05/14 08:06:58] ppdet.engine INFO: Eval iter: 200 [05/14 08:07:04] ppdet.engine INFO: Eval iter: 300 [05/14 08:07:11] ppdet.engine INFO: Eval iter: 400 [05/14 08:07:17] ppdet.engine INFO: Eval iter: 500 [05/14 08:07:23] ppdet.engine INFO: Eval iter: 600 [05/14 08:07:30] ppdet.engine INFO: Eval iter: 700 [05/14 08:07:36] ppdet.engine INFO: Eval iter: 800 [05/14 08:07:42] ppdet.engine INFO: Eval iter: 900 [05/14 08:07:48] ppdet.engine INFO: Eval iter: 1000 [05/14 08:07:55] ppdet.engine INFO: Eval iter: 1100 [05/14 08:08:01] ppdet.engine INFO: Eval iter: 1200 [05/14 08:08:25] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/14 08:08:26] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.25s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.11s). Accumulating evaluation results... DONE (t=22.09s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.453 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.624 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.490 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.272 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.624 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.601 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.673 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.861 [05/14 08:10:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.19450247660742 [05/14 08:10:40] ppdet.engine INFO: Best test bbox ap is 0.453. [05/14 08:10:43] ppdet.engine INFO: Epoch: [20] [ 0/7329] learning_rate: 0.000100 loss_class: 0.665955 loss_bbox: 0.160038 loss_giou: 0.457368 loss_class_aux: 2.864955 loss_bbox_aux: 0.719424 loss_giou_aux: 1.960997 loss_class_dn: 0.363564 loss_bbox_dn: 0.188675 loss_giou_dn: 0.458859 loss_class_aux_dn: 1.176754 loss_bbox_aux_dn: 0.692680 loss_giou_aux_dn: 1.547942 loss: 11.616697 eta: 1 day, 15:32:14 batch_cost: 0.3558 data_cost: 0.0008 ips: 11.2427 images/s [05/14 08:12:02] ppdet.engine INFO: Epoch: [20] [ 200/7329] learning_rate: 0.000100 loss_class: 0.705445 loss_bbox: 0.168956 loss_giou: 0.423198 loss_class_aux: 3.069748 loss_bbox_aux: 0.758894 loss_giou_aux: 1.826344 loss_class_dn: 0.367217 loss_bbox_dn: 0.203722 loss_giou_dn: 0.470119 loss_class_aux_dn: 1.201694 loss_bbox_aux_dn: 0.742279 loss_giou_aux_dn: 1.620937 loss: 11.447803 eta: 1 day, 15:30:51 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1805 images/s [05/14 08:13:20] ppdet.engine INFO: Epoch: [20] [ 400/7329] learning_rate: 0.000100 loss_class: 0.702724 loss_bbox: 0.181904 loss_giou: 0.452834 loss_class_aux: 3.035829 loss_bbox_aux: 0.792443 loss_giou_aux: 1.928044 loss_class_dn: 0.389084 loss_bbox_dn: 0.206392 loss_giou_dn: 0.475484 loss_class_aux_dn: 1.253498 loss_bbox_aux_dn: 0.730328 loss_giou_aux_dn: 1.610091 loss: 12.086916 eta: 1 day, 15:29:25 batch_cost: 0.3527 data_cost: 0.0006 ips: 11.3405 images/s [05/14 08:14:39] ppdet.engine INFO: Epoch: [20] [ 600/7329] learning_rate: 0.000100 loss_class: 0.708983 loss_bbox: 0.162963 loss_giou: 0.443650 loss_class_aux: 2.946811 loss_bbox_aux: 0.744422 loss_giou_aux: 1.907458 loss_class_dn: 0.364678 loss_bbox_dn: 0.199707 loss_giou_dn: 0.456613 loss_class_aux_dn: 1.173937 loss_bbox_aux_dn: 0.723729 loss_giou_aux_dn: 1.517958 loss: 11.969947 eta: 1 day, 15:28:02 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2218 images/s [05/14 08:15:59] ppdet.engine INFO: Epoch: [20] [ 800/7329] learning_rate: 0.000100 loss_class: 0.648644 loss_bbox: 0.170392 loss_giou: 0.465153 loss_class_aux: 2.920311 loss_bbox_aux: 0.739800 loss_giou_aux: 1.918137 loss_class_dn: 0.357156 loss_bbox_dn: 0.201736 loss_giou_dn: 0.468350 loss_class_aux_dn: 1.187051 loss_bbox_aux_dn: 0.745568 loss_giou_aux_dn: 1.582554 loss: 12.452261 eta: 1 day, 15:26:39 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1670 images/s [05/14 08:17:19] ppdet.engine INFO: Epoch: [20] [1000/7329] learning_rate: 0.000100 loss_class: 0.691317 loss_bbox: 0.163226 loss_giou: 0.431190 loss_class_aux: 2.948099 loss_bbox_aux: 0.740274 loss_giou_aux: 1.862034 loss_class_dn: 0.371535 loss_bbox_dn: 0.199186 loss_giou_dn: 0.452192 loss_class_aux_dn: 1.189613 loss_bbox_aux_dn: 0.769401 loss_giou_aux_dn: 1.533211 loss: 11.931280 eta: 1 day, 15:25:19 batch_cost: 0.3624 data_cost: 0.0007 ips: 11.0366 images/s [05/14 08:18:37] ppdet.engine INFO: Epoch: [20] [1200/7329] learning_rate: 0.000100 loss_class: 0.691852 loss_bbox: 0.170707 loss_giou: 0.433971 loss_class_aux: 2.978685 loss_bbox_aux: 0.779010 loss_giou_aux: 1.845788 loss_class_dn: 0.360533 loss_bbox_dn: 0.204537 loss_giou_dn: 0.443508 loss_class_aux_dn: 1.190459 loss_bbox_aux_dn: 0.730259 loss_giou_aux_dn: 1.515112 loss: 12.076010 eta: 1 day, 15:23:55 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2833 images/s [05/14 08:19:57] ppdet.engine INFO: Epoch: [20] [1400/7329] learning_rate: 0.000100 loss_class: 0.661959 loss_bbox: 0.159915 loss_giou: 0.418948 loss_class_aux: 2.740037 loss_bbox_aux: 0.716018 loss_giou_aux: 1.867583 loss_class_dn: 0.349526 loss_bbox_dn: 0.194450 loss_giou_dn: 0.439846 loss_class_aux_dn: 1.123129 loss_bbox_aux_dn: 0.685530 loss_giou_aux_dn: 1.498875 loss: 11.414637 eta: 1 day, 15:22:33 batch_cost: 0.3598 data_cost: 0.0006 ips: 11.1162 images/s [05/14 08:21:15] ppdet.engine INFO: Epoch: [20] [1600/7329] learning_rate: 0.000100 loss_class: 0.648311 loss_bbox: 0.166715 loss_giou: 0.399017 loss_class_aux: 2.782981 loss_bbox_aux: 0.737277 loss_giou_aux: 1.738452 loss_class_dn: 0.345082 loss_bbox_dn: 0.191932 loss_giou_dn: 0.410819 loss_class_aux_dn: 1.132177 loss_bbox_aux_dn: 0.674617 loss_giou_aux_dn: 1.379538 loss: 11.072533 eta: 1 day, 15:21:08 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3307 images/s [05/14 08:22:35] ppdet.engine INFO: Epoch: [20] [1800/7329] learning_rate: 0.000100 loss_class: 0.637956 loss_bbox: 0.160766 loss_giou: 0.394361 loss_class_aux: 2.747992 loss_bbox_aux: 0.723686 loss_giou_aux: 1.722773 loss_class_dn: 0.337989 loss_bbox_dn: 0.200960 loss_giou_dn: 0.427401 loss_class_aux_dn: 1.095543 loss_bbox_aux_dn: 0.732519 loss_giou_aux_dn: 1.428664 loss: 10.684279 eta: 1 day, 15:19:47 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0705 images/s [05/14 08:23:53] ppdet.engine INFO: Epoch: [20] [2000/7329] learning_rate: 0.000100 loss_class: 0.733219 loss_bbox: 0.163195 loss_giou: 0.473682 loss_class_aux: 3.098575 loss_bbox_aux: 0.737738 loss_giou_aux: 1.970675 loss_class_dn: 0.374274 loss_bbox_dn: 0.196648 loss_giou_dn: 0.473237 loss_class_aux_dn: 1.222481 loss_bbox_aux_dn: 0.685528 loss_giou_aux_dn: 1.556010 loss: 12.276264 eta: 1 day, 15:18:22 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3387 images/s [05/14 08:25:12] ppdet.engine INFO: Epoch: [20] [2200/7329] learning_rate: 0.000100 loss_class: 0.766093 loss_bbox: 0.173212 loss_giou: 0.471962 loss_class_aux: 3.212740 loss_bbox_aux: 0.782300 loss_giou_aux: 2.032090 loss_class_dn: 0.396703 loss_bbox_dn: 0.206740 loss_giou_dn: 0.493117 loss_class_aux_dn: 1.301712 loss_bbox_aux_dn: 0.741582 loss_giou_aux_dn: 1.650083 loss: 12.649743 eta: 1 day, 15:16:59 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2393 images/s [05/14 08:26:30] ppdet.engine INFO: Epoch: [20] [2400/7329] learning_rate: 0.000100 loss_class: 0.668673 loss_bbox: 0.161637 loss_giou: 0.461071 loss_class_aux: 2.899595 loss_bbox_aux: 0.742161 loss_giou_aux: 1.903312 loss_class_dn: 0.350594 loss_bbox_dn: 0.206730 loss_giou_dn: 0.441057 loss_class_aux_dn: 1.147657 loss_bbox_aux_dn: 0.749257 loss_giou_aux_dn: 1.517125 loss: 11.602679 eta: 1 day, 15:15:34 batch_cost: 0.3529 data_cost: 0.0006 ips: 11.3351 images/s [05/14 08:27:49] ppdet.engine INFO: Epoch: [20] [2600/7329] learning_rate: 0.000100 loss_class: 0.664445 loss_bbox: 0.151352 loss_giou: 0.444809 loss_class_aux: 2.871910 loss_bbox_aux: 0.686184 loss_giou_aux: 1.926209 loss_class_dn: 0.355376 loss_bbox_dn: 0.182156 loss_giou_dn: 0.452956 loss_class_aux_dn: 1.168447 loss_bbox_aux_dn: 0.665874 loss_giou_aux_dn: 1.510137 loss: 11.192227 eta: 1 day, 15:14:10 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2587 images/s [05/14 08:29:08] ppdet.engine INFO: Epoch: [20] [2800/7329] learning_rate: 0.000100 loss_class: 0.646976 loss_bbox: 0.164838 loss_giou: 0.397853 loss_class_aux: 2.790944 loss_bbox_aux: 0.707179 loss_giou_aux: 1.776061 loss_class_dn: 0.349227 loss_bbox_dn: 0.208789 loss_giou_dn: 0.416052 loss_class_aux_dn: 1.158937 loss_bbox_aux_dn: 0.764691 loss_giou_aux_dn: 1.398247 loss: 11.421327 eta: 1 day, 15:12:46 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2553 images/s [05/14 08:30:25] ppdet.engine INFO: Epoch: [20] [3000/7329] learning_rate: 0.000100 loss_class: 0.625958 loss_bbox: 0.143324 loss_giou: 0.387092 loss_class_aux: 2.749850 loss_bbox_aux: 0.667750 loss_giou_aux: 1.693178 loss_class_dn: 0.342591 loss_bbox_dn: 0.183330 loss_giou_dn: 0.408800 loss_class_aux_dn: 1.117631 loss_bbox_aux_dn: 0.659016 loss_giou_aux_dn: 1.427135 loss: 10.462737 eta: 1 day, 15:11:19 batch_cost: 0.3483 data_cost: 0.0007 ips: 11.4851 images/s [05/14 08:31:43] ppdet.engine INFO: Epoch: [20] [3200/7329] learning_rate: 0.000100 loss_class: 0.680209 loss_bbox: 0.170068 loss_giou: 0.434383 loss_class_aux: 2.904567 loss_bbox_aux: 0.747261 loss_giou_aux: 1.822893 loss_class_dn: 0.383718 loss_bbox_dn: 0.215986 loss_giou_dn: 0.454670 loss_class_aux_dn: 1.238512 loss_bbox_aux_dn: 0.759569 loss_giou_aux_dn: 1.517537 loss: 12.136913 eta: 1 day, 15:09:55 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2912 images/s [05/14 08:33:02] ppdet.engine INFO: Epoch: [20] [3400/7329] learning_rate: 0.000100 loss_class: 0.657912 loss_bbox: 0.158728 loss_giou: 0.383939 loss_class_aux: 2.877603 loss_bbox_aux: 0.708931 loss_giou_aux: 1.677438 loss_class_dn: 0.334624 loss_bbox_dn: 0.201344 loss_giou_dn: 0.396975 loss_class_aux_dn: 1.108749 loss_bbox_aux_dn: 0.748449 loss_giou_aux_dn: 1.358039 loss: 10.960072 eta: 1 day, 15:08:32 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2498 images/s [05/14 08:34:24] ppdet.engine INFO: Epoch: [20] [3600/7329] learning_rate: 0.000100 loss_class: 0.666691 loss_bbox: 0.155846 loss_giou: 0.428479 loss_class_aux: 2.823396 loss_bbox_aux: 0.717428 loss_giou_aux: 1.890666 loss_class_dn: 0.364757 loss_bbox_dn: 0.200628 loss_giou_dn: 0.452161 loss_class_aux_dn: 1.174550 loss_bbox_aux_dn: 0.729218 loss_giou_aux_dn: 1.573584 loss: 11.551124 eta: 1 day, 15:07:15 batch_cost: 0.3696 data_cost: 0.0007 ips: 10.8223 images/s [05/14 08:35:42] ppdet.engine INFO: Epoch: [20] [3800/7329] learning_rate: 0.000100 loss_class: 0.659506 loss_bbox: 0.158096 loss_giou: 0.446543 loss_class_aux: 2.780072 loss_bbox_aux: 0.718876 loss_giou_aux: 1.932163 loss_class_dn: 0.361178 loss_bbox_dn: 0.186987 loss_giou_dn: 0.436664 loss_class_aux_dn: 1.165498 loss_bbox_aux_dn: 0.697260 loss_giou_aux_dn: 1.472277 loss: 11.228346 eta: 1 day, 15:05:51 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2754 images/s [05/14 08:37:00] ppdet.engine INFO: Epoch: [20] [4000/7329] learning_rate: 0.000100 loss_class: 0.645137 loss_bbox: 0.155208 loss_giou: 0.424930 loss_class_aux: 2.821427 loss_bbox_aux: 0.695498 loss_giou_aux: 1.870461 loss_class_dn: 0.360352 loss_bbox_dn: 0.173034 loss_giou_dn: 0.459891 loss_class_aux_dn: 1.169985 loss_bbox_aux_dn: 0.605635 loss_giou_aux_dn: 1.506882 loss: 11.238171 eta: 1 day, 15:04:26 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3470 images/s [05/14 08:38:19] ppdet.engine INFO: Epoch: [20] [4200/7329] learning_rate: 0.000100 loss_class: 0.728193 loss_bbox: 0.159766 loss_giou: 0.489264 loss_class_aux: 3.060993 loss_bbox_aux: 0.742724 loss_giou_aux: 2.079336 loss_class_dn: 0.393314 loss_bbox_dn: 0.197697 loss_giou_dn: 0.509105 loss_class_aux_dn: 1.290333 loss_bbox_aux_dn: 0.701368 loss_giou_aux_dn: 1.713336 loss: 12.488625 eta: 1 day, 15:03:04 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2189 images/s [05/14 08:39:37] ppdet.engine INFO: Epoch: [20] [4400/7329] learning_rate: 0.000100 loss_class: 0.644791 loss_bbox: 0.161865 loss_giou: 0.423620 loss_class_aux: 2.790033 loss_bbox_aux: 0.737426 loss_giou_aux: 1.805808 loss_class_dn: 0.357488 loss_bbox_dn: 0.196792 loss_giou_dn: 0.449078 loss_class_aux_dn: 1.167545 loss_bbox_aux_dn: 0.721639 loss_giou_aux_dn: 1.518873 loss: 11.862952 eta: 1 day, 15:01:37 batch_cost: 0.3497 data_cost: 0.0007 ips: 11.4383 images/s [05/14 08:40:55] ppdet.engine INFO: Epoch: [20] [4600/7329] learning_rate: 0.000100 loss_class: 0.645026 loss_bbox: 0.150993 loss_giou: 0.366737 loss_class_aux: 2.819882 loss_bbox_aux: 0.683998 loss_giou_aux: 1.608507 loss_class_dn: 0.347094 loss_bbox_dn: 0.195616 loss_giou_dn: 0.388434 loss_class_aux_dn: 1.122129 loss_bbox_aux_dn: 0.695936 loss_giou_aux_dn: 1.318256 loss: 10.532528 eta: 1 day, 15:00:14 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2463 images/s [05/14 08:42:13] ppdet.engine INFO: Epoch: [20] [4800/7329] learning_rate: 0.000100 loss_class: 0.700657 loss_bbox: 0.166435 loss_giou: 0.434670 loss_class_aux: 3.042620 loss_bbox_aux: 0.734886 loss_giou_aux: 1.874372 loss_class_dn: 0.373924 loss_bbox_dn: 0.207799 loss_giou_dn: 0.453026 loss_class_aux_dn: 1.196148 loss_bbox_aux_dn: 0.730724 loss_giou_aux_dn: 1.512059 loss: 11.495497 eta: 1 day, 14:58:49 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3773 images/s [05/14 08:43:32] ppdet.engine INFO: Epoch: [20] [5000/7329] learning_rate: 0.000100 loss_class: 0.647956 loss_bbox: 0.159236 loss_giou: 0.451360 loss_class_aux: 2.783479 loss_bbox_aux: 0.713192 loss_giou_aux: 1.937734 loss_class_dn: 0.373888 loss_bbox_dn: 0.195251 loss_giou_dn: 0.451788 loss_class_aux_dn: 1.198009 loss_bbox_aux_dn: 0.703395 loss_giou_aux_dn: 1.519267 loss: 11.648343 eta: 1 day, 14:57:26 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2616 images/s [05/14 08:44:50] ppdet.engine INFO: Epoch: [20] [5200/7329] learning_rate: 0.000100 loss_class: 0.715552 loss_bbox: 0.164105 loss_giou: 0.485040 loss_class_aux: 3.032060 loss_bbox_aux: 0.756998 loss_giou_aux: 2.066938 loss_class_dn: 0.385128 loss_bbox_dn: 0.197955 loss_giou_dn: 0.498441 loss_class_aux_dn: 1.245593 loss_bbox_aux_dn: 0.717419 loss_giou_aux_dn: 1.643721 loss: 12.302260 eta: 1 day, 14:56:00 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4074 images/s [05/14 08:46:07] ppdet.engine INFO: Epoch: [20] [5400/7329] learning_rate: 0.000100 loss_class: 0.679116 loss_bbox: 0.168736 loss_giou: 0.469994 loss_class_aux: 2.884108 loss_bbox_aux: 0.752646 loss_giou_aux: 1.958864 loss_class_dn: 0.370132 loss_bbox_dn: 0.198198 loss_giou_dn: 0.476712 loss_class_aux_dn: 1.225801 loss_bbox_aux_dn: 0.702575 loss_giou_aux_dn: 1.582266 loss: 11.892944 eta: 1 day, 14:54:34 batch_cost: 0.3502 data_cost: 0.0006 ips: 11.4233 images/s [05/14 08:47:25] ppdet.engine INFO: Epoch: [20] [5600/7329] learning_rate: 0.000100 loss_class: 0.685698 loss_bbox: 0.157941 loss_giou: 0.444805 loss_class_aux: 2.889472 loss_bbox_aux: 0.730087 loss_giou_aux: 1.902933 loss_class_dn: 0.356080 loss_bbox_dn: 0.190007 loss_giou_dn: 0.463305 loss_class_aux_dn: 1.153745 loss_bbox_aux_dn: 0.672252 loss_giou_aux_dn: 1.524719 loss: 11.477031 eta: 1 day, 14:53:09 batch_cost: 0.3503 data_cost: 0.0007 ips: 11.4176 images/s [05/14 08:48:44] ppdet.engine INFO: Epoch: [20] [5800/7329] learning_rate: 0.000100 loss_class: 0.679703 loss_bbox: 0.151609 loss_giou: 0.394837 loss_class_aux: 2.931545 loss_bbox_aux: 0.705069 loss_giou_aux: 1.718638 loss_class_dn: 0.342928 loss_bbox_dn: 0.187955 loss_giou_dn: 0.411882 loss_class_aux_dn: 1.143811 loss_bbox_aux_dn: 0.681490 loss_giou_aux_dn: 1.404121 loss: 11.063470 eta: 1 day, 14:51:46 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2062 images/s [05/14 08:50:07] ppdet.engine INFO: Epoch: [20] [6000/7329] learning_rate: 0.000100 loss_class: 0.684449 loss_bbox: 0.166911 loss_giou: 0.460341 loss_class_aux: 2.976344 loss_bbox_aux: 0.737022 loss_giou_aux: 1.933841 loss_class_dn: 0.373400 loss_bbox_dn: 0.203066 loss_giou_dn: 0.487317 loss_class_aux_dn: 1.225947 loss_bbox_aux_dn: 0.737572 loss_giou_aux_dn: 1.618012 loss: 12.396765 eta: 1 day, 14:50:29 batch_cost: 0.3664 data_cost: 0.0007 ips: 10.9161 images/s [05/14 08:51:30] ppdet.engine INFO: Epoch: [20] [6200/7329] learning_rate: 0.000100 loss_class: 0.699345 loss_bbox: 0.165308 loss_giou: 0.445244 loss_class_aux: 3.015712 loss_bbox_aux: 0.732386 loss_giou_aux: 1.889861 loss_class_dn: 0.367955 loss_bbox_dn: 0.223210 loss_giou_dn: 0.476314 loss_class_aux_dn: 1.228472 loss_bbox_aux_dn: 0.824731 loss_giou_aux_dn: 1.617121 loss: 12.138363 eta: 1 day, 14:49:12 batch_cost: 0.3680 data_cost: 0.0007 ips: 10.8702 images/s [05/14 08:52:48] ppdet.engine INFO: Epoch: [20] [6400/7329] learning_rate: 0.000100 loss_class: 0.682373 loss_bbox: 0.164959 loss_giou: 0.454055 loss_class_aux: 2.848460 loss_bbox_aux: 0.714694 loss_giou_aux: 1.967051 loss_class_dn: 0.375468 loss_bbox_dn: 0.207025 loss_giou_dn: 0.461602 loss_class_aux_dn: 1.200607 loss_bbox_aux_dn: 0.754718 loss_giou_aux_dn: 1.588507 loss: 12.207690 eta: 1 day, 14:47:48 batch_cost: 0.3544 data_cost: 0.0006 ips: 11.2880 images/s [05/14 08:54:07] ppdet.engine INFO: Epoch: [20] [6600/7329] learning_rate: 0.000100 loss_class: 0.665285 loss_bbox: 0.153159 loss_giou: 0.441988 loss_class_aux: 2.886166 loss_bbox_aux: 0.685371 loss_giou_aux: 1.848978 loss_class_dn: 0.351549 loss_bbox_dn: 0.195066 loss_giou_dn: 0.464018 loss_class_aux_dn: 1.123554 loss_bbox_aux_dn: 0.715455 loss_giou_aux_dn: 1.552610 loss: 11.438623 eta: 1 day, 14:46:25 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2476 images/s [05/14 08:55:26] ppdet.engine INFO: Epoch: [20] [6800/7329] learning_rate: 0.000100 loss_class: 0.632354 loss_bbox: 0.152832 loss_giou: 0.392805 loss_class_aux: 2.671849 loss_bbox_aux: 0.660532 loss_giou_aux: 1.690230 loss_class_dn: 0.337842 loss_bbox_dn: 0.193665 loss_giou_dn: 0.408979 loss_class_aux_dn: 1.090204 loss_bbox_aux_dn: 0.681982 loss_giou_aux_dn: 1.365152 loss: 10.545877 eta: 1 day, 14:45:02 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2393 images/s [05/14 08:56:44] ppdet.engine INFO: Epoch: [20] [7000/7329] learning_rate: 0.000100 loss_class: 0.686587 loss_bbox: 0.164337 loss_giou: 0.455173 loss_class_aux: 2.931539 loss_bbox_aux: 0.728529 loss_giou_aux: 1.930856 loss_class_dn: 0.375658 loss_bbox_dn: 0.186271 loss_giou_dn: 0.461280 loss_class_aux_dn: 1.215194 loss_bbox_aux_dn: 0.710293 loss_giou_aux_dn: 1.516358 loss: 11.614244 eta: 1 day, 14:43:38 batch_cost: 0.3526 data_cost: 0.0006 ips: 11.3450 images/s [05/14 08:58:03] ppdet.engine INFO: Epoch: [20] [7200/7329] learning_rate: 0.000100 loss_class: 0.778163 loss_bbox: 0.184891 loss_giou: 0.444463 loss_class_aux: 3.370798 loss_bbox_aux: 0.782897 loss_giou_aux: 1.943461 loss_class_dn: 0.390640 loss_bbox_dn: 0.223144 loss_giou_dn: 0.480945 loss_class_aux_dn: 1.275229 loss_bbox_aux_dn: 0.815599 loss_giou_aux_dn: 1.624848 loss: 12.673463 eta: 1 day, 14:42:16 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2174 images/s [05/14 08:58:56] ppdet.engine INFO: Eval iter: 0 [05/14 08:59:03] ppdet.engine INFO: Eval iter: 100 [05/14 08:59:10] ppdet.engine INFO: Eval iter: 200 [05/14 08:59:16] ppdet.engine INFO: Eval iter: 300 [05/14 08:59:22] ppdet.engine INFO: Eval iter: 400 [05/14 08:59:29] ppdet.engine INFO: Eval iter: 500 [05/14 08:59:35] ppdet.engine INFO: Eval iter: 600 [05/14 08:59:42] ppdet.engine INFO: Eval iter: 700 [05/14 08:59:48] ppdet.engine INFO: Eval iter: 800 [05/14 08:59:54] ppdet.engine INFO: Eval iter: 900 [05/14 09:00:01] ppdet.engine INFO: Eval iter: 1000 [05/14 09:00:08] ppdet.engine INFO: Eval iter: 1100 [05/14 09:00:15] ppdet.engine INFO: Eval iter: 1200 [05/14 09:00:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/14 09:00:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.07s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=92.74s). Accumulating evaluation results... DONE (t=22.41s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.455 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.626 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.492 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.271 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.487 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.601 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 ] = 0.463 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.862 [05/14 09:02:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.06785671537361 [05/14 09:02:51] ppdet.engine INFO: Best test bbox ap is 0.455. [05/14 09:02:55] ppdet.engine INFO: Epoch: [21] [ 0/7329] learning_rate: 0.000100 loss_class: 0.753074 loss_bbox: 0.184576 loss_giou: 0.461228 loss_class_aux: 3.173195 loss_bbox_aux: 0.834548 loss_giou_aux: 1.992183 loss_class_dn: 0.386635 loss_bbox_dn: 0.223127 loss_giou_dn: 0.499781 loss_class_aux_dn: 1.251908 loss_bbox_aux_dn: 0.784431 loss_giou_aux_dn: 1.662580 loss: 12.440274 eta: 1 day, 14:41:23 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1918 images/s [05/14 09:04:15] ppdet.engine INFO: Epoch: [21] [ 200/7329] learning_rate: 0.000100 loss_class: 0.654827 loss_bbox: 0.152710 loss_giou: 0.438165 loss_class_aux: 2.844473 loss_bbox_aux: 0.686653 loss_giou_aux: 1.880818 loss_class_dn: 0.344208 loss_bbox_dn: 0.186499 loss_giou_dn: 0.457777 loss_class_aux_dn: 1.121513 loss_bbox_aux_dn: 0.688981 loss_giou_aux_dn: 1.529366 loss: 11.633104 eta: 1 day, 14:40:04 batch_cost: 0.3644 data_cost: 0.0007 ips: 10.9765 images/s [05/14 09:05:36] ppdet.engine INFO: Epoch: [21] [ 400/7329] learning_rate: 0.000100 loss_class: 0.665807 loss_bbox: 0.166083 loss_giou: 0.484506 loss_class_aux: 2.941073 loss_bbox_aux: 0.713007 loss_giou_aux: 2.056598 loss_class_dn: 0.372975 loss_bbox_dn: 0.181563 loss_giou_dn: 0.493879 loss_class_aux_dn: 1.211995 loss_bbox_aux_dn: 0.673899 loss_giou_aux_dn: 1.635549 loss: 11.692804 eta: 1 day, 14:38:45 batch_cost: 0.3632 data_cost: 0.0007 ips: 11.0122 images/s [05/14 09:06:54] ppdet.engine INFO: Epoch: [21] [ 600/7329] learning_rate: 0.000100 loss_class: 0.688604 loss_bbox: 0.158182 loss_giou: 0.388409 loss_class_aux: 3.016213 loss_bbox_aux: 0.708117 loss_giou_aux: 1.726636 loss_class_dn: 0.358888 loss_bbox_dn: 0.207269 loss_giou_dn: 0.421107 loss_class_aux_dn: 1.183831 loss_bbox_aux_dn: 0.747097 loss_giou_aux_dn: 1.429713 loss: 11.281895 eta: 1 day, 14:37:22 batch_cost: 0.3550 data_cost: 0.0006 ips: 11.2668 images/s [05/14 09:08:12] ppdet.engine INFO: Epoch: [21] [ 800/7329] learning_rate: 0.000100 loss_class: 0.634300 loss_bbox: 0.155520 loss_giou: 0.430990 loss_class_aux: 2.718989 loss_bbox_aux: 0.685964 loss_giou_aux: 1.823074 loss_class_dn: 0.340945 loss_bbox_dn: 0.185121 loss_giou_dn: 0.435499 loss_class_aux_dn: 1.075043 loss_bbox_aux_dn: 0.665335 loss_giou_aux_dn: 1.448291 loss: 10.710054 eta: 1 day, 14:35:58 batch_cost: 0.3526 data_cost: 0.0006 ips: 11.3440 images/s [05/14 09:09:32] ppdet.engine INFO: Epoch: [21] [1000/7329] learning_rate: 0.000100 loss_class: 0.661954 loss_bbox: 0.167440 loss_giou: 0.413255 loss_class_aux: 2.886200 loss_bbox_aux: 0.740045 loss_giou_aux: 1.762924 loss_class_dn: 0.357523 loss_bbox_dn: 0.204943 loss_giou_dn: 0.427951 loss_class_aux_dn: 1.172437 loss_bbox_aux_dn: 0.754275 loss_giou_aux_dn: 1.458442 loss: 11.231592 eta: 1 day, 14:34:37 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1537 images/s [05/14 09:10:51] ppdet.engine INFO: Epoch: [21] [1200/7329] learning_rate: 0.000100 loss_class: 0.678871 loss_bbox: 0.161154 loss_giou: 0.459191 loss_class_aux: 2.924933 loss_bbox_aux: 0.723359 loss_giou_aux: 1.996815 loss_class_dn: 0.376467 loss_bbox_dn: 0.192549 loss_giou_dn: 0.479253 loss_class_aux_dn: 1.235100 loss_bbox_aux_dn: 0.685622 loss_giou_aux_dn: 1.563532 loss: 11.698513 eta: 1 day, 14:33:15 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1880 images/s [05/14 09:12:10] ppdet.engine INFO: Epoch: [21] [1400/7329] learning_rate: 0.000100 loss_class: 0.642600 loss_bbox: 0.160242 loss_giou: 0.412471 loss_class_aux: 2.793480 loss_bbox_aux: 0.726106 loss_giou_aux: 1.833126 loss_class_dn: 0.363522 loss_bbox_dn: 0.197637 loss_giou_dn: 0.429089 loss_class_aux_dn: 1.194865 loss_bbox_aux_dn: 0.732817 loss_giou_aux_dn: 1.469479 loss: 11.511679 eta: 1 day, 14:31:51 batch_cost: 0.3531 data_cost: 0.0006 ips: 11.3271 images/s [05/14 09:13:29] ppdet.engine INFO: Epoch: [21] [1600/7329] learning_rate: 0.000100 loss_class: 0.726861 loss_bbox: 0.161064 loss_giou: 0.456777 loss_class_aux: 3.110255 loss_bbox_aux: 0.720387 loss_giou_aux: 1.974710 loss_class_dn: 0.374239 loss_bbox_dn: 0.188160 loss_giou_dn: 0.475753 loss_class_aux_dn: 1.236495 loss_bbox_aux_dn: 0.684601 loss_giou_aux_dn: 1.607432 loss: 11.885660 eta: 1 day, 14:30:29 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1993 images/s [05/14 09:14:48] ppdet.engine INFO: Epoch: [21] [1800/7329] learning_rate: 0.000100 loss_class: 0.701315 loss_bbox: 0.160880 loss_giou: 0.476030 loss_class_aux: 3.032664 loss_bbox_aux: 0.721598 loss_giou_aux: 2.036560 loss_class_dn: 0.384016 loss_bbox_dn: 0.199163 loss_giou_dn: 0.502615 loss_class_aux_dn: 1.233339 loss_bbox_aux_dn: 0.721346 loss_giou_aux_dn: 1.651127 loss: 12.192419 eta: 1 day, 14:29:07 batch_cost: 0.3565 data_cost: 0.0006 ips: 11.2194 images/s [05/14 09:16:07] ppdet.engine INFO: Epoch: [21] [2000/7329] learning_rate: 0.000100 loss_class: 0.651961 loss_bbox: 0.154245 loss_giou: 0.404232 loss_class_aux: 2.807561 loss_bbox_aux: 0.676626 loss_giou_aux: 1.754851 loss_class_dn: 0.354190 loss_bbox_dn: 0.189027 loss_giou_dn: 0.438277 loss_class_aux_dn: 1.163588 loss_bbox_aux_dn: 0.648012 loss_giou_aux_dn: 1.475416 loss: 10.980679 eta: 1 day, 14:27:46 batch_cost: 0.3592 data_cost: 0.0006 ips: 11.1358 images/s [05/14 09:17:26] ppdet.engine INFO: Epoch: [21] [2200/7329] learning_rate: 0.000100 loss_class: 0.665410 loss_bbox: 0.163906 loss_giou: 0.413132 loss_class_aux: 2.891813 loss_bbox_aux: 0.723227 loss_giou_aux: 1.718627 loss_class_dn: 0.353354 loss_bbox_dn: 0.197327 loss_giou_dn: 0.421677 loss_class_aux_dn: 1.146059 loss_bbox_aux_dn: 0.716169 loss_giou_aux_dn: 1.419934 loss: 10.652627 eta: 1 day, 14:26:22 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3642 images/s [05/14 09:18:44] ppdet.engine INFO: Epoch: [21] [2400/7329] learning_rate: 0.000100 loss_class: 0.656322 loss_bbox: 0.158254 loss_giou: 0.414010 loss_class_aux: 2.733421 loss_bbox_aux: 0.687773 loss_giou_aux: 1.749363 loss_class_dn: 0.324866 loss_bbox_dn: 0.179814 loss_giou_dn: 0.424711 loss_class_aux_dn: 1.077615 loss_bbox_aux_dn: 0.631470 loss_giou_aux_dn: 1.420405 loss: 10.325870 eta: 1 day, 14:24:58 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3402 images/s [05/14 09:20:03] ppdet.engine INFO: Epoch: [21] [2600/7329] learning_rate: 0.000100 loss_class: 0.720418 loss_bbox: 0.165430 loss_giou: 0.465260 loss_class_aux: 3.078735 loss_bbox_aux: 0.714458 loss_giou_aux: 2.000419 loss_class_dn: 0.386013 loss_bbox_dn: 0.201500 loss_giou_dn: 0.466066 loss_class_aux_dn: 1.260827 loss_bbox_aux_dn: 0.705967 loss_giou_aux_dn: 1.604784 loss: 12.335703 eta: 1 day, 14:23:36 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2312 images/s [05/14 09:21:25] ppdet.engine INFO: Epoch: [21] [2800/7329] learning_rate: 0.000100 loss_class: 0.627500 loss_bbox: 0.159536 loss_giou: 0.401730 loss_class_aux: 2.808967 loss_bbox_aux: 0.710496 loss_giou_aux: 1.758465 loss_class_dn: 0.333266 loss_bbox_dn: 0.198872 loss_giou_dn: 0.415368 loss_class_aux_dn: 1.105476 loss_bbox_aux_dn: 0.727085 loss_giou_aux_dn: 1.450645 loss: 10.870720 eta: 1 day, 14:22:20 batch_cost: 0.3696 data_cost: 0.0007 ips: 10.8216 images/s [05/14 09:22:43] ppdet.engine INFO: Epoch: [21] [3000/7329] learning_rate: 0.000100 loss_class: 0.673199 loss_bbox: 0.151613 loss_giou: 0.420352 loss_class_aux: 2.907721 loss_bbox_aux: 0.671667 loss_giou_aux: 1.834175 loss_class_dn: 0.366134 loss_bbox_dn: 0.192112 loss_giou_dn: 0.439923 loss_class_aux_dn: 1.206651 loss_bbox_aux_dn: 0.687262 loss_giou_aux_dn: 1.501917 loss: 11.235422 eta: 1 day, 14:20:57 batch_cost: 0.3529 data_cost: 0.0006 ips: 11.3353 images/s [05/14 09:24:03] ppdet.engine INFO: Epoch: [21] [3200/7329] learning_rate: 0.000100 loss_class: 0.685800 loss_bbox: 0.168192 loss_giou: 0.460074 loss_class_aux: 2.942489 loss_bbox_aux: 0.735862 loss_giou_aux: 1.958385 loss_class_dn: 0.375388 loss_bbox_dn: 0.202366 loss_giou_dn: 0.462775 loss_class_aux_dn: 1.226796 loss_bbox_aux_dn: 0.726676 loss_giou_aux_dn: 1.538263 loss: 12.204624 eta: 1 day, 14:19:36 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1485 images/s [05/14 09:25:21] ppdet.engine INFO: Epoch: [21] [3400/7329] learning_rate: 0.000100 loss_class: 0.664357 loss_bbox: 0.175509 loss_giou: 0.431388 loss_class_aux: 2.887320 loss_bbox_aux: 0.758617 loss_giou_aux: 1.854260 loss_class_dn: 0.372175 loss_bbox_dn: 0.204219 loss_giou_dn: 0.450292 loss_class_aux_dn: 1.193033 loss_bbox_aux_dn: 0.723196 loss_giou_aux_dn: 1.515946 loss: 11.698635 eta: 1 day, 14:18:11 batch_cost: 0.3507 data_cost: 0.0007 ips: 11.4045 images/s [05/14 09:26:41] ppdet.engine INFO: Epoch: [21] [3600/7329] learning_rate: 0.000100 loss_class: 0.670607 loss_bbox: 0.159947 loss_giou: 0.423267 loss_class_aux: 2.849532 loss_bbox_aux: 0.722064 loss_giou_aux: 1.833432 loss_class_dn: 0.343994 loss_bbox_dn: 0.207656 loss_giou_dn: 0.419333 loss_class_aux_dn: 1.122561 loss_bbox_aux_dn: 0.732713 loss_giou_aux_dn: 1.431464 loss: 10.901381 eta: 1 day, 14:16:52 batch_cost: 0.3624 data_cost: 0.0006 ips: 11.0363 images/s [05/14 09:28:03] ppdet.engine INFO: Epoch: [21] [3800/7329] learning_rate: 0.000100 loss_class: 0.649826 loss_bbox: 0.163082 loss_giou: 0.411517 loss_class_aux: 2.760475 loss_bbox_aux: 0.738105 loss_giou_aux: 1.774865 loss_class_dn: 0.356015 loss_bbox_dn: 0.193194 loss_giou_dn: 0.437129 loss_class_aux_dn: 1.181177 loss_bbox_aux_dn: 0.706759 loss_giou_aux_dn: 1.487607 loss: 11.355215 eta: 1 day, 14:15:34 batch_cost: 0.3644 data_cost: 0.0007 ips: 10.9768 images/s [05/14 09:29:22] ppdet.engine INFO: Epoch: [21] [4000/7329] learning_rate: 0.000100 loss_class: 0.694414 loss_bbox: 0.162795 loss_giou: 0.443876 loss_class_aux: 2.941660 loss_bbox_aux: 0.712210 loss_giou_aux: 1.905115 loss_class_dn: 0.361856 loss_bbox_dn: 0.192685 loss_giou_dn: 0.447342 loss_class_aux_dn: 1.203277 loss_bbox_aux_dn: 0.677494 loss_giou_aux_dn: 1.499087 loss: 11.716614 eta: 1 day, 14:14:11 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2555 images/s [05/14 09:30:41] ppdet.engine INFO: Epoch: [21] [4200/7329] learning_rate: 0.000100 loss_class: 0.729668 loss_bbox: 0.160185 loss_giou: 0.463231 loss_class_aux: 3.063256 loss_bbox_aux: 0.718641 loss_giou_aux: 2.044038 loss_class_dn: 0.374965 loss_bbox_dn: 0.199251 loss_giou_dn: 0.484172 loss_class_aux_dn: 1.234013 loss_bbox_aux_dn: 0.745569 loss_giou_aux_dn: 1.574976 loss: 11.744902 eta: 1 day, 14:12:50 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1725 images/s [05/14 09:32:00] ppdet.engine INFO: Epoch: [21] [4400/7329] learning_rate: 0.000100 loss_class: 0.738094 loss_bbox: 0.169121 loss_giou: 0.401282 loss_class_aux: 3.094241 loss_bbox_aux: 0.744766 loss_giou_aux: 1.763614 loss_class_dn: 0.363529 loss_bbox_dn: 0.199965 loss_giou_dn: 0.438988 loss_class_aux_dn: 1.159105 loss_bbox_aux_dn: 0.731009 loss_giou_aux_dn: 1.460268 loss: 11.545692 eta: 1 day, 14:11:29 batch_cost: 0.3577 data_cost: 0.0006 ips: 11.1834 images/s [05/14 09:33:19] ppdet.engine INFO: Epoch: [21] [4600/7329] learning_rate: 0.000100 loss_class: 0.614897 loss_bbox: 0.148176 loss_giou: 0.438823 loss_class_aux: 2.683441 loss_bbox_aux: 0.680974 loss_giou_aux: 1.828550 loss_class_dn: 0.354437 loss_bbox_dn: 0.183713 loss_giou_dn: 0.459488 loss_class_aux_dn: 1.135724 loss_bbox_aux_dn: 0.673907 loss_giou_aux_dn: 1.531248 loss: 11.441170 eta: 1 day, 14:10:06 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3066 images/s [05/14 09:34:37] ppdet.engine INFO: Epoch: [21] [4800/7329] learning_rate: 0.000100 loss_class: 0.695005 loss_bbox: 0.168537 loss_giou: 0.433424 loss_class_aux: 2.982883 loss_bbox_aux: 0.756299 loss_giou_aux: 1.856518 loss_class_dn: 0.359509 loss_bbox_dn: 0.198415 loss_giou_dn: 0.443501 loss_class_aux_dn: 1.170812 loss_bbox_aux_dn: 0.698292 loss_giou_aux_dn: 1.506157 loss: 11.723989 eta: 1 day, 14:08:43 batch_cost: 0.3541 data_cost: 0.0008 ips: 11.2947 images/s [05/14 09:35:55] ppdet.engine INFO: Epoch: [21] [5000/7329] learning_rate: 0.000100 loss_class: 0.644214 loss_bbox: 0.166708 loss_giou: 0.403587 loss_class_aux: 2.773795 loss_bbox_aux: 0.710358 loss_giou_aux: 1.695341 loss_class_dn: 0.327607 loss_bbox_dn: 0.195395 loss_giou_dn: 0.386211 loss_class_aux_dn: 1.064864 loss_bbox_aux_dn: 0.705018 loss_giou_aux_dn: 1.312098 loss: 10.816730 eta: 1 day, 14:07:20 batch_cost: 0.3524 data_cost: 0.0007 ips: 11.3520 images/s [05/14 09:37:14] ppdet.engine INFO: Epoch: [21] [5200/7329] learning_rate: 0.000100 loss_class: 0.707572 loss_bbox: 0.164078 loss_giou: 0.473867 loss_class_aux: 3.041392 loss_bbox_aux: 0.730778 loss_giou_aux: 2.016327 loss_class_dn: 0.372742 loss_bbox_dn: 0.193293 loss_giou_dn: 0.469590 loss_class_aux_dn: 1.211640 loss_bbox_aux_dn: 0.705263 loss_giou_aux_dn: 1.595492 loss: 12.209003 eta: 1 day, 14:05:57 batch_cost: 0.3548 data_cost: 0.0006 ips: 11.2755 images/s [05/14 09:38:36] ppdet.engine INFO: Epoch: [21] [5400/7329] learning_rate: 0.000100 loss_class: 0.647693 loss_bbox: 0.138802 loss_giou: 0.399826 loss_class_aux: 2.722380 loss_bbox_aux: 0.658826 loss_giou_aux: 1.799883 loss_class_dn: 0.329606 loss_bbox_dn: 0.189788 loss_giou_dn: 0.406173 loss_class_aux_dn: 1.060126 loss_bbox_aux_dn: 0.685807 loss_giou_aux_dn: 1.383067 loss: 10.585423 eta: 1 day, 14:04:39 batch_cost: 0.3640 data_cost: 0.0007 ips: 10.9884 images/s [05/14 09:39:56] ppdet.engine INFO: Epoch: [21] [5600/7329] learning_rate: 0.000100 loss_class: 0.685933 loss_bbox: 0.154637 loss_giou: 0.384682 loss_class_aux: 2.850891 loss_bbox_aux: 0.685717 loss_giou_aux: 1.666984 loss_class_dn: 0.347976 loss_bbox_dn: 0.179837 loss_giou_dn: 0.397692 loss_class_aux_dn: 1.151449 loss_bbox_aux_dn: 0.652266 loss_giou_aux_dn: 1.341410 loss: 10.510479 eta: 1 day, 14:03:20 batch_cost: 0.3631 data_cost: 0.0007 ips: 11.0150 images/s [05/14 09:41:17] ppdet.engine INFO: Epoch: [21] [5800/7329] learning_rate: 0.000100 loss_class: 0.697625 loss_bbox: 0.159535 loss_giou: 0.418327 loss_class_aux: 2.877922 loss_bbox_aux: 0.716337 loss_giou_aux: 1.854879 loss_class_dn: 0.352942 loss_bbox_dn: 0.190713 loss_giou_dn: 0.454651 loss_class_aux_dn: 1.171248 loss_bbox_aux_dn: 0.667136 loss_giou_aux_dn: 1.521343 loss: 11.528149 eta: 1 day, 14:02:01 batch_cost: 0.3624 data_cost: 0.0007 ips: 11.0389 images/s [05/14 09:42:35] ppdet.engine INFO: Epoch: [21] [6000/7329] learning_rate: 0.000100 loss_class: 0.665524 loss_bbox: 0.159772 loss_giou: 0.433980 loss_class_aux: 2.968705 loss_bbox_aux: 0.690526 loss_giou_aux: 1.797422 loss_class_dn: 0.367957 loss_bbox_dn: 0.187685 loss_giou_dn: 0.438615 loss_class_aux_dn: 1.206854 loss_bbox_aux_dn: 0.676308 loss_giou_aux_dn: 1.479825 loss: 11.709629 eta: 1 day, 14:00:38 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3144 images/s [05/14 09:43:54] ppdet.engine INFO: Epoch: [21] [6200/7329] learning_rate: 0.000100 loss_class: 0.739387 loss_bbox: 0.180319 loss_giou: 0.521586 loss_class_aux: 3.121741 loss_bbox_aux: 0.823135 loss_giou_aux: 2.236092 loss_class_dn: 0.411266 loss_bbox_dn: 0.210607 loss_giou_dn: 0.526815 loss_class_aux_dn: 1.346470 loss_bbox_aux_dn: 0.751872 loss_giou_aux_dn: 1.759762 loss: 13.252762 eta: 1 day, 13:59:16 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2864 images/s [05/14 09:45:12] ppdet.engine INFO: Epoch: [21] [6400/7329] learning_rate: 0.000100 loss_class: 0.653778 loss_bbox: 0.152381 loss_giou: 0.403268 loss_class_aux: 2.846004 loss_bbox_aux: 0.686060 loss_giou_aux: 1.693950 loss_class_dn: 0.337407 loss_bbox_dn: 0.194363 loss_giou_dn: 0.412902 loss_class_aux_dn: 1.121048 loss_bbox_aux_dn: 0.686906 loss_giou_aux_dn: 1.403039 loss: 11.121412 eta: 1 day, 13:57:54 batch_cost: 0.3548 data_cost: 0.0006 ips: 11.2740 images/s [05/14 09:46:31] ppdet.engine INFO: Epoch: [21] [6600/7329] learning_rate: 0.000100 loss_class: 0.689196 loss_bbox: 0.153591 loss_giou: 0.432496 loss_class_aux: 2.913882 loss_bbox_aux: 0.697231 loss_giou_aux: 1.909878 loss_class_dn: 0.365698 loss_bbox_dn: 0.187011 loss_giou_dn: 0.456663 loss_class_aux_dn: 1.216062 loss_bbox_aux_dn: 0.673808 loss_giou_aux_dn: 1.518448 loss: 11.529510 eta: 1 day, 13:56:32 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2637 images/s [05/14 09:47:49] ppdet.engine INFO: Epoch: [21] [6800/7329] learning_rate: 0.000100 loss_class: 0.665950 loss_bbox: 0.164566 loss_giou: 0.412119 loss_class_aux: 2.872839 loss_bbox_aux: 0.746449 loss_giou_aux: 1.785723 loss_class_dn: 0.371379 loss_bbox_dn: 0.199133 loss_giou_dn: 0.444145 loss_class_aux_dn: 1.195730 loss_bbox_aux_dn: 0.724175 loss_giou_aux_dn: 1.463271 loss: 11.622177 eta: 1 day, 13:55:08 batch_cost: 0.3513 data_cost: 0.0008 ips: 11.3857 images/s [05/14 09:49:08] ppdet.engine INFO: Epoch: [21] [7000/7329] learning_rate: 0.000100 loss_class: 0.675743 loss_bbox: 0.169348 loss_giou: 0.473605 loss_class_aux: 2.930055 loss_bbox_aux: 0.718495 loss_giou_aux: 2.023582 loss_class_dn: 0.363615 loss_bbox_dn: 0.193258 loss_giou_dn: 0.455548 loss_class_aux_dn: 1.186385 loss_bbox_aux_dn: 0.728238 loss_giou_aux_dn: 1.517578 loss: 11.775202 eta: 1 day, 13:53:47 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1659 images/s [05/14 09:50:26] ppdet.engine INFO: Epoch: [21] [7200/7329] learning_rate: 0.000100 loss_class: 0.725532 loss_bbox: 0.176193 loss_giou: 0.477578 loss_class_aux: 3.115497 loss_bbox_aux: 0.781552 loss_giou_aux: 2.043508 loss_class_dn: 0.381067 loss_bbox_dn: 0.204458 loss_giou_dn: 0.473302 loss_class_aux_dn: 1.245005 loss_bbox_aux_dn: 0.735411 loss_giou_aux_dn: 1.596069 loss: 12.231377 eta: 1 day, 13:52:24 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3531 images/s [05/14 09:51:20] ppdet.engine INFO: Eval iter: 0 [05/14 09:51:26] ppdet.engine INFO: Eval iter: 100 [05/14 09:51:33] ppdet.engine INFO: Eval iter: 200 [05/14 09:51:39] ppdet.engine INFO: Eval iter: 300 [05/14 09:51:46] ppdet.engine INFO: Eval iter: 400 [05/14 09:51:53] ppdet.engine INFO: Eval iter: 500 [05/14 09:51:59] ppdet.engine INFO: Eval iter: 600 [05/14 09:52:06] ppdet.engine INFO: Eval iter: 700 [05/14 09:52:12] ppdet.engine INFO: Eval iter: 800 [05/14 09:52:19] ppdet.engine INFO: Eval iter: 900 [05/14 09:52:25] ppdet.engine INFO: Eval iter: 1000 [05/14 09:52:33] ppdet.engine INFO: Eval iter: 1100 [05/14 09:52:39] ppdet.engine INFO: Eval iter: 1200 [05/14 09:53:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.50s) creating index... index created! [05/14 09:53:03] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.45s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.52s). Accumulating evaluation results... DONE (t=22.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.456 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.629 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.492 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.273 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.677 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865 [05/14 09:55:16] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.21334035727363 [05/14 09:55:16] ppdet.engine INFO: Best test bbox ap is 0.456. [05/14 09:55:19] ppdet.engine INFO: Epoch: [22] [ 0/7329] learning_rate: 0.000100 loss_class: 0.657128 loss_bbox: 0.153495 loss_giou: 0.414665 loss_class_aux: 2.848127 loss_bbox_aux: 0.668846 loss_giou_aux: 1.804907 loss_class_dn: 0.341663 loss_bbox_dn: 0.191726 loss_giou_dn: 0.441188 loss_class_aux_dn: 1.118694 loss_bbox_aux_dn: 0.672504 loss_giou_aux_dn: 1.484858 loss: 11.547210 eta: 1 day, 13:51:31 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3079 images/s [05/14 09:56:38] ppdet.engine INFO: Epoch: [22] [ 200/7329] learning_rate: 0.000100 loss_class: 0.699746 loss_bbox: 0.182300 loss_giou: 0.457260 loss_class_aux: 3.034823 loss_bbox_aux: 0.805021 loss_giou_aux: 1.990122 loss_class_dn: 0.376754 loss_bbox_dn: 0.218918 loss_giou_dn: 0.476825 loss_class_aux_dn: 1.227883 loss_bbox_aux_dn: 0.787097 loss_giou_aux_dn: 1.597963 loss: 11.819216 eta: 1 day, 13:50:09 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2446 images/s [05/14 09:57:56] ppdet.engine INFO: Epoch: [22] [ 400/7329] learning_rate: 0.000100 loss_class: 0.690699 loss_bbox: 0.160794 loss_giou: 0.408566 loss_class_aux: 2.844662 loss_bbox_aux: 0.718264 loss_giou_aux: 1.771947 loss_class_dn: 0.353962 loss_bbox_dn: 0.202484 loss_giou_dn: 0.420189 loss_class_aux_dn: 1.157518 loss_bbox_aux_dn: 0.720386 loss_giou_aux_dn: 1.390341 loss: 11.442427 eta: 1 day, 13:48:46 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3686 images/s [05/14 09:59:15] ppdet.engine INFO: Epoch: [22] [ 600/7329] learning_rate: 0.000100 loss_class: 0.677976 loss_bbox: 0.166532 loss_giou: 0.418629 loss_class_aux: 2.828063 loss_bbox_aux: 0.743446 loss_giou_aux: 1.826275 loss_class_dn: 0.352566 loss_bbox_dn: 0.205901 loss_giou_dn: 0.437580 loss_class_aux_dn: 1.155047 loss_bbox_aux_dn: 0.762212 loss_giou_aux_dn: 1.474797 loss: 11.566540 eta: 1 day, 13:47:25 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2142 images/s [05/14 10:00:33] ppdet.engine INFO: Epoch: [22] [ 800/7329] learning_rate: 0.000100 loss_class: 0.717744 loss_bbox: 0.166852 loss_giou: 0.455764 loss_class_aux: 3.050433 loss_bbox_aux: 0.766582 loss_giou_aux: 1.905279 loss_class_dn: 0.375109 loss_bbox_dn: 0.195399 loss_giou_dn: 0.456074 loss_class_aux_dn: 1.221690 loss_bbox_aux_dn: 0.711224 loss_giou_aux_dn: 1.562665 loss: 12.108622 eta: 1 day, 13:46:02 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3154 images/s [05/14 10:01:52] ppdet.engine INFO: Epoch: [22] [1000/7329] learning_rate: 0.000100 loss_class: 0.635014 loss_bbox: 0.156261 loss_giou: 0.392514 loss_class_aux: 2.709259 loss_bbox_aux: 0.696921 loss_giou_aux: 1.695326 loss_class_dn: 0.326020 loss_bbox_dn: 0.178105 loss_giou_dn: 0.400462 loss_class_aux_dn: 1.071068 loss_bbox_aux_dn: 0.635731 loss_giou_aux_dn: 1.346945 loss: 10.811157 eta: 1 day, 13:44:41 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2326 images/s [05/14 10:03:11] ppdet.engine INFO: Epoch: [22] [1200/7329] learning_rate: 0.000100 loss_class: 0.692927 loss_bbox: 0.170660 loss_giou: 0.447871 loss_class_aux: 2.999967 loss_bbox_aux: 0.753220 loss_giou_aux: 1.954680 loss_class_dn: 0.350453 loss_bbox_dn: 0.198210 loss_giou_dn: 0.425550 loss_class_aux_dn: 1.149353 loss_bbox_aux_dn: 0.733350 loss_giou_aux_dn: 1.404921 loss: 11.404466 eta: 1 day, 13:43:19 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2625 images/s [05/14 10:04:30] ppdet.engine INFO: Epoch: [22] [1400/7329] learning_rate: 0.000100 loss_class: 0.680670 loss_bbox: 0.170363 loss_giou: 0.472833 loss_class_aux: 2.973614 loss_bbox_aux: 0.771300 loss_giou_aux: 2.058682 loss_class_dn: 0.382856 loss_bbox_dn: 0.207681 loss_giou_dn: 0.498577 loss_class_aux_dn: 1.231530 loss_bbox_aux_dn: 0.737651 loss_giou_aux_dn: 1.665027 loss: 11.961330 eta: 1 day, 13:41:57 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2862 images/s [05/14 10:05:48] ppdet.engine INFO: Epoch: [22] [1600/7329] learning_rate: 0.000100 loss_class: 0.665807 loss_bbox: 0.160538 loss_giou: 0.458837 loss_class_aux: 2.965781 loss_bbox_aux: 0.712478 loss_giou_aux: 2.043217 loss_class_dn: 0.369200 loss_bbox_dn: 0.190036 loss_giou_dn: 0.478149 loss_class_aux_dn: 1.203026 loss_bbox_aux_dn: 0.705887 loss_giou_aux_dn: 1.608907 loss: 12.050856 eta: 1 day, 13:40:34 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3540 images/s [05/14 10:07:06] ppdet.engine INFO: Epoch: [22] [1800/7329] learning_rate: 0.000100 loss_class: 0.678026 loss_bbox: 0.155067 loss_giou: 0.504127 loss_class_aux: 2.986574 loss_bbox_aux: 0.707795 loss_giou_aux: 2.180916 loss_class_dn: 0.380863 loss_bbox_dn: 0.188495 loss_giou_dn: 0.496439 loss_class_aux_dn: 1.226905 loss_bbox_aux_dn: 0.701418 loss_giou_aux_dn: 1.679609 loss: 12.290825 eta: 1 day, 13:39:11 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3086 images/s [05/14 10:08:25] ppdet.engine INFO: Epoch: [22] [2000/7329] learning_rate: 0.000100 loss_class: 0.669973 loss_bbox: 0.152046 loss_giou: 0.402177 loss_class_aux: 2.912974 loss_bbox_aux: 0.670149 loss_giou_aux: 1.788643 loss_class_dn: 0.368202 loss_bbox_dn: 0.187628 loss_giou_dn: 0.443330 loss_class_aux_dn: 1.187607 loss_bbox_aux_dn: 0.680760 loss_giou_aux_dn: 1.467758 loss: 11.426606 eta: 1 day, 13:37:50 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2425 images/s [05/14 10:09:44] ppdet.engine INFO: Epoch: [22] [2200/7329] learning_rate: 0.000100 loss_class: 0.676025 loss_bbox: 0.142407 loss_giou: 0.431589 loss_class_aux: 2.863689 loss_bbox_aux: 0.662727 loss_giou_aux: 1.933445 loss_class_dn: 0.375491 loss_bbox_dn: 0.169917 loss_giou_dn: 0.447293 loss_class_aux_dn: 1.197030 loss_bbox_aux_dn: 0.638956 loss_giou_aux_dn: 1.490406 loss: 11.444757 eta: 1 day, 13:36:28 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2798 images/s [05/14 10:11:03] ppdet.engine INFO: Epoch: [22] [2400/7329] learning_rate: 0.000100 loss_class: 0.704204 loss_bbox: 0.164442 loss_giou: 0.417130 loss_class_aux: 2.962117 loss_bbox_aux: 0.731769 loss_giou_aux: 1.816341 loss_class_dn: 0.352257 loss_bbox_dn: 0.191938 loss_giou_dn: 0.431398 loss_class_aux_dn: 1.158713 loss_bbox_aux_dn: 0.702198 loss_giou_aux_dn: 1.449275 loss: 11.368971 eta: 1 day, 13:35:05 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3133 images/s [05/14 10:12:22] ppdet.engine INFO: Epoch: [22] [2600/7329] learning_rate: 0.000100 loss_class: 0.718671 loss_bbox: 0.170306 loss_giou: 0.475131 loss_class_aux: 3.146441 loss_bbox_aux: 0.721685 loss_giou_aux: 1.961460 loss_class_dn: 0.400429 loss_bbox_dn: 0.187229 loss_giou_dn: 0.487765 loss_class_aux_dn: 1.299352 loss_bbox_aux_dn: 0.652377 loss_giou_aux_dn: 1.651795 loss: 12.486637 eta: 1 day, 13:33:44 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2126 images/s [05/14 10:13:39] ppdet.engine INFO: Epoch: [22] [2800/7329] learning_rate: 0.000100 loss_class: 0.721143 loss_bbox: 0.174891 loss_giou: 0.467585 loss_class_aux: 3.061987 loss_bbox_aux: 0.765430 loss_giou_aux: 2.024860 loss_class_dn: 0.398782 loss_bbox_dn: 0.217002 loss_giou_dn: 0.479042 loss_class_aux_dn: 1.297224 loss_bbox_aux_dn: 0.785241 loss_giou_aux_dn: 1.614939 loss: 12.564796 eta: 1 day, 13:32:21 batch_cost: 0.3503 data_cost: 0.0007 ips: 11.4181 images/s [05/14 10:14:58] ppdet.engine INFO: Epoch: [22] [3000/7329] learning_rate: 0.000100 loss_class: 0.649575 loss_bbox: 0.157499 loss_giou: 0.430883 loss_class_aux: 2.818228 loss_bbox_aux: 0.706656 loss_giou_aux: 1.791278 loss_class_dn: 0.355642 loss_bbox_dn: 0.199240 loss_giou_dn: 0.451171 loss_class_aux_dn: 1.156704 loss_bbox_aux_dn: 0.709694 loss_giou_aux_dn: 1.537458 loss: 11.184833 eta: 1 day, 13:30:59 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2862 images/s [05/14 10:16:16] ppdet.engine INFO: Epoch: [22] [3200/7329] learning_rate: 0.000100 loss_class: 0.664180 loss_bbox: 0.151902 loss_giou: 0.406003 loss_class_aux: 2.787646 loss_bbox_aux: 0.685490 loss_giou_aux: 1.761551 loss_class_dn: 0.344476 loss_bbox_dn: 0.193338 loss_giou_dn: 0.407040 loss_class_aux_dn: 1.125140 loss_bbox_aux_dn: 0.707018 loss_giou_aux_dn: 1.408125 loss: 10.799522 eta: 1 day, 13:29:35 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3882 images/s [05/14 10:17:34] ppdet.engine INFO: Epoch: [22] [3400/7329] learning_rate: 0.000100 loss_class: 0.662990 loss_bbox: 0.176103 loss_giou: 0.410576 loss_class_aux: 2.832110 loss_bbox_aux: 0.764758 loss_giou_aux: 1.738112 loss_class_dn: 0.336777 loss_bbox_dn: 0.206434 loss_giou_dn: 0.421075 loss_class_aux_dn: 1.085923 loss_bbox_aux_dn: 0.750452 loss_giou_aux_dn: 1.421076 loss: 11.148803 eta: 1 day, 13:28:11 batch_cost: 0.3501 data_cost: 0.0007 ips: 11.4248 images/s [05/14 10:18:53] ppdet.engine INFO: Epoch: [22] [3600/7329] learning_rate: 0.000100 loss_class: 0.695594 loss_bbox: 0.174320 loss_giou: 0.439863 loss_class_aux: 2.937726 loss_bbox_aux: 0.755313 loss_giou_aux: 1.861987 loss_class_dn: 0.349783 loss_bbox_dn: 0.211050 loss_giou_dn: 0.436664 loss_class_aux_dn: 1.140027 loss_bbox_aux_dn: 0.779983 loss_giou_aux_dn: 1.512622 loss: 11.486992 eta: 1 day, 13:26:50 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2541 images/s [05/14 10:20:11] ppdet.engine INFO: Epoch: [22] [3800/7329] learning_rate: 0.000100 loss_class: 0.657363 loss_bbox: 0.159992 loss_giou: 0.396995 loss_class_aux: 2.821094 loss_bbox_aux: 0.707894 loss_giou_aux: 1.721454 loss_class_dn: 0.365186 loss_bbox_dn: 0.189473 loss_giou_dn: 0.431251 loss_class_aux_dn: 1.187396 loss_bbox_aux_dn: 0.699994 loss_giou_aux_dn: 1.451024 loss: 11.485214 eta: 1 day, 13:25:28 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3183 images/s [05/14 10:21:30] ppdet.engine INFO: Epoch: [22] [4000/7329] learning_rate: 0.000100 loss_class: 0.674204 loss_bbox: 0.159752 loss_giou: 0.482674 loss_class_aux: 2.869272 loss_bbox_aux: 0.725948 loss_giou_aux: 2.069349 loss_class_dn: 0.372111 loss_bbox_dn: 0.199795 loss_giou_dn: 0.482448 loss_class_aux_dn: 1.201685 loss_bbox_aux_dn: 0.740511 loss_giou_aux_dn: 1.619972 loss: 12.025890 eta: 1 day, 13:24:06 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3009 images/s [05/14 10:22:50] ppdet.engine INFO: Epoch: [22] [4200/7329] learning_rate: 0.000100 loss_class: 0.623158 loss_bbox: 0.150317 loss_giou: 0.410310 loss_class_aux: 2.685769 loss_bbox_aux: 0.678859 loss_giou_aux: 1.776825 loss_class_dn: 0.344403 loss_bbox_dn: 0.183129 loss_giou_dn: 0.430731 loss_class_aux_dn: 1.123320 loss_bbox_aux_dn: 0.672114 loss_giou_aux_dn: 1.472389 loss: 11.133673 eta: 1 day, 13:22:48 batch_cost: 0.3631 data_cost: 0.0007 ips: 11.0163 images/s [05/14 10:24:09] ppdet.engine INFO: Epoch: [22] [4400/7329] learning_rate: 0.000100 loss_class: 0.667874 loss_bbox: 0.161179 loss_giou: 0.459091 loss_class_aux: 2.907685 loss_bbox_aux: 0.717988 loss_giou_aux: 2.005192 loss_class_dn: 0.362079 loss_bbox_dn: 0.187161 loss_giou_dn: 0.472882 loss_class_aux_dn: 1.190166 loss_bbox_aux_dn: 0.695969 loss_giou_aux_dn: 1.599540 loss: 11.583075 eta: 1 day, 13:21:27 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2245 images/s [05/14 10:25:28] ppdet.engine INFO: Epoch: [22] [4600/7329] learning_rate: 0.000100 loss_class: 0.640024 loss_bbox: 0.163724 loss_giou: 0.384018 loss_class_aux: 2.815536 loss_bbox_aux: 0.725335 loss_giou_aux: 1.657617 loss_class_dn: 0.334782 loss_bbox_dn: 0.187631 loss_giou_dn: 0.400475 loss_class_aux_dn: 1.092933 loss_bbox_aux_dn: 0.700929 loss_giou_aux_dn: 1.360097 loss: 10.605008 eta: 1 day, 13:20:06 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2359 images/s [05/14 10:26:49] ppdet.engine INFO: Epoch: [22] [4800/7329] learning_rate: 0.000100 loss_class: 0.655632 loss_bbox: 0.162862 loss_giou: 0.428866 loss_class_aux: 2.831960 loss_bbox_aux: 0.692760 loss_giou_aux: 1.832492 loss_class_dn: 0.371424 loss_bbox_dn: 0.200825 loss_giou_dn: 0.458657 loss_class_aux_dn: 1.189028 loss_bbox_aux_dn: 0.702085 loss_giou_aux_dn: 1.577022 loss: 11.403801 eta: 1 day, 13:18:49 batch_cost: 0.3644 data_cost: 0.0007 ips: 10.9765 images/s [05/14 10:28:08] ppdet.engine INFO: Epoch: [22] [5000/7329] learning_rate: 0.000100 loss_class: 0.661291 loss_bbox: 0.159492 loss_giou: 0.461079 loss_class_aux: 2.808844 loss_bbox_aux: 0.698985 loss_giou_aux: 1.980152 loss_class_dn: 0.355243 loss_bbox_dn: 0.173457 loss_giou_dn: 0.460347 loss_class_aux_dn: 1.164201 loss_bbox_aux_dn: 0.642484 loss_giou_aux_dn: 1.533752 loss: 11.355172 eta: 1 day, 13:17:27 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2623 images/s [05/14 10:29:30] ppdet.engine INFO: Epoch: [22] [5200/7329] learning_rate: 0.000100 loss_class: 0.682899 loss_bbox: 0.164749 loss_giou: 0.417875 loss_class_aux: 2.831464 loss_bbox_aux: 0.743096 loss_giou_aux: 1.813669 loss_class_dn: 0.362371 loss_bbox_dn: 0.199395 loss_giou_dn: 0.437967 loss_class_aux_dn: 1.174136 loss_bbox_aux_dn: 0.723226 loss_giou_aux_dn: 1.464184 loss: 11.441721 eta: 1 day, 13:16:13 batch_cost: 0.3724 data_cost: 0.0007 ips: 10.7417 images/s [05/14 10:30:49] ppdet.engine INFO: Epoch: [22] [5400/7329] learning_rate: 0.000100 loss_class: 0.650124 loss_bbox: 0.169216 loss_giou: 0.432687 loss_class_aux: 2.860400 loss_bbox_aux: 0.751777 loss_giou_aux: 1.863408 loss_class_dn: 0.351889 loss_bbox_dn: 0.199566 loss_giou_dn: 0.453593 loss_class_aux_dn: 1.139557 loss_bbox_aux_dn: 0.686493 loss_giou_aux_dn: 1.510677 loss: 11.433571 eta: 1 day, 13:14:50 batch_cost: 0.3515 data_cost: 0.0007 ips: 11.3804 images/s [05/14 10:32:09] ppdet.engine INFO: Epoch: [22] [5600/7329] learning_rate: 0.000100 loss_class: 0.605799 loss_bbox: 0.146516 loss_giou: 0.384092 loss_class_aux: 2.573041 loss_bbox_aux: 0.649104 loss_giou_aux: 1.667051 loss_class_dn: 0.310261 loss_bbox_dn: 0.175600 loss_giou_dn: 0.395976 loss_class_aux_dn: 1.027446 loss_bbox_aux_dn: 0.630853 loss_giou_aux_dn: 1.329907 loss: 10.048622 eta: 1 day, 13:13:32 batch_cost: 0.3624 data_cost: 0.0007 ips: 11.0388 images/s [05/14 10:33:28] ppdet.engine INFO: Epoch: [22] [5800/7329] learning_rate: 0.000100 loss_class: 0.655276 loss_bbox: 0.172993 loss_giou: 0.403333 loss_class_aux: 2.762055 loss_bbox_aux: 0.754238 loss_giou_aux: 1.769124 loss_class_dn: 0.349231 loss_bbox_dn: 0.201752 loss_giou_dn: 0.421818 loss_class_aux_dn: 1.154809 loss_bbox_aux_dn: 0.721590 loss_giou_aux_dn: 1.453406 loss: 10.934396 eta: 1 day, 13:12:09 batch_cost: 0.3514 data_cost: 0.0008 ips: 11.3826 images/s [05/14 10:34:46] ppdet.engine INFO: Epoch: [22] [6000/7329] learning_rate: 0.000100 loss_class: 0.731544 loss_bbox: 0.161497 loss_giou: 0.461263 loss_class_aux: 3.099130 loss_bbox_aux: 0.720282 loss_giou_aux: 1.965202 loss_class_dn: 0.372112 loss_bbox_dn: 0.206271 loss_giou_dn: 0.499075 loss_class_aux_dn: 1.218016 loss_bbox_aux_dn: 0.749803 loss_giou_aux_dn: 1.644448 loss: 12.202812 eta: 1 day, 13:10:46 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3933 images/s [05/14 10:36:06] ppdet.engine INFO: Epoch: [22] [6200/7329] learning_rate: 0.000100 loss_class: 0.703353 loss_bbox: 0.171073 loss_giou: 0.429331 loss_class_aux: 2.986465 loss_bbox_aux: 0.769001 loss_giou_aux: 1.881221 loss_class_dn: 0.345876 loss_bbox_dn: 0.209025 loss_giou_dn: 0.448575 loss_class_aux_dn: 1.132415 loss_bbox_aux_dn: 0.751294 loss_giou_aux_dn: 1.534563 loss: 11.763315 eta: 1 day, 13:09:28 batch_cost: 0.3620 data_cost: 0.0007 ips: 11.0501 images/s [05/14 10:37:24] ppdet.engine INFO: Epoch: [22] [6400/7329] learning_rate: 0.000100 loss_class: 0.668675 loss_bbox: 0.163131 loss_giou: 0.429508 loss_class_aux: 2.955313 loss_bbox_aux: 0.727595 loss_giou_aux: 1.832130 loss_class_dn: 0.355054 loss_bbox_dn: 0.204582 loss_giou_dn: 0.446437 loss_class_aux_dn: 1.162412 loss_bbox_aux_dn: 0.751862 loss_giou_aux_dn: 1.505742 loss: 11.661478 eta: 1 day, 13:08:05 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4092 images/s [05/14 10:38:42] ppdet.engine INFO: Epoch: [22] [6600/7329] learning_rate: 0.000100 loss_class: 0.676764 loss_bbox: 0.161526 loss_giou: 0.429560 loss_class_aux: 2.899525 loss_bbox_aux: 0.718896 loss_giou_aux: 1.848100 loss_class_dn: 0.374494 loss_bbox_dn: 0.188987 loss_giou_dn: 0.456750 loss_class_aux_dn: 1.222888 loss_bbox_aux_dn: 0.680051 loss_giou_aux_dn: 1.524931 loss: 11.755037 eta: 1 day, 13:06:42 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3664 images/s [05/14 10:40:01] ppdet.engine INFO: Epoch: [22] [6800/7329] learning_rate: 0.000100 loss_class: 0.637547 loss_bbox: 0.152561 loss_giou: 0.378305 loss_class_aux: 2.705004 loss_bbox_aux: 0.680320 loss_giou_aux: 1.647997 loss_class_dn: 0.331996 loss_bbox_dn: 0.194734 loss_giou_dn: 0.406730 loss_class_aux_dn: 1.110737 loss_bbox_aux_dn: 0.672690 loss_giou_aux_dn: 1.346191 loss: 10.787199 eta: 1 day, 13:05:21 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2698 images/s [05/14 10:41:19] ppdet.engine INFO: Epoch: [22] [7000/7329] learning_rate: 0.000100 loss_class: 0.711452 loss_bbox: 0.169691 loss_giou: 0.484731 loss_class_aux: 3.028038 loss_bbox_aux: 0.774490 loss_giou_aux: 2.081709 loss_class_dn: 0.386244 loss_bbox_dn: 0.211453 loss_giou_dn: 0.472473 loss_class_aux_dn: 1.224299 loss_bbox_aux_dn: 0.755429 loss_giou_aux_dn: 1.616861 loss: 12.305377 eta: 1 day, 13:03:58 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3924 images/s [05/14 10:42:37] ppdet.engine INFO: Epoch: [22] [7200/7329] learning_rate: 0.000100 loss_class: 0.635929 loss_bbox: 0.151232 loss_giou: 0.398710 loss_class_aux: 2.721192 loss_bbox_aux: 0.695508 loss_giou_aux: 1.763840 loss_class_dn: 0.337480 loss_bbox_dn: 0.193761 loss_giou_dn: 0.409569 loss_class_aux_dn: 1.095360 loss_bbox_aux_dn: 0.695250 loss_giou_aux_dn: 1.387904 loss: 10.672674 eta: 1 day, 13:02:36 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3367 images/s [05/14 10:43:31] ppdet.engine INFO: Eval iter: 0 [05/14 10:43:38] ppdet.engine INFO: Eval iter: 100 [05/14 10:43:45] ppdet.engine INFO: Eval iter: 200 [05/14 10:43:51] ppdet.engine INFO: Eval iter: 300 [05/14 10:43:58] ppdet.engine INFO: Eval iter: 400 [05/14 10:44:05] ppdet.engine INFO: Eval iter: 500 [05/14 10:44:12] ppdet.engine INFO: Eval iter: 600 [05/14 10:44:18] ppdet.engine INFO: Eval iter: 700 [05/14 10:44:25] ppdet.engine INFO: Eval iter: 800 [05/14 10:44:32] ppdet.engine INFO: Eval iter: 900 [05/14 10:44:39] ppdet.engine INFO: Eval iter: 1000 [05/14 10:44:45] ppdet.engine INFO: Eval iter: 1100 [05/14 10:44:52] ppdet.engine INFO: Eval iter: 1200 [05/14 10:45:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 10:45:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.61s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.43s). Accumulating evaluation results... DONE (t=22.24s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.631 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.494 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.276 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.490 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.631 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.606 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 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865 [05/14 10:47:30] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.52759322983342 [05/14 10:47:30] ppdet.engine INFO: Best test bbox ap is 0.458. [05/14 10:47:33] ppdet.engine INFO: Epoch: [23] [ 0/7329] learning_rate: 0.000100 loss_class: 0.669173 loss_bbox: 0.162246 loss_giou: 0.442218 loss_class_aux: 2.871733 loss_bbox_aux: 0.705276 loss_giou_aux: 1.885849 loss_class_dn: 0.352512 loss_bbox_dn: 0.198275 loss_giou_dn: 0.454363 loss_class_aux_dn: 1.162847 loss_bbox_aux_dn: 0.708059 loss_giou_aux_dn: 1.531831 loss: 11.405125 eta: 1 day, 13:01:44 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2359 images/s [05/14 10:48:53] ppdet.engine INFO: Epoch: [23] [ 200/7329] learning_rate: 0.000100 loss_class: 0.641938 loss_bbox: 0.160522 loss_giou: 0.426225 loss_class_aux: 2.798760 loss_bbox_aux: 0.699099 loss_giou_aux: 1.901913 loss_class_dn: 0.351403 loss_bbox_dn: 0.187330 loss_giou_dn: 0.444104 loss_class_aux_dn: 1.162195 loss_bbox_aux_dn: 0.687106 loss_giou_aux_dn: 1.481809 loss: 11.410597 eta: 1 day, 13:00:24 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1786 images/s [05/14 10:50:14] ppdet.engine INFO: Epoch: [23] [ 400/7329] learning_rate: 0.000100 loss_class: 0.637670 loss_bbox: 0.165378 loss_giou: 0.413424 loss_class_aux: 2.773730 loss_bbox_aux: 0.720649 loss_giou_aux: 1.829623 loss_class_dn: 0.352142 loss_bbox_dn: 0.200234 loss_giou_dn: 0.411582 loss_class_aux_dn: 1.157589 loss_bbox_aux_dn: 0.730336 loss_giou_aux_dn: 1.375266 loss: 11.102037 eta: 1 day, 12:59:06 batch_cost: 0.3634 data_cost: 0.0007 ips: 11.0067 images/s [05/14 10:51:33] ppdet.engine INFO: Epoch: [23] [ 600/7329] learning_rate: 0.000100 loss_class: 0.698888 loss_bbox: 0.177763 loss_giou: 0.406658 loss_class_aux: 3.009191 loss_bbox_aux: 0.801946 loss_giou_aux: 1.782630 loss_class_dn: 0.380762 loss_bbox_dn: 0.215354 loss_giou_dn: 0.421923 loss_class_aux_dn: 1.258548 loss_bbox_aux_dn: 0.798974 loss_giou_aux_dn: 1.453199 loss: 11.653540 eta: 1 day, 12:57:47 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1259 images/s [05/14 10:52:53] ppdet.engine INFO: Epoch: [23] [ 800/7329] learning_rate: 0.000100 loss_class: 0.689536 loss_bbox: 0.161455 loss_giou: 0.482374 loss_class_aux: 2.972068 loss_bbox_aux: 0.760124 loss_giou_aux: 2.056191 loss_class_dn: 0.376721 loss_bbox_dn: 0.175850 loss_giou_dn: 0.484242 loss_class_aux_dn: 1.207232 loss_bbox_aux_dn: 0.654648 loss_giou_aux_dn: 1.618783 loss: 11.767485 eta: 1 day, 12:56:27 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2386 images/s [05/14 10:54:12] ppdet.engine INFO: Epoch: [23] [1000/7329] learning_rate: 0.000100 loss_class: 0.649614 loss_bbox: 0.153409 loss_giou: 0.397001 loss_class_aux: 2.798874 loss_bbox_aux: 0.713211 loss_giou_aux: 1.688377 loss_class_dn: 0.338349 loss_bbox_dn: 0.180826 loss_giou_dn: 0.416874 loss_class_aux_dn: 1.101129 loss_bbox_aux_dn: 0.686709 loss_giou_aux_dn: 1.408449 loss: 10.505795 eta: 1 day, 12:55:06 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2663 images/s [05/14 10:55:31] ppdet.engine INFO: Epoch: [23] [1200/7329] learning_rate: 0.000100 loss_class: 0.669977 loss_bbox: 0.150854 loss_giou: 0.435176 loss_class_aux: 2.818588 loss_bbox_aux: 0.708190 loss_giou_aux: 1.916441 loss_class_dn: 0.359082 loss_bbox_dn: 0.179276 loss_giou_dn: 0.449961 loss_class_aux_dn: 1.170311 loss_bbox_aux_dn: 0.668907 loss_giou_aux_dn: 1.508764 loss: 11.287973 eta: 1 day, 12:53:46 batch_cost: 0.3593 data_cost: 0.0007 ips: 11.1318 images/s [05/14 10:56:52] ppdet.engine INFO: Epoch: [23] [1400/7329] learning_rate: 0.000100 loss_class: 0.715865 loss_bbox: 0.153608 loss_giou: 0.495825 loss_class_aux: 3.149278 loss_bbox_aux: 0.678577 loss_giou_aux: 2.137692 loss_class_dn: 0.402454 loss_bbox_dn: 0.170851 loss_giou_dn: 0.467221 loss_class_aux_dn: 1.312855 loss_bbox_aux_dn: 0.616987 loss_giou_aux_dn: 1.656336 loss: 12.551314 eta: 1 day, 12:52:30 batch_cost: 0.3655 data_cost: 0.0007 ips: 10.9431 images/s [05/14 10:58:10] ppdet.engine INFO: Epoch: [23] [1600/7329] learning_rate: 0.000100 loss_class: 0.686709 loss_bbox: 0.149024 loss_giou: 0.436841 loss_class_aux: 2.927350 loss_bbox_aux: 0.674683 loss_giou_aux: 1.880714 loss_class_dn: 0.350020 loss_bbox_dn: 0.201613 loss_giou_dn: 0.460683 loss_class_aux_dn: 1.147676 loss_bbox_aux_dn: 0.715723 loss_giou_aux_dn: 1.543077 loss: 11.382441 eta: 1 day, 12:51:08 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3004 images/s [05/14 10:59:29] ppdet.engine INFO: Epoch: [23] [1800/7329] learning_rate: 0.000100 loss_class: 0.637067 loss_bbox: 0.157470 loss_giou: 0.397215 loss_class_aux: 2.632738 loss_bbox_aux: 0.705793 loss_giou_aux: 1.739677 loss_class_dn: 0.329476 loss_bbox_dn: 0.189488 loss_giou_dn: 0.421200 loss_class_aux_dn: 1.084824 loss_bbox_aux_dn: 0.686210 loss_giou_aux_dn: 1.437857 loss: 10.800396 eta: 1 day, 12:49:47 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3284 images/s [05/14 11:00:47] ppdet.engine INFO: Epoch: [23] [2000/7329] learning_rate: 0.000100 loss_class: 0.697299 loss_bbox: 0.171189 loss_giou: 0.517090 loss_class_aux: 2.984640 loss_bbox_aux: 0.788736 loss_giou_aux: 2.218908 loss_class_dn: 0.397597 loss_bbox_dn: 0.201830 loss_giou_dn: 0.524437 loss_class_aux_dn: 1.278805 loss_bbox_aux_dn: 0.725798 loss_giou_aux_dn: 1.766284 loss: 13.192842 eta: 1 day, 12:48:25 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3093 images/s [05/14 11:02:06] ppdet.engine INFO: Epoch: [23] [2200/7329] learning_rate: 0.000100 loss_class: 0.672526 loss_bbox: 0.154610 loss_giou: 0.411731 loss_class_aux: 2.940063 loss_bbox_aux: 0.680385 loss_giou_aux: 1.803997 loss_class_dn: 0.361255 loss_bbox_dn: 0.168573 loss_giou_dn: 0.420385 loss_class_aux_dn: 1.176910 loss_bbox_aux_dn: 0.624974 loss_giou_aux_dn: 1.408156 loss: 11.714299 eta: 1 day, 12:47:04 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3035 images/s [05/14 11:03:25] ppdet.engine INFO: Epoch: [23] [2400/7329] learning_rate: 0.000100 loss_class: 0.696106 loss_bbox: 0.170251 loss_giou: 0.459386 loss_class_aux: 2.978727 loss_bbox_aux: 0.754523 loss_giou_aux: 1.979689 loss_class_dn: 0.379411 loss_bbox_dn: 0.198263 loss_giou_dn: 0.466631 loss_class_aux_dn: 1.235801 loss_bbox_aux_dn: 0.712883 loss_giou_aux_dn: 1.573390 loss: 11.868534 eta: 1 day, 12:45:44 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2173 images/s [05/14 11:04:45] ppdet.engine INFO: Epoch: [23] [2600/7329] learning_rate: 0.000100 loss_class: 0.675852 loss_bbox: 0.162858 loss_giou: 0.406235 loss_class_aux: 2.971439 loss_bbox_aux: 0.710016 loss_giou_aux: 1.790876 loss_class_dn: 0.351300 loss_bbox_dn: 0.186505 loss_giou_dn: 0.456058 loss_class_aux_dn: 1.157308 loss_bbox_aux_dn: 0.692123 loss_giou_aux_dn: 1.501549 loss: 11.840588 eta: 1 day, 12:44:25 batch_cost: 0.3604 data_cost: 0.0007 ips: 11.1001 images/s [05/14 11:06:05] ppdet.engine INFO: Epoch: [23] [2800/7329] learning_rate: 0.000100 loss_class: 0.650634 loss_bbox: 0.150712 loss_giou: 0.401504 loss_class_aux: 2.845067 loss_bbox_aux: 0.680222 loss_giou_aux: 1.794788 loss_class_dn: 0.367720 loss_bbox_dn: 0.195286 loss_giou_dn: 0.425461 loss_class_aux_dn: 1.188029 loss_bbox_aux_dn: 0.702470 loss_giou_aux_dn: 1.482424 loss: 11.428139 eta: 1 day, 12:43:06 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1256 images/s [05/14 11:07:24] ppdet.engine INFO: Epoch: [23] [3000/7329] learning_rate: 0.000100 loss_class: 0.719373 loss_bbox: 0.171663 loss_giou: 0.475764 loss_class_aux: 2.968436 loss_bbox_aux: 0.775732 loss_giou_aux: 1.996496 loss_class_dn: 0.371060 loss_bbox_dn: 0.204230 loss_giou_dn: 0.447264 loss_class_aux_dn: 1.222876 loss_bbox_aux_dn: 0.730330 loss_giou_aux_dn: 1.499174 loss: 11.888330 eta: 1 day, 12:41:45 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2441 images/s [05/14 11:08:43] ppdet.engine INFO: Epoch: [23] [3200/7329] learning_rate: 0.000100 loss_class: 0.636462 loss_bbox: 0.156848 loss_giou: 0.401902 loss_class_aux: 2.721717 loss_bbox_aux: 0.719900 loss_giou_aux: 1.744389 loss_class_dn: 0.330316 loss_bbox_dn: 0.201569 loss_giou_dn: 0.430020 loss_class_aux_dn: 1.097929 loss_bbox_aux_dn: 0.697097 loss_giou_aux_dn: 1.445452 loss: 11.115990 eta: 1 day, 12:40:26 batch_cost: 0.3577 data_cost: 0.0007 ips: 11.1832 images/s [05/14 11:10:03] ppdet.engine INFO: Epoch: [23] [3400/7329] learning_rate: 0.000100 loss_class: 0.642273 loss_bbox: 0.155571 loss_giou: 0.407836 loss_class_aux: 2.679763 loss_bbox_aux: 0.682291 loss_giou_aux: 1.754867 loss_class_dn: 0.341038 loss_bbox_dn: 0.181171 loss_giou_dn: 0.406673 loss_class_aux_dn: 1.125212 loss_bbox_aux_dn: 0.662428 loss_giou_aux_dn: 1.409961 loss: 10.762868 eta: 1 day, 12:39:07 batch_cost: 0.3602 data_cost: 0.0007 ips: 11.1064 images/s [05/14 11:11:23] ppdet.engine INFO: Epoch: [23] [3600/7329] learning_rate: 0.000100 loss_class: 0.655359 loss_bbox: 0.158001 loss_giou: 0.382866 loss_class_aux: 2.764128 loss_bbox_aux: 0.697702 loss_giou_aux: 1.637257 loss_class_dn: 0.327619 loss_bbox_dn: 0.193500 loss_giou_dn: 0.388220 loss_class_aux_dn: 1.110187 loss_bbox_aux_dn: 0.719764 loss_giou_aux_dn: 1.327459 loss: 10.766699 eta: 1 day, 12:37:50 batch_cost: 0.3639 data_cost: 0.0007 ips: 10.9919 images/s [05/14 11:12:43] ppdet.engine INFO: Epoch: [23] [3800/7329] learning_rate: 0.000100 loss_class: 0.657084 loss_bbox: 0.160614 loss_giou: 0.416218 loss_class_aux: 2.799491 loss_bbox_aux: 0.694694 loss_giou_aux: 1.799578 loss_class_dn: 0.346282 loss_bbox_dn: 0.178867 loss_giou_dn: 0.440989 loss_class_aux_dn: 1.110533 loss_bbox_aux_dn: 0.661804 loss_giou_aux_dn: 1.478452 loss: 11.074574 eta: 1 day, 12:36:32 batch_cost: 0.3620 data_cost: 0.0007 ips: 11.0492 images/s [05/14 11:14:02] ppdet.engine INFO: Epoch: [23] [4000/7329] learning_rate: 0.000100 loss_class: 0.666165 loss_bbox: 0.158360 loss_giou: 0.432155 loss_class_aux: 2.895902 loss_bbox_aux: 0.714374 loss_giou_aux: 1.838603 loss_class_dn: 0.356815 loss_bbox_dn: 0.192701 loss_giou_dn: 0.437984 loss_class_aux_dn: 1.173702 loss_bbox_aux_dn: 0.714728 loss_giou_aux_dn: 1.448583 loss: 11.799038 eta: 1 day, 12:35:12 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2333 images/s [05/14 11:15:22] ppdet.engine INFO: Epoch: [23] [4200/7329] learning_rate: 0.000100 loss_class: 0.664805 loss_bbox: 0.170676 loss_giou: 0.422786 loss_class_aux: 2.868263 loss_bbox_aux: 0.757468 loss_giou_aux: 1.811291 loss_class_dn: 0.340278 loss_bbox_dn: 0.195366 loss_giou_dn: 0.437383 loss_class_aux_dn: 1.142686 loss_bbox_aux_dn: 0.687645 loss_giou_aux_dn: 1.461842 loss: 11.158806 eta: 1 day, 12:33:53 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1230 images/s [05/14 11:16:40] ppdet.engine INFO: Epoch: [23] [4400/7329] learning_rate: 0.000100 loss_class: 0.674264 loss_bbox: 0.160581 loss_giou: 0.441384 loss_class_aux: 2.889795 loss_bbox_aux: 0.719985 loss_giou_aux: 1.846738 loss_class_dn: 0.365075 loss_bbox_dn: 0.206973 loss_giou_dn: 0.444971 loss_class_aux_dn: 1.179758 loss_bbox_aux_dn: 0.747678 loss_giou_aux_dn: 1.497595 loss: 11.490000 eta: 1 day, 12:32:32 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2850 images/s [05/14 11:18:00] ppdet.engine INFO: Epoch: [23] [4600/7329] learning_rate: 0.000100 loss_class: 0.679321 loss_bbox: 0.148334 loss_giou: 0.390542 loss_class_aux: 2.939170 loss_bbox_aux: 0.694074 loss_giou_aux: 1.668943 loss_class_dn: 0.356702 loss_bbox_dn: 0.185026 loss_giou_dn: 0.397277 loss_class_aux_dn: 1.160414 loss_bbox_aux_dn: 0.674300 loss_giou_aux_dn: 1.403923 loss: 10.979226 eta: 1 day, 12:31:13 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1290 images/s [05/14 11:19:19] ppdet.engine INFO: Epoch: [23] [4800/7329] learning_rate: 0.000100 loss_class: 0.636186 loss_bbox: 0.164696 loss_giou: 0.366608 loss_class_aux: 2.757834 loss_bbox_aux: 0.729392 loss_giou_aux: 1.601301 loss_class_dn: 0.347529 loss_bbox_dn: 0.194952 loss_giou_dn: 0.380745 loss_class_aux_dn: 1.145809 loss_bbox_aux_dn: 0.718561 loss_giou_aux_dn: 1.291206 loss: 10.425251 eta: 1 day, 12:29:53 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2528 images/s [05/14 11:20:38] ppdet.engine INFO: Epoch: [23] [5000/7329] learning_rate: 0.000100 loss_class: 0.646695 loss_bbox: 0.157924 loss_giou: 0.396732 loss_class_aux: 2.747484 loss_bbox_aux: 0.695769 loss_giou_aux: 1.688216 loss_class_dn: 0.342440 loss_bbox_dn: 0.187314 loss_giou_dn: 0.402026 loss_class_aux_dn: 1.114152 loss_bbox_aux_dn: 0.682565 loss_giou_aux_dn: 1.379860 loss: 10.803039 eta: 1 day, 12:28:32 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2646 images/s [05/14 11:21:56] ppdet.engine INFO: Epoch: [23] [5200/7329] learning_rate: 0.000100 loss_class: 0.667840 loss_bbox: 0.157325 loss_giou: 0.410558 loss_class_aux: 2.874899 loss_bbox_aux: 0.695019 loss_giou_aux: 1.777119 loss_class_dn: 0.357652 loss_bbox_dn: 0.190766 loss_giou_dn: 0.428231 loss_class_aux_dn: 1.191206 loss_bbox_aux_dn: 0.715185 loss_giou_aux_dn: 1.443740 loss: 11.130350 eta: 1 day, 12:27:11 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3148 images/s [05/14 11:23:15] ppdet.engine INFO: Epoch: [23] [5400/7329] learning_rate: 0.000100 loss_class: 0.650851 loss_bbox: 0.166591 loss_giou: 0.418787 loss_class_aux: 2.800484 loss_bbox_aux: 0.731289 loss_giou_aux: 1.870104 loss_class_dn: 0.357252 loss_bbox_dn: 0.202861 loss_giou_dn: 0.442375 loss_class_aux_dn: 1.157193 loss_bbox_aux_dn: 0.705274 loss_giou_aux_dn: 1.487541 loss: 11.449594 eta: 1 day, 12:25:51 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2240 images/s [05/14 11:24:36] ppdet.engine INFO: Epoch: [23] [5600/7329] learning_rate: 0.000100 loss_class: 0.699134 loss_bbox: 0.161403 loss_giou: 0.461666 loss_class_aux: 2.965894 loss_bbox_aux: 0.712415 loss_giou_aux: 1.937342 loss_class_dn: 0.366249 loss_bbox_dn: 0.188907 loss_giou_dn: 0.467611 loss_class_aux_dn: 1.236979 loss_bbox_aux_dn: 0.691584 loss_giou_aux_dn: 1.522364 loss: 11.944546 eta: 1 day, 12:24:36 batch_cost: 0.3683 data_cost: 0.0007 ips: 10.8598 images/s [05/14 11:25:55] ppdet.engine INFO: Epoch: [23] [5800/7329] learning_rate: 0.000100 loss_class: 0.661181 loss_bbox: 0.172489 loss_giou: 0.414748 loss_class_aux: 2.893265 loss_bbox_aux: 0.762583 loss_giou_aux: 1.752092 loss_class_dn: 0.366887 loss_bbox_dn: 0.213066 loss_giou_dn: 0.420592 loss_class_aux_dn: 1.183244 loss_bbox_aux_dn: 0.772525 loss_giou_aux_dn: 1.427787 loss: 11.546018 eta: 1 day, 12:23:16 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2352 images/s [05/14 11:27:15] ppdet.engine INFO: Epoch: [23] [6000/7329] learning_rate: 0.000100 loss_class: 0.640557 loss_bbox: 0.153775 loss_giou: 0.391921 loss_class_aux: 2.675122 loss_bbox_aux: 0.690609 loss_giou_aux: 1.768545 loss_class_dn: 0.337790 loss_bbox_dn: 0.178974 loss_giou_dn: 0.413255 loss_class_aux_dn: 1.095753 loss_bbox_aux_dn: 0.666409 loss_giou_aux_dn: 1.428024 loss: 11.049515 eta: 1 day, 12:21:57 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1485 images/s [05/14 11:28:34] ppdet.engine INFO: Epoch: [23] [6200/7329] learning_rate: 0.000100 loss_class: 0.690562 loss_bbox: 0.152796 loss_giou: 0.446843 loss_class_aux: 2.968627 loss_bbox_aux: 0.698388 loss_giou_aux: 1.941639 loss_class_dn: 0.371663 loss_bbox_dn: 0.186003 loss_giou_dn: 0.451143 loss_class_aux_dn: 1.201789 loss_bbox_aux_dn: 0.656613 loss_giou_aux_dn: 1.540740 loss: 11.667945 eta: 1 day, 12:20:36 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2654 images/s [05/14 11:29:53] ppdet.engine INFO: Epoch: [23] [6400/7329] learning_rate: 0.000100 loss_class: 0.719902 loss_bbox: 0.164460 loss_giou: 0.515855 loss_class_aux: 3.062261 loss_bbox_aux: 0.738650 loss_giou_aux: 2.247084 loss_class_dn: 0.394449 loss_bbox_dn: 0.195476 loss_giou_dn: 0.513014 loss_class_aux_dn: 1.296854 loss_bbox_aux_dn: 0.691517 loss_giou_aux_dn: 1.700400 loss: 12.594753 eta: 1 day, 12:19:16 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2798 images/s [05/14 11:31:14] ppdet.engine INFO: Epoch: [23] [6600/7329] learning_rate: 0.000100 loss_class: 0.666178 loss_bbox: 0.164083 loss_giou: 0.452990 loss_class_aux: 2.872781 loss_bbox_aux: 0.720872 loss_giou_aux: 1.964649 loss_class_dn: 0.380020 loss_bbox_dn: 0.184394 loss_giou_dn: 0.448053 loss_class_aux_dn: 1.228871 loss_bbox_aux_dn: 0.669624 loss_giou_aux_dn: 1.487868 loss: 11.558027 eta: 1 day, 12:17:59 batch_cost: 0.3647 data_cost: 0.0007 ips: 10.9686 images/s [05/14 11:32:33] ppdet.engine INFO: Epoch: [23] [6800/7329] learning_rate: 0.000100 loss_class: 0.737875 loss_bbox: 0.175545 loss_giou: 0.465877 loss_class_aux: 3.088780 loss_bbox_aux: 0.800920 loss_giou_aux: 2.060717 loss_class_dn: 0.397100 loss_bbox_dn: 0.205512 loss_giou_dn: 0.478747 loss_class_aux_dn: 1.293610 loss_bbox_aux_dn: 0.763047 loss_giou_aux_dn: 1.626508 loss: 12.528330 eta: 1 day, 12:16:40 batch_cost: 0.3582 data_cost: 0.0008 ips: 11.1664 images/s [05/14 11:33:52] ppdet.engine INFO: Epoch: [23] [7000/7329] learning_rate: 0.000100 loss_class: 0.699835 loss_bbox: 0.161917 loss_giou: 0.438698 loss_class_aux: 2.998420 loss_bbox_aux: 0.722286 loss_giou_aux: 1.888928 loss_class_dn: 0.384348 loss_bbox_dn: 0.193881 loss_giou_dn: 0.466520 loss_class_aux_dn: 1.232196 loss_bbox_aux_dn: 0.699003 loss_giou_aux_dn: 1.586114 loss: 11.940965 eta: 1 day, 12:15:20 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2389 images/s [05/14 11:35:12] ppdet.engine INFO: Epoch: [23] [7200/7329] learning_rate: 0.000100 loss_class: 0.646679 loss_bbox: 0.151241 loss_giou: 0.454299 loss_class_aux: 2.666377 loss_bbox_aux: 0.699083 loss_giou_aux: 2.021840 loss_class_dn: 0.353998 loss_bbox_dn: 0.191502 loss_giou_dn: 0.450763 loss_class_aux_dn: 1.149303 loss_bbox_aux_dn: 0.686520 loss_giou_aux_dn: 1.506960 loss: 11.374912 eta: 1 day, 12:14:01 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1398 images/s [05/14 11:36:08] ppdet.engine INFO: Eval iter: 0 [05/14 11:36:15] ppdet.engine INFO: Eval iter: 100 [05/14 11:36:22] ppdet.engine INFO: Eval iter: 200 [05/14 11:36:29] ppdet.engine INFO: Eval iter: 300 [05/14 11:36:36] ppdet.engine INFO: Eval iter: 400 [05/14 11:36:43] ppdet.engine INFO: Eval iter: 500 [05/14 11:36:50] ppdet.engine INFO: Eval iter: 600 [05/14 11:36:57] ppdet.engine INFO: Eval iter: 700 [05/14 11:37:04] ppdet.engine INFO: Eval iter: 800 [05/14 11:37:11] ppdet.engine INFO: Eval iter: 900 [05/14 11:37:19] ppdet.engine INFO: Eval iter: 1000 [05/14 11:37:26] ppdet.engine INFO: Eval iter: 1100 [05/14 11:37:34] ppdet.engine INFO: Eval iter: 1200 [05/14 11:37:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 11:37:58] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.01s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.92s). Accumulating evaluation results... DONE (t=22.84s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.460 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.634 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.496 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.277 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.491 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.609 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.680 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.471 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/14 11:40:15] ppdet.engine INFO: Total sample number: 5000, average FPS: 55.677960755606726 [05/14 11:40:15] ppdet.engine INFO: Best test bbox ap is 0.460. [05/14 11:40:19] ppdet.engine INFO: Epoch: [24] [ 0/7329] learning_rate: 0.000100 loss_class: 0.608494 loss_bbox: 0.141272 loss_giou: 0.358572 loss_class_aux: 2.631313 loss_bbox_aux: 0.643009 loss_giou_aux: 1.639441 loss_class_dn: 0.322555 loss_bbox_dn: 0.181646 loss_giou_dn: 0.404153 loss_class_aux_dn: 1.056171 loss_bbox_aux_dn: 0.682218 loss_giou_aux_dn: 1.378442 loss: 10.757809 eta: 1 day, 12:13:15 batch_cost: 0.3682 data_cost: 0.0007 ips: 10.8632 images/s [05/14 11:41:38] ppdet.engine INFO: Epoch: [24] [ 200/7329] learning_rate: 0.000100 loss_class: 0.761015 loss_bbox: 0.165168 loss_giou: 0.434355 loss_class_aux: 3.146030 loss_bbox_aux: 0.747972 loss_giou_aux: 1.908567 loss_class_dn: 0.391605 loss_bbox_dn: 0.215879 loss_giou_dn: 0.472309 loss_class_aux_dn: 1.295453 loss_bbox_aux_dn: 0.782174 loss_giou_aux_dn: 1.621029 loss: 12.846603 eta: 1 day, 12:11:56 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2165 images/s [05/14 11:42:56] ppdet.engine INFO: Epoch: [24] [ 400/7329] learning_rate: 0.000100 loss_class: 0.659865 loss_bbox: 0.153229 loss_giou: 0.406825 loss_class_aux: 2.886884 loss_bbox_aux: 0.705453 loss_giou_aux: 1.748879 loss_class_dn: 0.338953 loss_bbox_dn: 0.173663 loss_giou_dn: 0.414514 loss_class_aux_dn: 1.107185 loss_bbox_aux_dn: 0.647289 loss_giou_aux_dn: 1.420771 loss: 10.969514 eta: 1 day, 12:10:35 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3076 images/s [05/14 11:44:16] ppdet.engine INFO: Epoch: [24] [ 600/7329] learning_rate: 0.000100 loss_class: 0.678326 loss_bbox: 0.166367 loss_giou: 0.440116 loss_class_aux: 2.910287 loss_bbox_aux: 0.731100 loss_giou_aux: 1.895698 loss_class_dn: 0.352211 loss_bbox_dn: 0.191098 loss_giou_dn: 0.445454 loss_class_aux_dn: 1.153036 loss_bbox_aux_dn: 0.705909 loss_giou_aux_dn: 1.480296 loss: 11.259331 eta: 1 day, 12:09:16 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1233 images/s [05/14 11:45:34] ppdet.engine INFO: Epoch: [24] [ 800/7329] learning_rate: 0.000100 loss_class: 0.687115 loss_bbox: 0.171669 loss_giou: 0.431823 loss_class_aux: 3.022620 loss_bbox_aux: 0.777444 loss_giou_aux: 1.854913 loss_class_dn: 0.364368 loss_bbox_dn: 0.202774 loss_giou_dn: 0.412279 loss_class_aux_dn: 1.185261 loss_bbox_aux_dn: 0.718482 loss_giou_aux_dn: 1.432508 loss: 11.523674 eta: 1 day, 12:07:55 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3123 images/s [05/14 11:46:53] ppdet.engine INFO: Epoch: [24] [1000/7329] learning_rate: 0.000100 loss_class: 0.623343 loss_bbox: 0.150709 loss_giou: 0.361039 loss_class_aux: 2.641331 loss_bbox_aux: 0.656472 loss_giou_aux: 1.603787 loss_class_dn: 0.345955 loss_bbox_dn: 0.184372 loss_giou_dn: 0.404273 loss_class_aux_dn: 1.153345 loss_bbox_aux_dn: 0.648794 loss_giou_aux_dn: 1.376512 loss: 10.763997 eta: 1 day, 12:06:35 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2801 images/s [05/14 11:48:12] ppdet.engine INFO: Epoch: [24] [1200/7329] learning_rate: 0.000100 loss_class: 0.633632 loss_bbox: 0.157499 loss_giou: 0.350731 loss_class_aux: 2.699343 loss_bbox_aux: 0.689166 loss_giou_aux: 1.579082 loss_class_dn: 0.335917 loss_bbox_dn: 0.194774 loss_giou_dn: 0.372039 loss_class_aux_dn: 1.118330 loss_bbox_aux_dn: 0.717903 loss_giou_aux_dn: 1.288083 loss: 10.404772 eta: 1 day, 12:05:16 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1888 images/s [05/14 11:49:33] ppdet.engine INFO: Epoch: [24] [1400/7329] learning_rate: 0.000100 loss_class: 0.651992 loss_bbox: 0.146831 loss_giou: 0.411104 loss_class_aux: 2.798875 loss_bbox_aux: 0.668791 loss_giou_aux: 1.702937 loss_class_dn: 0.353078 loss_bbox_dn: 0.178620 loss_giou_dn: 0.432071 loss_class_aux_dn: 1.129967 loss_bbox_aux_dn: 0.635859 loss_giou_aux_dn: 1.454827 loss: 10.731222 eta: 1 day, 12:03:57 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1209 images/s [05/14 11:50:52] ppdet.engine INFO: Epoch: [24] [1600/7329] learning_rate: 0.000100 loss_class: 0.683546 loss_bbox: 0.168385 loss_giou: 0.468816 loss_class_aux: 2.964708 loss_bbox_aux: 0.724104 loss_giou_aux: 2.015020 loss_class_dn: 0.371907 loss_bbox_dn: 0.190158 loss_giou_dn: 0.467853 loss_class_aux_dn: 1.215174 loss_bbox_aux_dn: 0.684633 loss_giou_aux_dn: 1.590052 loss: 12.045986 eta: 1 day, 12:02:38 batch_cost: 0.3573 data_cost: 0.0008 ips: 11.1951 images/s [05/14 11:52:11] ppdet.engine INFO: Epoch: [24] [1800/7329] learning_rate: 0.000100 loss_class: 0.706784 loss_bbox: 0.169203 loss_giou: 0.447099 loss_class_aux: 2.984249 loss_bbox_aux: 0.767683 loss_giou_aux: 1.909932 loss_class_dn: 0.370205 loss_bbox_dn: 0.193201 loss_giou_dn: 0.445112 loss_class_aux_dn: 1.209079 loss_bbox_aux_dn: 0.704030 loss_giou_aux_dn: 1.489407 loss: 11.844227 eta: 1 day, 12:01:18 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2716 images/s [05/14 11:53:29] ppdet.engine INFO: Epoch: [24] [2000/7329] learning_rate: 0.000100 loss_class: 0.672972 loss_bbox: 0.155097 loss_giou: 0.429845 loss_class_aux: 2.907398 loss_bbox_aux: 0.695470 loss_giou_aux: 1.786230 loss_class_dn: 0.350379 loss_bbox_dn: 0.192512 loss_giou_dn: 0.412886 loss_class_aux_dn: 1.135502 loss_bbox_aux_dn: 0.705844 loss_giou_aux_dn: 1.413052 loss: 10.988342 eta: 1 day, 11:59:57 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2974 images/s [05/14 11:54:47] ppdet.engine INFO: Epoch: [24] [2200/7329] learning_rate: 0.000100 loss_class: 0.639054 loss_bbox: 0.148127 loss_giou: 0.362149 loss_class_aux: 2.719339 loss_bbox_aux: 0.655591 loss_giou_aux: 1.610003 loss_class_dn: 0.316876 loss_bbox_dn: 0.183046 loss_giou_dn: 0.377750 loss_class_aux_dn: 1.063052 loss_bbox_aux_dn: 0.661026 loss_giou_aux_dn: 1.308023 loss: 10.669536 eta: 1 day, 11:58:34 batch_cost: 0.3482 data_cost: 0.0007 ips: 11.4869 images/s [05/14 11:56:05] ppdet.engine INFO: Epoch: [24] [2400/7329] learning_rate: 0.000100 loss_class: 0.638032 loss_bbox: 0.158034 loss_giou: 0.381601 loss_class_aux: 2.764735 loss_bbox_aux: 0.692472 loss_giou_aux: 1.596611 loss_class_dn: 0.340101 loss_bbox_dn: 0.187555 loss_giou_dn: 0.389699 loss_class_aux_dn: 1.115433 loss_bbox_aux_dn: 0.678685 loss_giou_aux_dn: 1.339832 loss: 10.617254 eta: 1 day, 11:57:14 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2981 images/s [05/14 11:57:25] ppdet.engine INFO: Epoch: [24] [2600/7329] learning_rate: 0.000100 loss_class: 0.688164 loss_bbox: 0.165106 loss_giou: 0.419715 loss_class_aux: 2.939153 loss_bbox_aux: 0.726808 loss_giou_aux: 1.753908 loss_class_dn: 0.368361 loss_bbox_dn: 0.189200 loss_giou_dn: 0.425323 loss_class_aux_dn: 1.209715 loss_bbox_aux_dn: 0.688953 loss_giou_aux_dn: 1.447184 loss: 11.432816 eta: 1 day, 11:55:54 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2359 images/s [05/14 11:58:43] ppdet.engine INFO: Epoch: [24] [2800/7329] learning_rate: 0.000100 loss_class: 0.683912 loss_bbox: 0.150523 loss_giou: 0.435257 loss_class_aux: 2.959749 loss_bbox_aux: 0.679090 loss_giou_aux: 1.937777 loss_class_dn: 0.377522 loss_bbox_dn: 0.177768 loss_giou_dn: 0.460311 loss_class_aux_dn: 1.211007 loss_bbox_aux_dn: 0.662161 loss_giou_aux_dn: 1.511139 loss: 11.754677 eta: 1 day, 11:54:33 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3410 images/s [05/14 12:00:02] ppdet.engine INFO: Epoch: [24] [3000/7329] learning_rate: 0.000100 loss_class: 0.688839 loss_bbox: 0.156561 loss_giou: 0.434139 loss_class_aux: 2.895338 loss_bbox_aux: 0.714364 loss_giou_aux: 1.856606 loss_class_dn: 0.367536 loss_bbox_dn: 0.190300 loss_giou_dn: 0.441201 loss_class_aux_dn: 1.188826 loss_bbox_aux_dn: 0.689023 loss_giou_aux_dn: 1.475178 loss: 11.392569 eta: 1 day, 11:53:13 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2569 images/s [05/14 12:01:19] ppdet.engine INFO: Epoch: [24] [3200/7329] learning_rate: 0.000100 loss_class: 0.673650 loss_bbox: 0.151956 loss_giou: 0.414513 loss_class_aux: 2.821043 loss_bbox_aux: 0.679314 loss_giou_aux: 1.727706 loss_class_dn: 0.341640 loss_bbox_dn: 0.189705 loss_giou_dn: 0.415277 loss_class_aux_dn: 1.097171 loss_bbox_aux_dn: 0.671247 loss_giou_aux_dn: 1.406987 loss: 11.270630 eta: 1 day, 11:51:51 batch_cost: 0.3493 data_cost: 0.0007 ips: 11.4499 images/s [05/14 12:02:39] ppdet.engine INFO: Epoch: [24] [3400/7329] learning_rate: 0.000100 loss_class: 0.658807 loss_bbox: 0.158559 loss_giou: 0.392437 loss_class_aux: 2.845368 loss_bbox_aux: 0.688214 loss_giou_aux: 1.791332 loss_class_dn: 0.330775 loss_bbox_dn: 0.200689 loss_giou_dn: 0.414172 loss_class_aux_dn: 1.088324 loss_bbox_aux_dn: 0.730338 loss_giou_aux_dn: 1.410874 loss: 10.967070 eta: 1 day, 11:50:32 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1670 images/s [05/14 12:03:59] ppdet.engine INFO: Epoch: [24] [3600/7329] learning_rate: 0.000100 loss_class: 0.676648 loss_bbox: 0.155002 loss_giou: 0.411533 loss_class_aux: 2.810621 loss_bbox_aux: 0.681073 loss_giou_aux: 1.816405 loss_class_dn: 0.339357 loss_bbox_dn: 0.182432 loss_giou_dn: 0.417861 loss_class_aux_dn: 1.123845 loss_bbox_aux_dn: 0.677429 loss_giou_aux_dn: 1.407382 loss: 10.928246 eta: 1 day, 11:49:13 batch_cost: 0.3586 data_cost: 0.0008 ips: 11.1551 images/s [05/14 12:05:19] ppdet.engine INFO: Epoch: [24] [3800/7329] learning_rate: 0.000100 loss_class: 0.640137 loss_bbox: 0.154413 loss_giou: 0.380668 loss_class_aux: 2.748620 loss_bbox_aux: 0.697981 loss_giou_aux: 1.649392 loss_class_dn: 0.322052 loss_bbox_dn: 0.184230 loss_giou_dn: 0.402382 loss_class_aux_dn: 1.070786 loss_bbox_aux_dn: 0.667630 loss_giou_aux_dn: 1.381188 loss: 10.384093 eta: 1 day, 11:47:55 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1547 images/s [05/14 12:06:38] ppdet.engine INFO: Epoch: [24] [4000/7329] learning_rate: 0.000100 loss_class: 0.644795 loss_bbox: 0.155938 loss_giou: 0.392637 loss_class_aux: 2.839997 loss_bbox_aux: 0.687767 loss_giou_aux: 1.724548 loss_class_dn: 0.341376 loss_bbox_dn: 0.195433 loss_giou_dn: 0.404560 loss_class_aux_dn: 1.120152 loss_bbox_aux_dn: 0.726246 loss_giou_aux_dn: 1.361586 loss: 10.437110 eta: 1 day, 11:46:35 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2120 images/s [05/14 12:07:58] ppdet.engine INFO: Epoch: [24] [4200/7329] learning_rate: 0.000100 loss_class: 0.667021 loss_bbox: 0.165905 loss_giou: 0.426764 loss_class_aux: 2.916429 loss_bbox_aux: 0.743229 loss_giou_aux: 1.811473 loss_class_dn: 0.361329 loss_bbox_dn: 0.197153 loss_giou_dn: 0.449551 loss_class_aux_dn: 1.179016 loss_bbox_aux_dn: 0.722507 loss_giou_aux_dn: 1.473534 loss: 11.377825 eta: 1 day, 11:45:16 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2058 images/s [05/14 12:09:17] ppdet.engine INFO: Epoch: [24] [4400/7329] learning_rate: 0.000100 loss_class: 0.682086 loss_bbox: 0.163619 loss_giou: 0.409560 loss_class_aux: 2.931584 loss_bbox_aux: 0.715306 loss_giou_aux: 1.799471 loss_class_dn: 0.371880 loss_bbox_dn: 0.188969 loss_giou_dn: 0.435637 loss_class_aux_dn: 1.210317 loss_bbox_aux_dn: 0.699629 loss_giou_aux_dn: 1.453396 loss: 11.534436 eta: 1 day, 11:43:57 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2317 images/s [05/14 12:10:38] ppdet.engine INFO: Epoch: [24] [4600/7329] learning_rate: 0.000100 loss_class: 0.671581 loss_bbox: 0.163246 loss_giou: 0.483483 loss_class_aux: 2.868062 loss_bbox_aux: 0.728548 loss_giou_aux: 2.072404 loss_class_dn: 0.362029 loss_bbox_dn: 0.184965 loss_giou_dn: 0.476840 loss_class_aux_dn: 1.170451 loss_bbox_aux_dn: 0.671013 loss_giou_aux_dn: 1.576748 loss: 11.385218 eta: 1 day, 11:42:41 batch_cost: 0.3674 data_cost: 0.0007 ips: 10.8867 images/s [05/14 12:11:57] ppdet.engine INFO: Epoch: [24] [4800/7329] learning_rate: 0.000100 loss_class: 0.702273 loss_bbox: 0.164645 loss_giou: 0.430967 loss_class_aux: 3.049711 loss_bbox_aux: 0.710736 loss_giou_aux: 1.915966 loss_class_dn: 0.369098 loss_bbox_dn: 0.191954 loss_giou_dn: 0.470100 loss_class_aux_dn: 1.182206 loss_bbox_aux_dn: 0.674526 loss_giou_aux_dn: 1.594959 loss: 12.101480 eta: 1 day, 11:41:22 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2105 images/s [05/14 12:13:17] ppdet.engine INFO: Epoch: [24] [5000/7329] learning_rate: 0.000100 loss_class: 0.673536 loss_bbox: 0.157960 loss_giou: 0.450445 loss_class_aux: 2.902233 loss_bbox_aux: 0.706897 loss_giou_aux: 1.870728 loss_class_dn: 0.357627 loss_bbox_dn: 0.192431 loss_giou_dn: 0.451517 loss_class_aux_dn: 1.177903 loss_bbox_aux_dn: 0.728197 loss_giou_aux_dn: 1.532201 loss: 11.729307 eta: 1 day, 11:40:04 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1344 images/s [05/14 12:14:36] ppdet.engine INFO: Epoch: [24] [5200/7329] learning_rate: 0.000100 loss_class: 0.658118 loss_bbox: 0.149658 loss_giou: 0.440098 loss_class_aux: 2.816375 loss_bbox_aux: 0.668459 loss_giou_aux: 1.903453 loss_class_dn: 0.353971 loss_bbox_dn: 0.175941 loss_giou_dn: 0.438337 loss_class_aux_dn: 1.156994 loss_bbox_aux_dn: 0.650358 loss_giou_aux_dn: 1.507178 loss: 10.952688 eta: 1 day, 11:38:44 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2280 images/s [05/14 12:15:56] ppdet.engine INFO: Epoch: [24] [5400/7329] learning_rate: 0.000100 loss_class: 0.671893 loss_bbox: 0.158348 loss_giou: 0.412435 loss_class_aux: 2.932667 loss_bbox_aux: 0.716639 loss_giou_aux: 1.791577 loss_class_dn: 0.354082 loss_bbox_dn: 0.202902 loss_giou_dn: 0.424526 loss_class_aux_dn: 1.165588 loss_bbox_aux_dn: 0.735570 loss_giou_aux_dn: 1.473001 loss: 11.188208 eta: 1 day, 11:37:27 batch_cost: 0.3625 data_cost: 0.0006 ips: 11.0350 images/s [05/14 12:17:17] ppdet.engine INFO: Epoch: [24] [5600/7329] learning_rate: 0.000100 loss_class: 0.656750 loss_bbox: 0.156487 loss_giou: 0.408702 loss_class_aux: 2.858530 loss_bbox_aux: 0.714026 loss_giou_aux: 1.765855 loss_class_dn: 0.337188 loss_bbox_dn: 0.193611 loss_giou_dn: 0.396837 loss_class_aux_dn: 1.099325 loss_bbox_aux_dn: 0.722327 loss_giou_aux_dn: 1.329786 loss: 10.675615 eta: 1 day, 11:36:11 batch_cost: 0.3638 data_cost: 0.0007 ips: 10.9936 images/s [05/14 12:18:35] ppdet.engine INFO: Epoch: [24] [5800/7329] learning_rate: 0.000100 loss_class: 0.684515 loss_bbox: 0.145156 loss_giou: 0.422993 loss_class_aux: 3.037600 loss_bbox_aux: 0.665797 loss_giou_aux: 1.814930 loss_class_dn: 0.374320 loss_bbox_dn: 0.187357 loss_giou_dn: 0.438195 loss_class_aux_dn: 1.241037 loss_bbox_aux_dn: 0.709981 loss_giou_aux_dn: 1.481430 loss: 11.851884 eta: 1 day, 11:34:50 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3210 images/s [05/14 12:19:57] ppdet.engine INFO: Epoch: [24] [6000/7329] learning_rate: 0.000100 loss_class: 0.651330 loss_bbox: 0.156678 loss_giou: 0.406746 loss_class_aux: 2.746400 loss_bbox_aux: 0.729006 loss_giou_aux: 1.760034 loss_class_dn: 0.360158 loss_bbox_dn: 0.188192 loss_giou_dn: 0.427408 loss_class_aux_dn: 1.194017 loss_bbox_aux_dn: 0.698811 loss_giou_aux_dn: 1.418084 loss: 11.142773 eta: 1 day, 11:33:35 batch_cost: 0.3658 data_cost: 0.0007 ips: 10.9348 images/s [05/14 12:21:15] ppdet.engine INFO: Epoch: [24] [6200/7329] learning_rate: 0.000100 loss_class: 0.696615 loss_bbox: 0.155837 loss_giou: 0.398250 loss_class_aux: 2.978035 loss_bbox_aux: 0.721155 loss_giou_aux: 1.758103 loss_class_dn: 0.354472 loss_bbox_dn: 0.193858 loss_giou_dn: 0.435144 loss_class_aux_dn: 1.170938 loss_bbox_aux_dn: 0.687906 loss_giou_aux_dn: 1.491333 loss: 11.559678 eta: 1 day, 11:32:14 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3339 images/s [05/14 12:22:34] ppdet.engine INFO: Epoch: [24] [6400/7329] learning_rate: 0.000100 loss_class: 0.672161 loss_bbox: 0.158954 loss_giou: 0.389549 loss_class_aux: 2.845803 loss_bbox_aux: 0.699431 loss_giou_aux: 1.696919 loss_class_dn: 0.334544 loss_bbox_dn: 0.188060 loss_giou_dn: 0.410416 loss_class_aux_dn: 1.121117 loss_bbox_aux_dn: 0.654583 loss_giou_aux_dn: 1.395820 loss: 11.039824 eta: 1 day, 11:30:54 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2900 images/s [05/14 12:23:54] ppdet.engine INFO: Epoch: [24] [6600/7329] learning_rate: 0.000100 loss_class: 0.673257 loss_bbox: 0.150960 loss_giou: 0.451058 loss_class_aux: 2.993492 loss_bbox_aux: 0.668298 loss_giou_aux: 1.946485 loss_class_dn: 0.379379 loss_bbox_dn: 0.192464 loss_giou_dn: 0.459085 loss_class_aux_dn: 1.236816 loss_bbox_aux_dn: 0.695042 loss_giou_aux_dn: 1.568227 loss: 11.662516 eta: 1 day, 11:29:38 batch_cost: 0.3647 data_cost: 0.0007 ips: 10.9672 images/s [05/14 12:25:13] ppdet.engine INFO: Epoch: [24] [6800/7329] learning_rate: 0.000100 loss_class: 0.674887 loss_bbox: 0.165223 loss_giou: 0.448248 loss_class_aux: 2.897263 loss_bbox_aux: 0.723567 loss_giou_aux: 1.919106 loss_class_dn: 0.349397 loss_bbox_dn: 0.182418 loss_giou_dn: 0.433780 loss_class_aux_dn: 1.157350 loss_bbox_aux_dn: 0.659078 loss_giou_aux_dn: 1.445477 loss: 11.119724 eta: 1 day, 11:28:18 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2519 images/s [05/14 12:26:32] ppdet.engine INFO: Epoch: [24] [7000/7329] learning_rate: 0.000100 loss_class: 0.679220 loss_bbox: 0.160316 loss_giou: 0.415594 loss_class_aux: 2.887594 loss_bbox_aux: 0.716612 loss_giou_aux: 1.795157 loss_class_dn: 0.368038 loss_bbox_dn: 0.200419 loss_giou_dn: 0.430822 loss_class_aux_dn: 1.198718 loss_bbox_aux_dn: 0.723333 loss_giou_aux_dn: 1.498976 loss: 11.498096 eta: 1 day, 11:26:59 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2630 images/s [05/14 12:27:49] ppdet.engine INFO: Epoch: [24] [7200/7329] learning_rate: 0.000100 loss_class: 0.646947 loss_bbox: 0.155998 loss_giou: 0.390567 loss_class_aux: 2.828475 loss_bbox_aux: 0.662612 loss_giou_aux: 1.682430 loss_class_dn: 0.344640 loss_bbox_dn: 0.188811 loss_giou_dn: 0.424245 loss_class_aux_dn: 1.128270 loss_bbox_aux_dn: 0.679901 loss_giou_aux_dn: 1.398587 loss: 10.945412 eta: 1 day, 11:25:38 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3897 images/s [05/14 12:28:42] ppdet.engine INFO: Eval iter: 0 [05/14 12:28:50] ppdet.engine INFO: Eval iter: 100 [05/14 12:28:57] ppdet.engine INFO: Eval iter: 200 [05/14 12:29:04] ppdet.engine INFO: Eval iter: 300 [05/14 12:29:12] ppdet.engine INFO: Eval iter: 400 [05/14 12:29:19] ppdet.engine INFO: Eval iter: 500 [05/14 12:29:26] ppdet.engine INFO: Eval iter: 600 [05/14 12:29:34] ppdet.engine INFO: Eval iter: 700 [05/14 12:29:41] ppdet.engine INFO: Eval iter: 800 [05/14 12:29:49] ppdet.engine INFO: Eval iter: 900 [05/14 12:29:56] ppdet.engine INFO: Eval iter: 1000 [05/14 12:30:05] ppdet.engine INFO: Eval iter: 1100 [05/14 12:30:12] ppdet.engine INFO: Eval iter: 1200 [05/14 12:30:36] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 12:30:36] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.76s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=95.67s). Accumulating evaluation results... DONE (t=22.59s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.635 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.498 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.276 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 ] = 0.634 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.360 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.609 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 ] = 0.470 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 ] = 0.866 [05/14 12:32:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.14320638197922 [05/14 12:32:52] ppdet.engine INFO: Best test bbox ap is 0.461. [05/14 12:32:55] ppdet.engine INFO: Epoch: [25] [ 0/7329] learning_rate: 0.000100 loss_class: 0.624897 loss_bbox: 0.157895 loss_giou: 0.405835 loss_class_aux: 2.696774 loss_bbox_aux: 0.702818 loss_giou_aux: 1.792582 loss_class_dn: 0.344449 loss_bbox_dn: 0.198682 loss_giou_dn: 0.410660 loss_class_aux_dn: 1.113710 loss_bbox_aux_dn: 0.718331 loss_giou_aux_dn: 1.368109 loss: 11.086389 eta: 1 day, 11:24:46 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3377 images/s [05/14 12:34:15] ppdet.engine INFO: Epoch: [25] [ 200/7329] learning_rate: 0.000100 loss_class: 0.710813 loss_bbox: 0.160957 loss_giou: 0.461731 loss_class_aux: 2.975238 loss_bbox_aux: 0.718303 loss_giou_aux: 2.015064 loss_class_dn: 0.363687 loss_bbox_dn: 0.186187 loss_giou_dn: 0.459589 loss_class_aux_dn: 1.195021 loss_bbox_aux_dn: 0.693763 loss_giou_aux_dn: 1.594507 loss: 11.733078 eta: 1 day, 11:23:27 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1921 images/s [05/14 12:35:35] ppdet.engine INFO: Epoch: [25] [ 400/7329] learning_rate: 0.000100 loss_class: 0.651972 loss_bbox: 0.152370 loss_giou: 0.414757 loss_class_aux: 2.887259 loss_bbox_aux: 0.666713 loss_giou_aux: 1.756121 loss_class_dn: 0.342000 loss_bbox_dn: 0.176330 loss_giou_dn: 0.416673 loss_class_aux_dn: 1.117738 loss_bbox_aux_dn: 0.652871 loss_giou_aux_dn: 1.411004 loss: 11.463431 eta: 1 day, 11:22:10 batch_cost: 0.3614 data_cost: 0.0007 ips: 11.0667 images/s [05/14 12:36:54] ppdet.engine INFO: Epoch: [25] [ 600/7329] learning_rate: 0.000100 loss_class: 0.662993 loss_bbox: 0.151868 loss_giou: 0.413640 loss_class_aux: 2.764628 loss_bbox_aux: 0.720148 loss_giou_aux: 1.737815 loss_class_dn: 0.352985 loss_bbox_dn: 0.185610 loss_giou_dn: 0.424624 loss_class_aux_dn: 1.142491 loss_bbox_aux_dn: 0.687109 loss_giou_aux_dn: 1.450598 loss: 11.383141 eta: 1 day, 11:20:50 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2455 images/s [05/14 12:38:13] ppdet.engine INFO: Epoch: [25] [ 800/7329] learning_rate: 0.000100 loss_class: 0.673416 loss_bbox: 0.161930 loss_giou: 0.437680 loss_class_aux: 2.833982 loss_bbox_aux: 0.724949 loss_giou_aux: 1.871002 loss_class_dn: 0.357072 loss_bbox_dn: 0.189332 loss_giou_dn: 0.442881 loss_class_aux_dn: 1.147637 loss_bbox_aux_dn: 0.712612 loss_giou_aux_dn: 1.523946 loss: 11.262117 eta: 1 day, 11:19:32 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1669 images/s [05/14 12:39:34] ppdet.engine INFO: Epoch: [25] [1000/7329] learning_rate: 0.000100 loss_class: 0.648535 loss_bbox: 0.155851 loss_giou: 0.406616 loss_class_aux: 2.867740 loss_bbox_aux: 0.709752 loss_giou_aux: 1.717386 loss_class_dn: 0.359143 loss_bbox_dn: 0.186450 loss_giou_dn: 0.422883 loss_class_aux_dn: 1.185006 loss_bbox_aux_dn: 0.701579 loss_giou_aux_dn: 1.450566 loss: 11.332711 eta: 1 day, 11:18:16 batch_cost: 0.3652 data_cost: 0.0007 ips: 10.9514 images/s [05/14 12:40:53] ppdet.engine INFO: Epoch: [25] [1200/7329] learning_rate: 0.000100 loss_class: 0.680858 loss_bbox: 0.172283 loss_giou: 0.425456 loss_class_aux: 2.809281 loss_bbox_aux: 0.754791 loss_giou_aux: 1.807574 loss_class_dn: 0.370315 loss_bbox_dn: 0.198160 loss_giou_dn: 0.430285 loss_class_aux_dn: 1.191185 loss_bbox_aux_dn: 0.724633 loss_giou_aux_dn: 1.480615 loss: 11.703900 eta: 1 day, 11:16:56 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3199 images/s [05/14 12:42:11] ppdet.engine INFO: Epoch: [25] [1400/7329] learning_rate: 0.000100 loss_class: 0.697480 loss_bbox: 0.161913 loss_giou: 0.455941 loss_class_aux: 2.962458 loss_bbox_aux: 0.730689 loss_giou_aux: 2.017475 loss_class_dn: 0.373000 loss_bbox_dn: 0.194814 loss_giou_dn: 0.455810 loss_class_aux_dn: 1.208997 loss_bbox_aux_dn: 0.721404 loss_giou_aux_dn: 1.560907 loss: 11.681751 eta: 1 day, 11:15:37 batch_cost: 0.3560 data_cost: 0.0006 ips: 11.2351 images/s [05/14 12:43:29] ppdet.engine INFO: Epoch: [25] [1600/7329] learning_rate: 0.000100 loss_class: 0.658206 loss_bbox: 0.154301 loss_giou: 0.417347 loss_class_aux: 2.807329 loss_bbox_aux: 0.675773 loss_giou_aux: 1.847920 loss_class_dn: 0.347912 loss_bbox_dn: 0.179987 loss_giou_dn: 0.431996 loss_class_aux_dn: 1.126793 loss_bbox_aux_dn: 0.658352 loss_giou_aux_dn: 1.459676 loss: 11.093587 eta: 1 day, 11:14:16 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3771 images/s [05/14 12:44:48] ppdet.engine INFO: Epoch: [25] [1800/7329] learning_rate: 0.000100 loss_class: 0.634150 loss_bbox: 0.145321 loss_giou: 0.427334 loss_class_aux: 2.751971 loss_bbox_aux: 0.654679 loss_giou_aux: 1.852684 loss_class_dn: 0.361667 loss_bbox_dn: 0.184870 loss_giou_dn: 0.435539 loss_class_aux_dn: 1.168325 loss_bbox_aux_dn: 0.681839 loss_giou_aux_dn: 1.502376 loss: 11.232682 eta: 1 day, 11:12:56 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2943 images/s [05/14 12:46:07] ppdet.engine INFO: Epoch: [25] [2000/7329] learning_rate: 0.000100 loss_class: 0.662925 loss_bbox: 0.160229 loss_giou: 0.382457 loss_class_aux: 2.816049 loss_bbox_aux: 0.755340 loss_giou_aux: 1.658023 loss_class_dn: 0.343312 loss_bbox_dn: 0.190325 loss_giou_dn: 0.390563 loss_class_aux_dn: 1.136831 loss_bbox_aux_dn: 0.683262 loss_giou_aux_dn: 1.346098 loss: 11.238863 eta: 1 day, 11:11:37 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1899 images/s [05/14 12:47:26] ppdet.engine INFO: Epoch: [25] [2200/7329] learning_rate: 0.000100 loss_class: 0.677418 loss_bbox: 0.156170 loss_giou: 0.449768 loss_class_aux: 3.019686 loss_bbox_aux: 0.698833 loss_giou_aux: 1.944968 loss_class_dn: 0.356708 loss_bbox_dn: 0.185806 loss_giou_dn: 0.449499 loss_class_aux_dn: 1.150864 loss_bbox_aux_dn: 0.678089 loss_giou_aux_dn: 1.496262 loss: 11.658164 eta: 1 day, 11:10:18 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2333 images/s [05/14 12:48:44] ppdet.engine INFO: Epoch: [25] [2400/7329] learning_rate: 0.000100 loss_class: 0.674354 loss_bbox: 0.156411 loss_giou: 0.446850 loss_class_aux: 2.819893 loss_bbox_aux: 0.701403 loss_giou_aux: 2.004745 loss_class_dn: 0.365616 loss_bbox_dn: 0.178904 loss_giou_dn: 0.462729 loss_class_aux_dn: 1.208044 loss_bbox_aux_dn: 0.655906 loss_giou_aux_dn: 1.517195 loss: 11.396209 eta: 1 day, 11:08:57 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4030 images/s [05/14 12:50:05] ppdet.engine INFO: Epoch: [25] [2600/7329] learning_rate: 0.000100 loss_class: 0.670622 loss_bbox: 0.166873 loss_giou: 0.415467 loss_class_aux: 2.961825 loss_bbox_aux: 0.736698 loss_giou_aux: 1.763554 loss_class_dn: 0.354187 loss_bbox_dn: 0.200875 loss_giou_dn: 0.428208 loss_class_aux_dn: 1.161537 loss_bbox_aux_dn: 0.720384 loss_giou_aux_dn: 1.463918 loss: 11.515232 eta: 1 day, 11:07:40 batch_cost: 0.3628 data_cost: 0.0007 ips: 11.0259 images/s [05/14 12:51:24] ppdet.engine INFO: Epoch: [25] [2800/7329] learning_rate: 0.000100 loss_class: 0.659503 loss_bbox: 0.158890 loss_giou: 0.434787 loss_class_aux: 2.790424 loss_bbox_aux: 0.701458 loss_giou_aux: 1.878847 loss_class_dn: 0.363429 loss_bbox_dn: 0.186338 loss_giou_dn: 0.446171 loss_class_aux_dn: 1.171153 loss_bbox_aux_dn: 0.666970 loss_giou_aux_dn: 1.511453 loss: 11.375247 eta: 1 day, 11:06:22 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1986 images/s [05/14 12:52:43] ppdet.engine INFO: Epoch: [25] [3000/7329] learning_rate: 0.000100 loss_class: 0.649374 loss_bbox: 0.157581 loss_giou: 0.403307 loss_class_aux: 2.776612 loss_bbox_aux: 0.705182 loss_giou_aux: 1.802093 loss_class_dn: 0.360599 loss_bbox_dn: 0.186946 loss_giou_dn: 0.422042 loss_class_aux_dn: 1.156245 loss_bbox_aux_dn: 0.662984 loss_giou_aux_dn: 1.421471 loss: 11.101219 eta: 1 day, 11:05:03 batch_cost: 0.3560 data_cost: 0.0008 ips: 11.2354 images/s [05/14 12:54:05] ppdet.engine INFO: Epoch: [25] [3200/7329] learning_rate: 0.000100 loss_class: 0.632280 loss_bbox: 0.149820 loss_giou: 0.387698 loss_class_aux: 2.749417 loss_bbox_aux: 0.658829 loss_giou_aux: 1.631091 loss_class_dn: 0.344163 loss_bbox_dn: 0.186148 loss_giou_dn: 0.403835 loss_class_aux_dn: 1.123804 loss_bbox_aux_dn: 0.661182 loss_giou_aux_dn: 1.377921 loss: 10.813377 eta: 1 day, 11:03:47 batch_cost: 0.3645 data_cost: 0.0007 ips: 10.9740 images/s [05/14 12:55:26] ppdet.engine INFO: Epoch: [25] [3400/7329] learning_rate: 0.000100 loss_class: 0.640883 loss_bbox: 0.159934 loss_giou: 0.405815 loss_class_aux: 2.790617 loss_bbox_aux: 0.709539 loss_giou_aux: 1.710594 loss_class_dn: 0.348185 loss_bbox_dn: 0.186101 loss_giou_dn: 0.413135 loss_class_aux_dn: 1.140707 loss_bbox_aux_dn: 0.664222 loss_giou_aux_dn: 1.415742 loss: 10.648430 eta: 1 day, 11:02:30 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0706 images/s [05/14 12:56:45] ppdet.engine INFO: Epoch: [25] [3600/7329] learning_rate: 0.000100 loss_class: 0.675548 loss_bbox: 0.158397 loss_giou: 0.428884 loss_class_aux: 2.856327 loss_bbox_aux: 0.728009 loss_giou_aux: 1.909317 loss_class_dn: 0.343163 loss_bbox_dn: 0.192450 loss_giou_dn: 0.434230 loss_class_aux_dn: 1.118208 loss_bbox_aux_dn: 0.706877 loss_giou_aux_dn: 1.455903 loss: 11.183485 eta: 1 day, 11:01:11 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2155 images/s [05/14 12:58:03] ppdet.engine INFO: Epoch: [25] [3800/7329] learning_rate: 0.000100 loss_class: 0.644351 loss_bbox: 0.153465 loss_giou: 0.441131 loss_class_aux: 2.829344 loss_bbox_aux: 0.692388 loss_giou_aux: 1.897494 loss_class_dn: 0.357767 loss_bbox_dn: 0.176898 loss_giou_dn: 0.443739 loss_class_aux_dn: 1.175244 loss_bbox_aux_dn: 0.644467 loss_giou_aux_dn: 1.455491 loss: 11.120509 eta: 1 day, 10:59:51 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3396 images/s [05/14 12:59:21] ppdet.engine INFO: Epoch: [25] [4000/7329] learning_rate: 0.000100 loss_class: 0.684075 loss_bbox: 0.153203 loss_giou: 0.440032 loss_class_aux: 3.006548 loss_bbox_aux: 0.688198 loss_giou_aux: 1.832615 loss_class_dn: 0.361388 loss_bbox_dn: 0.179251 loss_giou_dn: 0.419551 loss_class_aux_dn: 1.201364 loss_bbox_aux_dn: 0.668028 loss_giou_aux_dn: 1.435240 loss: 11.330896 eta: 1 day, 10:58:30 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3601 images/s [05/14 13:00:42] ppdet.engine INFO: Epoch: [25] [4200/7329] learning_rate: 0.000100 loss_class: 0.664128 loss_bbox: 0.155092 loss_giou: 0.443450 loss_class_aux: 2.899344 loss_bbox_aux: 0.677492 loss_giou_aux: 1.895741 loss_class_dn: 0.351486 loss_bbox_dn: 0.190527 loss_giou_dn: 0.453944 loss_class_aux_dn: 1.165560 loss_bbox_aux_dn: 0.683052 loss_giou_aux_dn: 1.598709 loss: 11.257902 eta: 1 day, 10:57:14 batch_cost: 0.3639 data_cost: 0.0007 ips: 10.9910 images/s [05/14 13:02:00] ppdet.engine INFO: Epoch: [25] [4400/7329] learning_rate: 0.000100 loss_class: 0.707263 loss_bbox: 0.167658 loss_giou: 0.460475 loss_class_aux: 3.010651 loss_bbox_aux: 0.717916 loss_giou_aux: 2.001554 loss_class_dn: 0.370129 loss_bbox_dn: 0.194897 loss_giou_dn: 0.470175 loss_class_aux_dn: 1.212056 loss_bbox_aux_dn: 0.718279 loss_giou_aux_dn: 1.548647 loss: 12.024761 eta: 1 day, 10:55:54 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3301 images/s [05/14 13:03:20] ppdet.engine INFO: Epoch: [25] [4600/7329] learning_rate: 0.000100 loss_class: 0.670519 loss_bbox: 0.166329 loss_giou: 0.404605 loss_class_aux: 2.922000 loss_bbox_aux: 0.736145 loss_giou_aux: 1.723780 loss_class_dn: 0.364140 loss_bbox_dn: 0.197374 loss_giou_dn: 0.397954 loss_class_aux_dn: 1.190527 loss_bbox_aux_dn: 0.720355 loss_giou_aux_dn: 1.354452 loss: 11.237284 eta: 1 day, 10:54:37 batch_cost: 0.3612 data_cost: 0.0007 ips: 11.0753 images/s [05/14 13:04:38] ppdet.engine INFO: Epoch: [25] [4800/7329] learning_rate: 0.000100 loss_class: 0.695218 loss_bbox: 0.163538 loss_giou: 0.428158 loss_class_aux: 2.954544 loss_bbox_aux: 0.739622 loss_giou_aux: 1.894824 loss_class_dn: 0.372316 loss_bbox_dn: 0.191658 loss_giou_dn: 0.461680 loss_class_aux_dn: 1.207790 loss_bbox_aux_dn: 0.690387 loss_giou_aux_dn: 1.555014 loss: 12.092975 eta: 1 day, 10:53:17 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3369 images/s [05/14 13:05:57] ppdet.engine INFO: Epoch: [25] [5000/7329] learning_rate: 0.000100 loss_class: 0.672130 loss_bbox: 0.161274 loss_giou: 0.429270 loss_class_aux: 2.942851 loss_bbox_aux: 0.714976 loss_giou_aux: 1.840300 loss_class_dn: 0.359274 loss_bbox_dn: 0.189846 loss_giou_dn: 0.443985 loss_class_aux_dn: 1.174558 loss_bbox_aux_dn: 0.683930 loss_giou_aux_dn: 1.508485 loss: 11.498636 eta: 1 day, 10:51:57 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3155 images/s [05/14 13:07:17] ppdet.engine INFO: Epoch: [25] [5200/7329] learning_rate: 0.000100 loss_class: 0.654158 loss_bbox: 0.170922 loss_giou: 0.440854 loss_class_aux: 2.902926 loss_bbox_aux: 0.762571 loss_giou_aux: 1.885802 loss_class_dn: 0.385489 loss_bbox_dn: 0.201923 loss_giou_dn: 0.445738 loss_class_aux_dn: 1.248306 loss_bbox_aux_dn: 0.752198 loss_giou_aux_dn: 1.501155 loss: 11.747801 eta: 1 day, 10:50:40 batch_cost: 0.3602 data_cost: 0.0007 ips: 11.1037 images/s [05/14 13:08:35] ppdet.engine INFO: Epoch: [25] [5400/7329] learning_rate: 0.000100 loss_class: 0.691270 loss_bbox: 0.164712 loss_giou: 0.444032 loss_class_aux: 3.021258 loss_bbox_aux: 0.719088 loss_giou_aux: 1.951967 loss_class_dn: 0.379994 loss_bbox_dn: 0.197446 loss_giou_dn: 0.449932 loss_class_aux_dn: 1.235379 loss_bbox_aux_dn: 0.719545 loss_giou_aux_dn: 1.547089 loss: 11.736205 eta: 1 day, 10:49:19 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3776 images/s [05/14 13:09:54] ppdet.engine INFO: Epoch: [25] [5600/7329] learning_rate: 0.000100 loss_class: 0.679349 loss_bbox: 0.159840 loss_giou: 0.436829 loss_class_aux: 2.937562 loss_bbox_aux: 0.691153 loss_giou_aux: 1.936989 loss_class_dn: 0.369836 loss_bbox_dn: 0.183770 loss_giou_dn: 0.451201 loss_class_aux_dn: 1.194847 loss_bbox_aux_dn: 0.656135 loss_giou_aux_dn: 1.494816 loss: 11.583321 eta: 1 day, 10:48:01 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1561 images/s [05/14 13:11:13] ppdet.engine INFO: Epoch: [25] [5800/7329] learning_rate: 0.000100 loss_class: 0.652489 loss_bbox: 0.152840 loss_giou: 0.363503 loss_class_aux: 2.812702 loss_bbox_aux: 0.676903 loss_giou_aux: 1.558399 loss_class_dn: 0.332241 loss_bbox_dn: 0.190628 loss_giou_dn: 0.388658 loss_class_aux_dn: 1.082152 loss_bbox_aux_dn: 0.704689 loss_giou_aux_dn: 1.313984 loss: 10.509233 eta: 1 day, 10:46:42 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3048 images/s [05/14 13:12:31] ppdet.engine INFO: Epoch: [25] [6000/7329] learning_rate: 0.000100 loss_class: 0.693376 loss_bbox: 0.170384 loss_giou: 0.446056 loss_class_aux: 2.952551 loss_bbox_aux: 0.756755 loss_giou_aux: 1.911790 loss_class_dn: 0.369387 loss_bbox_dn: 0.207606 loss_giou_dn: 0.469695 loss_class_aux_dn: 1.216540 loss_bbox_aux_dn: 0.751181 loss_giou_aux_dn: 1.580525 loss: 12.132326 eta: 1 day, 10:45:21 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3566 images/s [05/14 13:13:51] ppdet.engine INFO: Epoch: [25] [6200/7329] learning_rate: 0.000100 loss_class: 0.686208 loss_bbox: 0.159099 loss_giou: 0.454908 loss_class_aux: 2.860348 loss_bbox_aux: 0.714729 loss_giou_aux: 1.931916 loss_class_dn: 0.358103 loss_bbox_dn: 0.192733 loss_giou_dn: 0.439849 loss_class_aux_dn: 1.174972 loss_bbox_aux_dn: 0.709918 loss_giou_aux_dn: 1.501610 loss: 11.486372 eta: 1 day, 10:44:04 batch_cost: 0.3610 data_cost: 0.0007 ips: 11.0797 images/s [05/14 13:15:12] ppdet.engine INFO: Epoch: [25] [6400/7329] learning_rate: 0.000100 loss_class: 0.633885 loss_bbox: 0.153382 loss_giou: 0.408949 loss_class_aux: 2.730946 loss_bbox_aux: 0.677351 loss_giou_aux: 1.728736 loss_class_dn: 0.361930 loss_bbox_dn: 0.192411 loss_giou_dn: 0.437230 loss_class_aux_dn: 1.162961 loss_bbox_aux_dn: 0.697507 loss_giou_aux_dn: 1.519511 loss: 11.242536 eta: 1 day, 10:42:50 batch_cost: 0.3682 data_cost: 0.0007 ips: 10.8651 images/s [05/14 13:16:32] ppdet.engine INFO: Epoch: [25] [6600/7329] learning_rate: 0.000100 loss_class: 0.659427 loss_bbox: 0.146690 loss_giou: 0.451854 loss_class_aux: 2.856016 loss_bbox_aux: 0.670800 loss_giou_aux: 1.874247 loss_class_dn: 0.353847 loss_bbox_dn: 0.183210 loss_giou_dn: 0.442442 loss_class_aux_dn: 1.149897 loss_bbox_aux_dn: 0.673570 loss_giou_aux_dn: 1.495850 loss: 11.220306 eta: 1 day, 10:41:32 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1276 images/s [05/14 13:17:53] ppdet.engine INFO: Epoch: [25] [6800/7329] learning_rate: 0.000100 loss_class: 0.677845 loss_bbox: 0.152224 loss_giou: 0.424075 loss_class_aux: 2.927315 loss_bbox_aux: 0.690946 loss_giou_aux: 1.786157 loss_class_dn: 0.363524 loss_bbox_dn: 0.187105 loss_giou_dn: 0.437837 loss_class_aux_dn: 1.198911 loss_bbox_aux_dn: 0.678573 loss_giou_aux_dn: 1.517026 loss: 11.321091 eta: 1 day, 10:40:15 batch_cost: 0.3600 data_cost: 0.0007 ips: 11.1104 images/s [05/14 13:19:11] ppdet.engine INFO: Epoch: [25] [7000/7329] learning_rate: 0.000100 loss_class: 0.706558 loss_bbox: 0.160056 loss_giou: 0.430529 loss_class_aux: 3.072359 loss_bbox_aux: 0.734131 loss_giou_aux: 1.821610 loss_class_dn: 0.376661 loss_bbox_dn: 0.196289 loss_giou_dn: 0.446958 loss_class_aux_dn: 1.245968 loss_bbox_aux_dn: 0.698549 loss_giou_aux_dn: 1.520693 loss: 11.656057 eta: 1 day, 10:38:55 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3456 images/s [05/14 13:20:29] ppdet.engine INFO: Epoch: [25] [7200/7329] learning_rate: 0.000100 loss_class: 0.672481 loss_bbox: 0.152958 loss_giou: 0.426360 loss_class_aux: 2.817438 loss_bbox_aux: 0.665787 loss_giou_aux: 1.821261 loss_class_dn: 0.352767 loss_bbox_dn: 0.177695 loss_giou_dn: 0.419871 loss_class_aux_dn: 1.188724 loss_bbox_aux_dn: 0.650630 loss_giou_aux_dn: 1.422995 loss: 11.118865 eta: 1 day, 10:37:35 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3390 images/s [05/14 13:21:22] ppdet.engine INFO: Eval iter: 0 [05/14 13:21:29] ppdet.engine INFO: Eval iter: 100 [05/14 13:21:35] ppdet.engine INFO: Eval iter: 200 [05/14 13:21:43] ppdet.engine INFO: Eval iter: 300 [05/14 13:21:50] ppdet.engine INFO: Eval iter: 400 [05/14 13:21:57] ppdet.engine INFO: Eval iter: 500 [05/14 13:22:04] ppdet.engine INFO: Eval iter: 600 [05/14 13:22:11] ppdet.engine INFO: Eval iter: 700 [05/14 13:22:19] ppdet.engine INFO: Eval iter: 800 [05/14 13:22:25] ppdet.engine INFO: Eval iter: 900 [05/14 13:22:33] ppdet.engine INFO: Eval iter: 1000 [05/14 13:22:40] ppdet.engine INFO: Eval iter: 1100 [05/14 13:22:47] ppdet.engine INFO: Eval iter: 1200 [05/14 13:23:11] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 13:23:12] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.18s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=97.03s). Accumulating evaluation results... DONE (t=22.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.462 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.636 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.279 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.494 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.637 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.360 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.611 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.682 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.474 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 ] = 0.868 [05/14 13:25:27] ppdet.engine INFO: Total sample number: 5000, average FPS: 55.61033555901834 [05/14 13:25:27] ppdet.engine INFO: Best test bbox ap is 0.462. [05/14 13:25:20] ppdet.engine INFO: Epoch: [26] [ 0/7329] learning_rate: 0.000100 loss_class: 0.628788 loss_bbox: 0.151773 loss_giou: 0.398003 loss_class_aux: 2.760643 loss_bbox_aux: 0.670759 loss_giou_aux: 1.735457 loss_class_dn: 0.347619 loss_bbox_dn: 0.175399 loss_giou_dn: 0.419109 loss_class_aux_dn: 1.110422 loss_bbox_aux_dn: 0.632670 loss_giou_aux_dn: 1.386016 loss: 10.866215 eta: 1 day, 10:36:44 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3538 images/s [05/14 13:26:49] ppdet.engine INFO: Epoch: [26] [ 200/7329] learning_rate: 0.000100 loss_class: 0.657220 loss_bbox: 0.152072 loss_giou: 0.395704 loss_class_aux: 2.791549 loss_bbox_aux: 0.666536 loss_giou_aux: 1.744222 loss_class_dn: 0.333429 loss_bbox_dn: 0.184593 loss_giou_dn: 0.395602 loss_class_aux_dn: 1.086868 loss_bbox_aux_dn: 0.674033 loss_giou_aux_dn: 1.336190 loss: 10.530802 eta: 1 day, 10:35:24 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2635 images/s [05/14 13:28:08] ppdet.engine INFO: Epoch: [26] [ 400/7329] learning_rate: 0.000100 loss_class: 0.634205 loss_bbox: 0.170418 loss_giou: 0.425792 loss_class_aux: 2.694707 loss_bbox_aux: 0.753349 loss_giou_aux: 1.830061 loss_class_dn: 0.337961 loss_bbox_dn: 0.189544 loss_giou_dn: 0.422029 loss_class_aux_dn: 1.126680 loss_bbox_aux_dn: 0.694577 loss_giou_aux_dn: 1.412681 loss: 10.950727 eta: 1 day, 10:34:06 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2255 images/s [05/14 13:29:27] ppdet.engine INFO: Epoch: [26] [ 600/7329] learning_rate: 0.000100 loss_class: 0.688600 loss_bbox: 0.151916 loss_giou: 0.405561 loss_class_aux: 2.908241 loss_bbox_aux: 0.721715 loss_giou_aux: 1.696155 loss_class_dn: 0.338490 loss_bbox_dn: 0.198476 loss_giou_dn: 0.417552 loss_class_aux_dn: 1.127082 loss_bbox_aux_dn: 0.718686 loss_giou_aux_dn: 1.419405 loss: 11.475757 eta: 1 day, 10:32:46 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3421 images/s [05/14 13:30:45] ppdet.engine INFO: Epoch: [26] [ 800/7329] learning_rate: 0.000100 loss_class: 0.633862 loss_bbox: 0.143686 loss_giou: 0.395787 loss_class_aux: 2.737463 loss_bbox_aux: 0.655891 loss_giou_aux: 1.667638 loss_class_dn: 0.341481 loss_bbox_dn: 0.178380 loss_giou_dn: 0.408323 loss_class_aux_dn: 1.131531 loss_bbox_aux_dn: 0.659158 loss_giou_aux_dn: 1.382760 loss: 10.450928 eta: 1 day, 10:31:28 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2189 images/s [05/14 13:32:03] ppdet.engine INFO: Epoch: [26] [1000/7329] learning_rate: 0.000100 loss_class: 0.653234 loss_bbox: 0.151149 loss_giou: 0.395463 loss_class_aux: 2.767732 loss_bbox_aux: 0.679144 loss_giou_aux: 1.706622 loss_class_dn: 0.322630 loss_bbox_dn: 0.190347 loss_giou_dn: 0.399468 loss_class_aux_dn: 1.074091 loss_bbox_aux_dn: 0.682041 loss_giou_aux_dn: 1.333511 loss: 10.634260 eta: 1 day, 10:30:07 batch_cost: 0.3493 data_cost: 0.0007 ips: 11.4502 images/s [05/14 13:33:22] ppdet.engine INFO: Epoch: [26] [1200/7329] learning_rate: 0.000100 loss_class: 0.730412 loss_bbox: 0.159878 loss_giou: 0.457160 loss_class_aux: 3.168987 loss_bbox_aux: 0.686903 loss_giou_aux: 1.929562 loss_class_dn: 0.388246 loss_bbox_dn: 0.189083 loss_giou_dn: 0.468159 loss_class_aux_dn: 1.264907 loss_bbox_aux_dn: 0.700908 loss_giou_aux_dn: 1.565339 loss: 12.082134 eta: 1 day, 10:28:48 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2541 images/s [05/14 13:34:42] ppdet.engine INFO: Epoch: [26] [1400/7329] learning_rate: 0.000100 loss_class: 0.676845 loss_bbox: 0.150582 loss_giou: 0.439789 loss_class_aux: 2.937063 loss_bbox_aux: 0.677955 loss_giou_aux: 1.875466 loss_class_dn: 0.344169 loss_bbox_dn: 0.182966 loss_giou_dn: 0.442471 loss_class_aux_dn: 1.143214 loss_bbox_aux_dn: 0.673512 loss_giou_aux_dn: 1.492228 loss: 11.135320 eta: 1 day, 10:27:29 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2497 images/s [05/14 13:35:59] ppdet.engine INFO: Epoch: [26] [1600/7329] learning_rate: 0.000100 loss_class: 0.741538 loss_bbox: 0.160785 loss_giou: 0.444671 loss_class_aux: 3.045747 loss_bbox_aux: 0.745582 loss_giou_aux: 1.981616 loss_class_dn: 0.377809 loss_bbox_dn: 0.208781 loss_giou_dn: 0.466624 loss_class_aux_dn: 1.219923 loss_bbox_aux_dn: 0.752242 loss_giou_aux_dn: 1.547954 loss: 11.892262 eta: 1 day, 10:26:09 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4030 images/s [05/14 13:37:17] ppdet.engine INFO: Epoch: [26] [1800/7329] learning_rate: 0.000100 loss_class: 0.657243 loss_bbox: 0.163711 loss_giou: 0.408572 loss_class_aux: 2.818404 loss_bbox_aux: 0.754089 loss_giou_aux: 1.828765 loss_class_dn: 0.356528 loss_bbox_dn: 0.188345 loss_giou_dn: 0.419622 loss_class_aux_dn: 1.157487 loss_bbox_aux_dn: 0.689538 loss_giou_aux_dn: 1.406926 loss: 11.189833 eta: 1 day, 10:24:48 batch_cost: 0.3502 data_cost: 0.0007 ips: 11.4216 images/s [05/14 13:38:36] ppdet.engine INFO: Epoch: [26] [2000/7329] learning_rate: 0.000100 loss_class: 0.652892 loss_bbox: 0.145674 loss_giou: 0.433802 loss_class_aux: 2.787946 loss_bbox_aux: 0.664588 loss_giou_aux: 1.850656 loss_class_dn: 0.351162 loss_bbox_dn: 0.180274 loss_giou_dn: 0.404557 loss_class_aux_dn: 1.157209 loss_bbox_aux_dn: 0.662093 loss_giou_aux_dn: 1.423038 loss: 11.313753 eta: 1 day, 10:23:29 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2502 images/s [05/14 13:39:54] ppdet.engine INFO: Epoch: [26] [2200/7329] learning_rate: 0.000100 loss_class: 0.657275 loss_bbox: 0.151182 loss_giou: 0.420140 loss_class_aux: 2.787471 loss_bbox_aux: 0.701184 loss_giou_aux: 1.768494 loss_class_dn: 0.354627 loss_bbox_dn: 0.179705 loss_giou_dn: 0.440768 loss_class_aux_dn: 1.155252 loss_bbox_aux_dn: 0.656335 loss_giou_aux_dn: 1.475255 loss: 11.552713 eta: 1 day, 10:22:10 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2884 images/s [05/14 13:41:13] ppdet.engine INFO: Epoch: [26] [2400/7329] learning_rate: 0.000100 loss_class: 0.663924 loss_bbox: 0.175101 loss_giou: 0.425063 loss_class_aux: 2.857913 loss_bbox_aux: 0.789471 loss_giou_aux: 1.921328 loss_class_dn: 0.355148 loss_bbox_dn: 0.209172 loss_giou_dn: 0.415319 loss_class_aux_dn: 1.171340 loss_bbox_aux_dn: 0.759445 loss_giou_aux_dn: 1.410002 loss: 11.279636 eta: 1 day, 10:20:51 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3049 images/s [05/14 13:42:31] ppdet.engine INFO: Epoch: [26] [2600/7329] learning_rate: 0.000100 loss_class: 0.694806 loss_bbox: 0.159189 loss_giou: 0.426072 loss_class_aux: 2.933160 loss_bbox_aux: 0.687522 loss_giou_aux: 1.884231 loss_class_dn: 0.371758 loss_bbox_dn: 0.200537 loss_giou_dn: 0.433268 loss_class_aux_dn: 1.197683 loss_bbox_aux_dn: 0.719076 loss_giou_aux_dn: 1.544348 loss: 11.762194 eta: 1 day, 10:19:31 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3307 images/s [05/14 13:43:49] ppdet.engine INFO: Epoch: [26] [2800/7329] learning_rate: 0.000100 loss_class: 0.643282 loss_bbox: 0.160263 loss_giou: 0.410684 loss_class_aux: 2.778761 loss_bbox_aux: 0.709367 loss_giou_aux: 1.776673 loss_class_dn: 0.332411 loss_bbox_dn: 0.176937 loss_giou_dn: 0.413783 loss_class_aux_dn: 1.113744 loss_bbox_aux_dn: 0.669895 loss_giou_aux_dn: 1.421230 loss: 10.937035 eta: 1 day, 10:18:11 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3729 images/s [05/14 13:45:09] ppdet.engine INFO: Epoch: [26] [3000/7329] learning_rate: 0.000100 loss_class: 0.672030 loss_bbox: 0.174772 loss_giou: 0.431633 loss_class_aux: 3.039724 loss_bbox_aux: 0.781338 loss_giou_aux: 1.882863 loss_class_dn: 0.356189 loss_bbox_dn: 0.196183 loss_giou_dn: 0.431229 loss_class_aux_dn: 1.170105 loss_bbox_aux_dn: 0.720636 loss_giou_aux_dn: 1.496583 loss: 11.768054 eta: 1 day, 10:16:54 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0959 images/s [05/14 13:46:28] ppdet.engine INFO: Epoch: [26] [3200/7329] learning_rate: 0.000100 loss_class: 0.752183 loss_bbox: 0.176327 loss_giou: 0.437414 loss_class_aux: 3.140563 loss_bbox_aux: 0.760239 loss_giou_aux: 1.930078 loss_class_dn: 0.386441 loss_bbox_dn: 0.200230 loss_giou_dn: 0.458557 loss_class_aux_dn: 1.267989 loss_bbox_aux_dn: 0.714520 loss_giou_aux_dn: 1.582430 loss: 11.896816 eta: 1 day, 10:15:37 batch_cost: 0.3593 data_cost: 0.0007 ips: 11.1334 images/s [05/14 13:47:46] ppdet.engine INFO: Epoch: [26] [3400/7329] learning_rate: 0.000100 loss_class: 0.696822 loss_bbox: 0.164361 loss_giou: 0.439329 loss_class_aux: 2.966769 loss_bbox_aux: 0.736922 loss_giou_aux: 1.889424 loss_class_dn: 0.376679 loss_bbox_dn: 0.202671 loss_giou_dn: 0.475413 loss_class_aux_dn: 1.219663 loss_bbox_aux_dn: 0.714005 loss_giou_aux_dn: 1.584861 loss: 11.984550 eta: 1 day, 10:14:17 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3861 images/s [05/14 13:49:04] ppdet.engine INFO: Epoch: [26] [3600/7329] learning_rate: 0.000100 loss_class: 0.648209 loss_bbox: 0.145397 loss_giou: 0.393208 loss_class_aux: 2.771178 loss_bbox_aux: 0.654964 loss_giou_aux: 1.700608 loss_class_dn: 0.344403 loss_bbox_dn: 0.180358 loss_giou_dn: 0.395347 loss_class_aux_dn: 1.131150 loss_bbox_aux_dn: 0.658349 loss_giou_aux_dn: 1.297273 loss: 10.875841 eta: 1 day, 10:12:57 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4084 images/s [05/14 13:50:23] ppdet.engine INFO: Epoch: [26] [3800/7329] learning_rate: 0.000100 loss_class: 0.680855 loss_bbox: 0.163932 loss_giou: 0.494396 loss_class_aux: 2.877506 loss_bbox_aux: 0.740103 loss_giou_aux: 2.154205 loss_class_dn: 0.379105 loss_bbox_dn: 0.178593 loss_giou_dn: 0.481498 loss_class_aux_dn: 1.212306 loss_bbox_aux_dn: 0.646410 loss_giou_aux_dn: 1.625172 loss: 12.082654 eta: 1 day, 10:11:38 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2906 images/s [05/14 13:51:42] ppdet.engine INFO: Epoch: [26] [4000/7329] learning_rate: 0.000100 loss_class: 0.724215 loss_bbox: 0.161002 loss_giou: 0.501485 loss_class_aux: 3.117118 loss_bbox_aux: 0.731953 loss_giou_aux: 2.131605 loss_class_dn: 0.392870 loss_bbox_dn: 0.185818 loss_giou_dn: 0.499461 loss_class_aux_dn: 1.254665 loss_bbox_aux_dn: 0.663908 loss_giou_aux_dn: 1.666506 loss: 12.347635 eta: 1 day, 10:10:20 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1734 images/s [05/14 13:53:03] ppdet.engine INFO: Epoch: [26] [4200/7329] learning_rate: 0.000100 loss_class: 0.651139 loss_bbox: 0.159772 loss_giou: 0.407794 loss_class_aux: 2.812195 loss_bbox_aux: 0.716801 loss_giou_aux: 1.805321 loss_class_dn: 0.354083 loss_bbox_dn: 0.191895 loss_giou_dn: 0.431320 loss_class_aux_dn: 1.159444 loss_bbox_aux_dn: 0.715213 loss_giou_aux_dn: 1.477938 loss: 11.366276 eta: 1 day, 10:09:06 batch_cost: 0.3680 data_cost: 0.0007 ips: 10.8707 images/s [05/14 13:54:21] ppdet.engine INFO: Epoch: [26] [4400/7329] learning_rate: 0.000100 loss_class: 0.691729 loss_bbox: 0.156701 loss_giou: 0.398919 loss_class_aux: 2.933452 loss_bbox_aux: 0.723569 loss_giou_aux: 1.721509 loss_class_dn: 0.356197 loss_bbox_dn: 0.198755 loss_giou_dn: 0.412734 loss_class_aux_dn: 1.165933 loss_bbox_aux_dn: 0.719358 loss_giou_aux_dn: 1.416949 loss: 11.233631 eta: 1 day, 10:07:46 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3615 images/s [05/14 13:55:40] ppdet.engine INFO: Epoch: [26] [4600/7329] learning_rate: 0.000100 loss_class: 0.673236 loss_bbox: 0.158971 loss_giou: 0.425470 loss_class_aux: 2.956460 loss_bbox_aux: 0.689464 loss_giou_aux: 1.824333 loss_class_dn: 0.356597 loss_bbox_dn: 0.174056 loss_giou_dn: 0.410262 loss_class_aux_dn: 1.187178 loss_bbox_aux_dn: 0.660587 loss_giou_aux_dn: 1.410956 loss: 11.390005 eta: 1 day, 10:06:27 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2878 images/s [05/14 13:56:57] ppdet.engine INFO: Epoch: [26] [4800/7329] learning_rate: 0.000100 loss_class: 0.642176 loss_bbox: 0.140924 loss_giou: 0.406982 loss_class_aux: 2.740652 loss_bbox_aux: 0.652478 loss_giou_aux: 1.698342 loss_class_dn: 0.350203 loss_bbox_dn: 0.175981 loss_giou_dn: 0.406236 loss_class_aux_dn: 1.184683 loss_bbox_aux_dn: 0.622544 loss_giou_aux_dn: 1.364954 loss: 11.134073 eta: 1 day, 10:05:06 batch_cost: 0.3500 data_cost: 0.0007 ips: 11.4295 images/s [05/14 13:58:16] ppdet.engine INFO: Epoch: [26] [5000/7329] learning_rate: 0.000100 loss_class: 0.692543 loss_bbox: 0.163199 loss_giou: 0.419990 loss_class_aux: 2.898454 loss_bbox_aux: 0.744112 loss_giou_aux: 1.845265 loss_class_dn: 0.345354 loss_bbox_dn: 0.187907 loss_giou_dn: 0.422512 loss_class_aux_dn: 1.146639 loss_bbox_aux_dn: 0.702581 loss_giou_aux_dn: 1.431634 loss: 11.281489 eta: 1 day, 10:03:47 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3036 images/s [05/14 13:59:34] ppdet.engine INFO: Epoch: [26] [5200/7329] learning_rate: 0.000100 loss_class: 0.629209 loss_bbox: 0.152992 loss_giou: 0.392339 loss_class_aux: 2.716453 loss_bbox_aux: 0.659388 loss_giou_aux: 1.684188 loss_class_dn: 0.326560 loss_bbox_dn: 0.187151 loss_giou_dn: 0.405364 loss_class_aux_dn: 1.078930 loss_bbox_aux_dn: 0.671120 loss_giou_aux_dn: 1.316778 loss: 10.569677 eta: 1 day, 10:02:27 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4124 images/s [05/14 14:00:52] ppdet.engine INFO: Epoch: [26] [5400/7329] learning_rate: 0.000100 loss_class: 0.645450 loss_bbox: 0.152340 loss_giou: 0.407893 loss_class_aux: 2.803596 loss_bbox_aux: 0.701578 loss_giou_aux: 1.745976 loss_class_dn: 0.353523 loss_bbox_dn: 0.184251 loss_giou_dn: 0.425465 loss_class_aux_dn: 1.169656 loss_bbox_aux_dn: 0.672845 loss_giou_aux_dn: 1.490741 loss: 11.234088 eta: 1 day, 10:01:08 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3213 images/s [05/14 14:02:11] ppdet.engine INFO: Epoch: [26] [5600/7329] learning_rate: 0.000100 loss_class: 0.624726 loss_bbox: 0.144897 loss_giou: 0.434269 loss_class_aux: 2.708504 loss_bbox_aux: 0.646123 loss_giou_aux: 1.797306 loss_class_dn: 0.334216 loss_bbox_dn: 0.185222 loss_giou_dn: 0.443084 loss_class_aux_dn: 1.122168 loss_bbox_aux_dn: 0.674117 loss_giou_aux_dn: 1.470695 loss: 10.962124 eta: 1 day, 9:59:49 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2630 images/s [05/14 14:03:28] ppdet.engine INFO: Epoch: [26] [5800/7329] learning_rate: 0.000100 loss_class: 0.651728 loss_bbox: 0.156681 loss_giou: 0.392709 loss_class_aux: 2.777774 loss_bbox_aux: 0.726232 loss_giou_aux: 1.784215 loss_class_dn: 0.339830 loss_bbox_dn: 0.193270 loss_giou_dn: 0.432536 loss_class_aux_dn: 1.108948 loss_bbox_aux_dn: 0.727706 loss_giou_aux_dn: 1.445980 loss: 11.376804 eta: 1 day, 9:58:29 batch_cost: 0.3495 data_cost: 0.0007 ips: 11.4448 images/s [05/14 14:04:47] ppdet.engine INFO: Epoch: [26] [6000/7329] learning_rate: 0.000100 loss_class: 0.684065 loss_bbox: 0.163542 loss_giou: 0.436706 loss_class_aux: 2.884651 loss_bbox_aux: 0.734599 loss_giou_aux: 1.881034 loss_class_dn: 0.363730 loss_bbox_dn: 0.184472 loss_giou_dn: 0.458456 loss_class_aux_dn: 1.200162 loss_bbox_aux_dn: 0.651944 loss_giou_aux_dn: 1.592653 loss: 11.929457 eta: 1 day, 9:57:10 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3105 images/s [05/14 14:06:06] ppdet.engine INFO: Epoch: [26] [6200/7329] learning_rate: 0.000100 loss_class: 0.689199 loss_bbox: 0.171204 loss_giou: 0.427756 loss_class_aux: 2.865517 loss_bbox_aux: 0.718392 loss_giou_aux: 1.793465 loss_class_dn: 0.364560 loss_bbox_dn: 0.198377 loss_giou_dn: 0.448635 loss_class_aux_dn: 1.200698 loss_bbox_aux_dn: 0.709025 loss_giou_aux_dn: 1.515440 loss: 11.560108 eta: 1 day, 9:55:51 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2905 images/s [05/14 14:07:25] ppdet.engine INFO: Epoch: [26] [6400/7329] learning_rate: 0.000100 loss_class: 0.637170 loss_bbox: 0.156813 loss_giou: 0.433409 loss_class_aux: 2.806145 loss_bbox_aux: 0.682773 loss_giou_aux: 1.918130 loss_class_dn: 0.349558 loss_bbox_dn: 0.188959 loss_giou_dn: 0.430862 loss_class_aux_dn: 1.167699 loss_bbox_aux_dn: 0.678224 loss_giou_aux_dn: 1.464281 loss: 11.086720 eta: 1 day, 9:54:34 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1559 images/s [05/14 14:08:45] ppdet.engine INFO: Epoch: [26] [6600/7329] learning_rate: 0.000100 loss_class: 0.701962 loss_bbox: 0.162058 loss_giou: 0.456635 loss_class_aux: 2.868679 loss_bbox_aux: 0.695273 loss_giou_aux: 1.946495 loss_class_dn: 0.383298 loss_bbox_dn: 0.185723 loss_giou_dn: 0.477794 loss_class_aux_dn: 1.261273 loss_bbox_aux_dn: 0.655650 loss_giou_aux_dn: 1.634327 loss: 12.298357 eta: 1 day, 9:53:17 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1365 images/s [05/14 14:10:04] ppdet.engine INFO: Epoch: [26] [6800/7329] learning_rate: 0.000100 loss_class: 0.682821 loss_bbox: 0.152875 loss_giou: 0.405520 loss_class_aux: 2.871830 loss_bbox_aux: 0.699872 loss_giou_aux: 1.767022 loss_class_dn: 0.352704 loss_bbox_dn: 0.189483 loss_giou_dn: 0.425116 loss_class_aux_dn: 1.158018 loss_bbox_aux_dn: 0.668022 loss_giou_aux_dn: 1.456034 loss: 11.250898 eta: 1 day, 9:51:58 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2621 images/s [05/14 14:11:22] ppdet.engine INFO: Epoch: [26] [7000/7329] learning_rate: 0.000100 loss_class: 0.653080 loss_bbox: 0.163243 loss_giou: 0.375083 loss_class_aux: 2.710578 loss_bbox_aux: 0.702461 loss_giou_aux: 1.669481 loss_class_dn: 0.350473 loss_bbox_dn: 0.174439 loss_giou_dn: 0.394886 loss_class_aux_dn: 1.124969 loss_bbox_aux_dn: 0.652588 loss_giou_aux_dn: 1.388143 loss: 10.936579 eta: 1 day, 9:50:39 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3422 images/s [05/14 14:12:40] ppdet.engine INFO: Epoch: [26] [7200/7329] learning_rate: 0.000100 loss_class: 0.678488 loss_bbox: 0.158907 loss_giou: 0.385362 loss_class_aux: 2.887651 loss_bbox_aux: 0.720596 loss_giou_aux: 1.700207 loss_class_dn: 0.340129 loss_bbox_dn: 0.191822 loss_giou_dn: 0.402476 loss_class_aux_dn: 1.126202 loss_bbox_aux_dn: 0.708385 loss_giou_aux_dn: 1.358184 loss: 10.591970 eta: 1 day, 9:49:20 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3204 images/s [05/14 14:13:34] ppdet.engine INFO: Eval iter: 0 [05/14 14:13:40] ppdet.engine INFO: Eval iter: 100 [05/14 14:13:47] ppdet.engine INFO: Eval iter: 200 [05/14 14:13:53] ppdet.engine INFO: Eval iter: 300 [05/14 14:13:59] ppdet.engine INFO: Eval iter: 400 [05/14 14:14:06] ppdet.engine INFO: Eval iter: 500 [05/14 14:14:12] ppdet.engine INFO: Eval iter: 600 [05/14 14:14:19] ppdet.engine INFO: Eval iter: 700 [05/14 14:14:25] ppdet.engine INFO: Eval iter: 800 [05/14 14:14:31] ppdet.engine INFO: Eval iter: 900 [05/14 14:14:38] ppdet.engine INFO: Eval iter: 1000 [05/14 14:14:45] ppdet.engine INFO: Eval iter: 1100 [05/14 14:14:52] ppdet.engine INFO: Eval iter: 1200 [05/14 14:15:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/14 14:15:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.03s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=99.98s). Accumulating evaluation results... DONE (t=22.75s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.464 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.638 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.502 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.282 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.496 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.638 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 ] = 0.612 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 ] = 0.480 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 ] = 0.867 [05/14 14:17:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.00221918249378 [05/14 14:17:34] ppdet.engine INFO: Best test bbox ap is 0.464. [05/14 14:17:37] ppdet.engine INFO: Epoch: [27] [ 0/7329] learning_rate: 0.000100 loss_class: 0.643212 loss_bbox: 0.155901 loss_giou: 0.393191 loss_class_aux: 2.843347 loss_bbox_aux: 0.663768 loss_giou_aux: 1.731539 loss_class_dn: 0.337187 loss_bbox_dn: 0.174461 loss_giou_dn: 0.399024 loss_class_aux_dn: 1.091971 loss_bbox_aux_dn: 0.631087 loss_giou_aux_dn: 1.358184 loss: 10.451454 eta: 1 day, 9:48:30 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1963 images/s [05/14 14:18:59] ppdet.engine INFO: Epoch: [27] [ 200/7329] learning_rate: 0.000100 loss_class: 0.720239 loss_bbox: 0.160822 loss_giou: 0.461537 loss_class_aux: 3.020451 loss_bbox_aux: 0.696554 loss_giou_aux: 2.024570 loss_class_dn: 0.384894 loss_bbox_dn: 0.190009 loss_giou_dn: 0.479275 loss_class_aux_dn: 1.244008 loss_bbox_aux_dn: 0.692168 loss_giou_aux_dn: 1.621987 loss: 12.335928 eta: 1 day, 9:47:16 batch_cost: 0.3680 data_cost: 0.0007 ips: 10.8701 images/s [05/14 14:20:19] ppdet.engine INFO: Epoch: [27] [ 400/7329] learning_rate: 0.000100 loss_class: 0.626803 loss_bbox: 0.158960 loss_giou: 0.412455 loss_class_aux: 2.607754 loss_bbox_aux: 0.698934 loss_giou_aux: 1.772224 loss_class_dn: 0.331958 loss_bbox_dn: 0.187685 loss_giou_dn: 0.415286 loss_class_aux_dn: 1.102514 loss_bbox_aux_dn: 0.696274 loss_giou_aux_dn: 1.369406 loss: 10.586691 eta: 1 day, 9:46:00 batch_cost: 0.3626 data_cost: 0.0007 ips: 11.0318 images/s [05/14 14:21:39] ppdet.engine INFO: Epoch: [27] [ 600/7329] learning_rate: 0.000100 loss_class: 0.643341 loss_bbox: 0.147252 loss_giou: 0.364611 loss_class_aux: 2.712723 loss_bbox_aux: 0.675792 loss_giou_aux: 1.570666 loss_class_dn: 0.325699 loss_bbox_dn: 0.192202 loss_giou_dn: 0.396582 loss_class_aux_dn: 1.077504 loss_bbox_aux_dn: 0.708755 loss_giou_aux_dn: 1.324511 loss: 10.692488 eta: 1 day, 9:44:42 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2235 images/s [05/14 14:22:57] ppdet.engine INFO: Epoch: [27] [ 800/7329] learning_rate: 0.000100 loss_class: 0.659386 loss_bbox: 0.171242 loss_giou: 0.461575 loss_class_aux: 2.812358 loss_bbox_aux: 0.768554 loss_giou_aux: 2.011110 loss_class_dn: 0.356679 loss_bbox_dn: 0.200517 loss_giou_dn: 0.465491 loss_class_aux_dn: 1.180385 loss_bbox_aux_dn: 0.714698 loss_giou_aux_dn: 1.556997 loss: 11.438848 eta: 1 day, 9:43:23 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3305 images/s [05/14 14:24:16] ppdet.engine INFO: Epoch: [27] [1000/7329] learning_rate: 0.000100 loss_class: 0.697037 loss_bbox: 0.139867 loss_giou: 0.431267 loss_class_aux: 2.980940 loss_bbox_aux: 0.626334 loss_giou_aux: 1.790277 loss_class_dn: 0.358084 loss_bbox_dn: 0.169539 loss_giou_dn: 0.421751 loss_class_aux_dn: 1.172838 loss_bbox_aux_dn: 0.637125 loss_giou_aux_dn: 1.451627 loss: 11.350229 eta: 1 day, 9:42:05 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2187 images/s [05/14 14:25:34] ppdet.engine INFO: Epoch: [27] [1200/7329] learning_rate: 0.000100 loss_class: 0.656814 loss_bbox: 0.154076 loss_giou: 0.355903 loss_class_aux: 2.805939 loss_bbox_aux: 0.718517 loss_giou_aux: 1.525266 loss_class_dn: 0.334709 loss_bbox_dn: 0.192557 loss_giou_dn: 0.370950 loss_class_aux_dn: 1.081897 loss_bbox_aux_dn: 0.695851 loss_giou_aux_dn: 1.296310 loss: 10.604919 eta: 1 day, 9:40:45 batch_cost: 0.3510 data_cost: 0.0007 ips: 11.3973 images/s [05/14 14:26:52] ppdet.engine INFO: Epoch: [27] [1400/7329] learning_rate: 0.000100 loss_class: 0.685880 loss_bbox: 0.174710 loss_giou: 0.442880 loss_class_aux: 2.951401 loss_bbox_aux: 0.778973 loss_giou_aux: 1.882515 loss_class_dn: 0.372025 loss_bbox_dn: 0.208508 loss_giou_dn: 0.464236 loss_class_aux_dn: 1.209810 loss_bbox_aux_dn: 0.748006 loss_giou_aux_dn: 1.560693 loss: 11.502976 eta: 1 day, 9:39:26 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3524 images/s [05/14 14:28:12] ppdet.engine INFO: Epoch: [27] [1600/7329] learning_rate: 0.000100 loss_class: 0.677160 loss_bbox: 0.160728 loss_giou: 0.459369 loss_class_aux: 2.790855 loss_bbox_aux: 0.687571 loss_giou_aux: 1.971316 loss_class_dn: 0.377239 loss_bbox_dn: 0.182430 loss_giou_dn: 0.463591 loss_class_aux_dn: 1.229472 loss_bbox_aux_dn: 0.688677 loss_giou_aux_dn: 1.573832 loss: 11.814952 eta: 1 day, 9:38:08 batch_cost: 0.3576 data_cost: 0.0007 ips: 11.1872 images/s [05/14 14:29:30] ppdet.engine INFO: Epoch: [27] [1800/7329] learning_rate: 0.000100 loss_class: 0.697337 loss_bbox: 0.150618 loss_giou: 0.453697 loss_class_aux: 2.951639 loss_bbox_aux: 0.672949 loss_giou_aux: 1.956064 loss_class_dn: 0.366739 loss_bbox_dn: 0.174846 loss_giou_dn: 0.461688 loss_class_aux_dn: 1.204421 loss_bbox_aux_dn: 0.649302 loss_giou_aux_dn: 1.591975 loss: 11.749679 eta: 1 day, 9:36:49 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3291 images/s [05/14 14:30:48] ppdet.engine INFO: Epoch: [27] [2000/7329] learning_rate: 0.000100 loss_class: 0.660396 loss_bbox: 0.165148 loss_giou: 0.411157 loss_class_aux: 2.828214 loss_bbox_aux: 0.738011 loss_giou_aux: 1.762347 loss_class_dn: 0.353897 loss_bbox_dn: 0.194967 loss_giou_dn: 0.416757 loss_class_aux_dn: 1.171277 loss_bbox_aux_dn: 0.708931 loss_giou_aux_dn: 1.415506 loss: 10.864280 eta: 1 day, 9:35:31 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3124 images/s [05/14 14:32:07] ppdet.engine INFO: Epoch: [27] [2200/7329] learning_rate: 0.000100 loss_class: 0.661486 loss_bbox: 0.152025 loss_giou: 0.417568 loss_class_aux: 2.809297 loss_bbox_aux: 0.710049 loss_giou_aux: 1.837629 loss_class_dn: 0.360565 loss_bbox_dn: 0.168867 loss_giou_dn: 0.425569 loss_class_aux_dn: 1.179870 loss_bbox_aux_dn: 0.629763 loss_giou_aux_dn: 1.445873 loss: 11.575402 eta: 1 day, 9:34:11 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3548 images/s [05/14 14:33:26] ppdet.engine INFO: Epoch: [27] [2400/7329] learning_rate: 0.000100 loss_class: 0.703754 loss_bbox: 0.162800 loss_giou: 0.447889 loss_class_aux: 3.024333 loss_bbox_aux: 0.732475 loss_giou_aux: 1.914217 loss_class_dn: 0.376152 loss_bbox_dn: 0.195586 loss_giou_dn: 0.476210 loss_class_aux_dn: 1.228032 loss_bbox_aux_dn: 0.716174 loss_giou_aux_dn: 1.612465 loss: 11.903305 eta: 1 day, 9:32:53 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2967 images/s [05/14 14:34:44] ppdet.engine INFO: Epoch: [27] [2600/7329] learning_rate: 0.000100 loss_class: 0.653523 loss_bbox: 0.156473 loss_giou: 0.408884 loss_class_aux: 2.804246 loss_bbox_aux: 0.664921 loss_giou_aux: 1.789775 loss_class_dn: 0.351664 loss_bbox_dn: 0.175109 loss_giou_dn: 0.429331 loss_class_aux_dn: 1.148954 loss_bbox_aux_dn: 0.669334 loss_giou_aux_dn: 1.451894 loss: 11.039838 eta: 1 day, 9:31:34 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3349 images/s [05/14 14:36:02] ppdet.engine INFO: Epoch: [27] [2800/7329] learning_rate: 0.000100 loss_class: 0.661300 loss_bbox: 0.143061 loss_giou: 0.426675 loss_class_aux: 2.810314 loss_bbox_aux: 0.680898 loss_giou_aux: 1.841232 loss_class_dn: 0.352020 loss_bbox_dn: 0.177385 loss_giou_dn: 0.430069 loss_class_aux_dn: 1.134461 loss_bbox_aux_dn: 0.643616 loss_giou_aux_dn: 1.467639 loss: 11.064014 eta: 1 day, 9:30:13 batch_cost: 0.3484 data_cost: 0.0006 ips: 11.4803 images/s [05/14 14:37:23] ppdet.engine INFO: Epoch: [27] [3000/7329] learning_rate: 0.000100 loss_class: 0.655121 loss_bbox: 0.154820 loss_giou: 0.453803 loss_class_aux: 2.825820 loss_bbox_aux: 0.710218 loss_giou_aux: 1.984758 loss_class_dn: 0.357773 loss_bbox_dn: 0.192879 loss_giou_dn: 0.451966 loss_class_aux_dn: 1.151111 loss_bbox_aux_dn: 0.687599 loss_giou_aux_dn: 1.548317 loss: 11.796453 eta: 1 day, 9:29:00 batch_cost: 0.3703 data_cost: 0.0007 ips: 10.8024 images/s [05/14 14:38:44] ppdet.engine INFO: Epoch: [27] [3200/7329] learning_rate: 0.000100 loss_class: 0.677432 loss_bbox: 0.163560 loss_giou: 0.451081 loss_class_aux: 2.888431 loss_bbox_aux: 0.729338 loss_giou_aux: 2.011628 loss_class_dn: 0.368848 loss_bbox_dn: 0.175707 loss_giou_dn: 0.449970 loss_class_aux_dn: 1.220111 loss_bbox_aux_dn: 0.626679 loss_giou_aux_dn: 1.579323 loss: 11.447854 eta: 1 day, 9:27:44 batch_cost: 0.3606 data_cost: 0.0007 ips: 11.0918 images/s [05/14 14:40:03] ppdet.engine INFO: Epoch: [27] [3400/7329] learning_rate: 0.000100 loss_class: 0.690750 loss_bbox: 0.163577 loss_giou: 0.449269 loss_class_aux: 3.021515 loss_bbox_aux: 0.742187 loss_giou_aux: 1.943140 loss_class_dn: 0.383062 loss_bbox_dn: 0.179625 loss_giou_dn: 0.450781 loss_class_aux_dn: 1.272010 loss_bbox_aux_dn: 0.659734 loss_giou_aux_dn: 1.539049 loss: 11.481182 eta: 1 day, 9:26:27 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1092 images/s [05/14 14:41:21] ppdet.engine INFO: Epoch: [27] [3600/7329] learning_rate: 0.000100 loss_class: 0.655968 loss_bbox: 0.163237 loss_giou: 0.415178 loss_class_aux: 2.908127 loss_bbox_aux: 0.702286 loss_giou_aux: 1.764574 loss_class_dn: 0.358749 loss_bbox_dn: 0.194114 loss_giou_dn: 0.431752 loss_class_aux_dn: 1.154323 loss_bbox_aux_dn: 0.706385 loss_giou_aux_dn: 1.495295 loss: 11.524948 eta: 1 day, 9:25:08 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3546 images/s [05/14 14:42:39] ppdet.engine INFO: Epoch: [27] [3800/7329] learning_rate: 0.000100 loss_class: 0.626156 loss_bbox: 0.142896 loss_giou: 0.413292 loss_class_aux: 2.695869 loss_bbox_aux: 0.646986 loss_giou_aux: 1.758156 loss_class_dn: 0.332032 loss_bbox_dn: 0.163676 loss_giou_dn: 0.404257 loss_class_aux_dn: 1.090629 loss_bbox_aux_dn: 0.615383 loss_giou_aux_dn: 1.375957 loss: 10.401369 eta: 1 day, 9:23:48 batch_cost: 0.3506 data_cost: 0.0006 ips: 11.4085 images/s [05/14 14:43:58] ppdet.engine INFO: Epoch: [27] [4000/7329] learning_rate: 0.000100 loss_class: 0.712562 loss_bbox: 0.166083 loss_giou: 0.494782 loss_class_aux: 2.986888 loss_bbox_aux: 0.774584 loss_giou_aux: 2.117155 loss_class_dn: 0.379965 loss_bbox_dn: 0.198052 loss_giou_dn: 0.489535 loss_class_aux_dn: 1.238822 loss_bbox_aux_dn: 0.720269 loss_giou_aux_dn: 1.667635 loss: 12.553926 eta: 1 day, 9:22:30 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2913 images/s [05/14 14:45:16] ppdet.engine INFO: Epoch: [27] [4200/7329] learning_rate: 0.000100 loss_class: 0.682577 loss_bbox: 0.165321 loss_giou: 0.418635 loss_class_aux: 2.853560 loss_bbox_aux: 0.735782 loss_giou_aux: 1.768685 loss_class_dn: 0.379885 loss_bbox_dn: 0.177936 loss_giou_dn: 0.420279 loss_class_aux_dn: 1.234880 loss_bbox_aux_dn: 0.650796 loss_giou_aux_dn: 1.485787 loss: 11.262635 eta: 1 day, 9:21:11 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3378 images/s [05/14 14:46:35] ppdet.engine INFO: Epoch: [27] [4400/7329] learning_rate: 0.000100 loss_class: 0.656832 loss_bbox: 0.152080 loss_giou: 0.410150 loss_class_aux: 2.853865 loss_bbox_aux: 0.695633 loss_giou_aux: 1.740271 loss_class_dn: 0.347081 loss_bbox_dn: 0.179662 loss_giou_dn: 0.407741 loss_class_aux_dn: 1.158857 loss_bbox_aux_dn: 0.680737 loss_giou_aux_dn: 1.404033 loss: 11.017529 eta: 1 day, 9:19:54 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1601 images/s [05/14 14:47:54] ppdet.engine INFO: Epoch: [27] [4600/7329] learning_rate: 0.000100 loss_class: 0.682423 loss_bbox: 0.157903 loss_giou: 0.399557 loss_class_aux: 2.898801 loss_bbox_aux: 0.725085 loss_giou_aux: 1.794719 loss_class_dn: 0.349742 loss_bbox_dn: 0.186050 loss_giou_dn: 0.416969 loss_class_aux_dn: 1.133000 loss_bbox_aux_dn: 0.708784 loss_giou_aux_dn: 1.422040 loss: 10.938528 eta: 1 day, 9:18:35 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3237 images/s [05/14 14:49:12] ppdet.engine INFO: Epoch: [27] [4800/7329] learning_rate: 0.000100 loss_class: 0.674266 loss_bbox: 0.153580 loss_giou: 0.492991 loss_class_aux: 2.910486 loss_bbox_aux: 0.685027 loss_giou_aux: 2.094836 loss_class_dn: 0.385473 loss_bbox_dn: 0.180201 loss_giou_dn: 0.486979 loss_class_aux_dn: 1.258318 loss_bbox_aux_dn: 0.641130 loss_giou_aux_dn: 1.619985 loss: 12.346640 eta: 1 day, 9:17:17 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2918 images/s [05/14 14:50:30] ppdet.engine INFO: Epoch: [27] [5000/7329] learning_rate: 0.000100 loss_class: 0.625845 loss_bbox: 0.167355 loss_giou: 0.454141 loss_class_aux: 2.666592 loss_bbox_aux: 0.727578 loss_giou_aux: 1.936086 loss_class_dn: 0.351320 loss_bbox_dn: 0.189892 loss_giou_dn: 0.459779 loss_class_aux_dn: 1.129050 loss_bbox_aux_dn: 0.676894 loss_giou_aux_dn: 1.539027 loss: 11.597628 eta: 1 day, 9:15:57 batch_cost: 0.3515 data_cost: 0.0007 ips: 11.3799 images/s [05/14 14:51:48] ppdet.engine INFO: Epoch: [27] [5200/7329] learning_rate: 0.000100 loss_class: 0.652393 loss_bbox: 0.152812 loss_giou: 0.455633 loss_class_aux: 2.777472 loss_bbox_aux: 0.679862 loss_giou_aux: 2.065780 loss_class_dn: 0.357401 loss_bbox_dn: 0.171924 loss_giou_dn: 0.455954 loss_class_aux_dn: 1.176969 loss_bbox_aux_dn: 0.631403 loss_giou_aux_dn: 1.551219 loss: 11.379282 eta: 1 day, 9:14:38 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3728 images/s [05/14 14:53:06] ppdet.engine INFO: Epoch: [27] [5400/7329] learning_rate: 0.000100 loss_class: 0.664542 loss_bbox: 0.157801 loss_giou: 0.391321 loss_class_aux: 2.863071 loss_bbox_aux: 0.677089 loss_giou_aux: 1.698918 loss_class_dn: 0.355274 loss_bbox_dn: 0.180870 loss_giou_dn: 0.415057 loss_class_aux_dn: 1.167579 loss_bbox_aux_dn: 0.659570 loss_giou_aux_dn: 1.408093 loss: 11.171803 eta: 1 day, 9:13:19 batch_cost: 0.3515 data_cost: 0.0007 ips: 11.3811 images/s [05/14 14:54:25] ppdet.engine INFO: Epoch: [27] [5600/7329] learning_rate: 0.000100 loss_class: 0.632071 loss_bbox: 0.156686 loss_giou: 0.388186 loss_class_aux: 2.680495 loss_bbox_aux: 0.678578 loss_giou_aux: 1.693400 loss_class_dn: 0.342163 loss_bbox_dn: 0.189541 loss_giou_dn: 0.408772 loss_class_aux_dn: 1.110369 loss_bbox_aux_dn: 0.671190 loss_giou_aux_dn: 1.373749 loss: 10.683275 eta: 1 day, 9:12:01 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2593 images/s [05/14 14:55:43] ppdet.engine INFO: Epoch: [27] [5800/7329] learning_rate: 0.000100 loss_class: 0.641636 loss_bbox: 0.152671 loss_giou: 0.437500 loss_class_aux: 2.720953 loss_bbox_aux: 0.662299 loss_giou_aux: 1.861943 loss_class_dn: 0.338947 loss_bbox_dn: 0.173979 loss_giou_dn: 0.436335 loss_class_aux_dn: 1.111025 loss_bbox_aux_dn: 0.632768 loss_giou_aux_dn: 1.465514 loss: 11.201668 eta: 1 day, 9:10:42 batch_cost: 0.3509 data_cost: 0.0007 ips: 11.4006 images/s [05/14 14:57:01] ppdet.engine INFO: Epoch: [27] [6000/7329] learning_rate: 0.000100 loss_class: 0.687533 loss_bbox: 0.168207 loss_giou: 0.461503 loss_class_aux: 2.896998 loss_bbox_aux: 0.742778 loss_giou_aux: 2.011287 loss_class_dn: 0.380377 loss_bbox_dn: 0.193780 loss_giou_dn: 0.456349 loss_class_aux_dn: 1.230615 loss_bbox_aux_dn: 0.692614 loss_giou_aux_dn: 1.561857 loss: 12.015198 eta: 1 day, 9:09:22 batch_cost: 0.3517 data_cost: 0.0008 ips: 11.3743 images/s [05/14 14:58:20] ppdet.engine INFO: Epoch: [27] [6200/7329] learning_rate: 0.000100 loss_class: 0.652612 loss_bbox: 0.150681 loss_giou: 0.431268 loss_class_aux: 2.784001 loss_bbox_aux: 0.663949 loss_giou_aux: 1.824297 loss_class_dn: 0.340300 loss_bbox_dn: 0.173749 loss_giou_dn: 0.431946 loss_class_aux_dn: 1.137794 loss_bbox_aux_dn: 0.645996 loss_giou_aux_dn: 1.467860 loss: 10.897377 eta: 1 day, 9:08:04 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2663 images/s [05/14 14:59:39] ppdet.engine INFO: Epoch: [27] [6400/7329] learning_rate: 0.000100 loss_class: 0.686993 loss_bbox: 0.157904 loss_giou: 0.394872 loss_class_aux: 2.940720 loss_bbox_aux: 0.690363 loss_giou_aux: 1.736324 loss_class_dn: 0.335633 loss_bbox_dn: 0.193585 loss_giou_dn: 0.420725 loss_class_aux_dn: 1.118279 loss_bbox_aux_dn: 0.707582 loss_giou_aux_dn: 1.445414 loss: 11.513001 eta: 1 day, 9:06:47 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2206 images/s [05/14 15:00:57] ppdet.engine INFO: Epoch: [27] [6600/7329] learning_rate: 0.000100 loss_class: 0.648537 loss_bbox: 0.160568 loss_giou: 0.393658 loss_class_aux: 2.794918 loss_bbox_aux: 0.696222 loss_giou_aux: 1.708150 loss_class_dn: 0.348504 loss_bbox_dn: 0.185823 loss_giou_dn: 0.413032 loss_class_aux_dn: 1.128814 loss_bbox_aux_dn: 0.671638 loss_giou_aux_dn: 1.381933 loss: 10.799295 eta: 1 day, 9:05:28 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3861 images/s [05/14 15:02:15] ppdet.engine INFO: Epoch: [27] [6800/7329] learning_rate: 0.000100 loss_class: 0.664910 loss_bbox: 0.151463 loss_giou: 0.423135 loss_class_aux: 2.778390 loss_bbox_aux: 0.673299 loss_giou_aux: 1.773081 loss_class_dn: 0.356953 loss_bbox_dn: 0.169199 loss_giou_dn: 0.429641 loss_class_aux_dn: 1.153929 loss_bbox_aux_dn: 0.637218 loss_giou_aux_dn: 1.470790 loss: 10.852955 eta: 1 day, 9:04:08 batch_cost: 0.3504 data_cost: 0.0007 ips: 11.4168 images/s [05/14 15:03:34] ppdet.engine INFO: Epoch: [27] [7000/7329] learning_rate: 0.000100 loss_class: 0.669916 loss_bbox: 0.147345 loss_giou: 0.407954 loss_class_aux: 2.860268 loss_bbox_aux: 0.665388 loss_giou_aux: 1.730251 loss_class_dn: 0.352509 loss_bbox_dn: 0.192951 loss_giou_dn: 0.413154 loss_class_aux_dn: 1.149560 loss_bbox_aux_dn: 0.690522 loss_giou_aux_dn: 1.397207 loss: 10.650105 eta: 1 day, 9:02:50 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3261 images/s [05/14 15:04:52] ppdet.engine INFO: Epoch: [27] [7200/7329] learning_rate: 0.000100 loss_class: 0.671587 loss_bbox: 0.156063 loss_giou: 0.410741 loss_class_aux: 2.841048 loss_bbox_aux: 0.714670 loss_giou_aux: 1.865575 loss_class_dn: 0.360296 loss_bbox_dn: 0.180806 loss_giou_dn: 0.437079 loss_class_aux_dn: 1.182040 loss_bbox_aux_dn: 0.687821 loss_giou_aux_dn: 1.488522 loss: 11.500532 eta: 1 day, 9:01:31 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3404 images/s [05/14 15:05:44] ppdet.engine INFO: Eval iter: 0 [05/14 15:05:51] ppdet.engine INFO: Eval iter: 100 [05/14 15:05:58] ppdet.engine INFO: Eval iter: 200 [05/14 15:06:05] ppdet.engine INFO: Eval iter: 300 [05/14 15:06:12] ppdet.engine INFO: Eval iter: 400 [05/14 15:06:19] ppdet.engine INFO: Eval iter: 500 [05/14 15:06:26] ppdet.engine INFO: Eval iter: 600 [05/14 15:06:32] ppdet.engine INFO: Eval iter: 700 [05/14 15:06:40] ppdet.engine INFO: Eval iter: 800 [05/14 15:06:47] ppdet.engine INFO: Eval iter: 900 [05/14 15:06:54] ppdet.engine INFO: Eval iter: 1000 [05/14 15:07:01] ppdet.engine INFO: Eval iter: 1100 [05/14 15:07:08] ppdet.engine INFO: Eval iter: 1200 [05/14 15:07:32] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/14 15:07:33] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.55s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=100.83s). Accumulating evaluation results... DONE (t=22.58s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.638 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.502 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 ] = 0.498 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.638 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 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.685 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 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867 [05/14 15:09:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 56.57168324771235 [05/14 15:09:52] ppdet.engine INFO: Best test bbox ap is 0.465. [05/14 15:09:55] ppdet.engine INFO: Epoch: [28] [ 0/7329] learning_rate: 0.000100 loss_class: 0.704890 loss_bbox: 0.143745 loss_giou: 0.438643 loss_class_aux: 3.053391 loss_bbox_aux: 0.690053 loss_giou_aux: 1.891247 loss_class_dn: 0.369614 loss_bbox_dn: 0.176701 loss_giou_dn: 0.467196 loss_class_aux_dn: 1.222715 loss_bbox_aux_dn: 0.649259 loss_giou_aux_dn: 1.541008 loss: 12.073863 eta: 1 day, 9:00:40 batch_cost: 0.3497 data_cost: 0.0007 ips: 11.4393 images/s [05/14 15:11:14] ppdet.engine INFO: Epoch: [28] [ 200/7329] learning_rate: 0.000100 loss_class: 0.689778 loss_bbox: 0.157147 loss_giou: 0.439093 loss_class_aux: 2.960014 loss_bbox_aux: 0.726397 loss_giou_aux: 1.928308 loss_class_dn: 0.376241 loss_bbox_dn: 0.182031 loss_giou_dn: 0.445852 loss_class_aux_dn: 1.216523 loss_bbox_aux_dn: 0.657422 loss_giou_aux_dn: 1.509644 loss: 11.689102 eta: 1 day, 8:59:22 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2456 images/s [05/14 15:12:33] ppdet.engine INFO: Epoch: [28] [ 400/7329] learning_rate: 0.000100 loss_class: 0.663290 loss_bbox: 0.154300 loss_giou: 0.410811 loss_class_aux: 2.814910 loss_bbox_aux: 0.712698 loss_giou_aux: 1.811988 loss_class_dn: 0.345864 loss_bbox_dn: 0.181083 loss_giou_dn: 0.432502 loss_class_aux_dn: 1.130327 loss_bbox_aux_dn: 0.643219 loss_giou_aux_dn: 1.477138 loss: 11.395441 eta: 1 day, 8:58:03 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3482 images/s [05/14 15:13:50] ppdet.engine INFO: Epoch: [28] [ 600/7329] learning_rate: 0.000100 loss_class: 0.703760 loss_bbox: 0.152572 loss_giou: 0.433958 loss_class_aux: 2.946398 loss_bbox_aux: 0.692169 loss_giou_aux: 1.894633 loss_class_dn: 0.355443 loss_bbox_dn: 0.175591 loss_giou_dn: 0.464155 loss_class_aux_dn: 1.185493 loss_bbox_aux_dn: 0.647975 loss_giou_aux_dn: 1.572605 loss: 11.550228 eta: 1 day, 8:56:44 batch_cost: 0.3496 data_cost: 0.0007 ips: 11.4404 images/s [05/14 15:15:09] ppdet.engine INFO: Epoch: [28] [ 800/7329] learning_rate: 0.000100 loss_class: 0.657404 loss_bbox: 0.153696 loss_giou: 0.405569 loss_class_aux: 2.817186 loss_bbox_aux: 0.693883 loss_giou_aux: 1.772072 loss_class_dn: 0.342347 loss_bbox_dn: 0.160800 loss_giou_dn: 0.411855 loss_class_aux_dn: 1.109859 loss_bbox_aux_dn: 0.611263 loss_giou_aux_dn: 1.398271 loss: 10.879603 eta: 1 day, 8:55:26 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2445 images/s [05/14 15:16:29] ppdet.engine INFO: Epoch: [28] [1000/7329] learning_rate: 0.000100 loss_class: 0.671174 loss_bbox: 0.148575 loss_giou: 0.457936 loss_class_aux: 2.922411 loss_bbox_aux: 0.661197 loss_giou_aux: 1.937353 loss_class_dn: 0.360841 loss_bbox_dn: 0.182326 loss_giou_dn: 0.421300 loss_class_aux_dn: 1.184144 loss_bbox_aux_dn: 0.648425 loss_giou_aux_dn: 1.467139 loss: 11.098637 eta: 1 day, 8:54:10 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1389 images/s [05/14 15:17:48] ppdet.engine INFO: Epoch: [28] [1200/7329] learning_rate: 0.000100 loss_class: 0.684592 loss_bbox: 0.159821 loss_giou: 0.475107 loss_class_aux: 2.866317 loss_bbox_aux: 0.721135 loss_giou_aux: 1.992554 loss_class_dn: 0.371678 loss_bbox_dn: 0.182719 loss_giou_dn: 0.454883 loss_class_aux_dn: 1.221303 loss_bbox_aux_dn: 0.674092 loss_giou_aux_dn: 1.576555 loss: 11.804379 eta: 1 day, 8:52:52 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2028 images/s [05/14 15:19:08] ppdet.engine INFO: Epoch: [28] [1400/7329] learning_rate: 0.000100 loss_class: 0.655011 loss_bbox: 0.143301 loss_giou: 0.433363 loss_class_aux: 2.761373 loss_bbox_aux: 0.657589 loss_giou_aux: 1.870572 loss_class_dn: 0.345919 loss_bbox_dn: 0.184798 loss_giou_dn: 0.421723 loss_class_aux_dn: 1.148112 loss_bbox_aux_dn: 0.654620 loss_giou_aux_dn: 1.390909 loss: 10.782644 eta: 1 day, 8:51:36 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1227 images/s [05/14 15:20:27] ppdet.engine INFO: Epoch: [28] [1600/7329] learning_rate: 0.000100 loss_class: 0.696781 loss_bbox: 0.152426 loss_giou: 0.465010 loss_class_aux: 3.086909 loss_bbox_aux: 0.696492 loss_giou_aux: 2.037348 loss_class_dn: 0.362991 loss_bbox_dn: 0.192378 loss_giou_dn: 0.453830 loss_class_aux_dn: 1.206857 loss_bbox_aux_dn: 0.721814 loss_giou_aux_dn: 1.543240 loss: 11.547388 eta: 1 day, 8:50:19 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1992 images/s [05/14 15:21:46] ppdet.engine INFO: Epoch: [28] [1800/7329] learning_rate: 0.000100 loss_class: 0.659006 loss_bbox: 0.159688 loss_giou: 0.459761 loss_class_aux: 2.909132 loss_bbox_aux: 0.719865 loss_giou_aux: 1.879301 loss_class_dn: 0.358782 loss_bbox_dn: 0.190664 loss_giou_dn: 0.441231 loss_class_aux_dn: 1.151149 loss_bbox_aux_dn: 0.693375 loss_giou_aux_dn: 1.499127 loss: 11.109425 eta: 1 day, 8:49:02 batch_cost: 0.3573 data_cost: 0.0006 ips: 11.1966 images/s [05/14 15:23:06] ppdet.engine INFO: Epoch: [28] [2000/7329] learning_rate: 0.000100 loss_class: 0.653127 loss_bbox: 0.153504 loss_giou: 0.424048 loss_class_aux: 2.789473 loss_bbox_aux: 0.706912 loss_giou_aux: 1.844730 loss_class_dn: 0.352460 loss_bbox_dn: 0.188135 loss_giou_dn: 0.428102 loss_class_aux_dn: 1.164917 loss_bbox_aux_dn: 0.689450 loss_giou_aux_dn: 1.439653 loss: 11.142541 eta: 1 day, 8:47:45 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1679 images/s [05/14 15:24:25] ppdet.engine INFO: Epoch: [28] [2200/7329] learning_rate: 0.000100 loss_class: 0.674300 loss_bbox: 0.144791 loss_giou: 0.441105 loss_class_aux: 2.777997 loss_bbox_aux: 0.659730 loss_giou_aux: 1.858153 loss_class_dn: 0.336609 loss_bbox_dn: 0.176192 loss_giou_dn: 0.439631 loss_class_aux_dn: 1.112947 loss_bbox_aux_dn: 0.641569 loss_giou_aux_dn: 1.517728 loss: 11.205139 eta: 1 day, 8:46:28 batch_cost: 0.3576 data_cost: 0.0007 ips: 11.1855 images/s [05/14 15:25:45] ppdet.engine INFO: Epoch: [28] [2400/7329] learning_rate: 0.000100 loss_class: 0.682315 loss_bbox: 0.166300 loss_giou: 0.449783 loss_class_aux: 2.870864 loss_bbox_aux: 0.756717 loss_giou_aux: 1.946898 loss_class_dn: 0.368754 loss_bbox_dn: 0.191239 loss_giou_dn: 0.453621 loss_class_aux_dn: 1.198510 loss_bbox_aux_dn: 0.698984 loss_giou_aux_dn: 1.554274 loss: 11.599134 eta: 1 day, 8:45:11 batch_cost: 0.3602 data_cost: 0.0007 ips: 11.1062 images/s [05/14 15:27:05] ppdet.engine INFO: Epoch: [28] [2600/7329] learning_rate: 0.000100 loss_class: 0.686490 loss_bbox: 0.149804 loss_giou: 0.376168 loss_class_aux: 2.882119 loss_bbox_aux: 0.683493 loss_giou_aux: 1.654259 loss_class_dn: 0.343231 loss_bbox_dn: 0.203726 loss_giou_dn: 0.396389 loss_class_aux_dn: 1.101058 loss_bbox_aux_dn: 0.724897 loss_giou_aux_dn: 1.388356 loss: 10.904645 eta: 1 day, 8:43:57 batch_cost: 0.3668 data_cost: 0.0007 ips: 10.9064 images/s [05/14 15:28:24] ppdet.engine INFO: Epoch: [28] [2800/7329] learning_rate: 0.000100 loss_class: 0.635762 loss_bbox: 0.161480 loss_giou: 0.389446 loss_class_aux: 2.734506 loss_bbox_aux: 0.702577 loss_giou_aux: 1.691111 loss_class_dn: 0.345008 loss_bbox_dn: 0.173165 loss_giou_dn: 0.397819 loss_class_aux_dn: 1.149191 loss_bbox_aux_dn: 0.657476 loss_giou_aux_dn: 1.389942 loss: 10.655033 eta: 1 day, 8:42:40 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2023 images/s [05/14 15:29:43] ppdet.engine INFO: Epoch: [28] [3000/7329] learning_rate: 0.000100 loss_class: 0.712029 loss_bbox: 0.167278 loss_giou: 0.403093 loss_class_aux: 2.997535 loss_bbox_aux: 0.756745 loss_giou_aux: 1.747072 loss_class_dn: 0.379639 loss_bbox_dn: 0.192578 loss_giou_dn: 0.448217 loss_class_aux_dn: 1.250383 loss_bbox_aux_dn: 0.702646 loss_giou_aux_dn: 1.526115 loss: 11.870737 eta: 1 day, 8:41:22 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2997 images/s [05/14 15:31:02] ppdet.engine INFO: Epoch: [28] [3200/7329] learning_rate: 0.000100 loss_class: 0.663518 loss_bbox: 0.152163 loss_giou: 0.409487 loss_class_aux: 2.816696 loss_bbox_aux: 0.696507 loss_giou_aux: 1.747758 loss_class_dn: 0.353958 loss_bbox_dn: 0.188675 loss_giou_dn: 0.413382 loss_class_aux_dn: 1.163062 loss_bbox_aux_dn: 0.702580 loss_giou_aux_dn: 1.420592 loss: 11.007595 eta: 1 day, 8:40:04 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2722 images/s [05/14 15:32:20] ppdet.engine INFO: Epoch: [28] [3400/7329] learning_rate: 0.000100 loss_class: 0.672649 loss_bbox: 0.161180 loss_giou: 0.463307 loss_class_aux: 2.931175 loss_bbox_aux: 0.727528 loss_giou_aux: 2.045039 loss_class_dn: 0.365226 loss_bbox_dn: 0.183522 loss_giou_dn: 0.462614 loss_class_aux_dn: 1.192137 loss_bbox_aux_dn: 0.691711 loss_giou_aux_dn: 1.582928 loss: 11.408037 eta: 1 day, 8:38:47 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2406 images/s [05/14 15:33:40] ppdet.engine INFO: Epoch: [28] [3600/7329] learning_rate: 0.000100 loss_class: 0.668852 loss_bbox: 0.163179 loss_giou: 0.394468 loss_class_aux: 2.820223 loss_bbox_aux: 0.707814 loss_giou_aux: 1.758761 loss_class_dn: 0.355451 loss_bbox_dn: 0.177389 loss_giou_dn: 0.419940 loss_class_aux_dn: 1.179618 loss_bbox_aux_dn: 0.662259 loss_giou_aux_dn: 1.412580 loss: 11.389429 eta: 1 day, 8:37:31 batch_cost: 0.3617 data_cost: 0.0007 ips: 11.0582 images/s [05/14 15:35:00] ppdet.engine INFO: Epoch: [28] [3800/7329] learning_rate: 0.000100 loss_class: 0.639725 loss_bbox: 0.157870 loss_giou: 0.401495 loss_class_aux: 2.684409 loss_bbox_aux: 0.720120 loss_giou_aux: 1.725978 loss_class_dn: 0.319040 loss_bbox_dn: 0.189226 loss_giou_dn: 0.400220 loss_class_aux_dn: 1.052572 loss_bbox_aux_dn: 0.679462 loss_giou_aux_dn: 1.361780 loss: 10.625990 eta: 1 day, 8:36:15 batch_cost: 0.3589 data_cost: 0.0007 ips: 11.1442 images/s [05/14 15:36:18] ppdet.engine INFO: Epoch: [28] [4000/7329] learning_rate: 0.000100 loss_class: 0.615058 loss_bbox: 0.142411 loss_giou: 0.363273 loss_class_aux: 2.688444 loss_bbox_aux: 0.651489 loss_giou_aux: 1.586952 loss_class_dn: 0.325455 loss_bbox_dn: 0.168604 loss_giou_dn: 0.393766 loss_class_aux_dn: 1.070900 loss_bbox_aux_dn: 0.630118 loss_giou_aux_dn: 1.294604 loss: 10.448510 eta: 1 day, 8:34:57 batch_cost: 0.3550 data_cost: 0.0008 ips: 11.2663 images/s [05/14 15:37:37] ppdet.engine INFO: Epoch: [28] [4200/7329] learning_rate: 0.000100 loss_class: 0.646197 loss_bbox: 0.158902 loss_giou: 0.407942 loss_class_aux: 2.761649 loss_bbox_aux: 0.699415 loss_giou_aux: 1.799447 loss_class_dn: 0.346347 loss_bbox_dn: 0.189747 loss_giou_dn: 0.414036 loss_class_aux_dn: 1.132196 loss_bbox_aux_dn: 0.697162 loss_giou_aux_dn: 1.385320 loss: 11.080248 eta: 1 day, 8:33:39 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3261 images/s [05/14 15:38:55] ppdet.engine INFO: Epoch: [28] [4400/7329] learning_rate: 0.000100 loss_class: 0.677470 loss_bbox: 0.162163 loss_giou: 0.443515 loss_class_aux: 2.905912 loss_bbox_aux: 0.730906 loss_giou_aux: 1.874498 loss_class_dn: 0.358733 loss_bbox_dn: 0.189409 loss_giou_dn: 0.443261 loss_class_aux_dn: 1.170131 loss_bbox_aux_dn: 0.695646 loss_giou_aux_dn: 1.465075 loss: 11.122288 eta: 1 day, 8:32:21 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3016 images/s [05/14 15:40:15] ppdet.engine INFO: Epoch: [28] [4600/7329] learning_rate: 0.000100 loss_class: 0.663953 loss_bbox: 0.152271 loss_giou: 0.427985 loss_class_aux: 2.877604 loss_bbox_aux: 0.680154 loss_giou_aux: 1.856471 loss_class_dn: 0.349313 loss_bbox_dn: 0.181294 loss_giou_dn: 0.417715 loss_class_aux_dn: 1.167632 loss_bbox_aux_dn: 0.651182 loss_giou_aux_dn: 1.425496 loss: 11.089079 eta: 1 day, 8:31:05 batch_cost: 0.3617 data_cost: 0.0007 ips: 11.0601 images/s [05/14 15:41:34] ppdet.engine INFO: Epoch: [28] [4800/7329] learning_rate: 0.000100 loss_class: 0.701987 loss_bbox: 0.168308 loss_giou: 0.468270 loss_class_aux: 2.915240 loss_bbox_aux: 0.788827 loss_giou_aux: 1.992162 loss_class_dn: 0.379419 loss_bbox_dn: 0.193703 loss_giou_dn: 0.465469 loss_class_aux_dn: 1.224954 loss_bbox_aux_dn: 0.718147 loss_giou_aux_dn: 1.577884 loss: 11.687807 eta: 1 day, 8:29:48 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2132 images/s [05/14 15:42:53] ppdet.engine INFO: Epoch: [28] [5000/7329] learning_rate: 0.000100 loss_class: 0.596277 loss_bbox: 0.140770 loss_giou: 0.381273 loss_class_aux: 2.557994 loss_bbox_aux: 0.632107 loss_giou_aux: 1.715764 loss_class_dn: 0.315975 loss_bbox_dn: 0.166006 loss_giou_dn: 0.394900 loss_class_aux_dn: 1.042258 loss_bbox_aux_dn: 0.610148 loss_giou_aux_dn: 1.334505 loss: 9.999822 eta: 1 day, 8:28:30 batch_cost: 0.3560 data_cost: 0.0006 ips: 11.2360 images/s [05/14 15:44:12] ppdet.engine INFO: Epoch: [28] [5200/7329] learning_rate: 0.000100 loss_class: 0.664301 loss_bbox: 0.152421 loss_giou: 0.425969 loss_class_aux: 2.858341 loss_bbox_aux: 0.707896 loss_giou_aux: 1.836241 loss_class_dn: 0.351023 loss_bbox_dn: 0.193657 loss_giou_dn: 0.417044 loss_class_aux_dn: 1.145809 loss_bbox_aux_dn: 0.685588 loss_giou_aux_dn: 1.438524 loss: 11.035061 eta: 1 day, 8:27:12 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2966 images/s [05/14 15:45:31] ppdet.engine INFO: Epoch: [28] [5400/7329] learning_rate: 0.000100 loss_class: 0.648662 loss_bbox: 0.160746 loss_giou: 0.473027 loss_class_aux: 2.758475 loss_bbox_aux: 0.708463 loss_giou_aux: 1.969080 loss_class_dn: 0.358949 loss_bbox_dn: 0.195876 loss_giou_dn: 0.469098 loss_class_aux_dn: 1.155655 loss_bbox_aux_dn: 0.697816 loss_giou_aux_dn: 1.583046 loss: 11.689299 eta: 1 day, 8:25:56 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1550 images/s [05/14 15:46:51] ppdet.engine INFO: Epoch: [28] [5600/7329] learning_rate: 0.000100 loss_class: 0.651888 loss_bbox: 0.157058 loss_giou: 0.417312 loss_class_aux: 2.762366 loss_bbox_aux: 0.726978 loss_giou_aux: 1.838511 loss_class_dn: 0.352205 loss_bbox_dn: 0.194405 loss_giou_dn: 0.440581 loss_class_aux_dn: 1.156097 loss_bbox_aux_dn: 0.727449 loss_giou_aux_dn: 1.513802 loss: 11.255491 eta: 1 day, 8:24:40 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0726 images/s [05/14 15:48:11] ppdet.engine INFO: Epoch: [28] [5800/7329] learning_rate: 0.000100 loss_class: 0.675681 loss_bbox: 0.145521 loss_giou: 0.408822 loss_class_aux: 2.864693 loss_bbox_aux: 0.664240 loss_giou_aux: 1.797922 loss_class_dn: 0.353381 loss_bbox_dn: 0.182692 loss_giou_dn: 0.417893 loss_class_aux_dn: 1.162079 loss_bbox_aux_dn: 0.663196 loss_giou_aux_dn: 1.418523 loss: 10.851820 eta: 1 day, 8:23:25 batch_cost: 0.3641 data_cost: 0.0007 ips: 10.9869 images/s [05/14 15:49:30] ppdet.engine INFO: Epoch: [28] [6000/7329] learning_rate: 0.000100 loss_class: 0.674237 loss_bbox: 0.151236 loss_giou: 0.441263 loss_class_aux: 2.806905 loss_bbox_aux: 0.704909 loss_giou_aux: 1.933580 loss_class_dn: 0.347976 loss_bbox_dn: 0.177682 loss_giou_dn: 0.444684 loss_class_aux_dn: 1.137442 loss_bbox_aux_dn: 0.651290 loss_giou_aux_dn: 1.479123 loss: 11.791094 eta: 1 day, 8:22:08 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2647 images/s [05/14 15:50:48] ppdet.engine INFO: Epoch: [28] [6200/7329] learning_rate: 0.000100 loss_class: 0.688361 loss_bbox: 0.154116 loss_giou: 0.432717 loss_class_aux: 2.983888 loss_bbox_aux: 0.706245 loss_giou_aux: 1.887539 loss_class_dn: 0.369571 loss_bbox_dn: 0.180559 loss_giou_dn: 0.429010 loss_class_aux_dn: 1.194453 loss_bbox_aux_dn: 0.680092 loss_giou_aux_dn: 1.455166 loss: 11.648792 eta: 1 day, 8:20:49 batch_cost: 0.3519 data_cost: 0.0006 ips: 11.3671 images/s [05/14 15:52:07] ppdet.engine INFO: Epoch: [28] [6400/7329] learning_rate: 0.000100 loss_class: 0.595345 loss_bbox: 0.139119 loss_giou: 0.360822 loss_class_aux: 2.643653 loss_bbox_aux: 0.616050 loss_giou_aux: 1.635295 loss_class_dn: 0.315010 loss_bbox_dn: 0.160666 loss_giou_dn: 0.371939 loss_class_aux_dn: 1.065947 loss_bbox_aux_dn: 0.575000 loss_giou_aux_dn: 1.261366 loss: 10.116037 eta: 1 day, 8:19:31 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3217 images/s [05/14 15:53:25] ppdet.engine INFO: Epoch: [28] [6600/7329] learning_rate: 0.000100 loss_class: 0.652712 loss_bbox: 0.167112 loss_giou: 0.432699 loss_class_aux: 2.768116 loss_bbox_aux: 0.726954 loss_giou_aux: 1.906744 loss_class_dn: 0.352991 loss_bbox_dn: 0.180739 loss_giou_dn: 0.426777 loss_class_aux_dn: 1.139428 loss_bbox_aux_dn: 0.655064 loss_giou_aux_dn: 1.484550 loss: 11.210320 eta: 1 day, 8:18:14 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2447 images/s [05/14 15:54:45] ppdet.engine INFO: Epoch: [28] [6800/7329] learning_rate: 0.000100 loss_class: 0.690914 loss_bbox: 0.159576 loss_giou: 0.467713 loss_class_aux: 2.903683 loss_bbox_aux: 0.716599 loss_giou_aux: 2.046201 loss_class_dn: 0.372527 loss_bbox_dn: 0.189506 loss_giou_dn: 0.460137 loss_class_aux_dn: 1.204627 loss_bbox_aux_dn: 0.698560 loss_giou_aux_dn: 1.573742 loss: 11.897357 eta: 1 day, 8:16:58 batch_cost: 0.3617 data_cost: 0.0007 ips: 11.0598 images/s [05/14 15:56:03] ppdet.engine INFO: Epoch: [28] [7000/7329] learning_rate: 0.000100 loss_class: 0.720108 loss_bbox: 0.152597 loss_giou: 0.437912 loss_class_aux: 3.091381 loss_bbox_aux: 0.697767 loss_giou_aux: 1.866938 loss_class_dn: 0.371613 loss_bbox_dn: 0.183600 loss_giou_dn: 0.447325 loss_class_aux_dn: 1.240849 loss_bbox_aux_dn: 0.674547 loss_giou_aux_dn: 1.524467 loss: 12.082590 eta: 1 day, 8:15:40 batch_cost: 0.3523 data_cost: 0.0006 ips: 11.3553 images/s [05/14 15:57:23] ppdet.engine INFO: Epoch: [28] [7200/7329] learning_rate: 0.000100 loss_class: 0.672287 loss_bbox: 0.157635 loss_giou: 0.508980 loss_class_aux: 2.883178 loss_bbox_aux: 0.682327 loss_giou_aux: 2.116960 loss_class_dn: 0.383271 loss_bbox_dn: 0.178010 loss_giou_dn: 0.468403 loss_class_aux_dn: 1.225419 loss_bbox_aux_dn: 0.654318 loss_giou_aux_dn: 1.594679 loss: 11.903713 eta: 1 day, 8:14:24 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0718 images/s [05/14 15:58:16] ppdet.engine INFO: Eval iter: 0 [05/14 15:58:23] ppdet.engine INFO: Eval iter: 100 [05/14 15:58:29] ppdet.engine INFO: Eval iter: 200 [05/14 15:58:35] ppdet.engine INFO: Eval iter: 300 [05/14 15:58:41] ppdet.engine INFO: Eval iter: 400 [05/14 15:58:48] ppdet.engine INFO: Eval iter: 500 [05/14 15:58:54] ppdet.engine INFO: Eval iter: 600 [05/14 15:59:00] ppdet.engine INFO: Eval iter: 700 [05/14 15:59:06] ppdet.engine INFO: Eval iter: 800 [05/14 15:59:13] ppdet.engine INFO: Eval iter: 900 [05/14 15:59:19] ppdet.engine INFO: Eval iter: 1000 [05/14 15:59:26] ppdet.engine INFO: Eval iter: 1100 [05/14 15:59:32] ppdet.engine INFO: Eval iter: 1200 [05/14 15:59:55] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/14 15:59:56] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.71s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.06s). Accumulating evaluation results... DONE (t=22.73s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.466 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.641 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.504 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.289 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.640 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 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.494 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 ] = 0.866 [05/14 16:02:14] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.719887066687726 [05/14 16:02:14] ppdet.engine INFO: Best test bbox ap is 0.466. [05/14 16:02:17] ppdet.engine INFO: Epoch: [29] [ 0/7329] learning_rate: 0.000100 loss_class: 0.663257 loss_bbox: 0.166964 loss_giou: 0.428534 loss_class_aux: 2.939844 loss_bbox_aux: 0.731883 loss_giou_aux: 1.868698 loss_class_dn: 0.357724 loss_bbox_dn: 0.189355 loss_giou_dn: 0.444083 loss_class_aux_dn: 1.198840 loss_bbox_aux_dn: 0.671054 loss_giou_aux_dn: 1.507069 loss: 11.274453 eta: 1 day, 8:13:34 batch_cost: 0.3581 data_cost: 0.0007 ips: 11.1695 images/s [05/14 16:03:37] ppdet.engine INFO: Epoch: [29] [ 200/7329] learning_rate: 0.000100 loss_class: 0.653847 loss_bbox: 0.159838 loss_giou: 0.418928 loss_class_aux: 2.819172 loss_bbox_aux: 0.700918 loss_giou_aux: 1.829685 loss_class_dn: 0.359595 loss_bbox_dn: 0.170236 loss_giou_dn: 0.418987 loss_class_aux_dn: 1.166003 loss_bbox_aux_dn: 0.642117 loss_giou_aux_dn: 1.476190 loss: 11.418726 eta: 1 day, 8:12:17 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1796 images/s [05/14 16:04:56] ppdet.engine INFO: Epoch: [29] [ 400/7329] learning_rate: 0.000100 loss_class: 0.645142 loss_bbox: 0.151096 loss_giou: 0.413570 loss_class_aux: 2.767072 loss_bbox_aux: 0.689778 loss_giou_aux: 1.800830 loss_class_dn: 0.340137 loss_bbox_dn: 0.188052 loss_giou_dn: 0.405738 loss_class_aux_dn: 1.107755 loss_bbox_aux_dn: 0.702161 loss_giou_aux_dn: 1.405974 loss: 10.895160 eta: 1 day, 8:11:00 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2048 images/s [05/14 16:06:16] ppdet.engine INFO: Epoch: [29] [ 600/7329] learning_rate: 0.000100 loss_class: 0.633720 loss_bbox: 0.151796 loss_giou: 0.389394 loss_class_aux: 2.786931 loss_bbox_aux: 0.681497 loss_giou_aux: 1.637578 loss_class_dn: 0.331176 loss_bbox_dn: 0.188547 loss_giou_dn: 0.407164 loss_class_aux_dn: 1.073739 loss_bbox_aux_dn: 0.708607 loss_giou_aux_dn: 1.384572 loss: 10.522483 eta: 1 day, 8:09:44 batch_cost: 0.3611 data_cost: 0.0007 ips: 11.0762 images/s [05/14 16:07:35] ppdet.engine INFO: Epoch: [29] [ 800/7329] learning_rate: 0.000100 loss_class: 0.654293 loss_bbox: 0.167461 loss_giou: 0.445862 loss_class_aux: 2.792079 loss_bbox_aux: 0.729264 loss_giou_aux: 1.959877 loss_class_dn: 0.362710 loss_bbox_dn: 0.187744 loss_giou_dn: 0.449176 loss_class_aux_dn: 1.188166 loss_bbox_aux_dn: 0.726793 loss_giou_aux_dn: 1.562371 loss: 11.898457 eta: 1 day, 8:08:28 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1748 images/s [05/14 16:08:56] ppdet.engine INFO: Epoch: [29] [1000/7329] learning_rate: 0.000100 loss_class: 0.697683 loss_bbox: 0.141193 loss_giou: 0.376011 loss_class_aux: 2.844423 loss_bbox_aux: 0.666725 loss_giou_aux: 1.629452 loss_class_dn: 0.338233 loss_bbox_dn: 0.186788 loss_giou_dn: 0.396370 loss_class_aux_dn: 1.110430 loss_bbox_aux_dn: 0.696130 loss_giou_aux_dn: 1.342885 loss: 10.701029 eta: 1 day, 8:07:12 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1085 images/s [05/14 16:10:14] ppdet.engine INFO: Epoch: [29] [1200/7329] learning_rate: 0.000100 loss_class: 0.665907 loss_bbox: 0.160055 loss_giou: 0.412284 loss_class_aux: 2.915784 loss_bbox_aux: 0.742240 loss_giou_aux: 1.793089 loss_class_dn: 0.353365 loss_bbox_dn: 0.200530 loss_giou_dn: 0.425935 loss_class_aux_dn: 1.176459 loss_bbox_aux_dn: 0.746891 loss_giou_aux_dn: 1.436789 loss: 11.466512 eta: 1 day, 8:05:54 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2876 images/s [05/14 16:11:35] ppdet.engine INFO: Epoch: [29] [1400/7329] learning_rate: 0.000100 loss_class: 0.668932 loss_bbox: 0.155972 loss_giou: 0.442106 loss_class_aux: 2.841640 loss_bbox_aux: 0.687555 loss_giou_aux: 1.951369 loss_class_dn: 0.357865 loss_bbox_dn: 0.179450 loss_giou_dn: 0.440105 loss_class_aux_dn: 1.140331 loss_bbox_aux_dn: 0.655255 loss_giou_aux_dn: 1.499405 loss: 10.994390 eta: 1 day, 8:04:39 batch_cost: 0.3632 data_cost: 0.0007 ips: 11.0120 images/s [05/14 16:12:54] ppdet.engine INFO: Epoch: [29] [1600/7329] learning_rate: 0.000100 loss_class: 0.620859 loss_bbox: 0.146818 loss_giou: 0.409202 loss_class_aux: 2.670169 loss_bbox_aux: 0.681523 loss_giou_aux: 1.777525 loss_class_dn: 0.359852 loss_bbox_dn: 0.181984 loss_giou_dn: 0.428737 loss_class_aux_dn: 1.152317 loss_bbox_aux_dn: 0.661952 loss_giou_aux_dn: 1.451196 loss: 11.206150 eta: 1 day, 8:03:22 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2293 images/s [05/14 16:14:14] ppdet.engine INFO: Epoch: [29] [1800/7329] learning_rate: 0.000100 loss_class: 0.672062 loss_bbox: 0.155255 loss_giou: 0.424670 loss_class_aux: 2.852417 loss_bbox_aux: 0.692911 loss_giou_aux: 1.894645 loss_class_dn: 0.350822 loss_bbox_dn: 0.187387 loss_giou_dn: 0.434633 loss_class_aux_dn: 1.137388 loss_bbox_aux_dn: 0.693533 loss_giou_aux_dn: 1.460643 loss: 10.925725 eta: 1 day, 8:02:06 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0960 images/s [05/14 16:15:35] ppdet.engine INFO: Epoch: [29] [2000/7329] learning_rate: 0.000100 loss_class: 0.617483 loss_bbox: 0.157360 loss_giou: 0.385460 loss_class_aux: 2.657882 loss_bbox_aux: 0.693160 loss_giou_aux: 1.652317 loss_class_dn: 0.320949 loss_bbox_dn: 0.180873 loss_giou_dn: 0.363008 loss_class_aux_dn: 1.041755 loss_bbox_aux_dn: 0.663602 loss_giou_aux_dn: 1.294012 loss: 10.099607 eta: 1 day, 8:00:51 batch_cost: 0.3631 data_cost: 0.0007 ips: 11.0177 images/s [05/14 16:16:53] ppdet.engine INFO: Epoch: [29] [2200/7329] learning_rate: 0.000100 loss_class: 0.640726 loss_bbox: 0.136788 loss_giou: 0.361225 loss_class_aux: 2.762278 loss_bbox_aux: 0.664984 loss_giou_aux: 1.616219 loss_class_dn: 0.345446 loss_bbox_dn: 0.177403 loss_giou_dn: 0.388166 loss_class_aux_dn: 1.143492 loss_bbox_aux_dn: 0.645238 loss_giou_aux_dn: 1.337621 loss: 10.462604 eta: 1 day, 7:59:33 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3864 images/s [05/14 16:18:11] ppdet.engine INFO: Epoch: [29] [2400/7329] learning_rate: 0.000100 loss_class: 0.657132 loss_bbox: 0.173792 loss_giou: 0.435212 loss_class_aux: 2.743678 loss_bbox_aux: 0.752601 loss_giou_aux: 1.858351 loss_class_dn: 0.344339 loss_bbox_dn: 0.190749 loss_giou_dn: 0.430856 loss_class_aux_dn: 1.125871 loss_bbox_aux_dn: 0.692737 loss_giou_aux_dn: 1.465221 loss: 11.176818 eta: 1 day, 7:58:14 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3766 images/s [05/14 16:19:30] ppdet.engine INFO: Epoch: [29] [2600/7329] learning_rate: 0.000100 loss_class: 0.649856 loss_bbox: 0.144110 loss_giou: 0.357018 loss_class_aux: 2.820130 loss_bbox_aux: 0.669232 loss_giou_aux: 1.600868 loss_class_dn: 0.349230 loss_bbox_dn: 0.181590 loss_giou_dn: 0.402411 loss_class_aux_dn: 1.127774 loss_bbox_aux_dn: 0.682521 loss_giou_aux_dn: 1.366514 loss: 10.602046 eta: 1 day, 7:56:57 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2573 images/s [05/14 16:20:49] ppdet.engine INFO: Epoch: [29] [2800/7329] learning_rate: 0.000100 loss_class: 0.619600 loss_bbox: 0.147669 loss_giou: 0.409199 loss_class_aux: 2.647963 loss_bbox_aux: 0.672267 loss_giou_aux: 1.769614 loss_class_dn: 0.334442 loss_bbox_dn: 0.170680 loss_giou_dn: 0.418239 loss_class_aux_dn: 1.088579 loss_bbox_aux_dn: 0.620816 loss_giou_aux_dn: 1.392177 loss: 10.584193 eta: 1 day, 7:55:40 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2576 images/s [05/14 16:22:10] ppdet.engine INFO: Epoch: [29] [3000/7329] learning_rate: 0.000100 loss_class: 0.701402 loss_bbox: 0.164616 loss_giou: 0.414640 loss_class_aux: 2.889597 loss_bbox_aux: 0.709503 loss_giou_aux: 1.841317 loss_class_dn: 0.351602 loss_bbox_dn: 0.169124 loss_giou_dn: 0.417454 loss_class_aux_dn: 1.167373 loss_bbox_aux_dn: 0.657470 loss_giou_aux_dn: 1.437385 loss: 11.364838 eta: 1 day, 7:54:27 batch_cost: 0.3708 data_cost: 0.0006 ips: 10.7867 images/s [05/14 16:23:29] ppdet.engine INFO: Epoch: [29] [3200/7329] learning_rate: 0.000100 loss_class: 0.714485 loss_bbox: 0.163667 loss_giou: 0.449145 loss_class_aux: 3.029346 loss_bbox_aux: 0.736007 loss_giou_aux: 1.879071 loss_class_dn: 0.355302 loss_bbox_dn: 0.184893 loss_giou_dn: 0.427588 loss_class_aux_dn: 1.150321 loss_bbox_aux_dn: 0.656841 loss_giou_aux_dn: 1.459185 loss: 11.830492 eta: 1 day, 7:53:10 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2485 images/s [05/14 16:24:48] ppdet.engine INFO: Epoch: [29] [3400/7329] learning_rate: 0.000100 loss_class: 0.673227 loss_bbox: 0.152335 loss_giou: 0.428438 loss_class_aux: 2.859579 loss_bbox_aux: 0.688584 loss_giou_aux: 1.883577 loss_class_dn: 0.337404 loss_bbox_dn: 0.178913 loss_giou_dn: 0.405850 loss_class_aux_dn: 1.115503 loss_bbox_aux_dn: 0.660434 loss_giou_aux_dn: 1.383948 loss: 11.078699 eta: 1 day, 7:51:53 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1744 images/s [05/14 16:26:08] ppdet.engine INFO: Epoch: [29] [3600/7329] learning_rate: 0.000100 loss_class: 0.665397 loss_bbox: 0.171212 loss_giou: 0.413666 loss_class_aux: 2.859536 loss_bbox_aux: 0.734908 loss_giou_aux: 1.760723 loss_class_dn: 0.348092 loss_bbox_dn: 0.194059 loss_giou_dn: 0.435274 loss_class_aux_dn: 1.141212 loss_bbox_aux_dn: 0.714162 loss_giou_aux_dn: 1.481773 loss: 11.280519 eta: 1 day, 7:50:38 batch_cost: 0.3607 data_cost: 0.0007 ips: 11.0897 images/s [05/14 16:27:27] ppdet.engine INFO: Epoch: [29] [3800/7329] learning_rate: 0.000100 loss_class: 0.676897 loss_bbox: 0.159573 loss_giou: 0.378534 loss_class_aux: 2.811411 loss_bbox_aux: 0.694454 loss_giou_aux: 1.710861 loss_class_dn: 0.346965 loss_bbox_dn: 0.188297 loss_giou_dn: 0.428696 loss_class_aux_dn: 1.167744 loss_bbox_aux_dn: 0.681618 loss_giou_aux_dn: 1.432015 loss: 11.330258 eta: 1 day, 7:49:20 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3129 images/s [05/14 16:28:45] ppdet.engine INFO: Epoch: [29] [4000/7329] learning_rate: 0.000100 loss_class: 0.659069 loss_bbox: 0.151155 loss_giou: 0.415059 loss_class_aux: 2.924499 loss_bbox_aux: 0.667501 loss_giou_aux: 1.806796 loss_class_dn: 0.353916 loss_bbox_dn: 0.176817 loss_giou_dn: 0.448102 loss_class_aux_dn: 1.173819 loss_bbox_aux_dn: 0.662134 loss_giou_aux_dn: 1.513766 loss: 11.712007 eta: 1 day, 7:48:02 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3430 images/s [05/14 16:30:04] ppdet.engine INFO: Epoch: [29] [4200/7329] learning_rate: 0.000100 loss_class: 0.617437 loss_bbox: 0.147126 loss_giou: 0.425033 loss_class_aux: 2.670936 loss_bbox_aux: 0.647117 loss_giou_aux: 1.854983 loss_class_dn: 0.359602 loss_bbox_dn: 0.163381 loss_giou_dn: 0.440636 loss_class_aux_dn: 1.177445 loss_bbox_aux_dn: 0.618871 loss_giou_aux_dn: 1.497988 loss: 11.218457 eta: 1 day, 7:46:45 batch_cost: 0.3568 data_cost: 0.0008 ips: 11.2097 images/s [05/14 16:31:23] ppdet.engine INFO: Epoch: [29] [4400/7329] learning_rate: 0.000100 loss_class: 0.642860 loss_bbox: 0.146262 loss_giou: 0.422889 loss_class_aux: 2.747593 loss_bbox_aux: 0.652302 loss_giou_aux: 1.810273 loss_class_dn: 0.345246 loss_bbox_dn: 0.169800 loss_giou_dn: 0.439606 loss_class_aux_dn: 1.126542 loss_bbox_aux_dn: 0.647506 loss_giou_aux_dn: 1.479997 loss: 11.117675 eta: 1 day, 7:45:27 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3438 images/s [05/14 16:32:42] ppdet.engine INFO: Epoch: [29] [4600/7329] learning_rate: 0.000100 loss_class: 0.652554 loss_bbox: 0.161165 loss_giou: 0.399745 loss_class_aux: 2.656625 loss_bbox_aux: 0.731377 loss_giou_aux: 1.779435 loss_class_dn: 0.353447 loss_bbox_dn: 0.192292 loss_giou_dn: 0.426838 loss_class_aux_dn: 1.132267 loss_bbox_aux_dn: 0.722761 loss_giou_aux_dn: 1.452609 loss: 11.165326 eta: 1 day, 7:44:11 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1232 images/s [05/14 16:34:00] ppdet.engine INFO: Epoch: [29] [4800/7329] learning_rate: 0.000100 loss_class: 0.616116 loss_bbox: 0.150413 loss_giou: 0.366100 loss_class_aux: 2.666013 loss_bbox_aux: 0.665777 loss_giou_aux: 1.581345 loss_class_dn: 0.330168 loss_bbox_dn: 0.169651 loss_giou_dn: 0.398103 loss_class_aux_dn: 1.099249 loss_bbox_aux_dn: 0.651779 loss_giou_aux_dn: 1.358236 loss: 10.559155 eta: 1 day, 7:42:53 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3548 images/s [05/14 16:35:20] ppdet.engine INFO: Epoch: [29] [5000/7329] learning_rate: 0.000100 loss_class: 0.679016 loss_bbox: 0.160435 loss_giou: 0.553352 loss_class_aux: 2.805588 loss_bbox_aux: 0.687894 loss_giou_aux: 2.309407 loss_class_dn: 0.376239 loss_bbox_dn: 0.162249 loss_giou_dn: 0.514163 loss_class_aux_dn: 1.247431 loss_bbox_aux_dn: 0.604728 loss_giou_aux_dn: 1.704826 loss: 12.324524 eta: 1 day, 7:41:37 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1549 images/s [05/14 16:36:38] ppdet.engine INFO: Epoch: [29] [5200/7329] learning_rate: 0.000100 loss_class: 0.661893 loss_bbox: 0.156336 loss_giou: 0.389897 loss_class_aux: 2.768054 loss_bbox_aux: 0.675180 loss_giou_aux: 1.712666 loss_class_dn: 0.338736 loss_bbox_dn: 0.178565 loss_giou_dn: 0.395780 loss_class_aux_dn: 1.108046 loss_bbox_aux_dn: 0.678444 loss_giou_aux_dn: 1.350042 loss: 10.648992 eta: 1 day, 7:40:19 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2961 images/s [05/14 16:37:57] ppdet.engine INFO: Epoch: [29] [5400/7329] learning_rate: 0.000100 loss_class: 0.671034 loss_bbox: 0.168856 loss_giou: 0.460190 loss_class_aux: 2.878185 loss_bbox_aux: 0.729774 loss_giou_aux: 1.882378 loss_class_dn: 0.359869 loss_bbox_dn: 0.197659 loss_giou_dn: 0.428377 loss_class_aux_dn: 1.174116 loss_bbox_aux_dn: 0.702474 loss_giou_aux_dn: 1.467598 loss: 11.323353 eta: 1 day, 7:39:02 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3248 images/s [05/14 16:39:14] ppdet.engine INFO: Epoch: [29] [5600/7329] learning_rate: 0.000100 loss_class: 0.707842 loss_bbox: 0.175956 loss_giou: 0.419205 loss_class_aux: 3.008612 loss_bbox_aux: 0.769201 loss_giou_aux: 1.817626 loss_class_dn: 0.381735 loss_bbox_dn: 0.203591 loss_giou_dn: 0.444002 loss_class_aux_dn: 1.211076 loss_bbox_aux_dn: 0.724482 loss_giou_aux_dn: 1.495786 loss: 11.299615 eta: 1 day, 7:37:43 batch_cost: 0.3509 data_cost: 0.0007 ips: 11.3993 images/s [05/14 16:40:33] ppdet.engine INFO: Epoch: [29] [5800/7329] learning_rate: 0.000100 loss_class: 0.624416 loss_bbox: 0.153116 loss_giou: 0.380148 loss_class_aux: 2.691999 loss_bbox_aux: 0.677302 loss_giou_aux: 1.696930 loss_class_dn: 0.330052 loss_bbox_dn: 0.169476 loss_giou_dn: 0.375704 loss_class_aux_dn: 1.112485 loss_bbox_aux_dn: 0.621331 loss_giou_aux_dn: 1.287491 loss: 10.717693 eta: 1 day, 7:36:26 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3282 images/s [05/14 16:41:51] ppdet.engine INFO: Epoch: [29] [6000/7329] learning_rate: 0.000100 loss_class: 0.631294 loss_bbox: 0.163823 loss_giou: 0.408983 loss_class_aux: 2.704699 loss_bbox_aux: 0.724667 loss_giou_aux: 1.779211 loss_class_dn: 0.332924 loss_bbox_dn: 0.187280 loss_giou_dn: 0.411451 loss_class_aux_dn: 1.103377 loss_bbox_aux_dn: 0.691168 loss_giou_aux_dn: 1.339128 loss: 10.902254 eta: 1 day, 7:35:08 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2634 images/s [05/14 16:43:09] ppdet.engine INFO: Epoch: [29] [6200/7329] learning_rate: 0.000100 loss_class: 0.650127 loss_bbox: 0.154942 loss_giou: 0.426403 loss_class_aux: 2.797294 loss_bbox_aux: 0.682202 loss_giou_aux: 1.810227 loss_class_dn: 0.348927 loss_bbox_dn: 0.176920 loss_giou_dn: 0.411216 loss_class_aux_dn: 1.140692 loss_bbox_aux_dn: 0.648981 loss_giou_aux_dn: 1.409364 loss: 11.001307 eta: 1 day, 7:33:50 batch_cost: 0.3501 data_cost: 0.0007 ips: 11.4267 images/s [05/14 16:44:28] ppdet.engine INFO: Epoch: [29] [6400/7329] learning_rate: 0.000100 loss_class: 0.657409 loss_bbox: 0.151834 loss_giou: 0.380348 loss_class_aux: 2.809171 loss_bbox_aux: 0.693751 loss_giou_aux: 1.599998 loss_class_dn: 0.338326 loss_bbox_dn: 0.183428 loss_giou_dn: 0.387358 loss_class_aux_dn: 1.095374 loss_bbox_aux_dn: 0.675176 loss_giou_aux_dn: 1.323395 loss: 10.417957 eta: 1 day, 7:32:33 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2399 images/s [05/14 16:45:47] ppdet.engine INFO: Epoch: [29] [6600/7329] learning_rate: 0.000100 loss_class: 0.661881 loss_bbox: 0.153098 loss_giou: 0.416593 loss_class_aux: 2.879322 loss_bbox_aux: 0.711673 loss_giou_aux: 1.801953 loss_class_dn: 0.366906 loss_bbox_dn: 0.176716 loss_giou_dn: 0.411027 loss_class_aux_dn: 1.207948 loss_bbox_aux_dn: 0.661217 loss_giou_aux_dn: 1.448350 loss: 11.578150 eta: 1 day, 7:31:16 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2498 images/s [05/14 16:47:06] ppdet.engine INFO: Epoch: [29] [6800/7329] learning_rate: 0.000100 loss_class: 0.666865 loss_bbox: 0.156914 loss_giou: 0.424762 loss_class_aux: 2.787487 loss_bbox_aux: 0.703722 loss_giou_aux: 1.845738 loss_class_dn: 0.361000 loss_bbox_dn: 0.201494 loss_giou_dn: 0.422584 loss_class_aux_dn: 1.179297 loss_bbox_aux_dn: 0.710573 loss_giou_aux_dn: 1.443915 loss: 11.570305 eta: 1 day, 7:29:59 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2309 images/s [05/14 16:48:24] ppdet.engine INFO: Epoch: [29] [7000/7329] learning_rate: 0.000100 loss_class: 0.692250 loss_bbox: 0.164853 loss_giou: 0.425852 loss_class_aux: 2.968790 loss_bbox_aux: 0.727239 loss_giou_aux: 1.809270 loss_class_dn: 0.349073 loss_bbox_dn: 0.193009 loss_giou_dn: 0.402235 loss_class_aux_dn: 1.162509 loss_bbox_aux_dn: 0.709439 loss_giou_aux_dn: 1.382024 loss: 11.269995 eta: 1 day, 7:28:42 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2642 images/s [05/14 16:49:44] ppdet.engine INFO: Epoch: [29] [7200/7329] learning_rate: 0.000100 loss_class: 0.675772 loss_bbox: 0.158174 loss_giou: 0.447181 loss_class_aux: 2.901529 loss_bbox_aux: 0.707392 loss_giou_aux: 1.875723 loss_class_dn: 0.358342 loss_bbox_dn: 0.188307 loss_giou_dn: 0.447339 loss_class_aux_dn: 1.170167 loss_bbox_aux_dn: 0.689530 loss_giou_aux_dn: 1.515507 loss: 11.686996 eta: 1 day, 7:27:26 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1266 images/s [05/14 16:50:36] ppdet.engine INFO: Eval iter: 0 [05/14 16:50:42] ppdet.engine INFO: Eval iter: 100 [05/14 16:50:49] ppdet.engine INFO: Eval iter: 200 [05/14 16:50:56] ppdet.engine INFO: Eval iter: 300 [05/14 16:51:03] ppdet.engine INFO: Eval iter: 400 [05/14 16:51:09] ppdet.engine INFO: Eval iter: 500 [05/14 16:51:16] ppdet.engine INFO: Eval iter: 600 [05/14 16:51:22] ppdet.engine INFO: Eval iter: 700 [05/14 16:51:29] ppdet.engine INFO: Eval iter: 800 [05/14 16:51:36] ppdet.engine INFO: Eval iter: 900 [05/14 16:51:42] ppdet.engine INFO: Eval iter: 1000 [05/14 16:51:49] ppdet.engine INFO: Eval iter: 1100 [05/14 16:51:55] ppdet.engine INFO: Eval iter: 1200 [05/14 16:52:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 16:52:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.81s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=92.90s). Accumulating evaluation results... DONE (t=22.37s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.468 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.643 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.289 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 ] = 0.365 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 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.868 [05/14 16:54:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.23653895306114 [05/14 16:54:31] ppdet.engine INFO: Best test bbox ap is 0.468. [05/14 16:54:34] ppdet.engine INFO: Epoch: [30] [ 0/7329] learning_rate: 0.000100 loss_class: 0.719804 loss_bbox: 0.171627 loss_giou: 0.458244 loss_class_aux: 3.051685 loss_bbox_aux: 0.773347 loss_giou_aux: 1.968568 loss_class_dn: 0.371471 loss_bbox_dn: 0.198808 loss_giou_dn: 0.451845 loss_class_aux_dn: 1.192714 loss_bbox_aux_dn: 0.727121 loss_giou_aux_dn: 1.521744 loss: 11.901934 eta: 1 day, 7:26:35 batch_cost: 0.3499 data_cost: 0.0007 ips: 11.4307 images/s [05/14 16:55:53] ppdet.engine INFO: Epoch: [30] [ 200/7329] learning_rate: 0.000100 loss_class: 0.643701 loss_bbox: 0.143269 loss_giou: 0.392910 loss_class_aux: 2.753861 loss_bbox_aux: 0.619227 loss_giou_aux: 1.682549 loss_class_dn: 0.323855 loss_bbox_dn: 0.174042 loss_giou_dn: 0.393300 loss_class_aux_dn: 1.070853 loss_bbox_aux_dn: 0.639302 loss_giou_aux_dn: 1.341220 loss: 10.460411 eta: 1 day, 7:25:17 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3163 images/s [05/14 16:57:12] ppdet.engine INFO: Epoch: [30] [ 400/7329] learning_rate: 0.000100 loss_class: 0.667547 loss_bbox: 0.159947 loss_giou: 0.416388 loss_class_aux: 2.846102 loss_bbox_aux: 0.699540 loss_giou_aux: 1.811258 loss_class_dn: 0.370982 loss_bbox_dn: 0.178652 loss_giou_dn: 0.457953 loss_class_aux_dn: 1.219698 loss_bbox_aux_dn: 0.643016 loss_giou_aux_dn: 1.541663 loss: 11.520144 eta: 1 day, 7:24:00 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2538 images/s [05/14 16:58:32] ppdet.engine INFO: Epoch: [30] [ 600/7329] learning_rate: 0.000100 loss_class: 0.635248 loss_bbox: 0.146759 loss_giou: 0.394615 loss_class_aux: 2.690094 loss_bbox_aux: 0.659540 loss_giou_aux: 1.670514 loss_class_dn: 0.350461 loss_bbox_dn: 0.180648 loss_giou_dn: 0.391920 loss_class_aux_dn: 1.169979 loss_bbox_aux_dn: 0.650645 loss_giou_aux_dn: 1.381510 loss: 10.840234 eta: 1 day, 7:22:44 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1381 images/s [05/14 16:59:50] ppdet.engine INFO: Epoch: [30] [ 800/7329] learning_rate: 0.000100 loss_class: 0.674564 loss_bbox: 0.144346 loss_giou: 0.425934 loss_class_aux: 2.847411 loss_bbox_aux: 0.678169 loss_giou_aux: 1.811670 loss_class_dn: 0.344374 loss_bbox_dn: 0.182736 loss_giou_dn: 0.437814 loss_class_aux_dn: 1.145353 loss_bbox_aux_dn: 0.670621 loss_giou_aux_dn: 1.483295 loss: 11.030437 eta: 1 day, 7:21:27 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2658 images/s [05/14 17:01:09] ppdet.engine INFO: Epoch: [30] [1000/7329] learning_rate: 0.000100 loss_class: 0.658116 loss_bbox: 0.142293 loss_giou: 0.406513 loss_class_aux: 2.786307 loss_bbox_aux: 0.679962 loss_giou_aux: 1.781574 loss_class_dn: 0.347889 loss_bbox_dn: 0.165862 loss_giou_dn: 0.395278 loss_class_aux_dn: 1.153523 loss_bbox_aux_dn: 0.639856 loss_giou_aux_dn: 1.373401 loss: 11.184753 eta: 1 day, 7:20:10 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3017 images/s [05/14 17:02:30] ppdet.engine INFO: Epoch: [30] [1200/7329] learning_rate: 0.000100 loss_class: 0.635290 loss_bbox: 0.143522 loss_giou: 0.353882 loss_class_aux: 2.715654 loss_bbox_aux: 0.650172 loss_giou_aux: 1.557014 loss_class_dn: 0.328676 loss_bbox_dn: 0.183463 loss_giou_dn: 0.378999 loss_class_aux_dn: 1.093770 loss_bbox_aux_dn: 0.640716 loss_giou_aux_dn: 1.329329 loss: 10.220817 eta: 1 day, 7:18:56 batch_cost: 0.3682 data_cost: 0.0007 ips: 10.8628 images/s [05/14 17:03:49] ppdet.engine INFO: Epoch: [30] [1400/7329] learning_rate: 0.000100 loss_class: 0.607258 loss_bbox: 0.151764 loss_giou: 0.377175 loss_class_aux: 2.568689 loss_bbox_aux: 0.680469 loss_giou_aux: 1.698870 loss_class_dn: 0.338073 loss_bbox_dn: 0.173035 loss_giou_dn: 0.414072 loss_class_aux_dn: 1.104876 loss_bbox_aux_dn: 0.656881 loss_giou_aux_dn: 1.442026 loss: 10.548076 eta: 1 day, 7:17:40 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2581 images/s [05/14 17:05:10] ppdet.engine INFO: Epoch: [30] [1600/7329] learning_rate: 0.000100 loss_class: 0.642453 loss_bbox: 0.148088 loss_giou: 0.369219 loss_class_aux: 2.758736 loss_bbox_aux: 0.678833 loss_giou_aux: 1.593236 loss_class_dn: 0.352599 loss_bbox_dn: 0.185131 loss_giou_dn: 0.381434 loss_class_aux_dn: 1.142180 loss_bbox_aux_dn: 0.662832 loss_giou_aux_dn: 1.290024 loss: 10.591269 eta: 1 day, 7:16:25 batch_cost: 0.3636 data_cost: 0.0007 ips: 11.0025 images/s [05/14 17:06:29] ppdet.engine INFO: Epoch: [30] [1800/7329] learning_rate: 0.000100 loss_class: 0.705639 loss_bbox: 0.158876 loss_giou: 0.446383 loss_class_aux: 2.907197 loss_bbox_aux: 0.741477 loss_giou_aux: 1.950106 loss_class_dn: 0.376889 loss_bbox_dn: 0.186160 loss_giou_dn: 0.466075 loss_class_aux_dn: 1.224334 loss_bbox_aux_dn: 0.671941 loss_giou_aux_dn: 1.564561 loss: 11.965189 eta: 1 day, 7:15:08 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2487 images/s [05/14 17:07:47] ppdet.engine INFO: Epoch: [30] [2000/7329] learning_rate: 0.000100 loss_class: 0.689952 loss_bbox: 0.144686 loss_giou: 0.426008 loss_class_aux: 2.919031 loss_bbox_aux: 0.687954 loss_giou_aux: 1.854721 loss_class_dn: 0.356668 loss_bbox_dn: 0.180203 loss_giou_dn: 0.436417 loss_class_aux_dn: 1.206814 loss_bbox_aux_dn: 0.661308 loss_giou_aux_dn: 1.460018 loss: 11.170774 eta: 1 day, 7:13:50 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3477 images/s [05/14 17:09:06] ppdet.engine INFO: Epoch: [30] [2200/7329] learning_rate: 0.000100 loss_class: 0.617128 loss_bbox: 0.161338 loss_giou: 0.409888 loss_class_aux: 2.680813 loss_bbox_aux: 0.695365 loss_giou_aux: 1.737632 loss_class_dn: 0.339379 loss_bbox_dn: 0.169187 loss_giou_dn: 0.417862 loss_class_aux_dn: 1.117960 loss_bbox_aux_dn: 0.624972 loss_giou_aux_dn: 1.399929 loss: 10.876736 eta: 1 day, 7:12:34 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2052 images/s [05/14 17:10:24] ppdet.engine INFO: Epoch: [30] [2400/7329] learning_rate: 0.000100 loss_class: 0.682113 loss_bbox: 0.144527 loss_giou: 0.456074 loss_class_aux: 2.891563 loss_bbox_aux: 0.662823 loss_giou_aux: 1.970282 loss_class_dn: 0.368154 loss_bbox_dn: 0.159835 loss_giou_dn: 0.451607 loss_class_aux_dn: 1.205990 loss_bbox_aux_dn: 0.597147 loss_giou_aux_dn: 1.568152 loss: 11.507589 eta: 1 day, 7:11:16 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3112 images/s [05/14 17:11:44] ppdet.engine INFO: Epoch: [30] [2600/7329] learning_rate: 0.000100 loss_class: 0.647892 loss_bbox: 0.143838 loss_giou: 0.441077 loss_class_aux: 2.762976 loss_bbox_aux: 0.658410 loss_giou_aux: 1.896286 loss_class_dn: 0.369720 loss_bbox_dn: 0.168368 loss_giou_dn: 0.450072 loss_class_aux_dn: 1.214515 loss_bbox_aux_dn: 0.633626 loss_giou_aux_dn: 1.537532 loss: 11.736781 eta: 1 day, 7:10:00 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1751 images/s [05/14 17:13:02] ppdet.engine INFO: Epoch: [30] [2800/7329] learning_rate: 0.000100 loss_class: 0.658881 loss_bbox: 0.151568 loss_giou: 0.409868 loss_class_aux: 2.808667 loss_bbox_aux: 0.680038 loss_giou_aux: 1.727630 loss_class_dn: 0.350554 loss_bbox_dn: 0.165132 loss_giou_dn: 0.421539 loss_class_aux_dn: 1.138775 loss_bbox_aux_dn: 0.623834 loss_giou_aux_dn: 1.452901 loss: 11.029165 eta: 1 day, 7:08:44 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2336 images/s [05/14 17:14:21] ppdet.engine INFO: Epoch: [30] [3000/7329] learning_rate: 0.000100 loss_class: 0.641562 loss_bbox: 0.147579 loss_giou: 0.434305 loss_class_aux: 2.675253 loss_bbox_aux: 0.664788 loss_giou_aux: 1.870808 loss_class_dn: 0.352415 loss_bbox_dn: 0.175311 loss_giou_dn: 0.423219 loss_class_aux_dn: 1.151571 loss_bbox_aux_dn: 0.620161 loss_giou_aux_dn: 1.449951 loss: 10.977713 eta: 1 day, 7:07:27 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2592 images/s [05/14 17:15:41] ppdet.engine INFO: Epoch: [30] [3200/7329] learning_rate: 0.000100 loss_class: 0.678514 loss_bbox: 0.161287 loss_giou: 0.426045 loss_class_aux: 2.886988 loss_bbox_aux: 0.741993 loss_giou_aux: 1.816837 loss_class_dn: 0.366710 loss_bbox_dn: 0.199927 loss_giou_dn: 0.427923 loss_class_aux_dn: 1.171594 loss_bbox_aux_dn: 0.718190 loss_giou_aux_dn: 1.500969 loss: 11.571700 eta: 1 day, 7:06:11 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1194 images/s [05/14 17:17:00] ppdet.engine INFO: Epoch: [30] [3400/7329] learning_rate: 0.000100 loss_class: 0.639052 loss_bbox: 0.155950 loss_giou: 0.413625 loss_class_aux: 2.706630 loss_bbox_aux: 0.691527 loss_giou_aux: 1.829954 loss_class_dn: 0.346834 loss_bbox_dn: 0.172872 loss_giou_dn: 0.414558 loss_class_aux_dn: 1.127589 loss_bbox_aux_dn: 0.644544 loss_giou_aux_dn: 1.396336 loss: 10.806209 eta: 1 day, 7:04:55 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1903 images/s [05/14 17:18:18] ppdet.engine INFO: Epoch: [30] [3600/7329] learning_rate: 0.000100 loss_class: 0.636967 loss_bbox: 0.162468 loss_giou: 0.393637 loss_class_aux: 2.797737 loss_bbox_aux: 0.700919 loss_giou_aux: 1.720997 loss_class_dn: 0.336914 loss_bbox_dn: 0.188868 loss_giou_dn: 0.400391 loss_class_aux_dn: 1.084411 loss_bbox_aux_dn: 0.666064 loss_giou_aux_dn: 1.368005 loss: 11.212109 eta: 1 day, 7:03:37 batch_cost: 0.3528 data_cost: 0.0006 ips: 11.3375 images/s [05/14 17:19:37] ppdet.engine INFO: Epoch: [30] [3800/7329] learning_rate: 0.000100 loss_class: 0.579563 loss_bbox: 0.137338 loss_giou: 0.408349 loss_class_aux: 2.534453 loss_bbox_aux: 0.631187 loss_giou_aux: 1.775153 loss_class_dn: 0.333742 loss_bbox_dn: 0.148772 loss_giou_dn: 0.400676 loss_class_aux_dn: 1.082577 loss_bbox_aux_dn: 0.553602 loss_giou_aux_dn: 1.389401 loss: 10.210516 eta: 1 day, 7:02:20 batch_cost: 0.3529 data_cost: 0.0008 ips: 11.3342 images/s [05/14 17:20:57] ppdet.engine INFO: Epoch: [30] [4000/7329] learning_rate: 0.000100 loss_class: 0.655626 loss_bbox: 0.150093 loss_giou: 0.458082 loss_class_aux: 2.788943 loss_bbox_aux: 0.670695 loss_giou_aux: 1.931315 loss_class_dn: 0.360162 loss_bbox_dn: 0.167910 loss_giou_dn: 0.461374 loss_class_aux_dn: 1.163706 loss_bbox_aux_dn: 0.611808 loss_giou_aux_dn: 1.583490 loss: 11.660692 eta: 1 day, 7:01:04 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0964 images/s [05/14 17:22:16] ppdet.engine INFO: Epoch: [30] [4200/7329] learning_rate: 0.000100 loss_class: 0.662749 loss_bbox: 0.158392 loss_giou: 0.439770 loss_class_aux: 2.892692 loss_bbox_aux: 0.712019 loss_giou_aux: 1.905673 loss_class_dn: 0.366504 loss_bbox_dn: 0.182332 loss_giou_dn: 0.441235 loss_class_aux_dn: 1.223099 loss_bbox_aux_dn: 0.676693 loss_giou_aux_dn: 1.517610 loss: 11.849876 eta: 1 day, 6:59:47 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2931 images/s [05/14 17:23:34] ppdet.engine INFO: Epoch: [30] [4400/7329] learning_rate: 0.000100 loss_class: 0.666637 loss_bbox: 0.149036 loss_giou: 0.368282 loss_class_aux: 2.807596 loss_bbox_aux: 0.666908 loss_giou_aux: 1.618135 loss_class_dn: 0.326621 loss_bbox_dn: 0.168858 loss_giou_dn: 0.371806 loss_class_aux_dn: 1.097178 loss_bbox_aux_dn: 0.652597 loss_giou_aux_dn: 1.256655 loss: 10.091160 eta: 1 day, 6:58:30 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3573 images/s [05/14 17:24:53] ppdet.engine INFO: Epoch: [30] [4600/7329] learning_rate: 0.000100 loss_class: 0.663200 loss_bbox: 0.157846 loss_giou: 0.435199 loss_class_aux: 2.811388 loss_bbox_aux: 0.720855 loss_giou_aux: 1.844355 loss_class_dn: 0.353075 loss_bbox_dn: 0.174767 loss_giou_dn: 0.417459 loss_class_aux_dn: 1.149432 loss_bbox_aux_dn: 0.634117 loss_giou_aux_dn: 1.401707 loss: 10.815653 eta: 1 day, 6:57:13 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2816 images/s [05/14 17:26:12] ppdet.engine INFO: Epoch: [30] [4800/7329] learning_rate: 0.000100 loss_class: 0.692427 loss_bbox: 0.150187 loss_giou: 0.371184 loss_class_aux: 2.908383 loss_bbox_aux: 0.712985 loss_giou_aux: 1.594495 loss_class_dn: 0.338413 loss_bbox_dn: 0.188936 loss_giou_dn: 0.400989 loss_class_aux_dn: 1.122139 loss_bbox_aux_dn: 0.698499 loss_giou_aux_dn: 1.405811 loss: 10.555152 eta: 1 day, 6:55:56 batch_cost: 0.3573 data_cost: 0.0006 ips: 11.1938 images/s [05/14 17:27:31] ppdet.engine INFO: Epoch: [30] [5000/7329] learning_rate: 0.000100 loss_class: 0.675745 loss_bbox: 0.148600 loss_giou: 0.486708 loss_class_aux: 2.846364 loss_bbox_aux: 0.667610 loss_giou_aux: 2.090616 loss_class_dn: 0.374787 loss_bbox_dn: 0.166821 loss_giou_dn: 0.476464 loss_class_aux_dn: 1.221153 loss_bbox_aux_dn: 0.620824 loss_giou_aux_dn: 1.601999 loss: 11.886563 eta: 1 day, 6:54:40 batch_cost: 0.3584 data_cost: 0.0006 ips: 11.1613 images/s [05/14 17:28:50] ppdet.engine INFO: Epoch: [30] [5200/7329] learning_rate: 0.000100 loss_class: 0.683307 loss_bbox: 0.162027 loss_giou: 0.452604 loss_class_aux: 2.941530 loss_bbox_aux: 0.703004 loss_giou_aux: 1.990771 loss_class_dn: 0.364546 loss_bbox_dn: 0.185012 loss_giou_dn: 0.453683 loss_class_aux_dn: 1.177912 loss_bbox_aux_dn: 0.669089 loss_giou_aux_dn: 1.553143 loss: 11.742728 eta: 1 day, 6:53:24 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1910 images/s [05/14 17:30:09] ppdet.engine INFO: Epoch: [30] [5400/7329] learning_rate: 0.000100 loss_class: 0.631518 loss_bbox: 0.154035 loss_giou: 0.400869 loss_class_aux: 2.661996 loss_bbox_aux: 0.713870 loss_giou_aux: 1.741995 loss_class_dn: 0.352125 loss_bbox_dn: 0.175168 loss_giou_dn: 0.416227 loss_class_aux_dn: 1.158856 loss_bbox_aux_dn: 0.636666 loss_giou_aux_dn: 1.424298 loss: 10.909021 eta: 1 day, 6:52:08 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2158 images/s [05/14 17:31:29] ppdet.engine INFO: Epoch: [30] [5600/7329] learning_rate: 0.000100 loss_class: 0.670731 loss_bbox: 0.158087 loss_giou: 0.414448 loss_class_aux: 2.850494 loss_bbox_aux: 0.703335 loss_giou_aux: 1.750991 loss_class_dn: 0.364443 loss_bbox_dn: 0.186500 loss_giou_dn: 0.422148 loss_class_aux_dn: 1.180927 loss_bbox_aux_dn: 0.682069 loss_giou_aux_dn: 1.451127 loss: 11.369047 eta: 1 day, 6:50:52 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1483 images/s [05/14 17:32:48] ppdet.engine INFO: Epoch: [30] [5800/7329] learning_rate: 0.000100 loss_class: 0.620386 loss_bbox: 0.136716 loss_giou: 0.367972 loss_class_aux: 2.746353 loss_bbox_aux: 0.621431 loss_giou_aux: 1.617208 loss_class_dn: 0.321614 loss_bbox_dn: 0.170967 loss_giou_dn: 0.394015 loss_class_aux_dn: 1.070711 loss_bbox_aux_dn: 0.628366 loss_giou_aux_dn: 1.331882 loss: 10.660011 eta: 1 day, 6:49:35 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2876 images/s [05/14 17:34:06] ppdet.engine INFO: Epoch: [30] [6000/7329] learning_rate: 0.000100 loss_class: 0.683581 loss_bbox: 0.158343 loss_giou: 0.415298 loss_class_aux: 2.927138 loss_bbox_aux: 0.694804 loss_giou_aux: 1.860113 loss_class_dn: 0.363053 loss_bbox_dn: 0.177508 loss_giou_dn: 0.417288 loss_class_aux_dn: 1.197323 loss_bbox_aux_dn: 0.638899 loss_giou_aux_dn: 1.383350 loss: 11.351659 eta: 1 day, 6:48:18 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2994 images/s [05/14 17:35:24] ppdet.engine INFO: Epoch: [30] [6200/7329] learning_rate: 0.000100 loss_class: 0.643918 loss_bbox: 0.149573 loss_giou: 0.414129 loss_class_aux: 2.747282 loss_bbox_aux: 0.669959 loss_giou_aux: 1.791582 loss_class_dn: 0.332428 loss_bbox_dn: 0.175120 loss_giou_dn: 0.405120 loss_class_aux_dn: 1.113859 loss_bbox_aux_dn: 0.635677 loss_giou_aux_dn: 1.332622 loss: 10.630111 eta: 1 day, 6:47:00 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4095 images/s [05/14 17:36:43] ppdet.engine INFO: Epoch: [30] [6400/7329] learning_rate: 0.000100 loss_class: 0.663149 loss_bbox: 0.166150 loss_giou: 0.404384 loss_class_aux: 2.871605 loss_bbox_aux: 0.721237 loss_giou_aux: 1.769705 loss_class_dn: 0.366971 loss_bbox_dn: 0.189661 loss_giou_dn: 0.441390 loss_class_aux_dn: 1.193203 loss_bbox_aux_dn: 0.710743 loss_giou_aux_dn: 1.488221 loss: 11.625538 eta: 1 day, 6:45:43 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2306 images/s [05/14 17:38:02] ppdet.engine INFO: Epoch: [30] [6600/7329] learning_rate: 0.000100 loss_class: 0.668996 loss_bbox: 0.159930 loss_giou: 0.457593 loss_class_aux: 2.929446 loss_bbox_aux: 0.691472 loss_giou_aux: 1.914101 loss_class_dn: 0.367865 loss_bbox_dn: 0.185948 loss_giou_dn: 0.447666 loss_class_aux_dn: 1.219948 loss_bbox_aux_dn: 0.682476 loss_giou_aux_dn: 1.544694 loss: 11.363707 eta: 1 day, 6:44:27 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2116 images/s [05/14 17:39:20] ppdet.engine INFO: Epoch: [30] [6800/7329] learning_rate: 0.000100 loss_class: 0.641618 loss_bbox: 0.157671 loss_giou: 0.414025 loss_class_aux: 2.750884 loss_bbox_aux: 0.686021 loss_giou_aux: 1.705472 loss_class_dn: 0.361775 loss_bbox_dn: 0.176414 loss_giou_dn: 0.398049 loss_class_aux_dn: 1.175278 loss_bbox_aux_dn: 0.638537 loss_giou_aux_dn: 1.393273 loss: 11.116964 eta: 1 day, 6:43:09 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3849 images/s [05/14 17:40:41] ppdet.engine INFO: Epoch: [30] [7000/7329] learning_rate: 0.000100 loss_class: 0.691413 loss_bbox: 0.156737 loss_giou: 0.475068 loss_class_aux: 2.969695 loss_bbox_aux: 0.708957 loss_giou_aux: 2.099667 loss_class_dn: 0.386856 loss_bbox_dn: 0.188045 loss_giou_dn: 0.485455 loss_class_aux_dn: 1.249687 loss_bbox_aux_dn: 0.678718 loss_giou_aux_dn: 1.625634 loss: 12.207525 eta: 1 day, 6:41:55 batch_cost: 0.3650 data_cost: 0.0006 ips: 10.9597 images/s [05/14 17:41:59] ppdet.engine INFO: Epoch: [30] [7200/7329] learning_rate: 0.000100 loss_class: 0.689157 loss_bbox: 0.144964 loss_giou: 0.392186 loss_class_aux: 2.943000 loss_bbox_aux: 0.648879 loss_giou_aux: 1.774423 loss_class_dn: 0.361138 loss_bbox_dn: 0.185518 loss_giou_dn: 0.437565 loss_class_aux_dn: 1.180508 loss_bbox_aux_dn: 0.683752 loss_giou_aux_dn: 1.489485 loss: 11.591005 eta: 1 day, 6:40:38 batch_cost: 0.3523 data_cost: 0.0006 ips: 11.3553 images/s [05/14 17:42:52] ppdet.engine INFO: Eval iter: 0 [05/14 17:43:00] ppdet.engine INFO: Eval iter: 100 [05/14 17:43:08] ppdet.engine INFO: Eval iter: 200 [05/14 17:43:16] ppdet.engine INFO: Eval iter: 300 [05/14 17:43:23] ppdet.engine INFO: Eval iter: 400 [05/14 17:43:31] ppdet.engine INFO: Eval iter: 500 [05/14 17:43:38] ppdet.engine INFO: Eval iter: 600 [05/14 17:43:46] ppdet.engine INFO: Eval iter: 700 [05/14 17:43:53] ppdet.engine INFO: Eval iter: 800 [05/14 17:44:01] ppdet.engine INFO: Eval iter: 900 [05/14 17:44:08] ppdet.engine INFO: Eval iter: 1000 [05/14 17:44:17] ppdet.engine INFO: Eval iter: 1100 [05/14 17:44:24] ppdet.engine INFO: Eval iter: 1200 [05/14 17:44:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/14 17:44:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.30s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.22s). Accumulating evaluation results... DONE (t=22.72s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.470 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.645 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.508 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 ] = 0.503 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.364 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.616 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 ] = 0.494 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 ] = 0.868 [05/14 17:47:07] ppdet.engine INFO: Total sample number: 5000, average FPS: 52.23065361399765 [05/14 17:47:07] ppdet.engine INFO: Best test bbox ap is 0.470. [05/14 17:47:00] ppdet.engine INFO: Epoch: [31] [ 0/7329] learning_rate: 0.000100 loss_class: 0.595869 loss_bbox: 0.134418 loss_giou: 0.360774 loss_class_aux: 2.545684 loss_bbox_aux: 0.608544 loss_giou_aux: 1.590911 loss_class_dn: 0.331970 loss_bbox_dn: 0.162575 loss_giou_dn: 0.383462 loss_class_aux_dn: 1.082436 loss_bbox_aux_dn: 0.598552 loss_giou_aux_dn: 1.313626 loss: 10.353646 eta: 1 day, 6:39:48 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2724 images/s [05/14 17:48:29] ppdet.engine INFO: Epoch: [31] [ 200/7329] learning_rate: 0.000100 loss_class: 0.665643 loss_bbox: 0.158366 loss_giou: 0.432999 loss_class_aux: 2.888738 loss_bbox_aux: 0.707976 loss_giou_aux: 1.874739 loss_class_dn: 0.360490 loss_bbox_dn: 0.189188 loss_giou_dn: 0.422522 loss_class_aux_dn: 1.213179 loss_bbox_aux_dn: 0.691739 loss_giou_aux_dn: 1.454603 loss: 11.299473 eta: 1 day, 6:38:32 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1668 images/s [05/14 17:49:49] ppdet.engine INFO: Epoch: [31] [ 400/7329] learning_rate: 0.000100 loss_class: 0.690738 loss_bbox: 0.148376 loss_giou: 0.448117 loss_class_aux: 2.975570 loss_bbox_aux: 0.679326 loss_giou_aux: 1.914765 loss_class_dn: 0.360465 loss_bbox_dn: 0.176162 loss_giou_dn: 0.440145 loss_class_aux_dn: 1.191654 loss_bbox_aux_dn: 0.635864 loss_giou_aux_dn: 1.553507 loss: 11.503826 eta: 1 day, 6:37:16 batch_cost: 0.3587 data_cost: 0.0008 ips: 11.1514 images/s [05/14 17:51:08] ppdet.engine INFO: Epoch: [31] [ 600/7329] learning_rate: 0.000100 loss_class: 0.700941 loss_bbox: 0.159821 loss_giou: 0.427441 loss_class_aux: 2.938025 loss_bbox_aux: 0.706830 loss_giou_aux: 1.912702 loss_class_dn: 0.373903 loss_bbox_dn: 0.198979 loss_giou_dn: 0.439182 loss_class_aux_dn: 1.225185 loss_bbox_aux_dn: 0.694145 loss_giou_aux_dn: 1.511638 loss: 11.931404 eta: 1 day, 6:36:00 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2336 images/s [05/14 17:52:27] ppdet.engine INFO: Epoch: [31] [ 800/7329] learning_rate: 0.000100 loss_class: 0.678297 loss_bbox: 0.162190 loss_giou: 0.442297 loss_class_aux: 2.961756 loss_bbox_aux: 0.695958 loss_giou_aux: 1.935154 loss_class_dn: 0.386556 loss_bbox_dn: 0.181137 loss_giou_dn: 0.456651 loss_class_aux_dn: 1.261263 loss_bbox_aux_dn: 0.643144 loss_giou_aux_dn: 1.538501 loss: 11.681032 eta: 1 day, 6:34:44 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2371 images/s [05/14 17:53:46] ppdet.engine INFO: Epoch: [31] [1000/7329] learning_rate: 0.000100 loss_class: 0.671996 loss_bbox: 0.151355 loss_giou: 0.422416 loss_class_aux: 2.879707 loss_bbox_aux: 0.673560 loss_giou_aux: 1.814986 loss_class_dn: 0.348483 loss_bbox_dn: 0.166354 loss_giou_dn: 0.419863 loss_class_aux_dn: 1.152527 loss_bbox_aux_dn: 0.623545 loss_giou_aux_dn: 1.400992 loss: 11.426449 eta: 1 day, 6:33:27 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3026 images/s [05/14 17:55:06] ppdet.engine INFO: Epoch: [31] [1200/7329] learning_rate: 0.000100 loss_class: 0.649495 loss_bbox: 0.154468 loss_giou: 0.424978 loss_class_aux: 2.793214 loss_bbox_aux: 0.690763 loss_giou_aux: 1.791003 loss_class_dn: 0.348451 loss_bbox_dn: 0.175259 loss_giou_dn: 0.410623 loss_class_aux_dn: 1.137939 loss_bbox_aux_dn: 0.653021 loss_giou_aux_dn: 1.409297 loss: 10.980763 eta: 1 day, 6:32:12 batch_cost: 0.3612 data_cost: 0.0007 ips: 11.0755 images/s [05/14 17:56:25] ppdet.engine INFO: Epoch: [31] [1400/7329] learning_rate: 0.000100 loss_class: 0.669140 loss_bbox: 0.149567 loss_giou: 0.459154 loss_class_aux: 2.805487 loss_bbox_aux: 0.651050 loss_giou_aux: 1.933705 loss_class_dn: 0.352528 loss_bbox_dn: 0.187664 loss_giou_dn: 0.438142 loss_class_aux_dn: 1.165557 loss_bbox_aux_dn: 0.692194 loss_giou_aux_dn: 1.484483 loss: 11.030869 eta: 1 day, 6:30:55 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2979 images/s [05/14 17:57:44] ppdet.engine INFO: Epoch: [31] [1600/7329] learning_rate: 0.000100 loss_class: 0.588430 loss_bbox: 0.138985 loss_giou: 0.366402 loss_class_aux: 2.513520 loss_bbox_aux: 0.614711 loss_giou_aux: 1.602233 loss_class_dn: 0.312529 loss_bbox_dn: 0.167987 loss_giou_dn: 0.393645 loss_class_aux_dn: 1.039420 loss_bbox_aux_dn: 0.628117 loss_giou_aux_dn: 1.295657 loss: 10.178934 eta: 1 day, 6:29:38 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2762 images/s [05/14 17:59:04] ppdet.engine INFO: Epoch: [31] [1800/7329] learning_rate: 0.000100 loss_class: 0.671139 loss_bbox: 0.167657 loss_giou: 0.426755 loss_class_aux: 2.841663 loss_bbox_aux: 0.752592 loss_giou_aux: 1.898007 loss_class_dn: 0.362570 loss_bbox_dn: 0.205691 loss_giou_dn: 0.426212 loss_class_aux_dn: 1.168186 loss_bbox_aux_dn: 0.714383 loss_giou_aux_dn: 1.499266 loss: 11.489086 eta: 1 day, 6:28:23 batch_cost: 0.3630 data_cost: 0.0007 ips: 11.0203 images/s [05/14 18:00:23] ppdet.engine INFO: Epoch: [31] [2000/7329] learning_rate: 0.000100 loss_class: 0.697016 loss_bbox: 0.154628 loss_giou: 0.433763 loss_class_aux: 2.970575 loss_bbox_aux: 0.708911 loss_giou_aux: 1.851218 loss_class_dn: 0.371688 loss_bbox_dn: 0.195701 loss_giou_dn: 0.440075 loss_class_aux_dn: 1.242903 loss_bbox_aux_dn: 0.694101 loss_giou_aux_dn: 1.498576 loss: 11.419971 eta: 1 day, 6:27:07 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2308 images/s [05/14 18:01:43] ppdet.engine INFO: Epoch: [31] [2200/7329] learning_rate: 0.000100 loss_class: 0.696608 loss_bbox: 0.150844 loss_giou: 0.454047 loss_class_aux: 2.991088 loss_bbox_aux: 0.712686 loss_giou_aux: 1.985034 loss_class_dn: 0.383861 loss_bbox_dn: 0.190035 loss_giou_dn: 0.446505 loss_class_aux_dn: 1.236523 loss_bbox_aux_dn: 0.694701 loss_giou_aux_dn: 1.546880 loss: 11.754869 eta: 1 day, 6:25:51 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1558 images/s [05/14 18:03:02] ppdet.engine INFO: Epoch: [31] [2400/7329] learning_rate: 0.000100 loss_class: 0.655406 loss_bbox: 0.144920 loss_giou: 0.357659 loss_class_aux: 2.794067 loss_bbox_aux: 0.681634 loss_giou_aux: 1.541456 loss_class_dn: 0.330403 loss_bbox_dn: 0.182423 loss_giou_dn: 0.374585 loss_class_aux_dn: 1.085147 loss_bbox_aux_dn: 0.662198 loss_giou_aux_dn: 1.290377 loss: 10.342607 eta: 1 day, 6:24:35 batch_cost: 0.3577 data_cost: 0.0007 ips: 11.1836 images/s [05/14 18:04:21] ppdet.engine INFO: Epoch: [31] [2600/7329] learning_rate: 0.000100 loss_class: 0.660537 loss_bbox: 0.155813 loss_giou: 0.456163 loss_class_aux: 2.888860 loss_bbox_aux: 0.713984 loss_giou_aux: 1.973776 loss_class_dn: 0.364297 loss_bbox_dn: 0.174279 loss_giou_dn: 0.432790 loss_class_aux_dn: 1.178594 loss_bbox_aux_dn: 0.633778 loss_giou_aux_dn: 1.477710 loss: 11.428194 eta: 1 day, 6:23:19 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1893 images/s [05/14 18:05:42] ppdet.engine INFO: Epoch: [31] [2800/7329] learning_rate: 0.000100 loss_class: 0.673361 loss_bbox: 0.157318 loss_giou: 0.457291 loss_class_aux: 2.865457 loss_bbox_aux: 0.704852 loss_giou_aux: 1.966407 loss_class_dn: 0.368273 loss_bbox_dn: 0.186917 loss_giou_dn: 0.459726 loss_class_aux_dn: 1.222664 loss_bbox_aux_dn: 0.694050 loss_giou_aux_dn: 1.535080 loss: 11.330774 eta: 1 day, 6:22:05 batch_cost: 0.3639 data_cost: 0.0007 ips: 10.9930 images/s [05/14 18:07:02] ppdet.engine INFO: Epoch: [31] [3000/7329] learning_rate: 0.000100 loss_class: 0.599099 loss_bbox: 0.158200 loss_giou: 0.394268 loss_class_aux: 2.654145 loss_bbox_aux: 0.678240 loss_giou_aux: 1.689640 loss_class_dn: 0.339639 loss_bbox_dn: 0.181084 loss_giou_dn: 0.412455 loss_class_aux_dn: 1.117818 loss_bbox_aux_dn: 0.668545 loss_giou_aux_dn: 1.427056 loss: 10.723833 eta: 1 day, 6:20:49 batch_cost: 0.3586 data_cost: 0.0008 ips: 11.1530 images/s [05/14 18:08:20] ppdet.engine INFO: Epoch: [31] [3200/7329] learning_rate: 0.000100 loss_class: 0.636644 loss_bbox: 0.157511 loss_giou: 0.400190 loss_class_aux: 2.738239 loss_bbox_aux: 0.696511 loss_giou_aux: 1.720545 loss_class_dn: 0.336180 loss_bbox_dn: 0.191058 loss_giou_dn: 0.403238 loss_class_aux_dn: 1.112914 loss_bbox_aux_dn: 0.689995 loss_giou_aux_dn: 1.398689 loss: 10.725078 eta: 1 day, 6:19:32 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3438 images/s [05/14 18:09:38] ppdet.engine INFO: Epoch: [31] [3400/7329] learning_rate: 0.000100 loss_class: 0.661861 loss_bbox: 0.151561 loss_giou: 0.446307 loss_class_aux: 2.818770 loss_bbox_aux: 0.668442 loss_giou_aux: 1.920645 loss_class_dn: 0.365662 loss_bbox_dn: 0.167881 loss_giou_dn: 0.443782 loss_class_aux_dn: 1.183753 loss_bbox_aux_dn: 0.624408 loss_giou_aux_dn: 1.523630 loss: 11.407448 eta: 1 day, 6:18:15 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3542 images/s [05/14 18:10:59] ppdet.engine INFO: Epoch: [31] [3600/7329] learning_rate: 0.000100 loss_class: 0.665979 loss_bbox: 0.158701 loss_giou: 0.462945 loss_class_aux: 2.825435 loss_bbox_aux: 0.710937 loss_giou_aux: 2.038561 loss_class_dn: 0.376453 loss_bbox_dn: 0.181011 loss_giou_dn: 0.459442 loss_class_aux_dn: 1.228764 loss_bbox_aux_dn: 0.676345 loss_giou_aux_dn: 1.550453 loss: 12.069180 eta: 1 day, 6:17:00 batch_cost: 0.3639 data_cost: 0.0007 ips: 10.9911 images/s [05/14 18:12:18] ppdet.engine INFO: Epoch: [31] [3800/7329] learning_rate: 0.000100 loss_class: 0.637068 loss_bbox: 0.156135 loss_giou: 0.390372 loss_class_aux: 2.658875 loss_bbox_aux: 0.717138 loss_giou_aux: 1.667699 loss_class_dn: 0.331644 loss_bbox_dn: 0.184295 loss_giou_dn: 0.377940 loss_class_aux_dn: 1.063185 loss_bbox_aux_dn: 0.691877 loss_giou_aux_dn: 1.305130 loss: 10.812990 eta: 1 day, 6:15:44 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2739 images/s [05/14 18:13:39] ppdet.engine INFO: Epoch: [31] [4000/7329] learning_rate: 0.000100 loss_class: 0.675763 loss_bbox: 0.156292 loss_giou: 0.423891 loss_class_aux: 2.904160 loss_bbox_aux: 0.719383 loss_giou_aux: 1.828250 loss_class_dn: 0.351219 loss_bbox_dn: 0.180511 loss_giou_dn: 0.418294 loss_class_aux_dn: 1.144350 loss_bbox_aux_dn: 0.680218 loss_giou_aux_dn: 1.419368 loss: 11.415665 eta: 1 day, 6:14:31 batch_cost: 0.3684 data_cost: 0.0007 ips: 10.8587 images/s [05/14 18:15:00] ppdet.engine INFO: Epoch: [31] [4200/7329] learning_rate: 0.000100 loss_class: 0.680531 loss_bbox: 0.154140 loss_giou: 0.413696 loss_class_aux: 2.756363 loss_bbox_aux: 0.679073 loss_giou_aux: 1.775868 loss_class_dn: 0.348682 loss_bbox_dn: 0.179846 loss_giou_dn: 0.411690 loss_class_aux_dn: 1.136407 loss_bbox_aux_dn: 0.663150 loss_giou_aux_dn: 1.394764 loss: 11.022250 eta: 1 day, 6:13:17 batch_cost: 0.3644 data_cost: 0.0007 ips: 10.9782 images/s [05/14 18:16:18] ppdet.engine INFO: Epoch: [31] [4400/7329] learning_rate: 0.000100 loss_class: 0.648820 loss_bbox: 0.147448 loss_giou: 0.431130 loss_class_aux: 2.782367 loss_bbox_aux: 0.656728 loss_giou_aux: 1.847536 loss_class_dn: 0.361286 loss_bbox_dn: 0.170141 loss_giou_dn: 0.443124 loss_class_aux_dn: 1.179161 loss_bbox_aux_dn: 0.623581 loss_giou_aux_dn: 1.525542 loss: 11.813156 eta: 1 day, 6:11:59 batch_cost: 0.3524 data_cost: 0.0007 ips: 11.3493 images/s [05/14 18:17:37] ppdet.engine INFO: Epoch: [31] [4600/7329] learning_rate: 0.000100 loss_class: 0.677565 loss_bbox: 0.156563 loss_giou: 0.394383 loss_class_aux: 2.903300 loss_bbox_aux: 0.677122 loss_giou_aux: 1.772295 loss_class_dn: 0.363249 loss_bbox_dn: 0.194368 loss_giou_dn: 0.410262 loss_class_aux_dn: 1.184270 loss_bbox_aux_dn: 0.694262 loss_giou_aux_dn: 1.428076 loss: 10.926489 eta: 1 day, 6:10:43 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1894 images/s [05/14 18:18:55] ppdet.engine INFO: Epoch: [31] [4800/7329] learning_rate: 0.000100 loss_class: 0.657054 loss_bbox: 0.152521 loss_giou: 0.434602 loss_class_aux: 2.786610 loss_bbox_aux: 0.664252 loss_giou_aux: 1.855687 loss_class_dn: 0.350284 loss_bbox_dn: 0.177008 loss_giou_dn: 0.409796 loss_class_aux_dn: 1.167851 loss_bbox_aux_dn: 0.664999 loss_giou_aux_dn: 1.402481 loss: 11.232101 eta: 1 day, 6:09:26 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3454 images/s [05/14 18:20:15] ppdet.engine INFO: Epoch: [31] [5000/7329] learning_rate: 0.000100 loss_class: 0.640971 loss_bbox: 0.149764 loss_giou: 0.375524 loss_class_aux: 2.716084 loss_bbox_aux: 0.692480 loss_giou_aux: 1.673750 loss_class_dn: 0.332288 loss_bbox_dn: 0.183719 loss_giou_dn: 0.386461 loss_class_aux_dn: 1.094108 loss_bbox_aux_dn: 0.704714 loss_giou_aux_dn: 1.333912 loss: 10.733019 eta: 1 day, 6:08:11 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0945 images/s [05/14 18:21:33] ppdet.engine INFO: Epoch: [31] [5200/7329] learning_rate: 0.000100 loss_class: 0.614310 loss_bbox: 0.154220 loss_giou: 0.397355 loss_class_aux: 2.754268 loss_bbox_aux: 0.707471 loss_giou_aux: 1.713229 loss_class_dn: 0.341325 loss_bbox_dn: 0.179772 loss_giou_dn: 0.391141 loss_class_aux_dn: 1.136208 loss_bbox_aux_dn: 0.663536 loss_giou_aux_dn: 1.358140 loss: 10.390270 eta: 1 day, 6:06:54 batch_cost: 0.3510 data_cost: 0.0007 ips: 11.3955 images/s [05/14 18:22:51] ppdet.engine INFO: Epoch: [31] [5400/7329] learning_rate: 0.000100 loss_class: 0.649757 loss_bbox: 0.156358 loss_giou: 0.418087 loss_class_aux: 2.801749 loss_bbox_aux: 0.708663 loss_giou_aux: 1.854579 loss_class_dn: 0.356553 loss_bbox_dn: 0.182378 loss_giou_dn: 0.429480 loss_class_aux_dn: 1.169062 loss_bbox_aux_dn: 0.655162 loss_giou_aux_dn: 1.465333 loss: 11.485321 eta: 1 day, 6:05:36 batch_cost: 0.3516 data_cost: 0.0006 ips: 11.3775 images/s [05/14 18:24:10] ppdet.engine INFO: Epoch: [31] [5600/7329] learning_rate: 0.000100 loss_class: 0.669398 loss_bbox: 0.154764 loss_giou: 0.419957 loss_class_aux: 2.838344 loss_bbox_aux: 0.675149 loss_giou_aux: 1.775848 loss_class_dn: 0.372441 loss_bbox_dn: 0.166156 loss_giou_dn: 0.421075 loss_class_aux_dn: 1.207777 loss_bbox_aux_dn: 0.634039 loss_giou_aux_dn: 1.478518 loss: 11.580711 eta: 1 day, 6:04:20 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2026 images/s [05/14 18:25:29] ppdet.engine INFO: Epoch: [31] [5800/7329] learning_rate: 0.000100 loss_class: 0.644741 loss_bbox: 0.150090 loss_giou: 0.377750 loss_class_aux: 2.718415 loss_bbox_aux: 0.675781 loss_giou_aux: 1.628122 loss_class_dn: 0.344225 loss_bbox_dn: 0.186794 loss_giou_dn: 0.393387 loss_class_aux_dn: 1.143003 loss_bbox_aux_dn: 0.664905 loss_giou_aux_dn: 1.326407 loss: 10.877611 eta: 1 day, 6:03:04 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1981 images/s [05/14 18:26:47] ppdet.engine INFO: Epoch: [31] [6000/7329] learning_rate: 0.000100 loss_class: 0.688284 loss_bbox: 0.151243 loss_giou: 0.416131 loss_class_aux: 2.864264 loss_bbox_aux: 0.688532 loss_giou_aux: 1.811708 loss_class_dn: 0.357534 loss_bbox_dn: 0.180943 loss_giou_dn: 0.411438 loss_class_aux_dn: 1.167660 loss_bbox_aux_dn: 0.678136 loss_giou_aux_dn: 1.441358 loss: 11.375420 eta: 1 day, 6:01:47 batch_cost: 0.3516 data_cost: 0.0006 ips: 11.3769 images/s [05/14 18:28:08] ppdet.engine INFO: Epoch: [31] [6200/7329] learning_rate: 0.000100 loss_class: 0.657681 loss_bbox: 0.148860 loss_giou: 0.370698 loss_class_aux: 2.746056 loss_bbox_aux: 0.672534 loss_giou_aux: 1.580563 loss_class_dn: 0.326057 loss_bbox_dn: 0.161433 loss_giou_dn: 0.379541 loss_class_aux_dn: 1.069281 loss_bbox_aux_dn: 0.601667 loss_giou_aux_dn: 1.290703 loss: 10.020582 eta: 1 day, 6:00:34 batch_cost: 0.3688 data_cost: 0.0007 ips: 10.8455 images/s [05/14 18:29:26] ppdet.engine INFO: Epoch: [31] [6400/7329] learning_rate: 0.000100 loss_class: 0.695128 loss_bbox: 0.158330 loss_giou: 0.422741 loss_class_aux: 2.945096 loss_bbox_aux: 0.716401 loss_giou_aux: 1.827182 loss_class_dn: 0.358206 loss_bbox_dn: 0.185008 loss_giou_dn: 0.418622 loss_class_aux_dn: 1.173877 loss_bbox_aux_dn: 0.671951 loss_giou_aux_dn: 1.428691 loss: 11.405731 eta: 1 day, 5:59:16 batch_cost: 0.3499 data_cost: 0.0007 ips: 11.4334 images/s [05/14 18:30:44] ppdet.engine INFO: Epoch: [31] [6600/7329] learning_rate: 0.000100 loss_class: 0.609821 loss_bbox: 0.149123 loss_giou: 0.371306 loss_class_aux: 2.614496 loss_bbox_aux: 0.664959 loss_giou_aux: 1.577074 loss_class_dn: 0.315782 loss_bbox_dn: 0.186887 loss_giou_dn: 0.372428 loss_class_aux_dn: 1.021986 loss_bbox_aux_dn: 0.658284 loss_giou_aux_dn: 1.255549 loss: 9.984159 eta: 1 day, 5:57:59 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3272 images/s [05/14 18:32:02] ppdet.engine INFO: Epoch: [31] [6800/7329] learning_rate: 0.000100 loss_class: 0.623062 loss_bbox: 0.160225 loss_giou: 0.384938 loss_class_aux: 2.629247 loss_bbox_aux: 0.685230 loss_giou_aux: 1.693224 loss_class_dn: 0.341640 loss_bbox_dn: 0.177992 loss_giou_dn: 0.392593 loss_class_aux_dn: 1.122203 loss_bbox_aux_dn: 0.636578 loss_giou_aux_dn: 1.349366 loss: 10.527193 eta: 1 day, 5:56:42 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3735 images/s [05/14 18:33:21] ppdet.engine INFO: Epoch: [31] [7000/7329] learning_rate: 0.000100 loss_class: 0.643964 loss_bbox: 0.159272 loss_giou: 0.412210 loss_class_aux: 2.740462 loss_bbox_aux: 0.702272 loss_giou_aux: 1.796630 loss_class_dn: 0.342947 loss_bbox_dn: 0.180873 loss_giou_dn: 0.418440 loss_class_aux_dn: 1.131978 loss_bbox_aux_dn: 0.682360 loss_giou_aux_dn: 1.433351 loss: 10.784009 eta: 1 day, 5:55:25 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2879 images/s [05/14 18:34:39] ppdet.engine INFO: Epoch: [31] [7200/7329] learning_rate: 0.000100 loss_class: 0.681405 loss_bbox: 0.159958 loss_giou: 0.434478 loss_class_aux: 2.854911 loss_bbox_aux: 0.717515 loss_giou_aux: 1.891477 loss_class_dn: 0.350976 loss_bbox_dn: 0.186870 loss_giou_dn: 0.427210 loss_class_aux_dn: 1.163625 loss_bbox_aux_dn: 0.694057 loss_giou_aux_dn: 1.490864 loss: 11.456591 eta: 1 day, 5:54:08 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3604 images/s [05/14 18:35:32] ppdet.engine INFO: Eval iter: 0 [05/14 18:35:38] ppdet.engine INFO: Eval iter: 100 [05/14 18:35:45] ppdet.engine INFO: Eval iter: 200 [05/14 18:35:52] ppdet.engine INFO: Eval iter: 300 [05/14 18:35:59] ppdet.engine INFO: Eval iter: 400 [05/14 18:36:05] ppdet.engine INFO: Eval iter: 500 [05/14 18:36:12] ppdet.engine INFO: Eval iter: 600 [05/14 18:36:19] ppdet.engine INFO: Eval iter: 700 [05/14 18:36:25] ppdet.engine INFO: Eval iter: 800 [05/14 18:36:32] ppdet.engine INFO: Eval iter: 900 [05/14 18:36:38] ppdet.engine INFO: Eval iter: 1000 [05/14 18:36:46] ppdet.engine INFO: Eval iter: 1100 [05/14 18:36:52] ppdet.engine INFO: Eval iter: 1200 [05/14 18:37:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/14 18:37:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.52s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.40s). Accumulating evaluation results... DONE (t=22.20s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.472 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.647 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.510 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 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.644 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 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.687 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.733 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.868 [05/14 18:39:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.48848416914416 [05/14 18:39:28] ppdet.engine INFO: Best test bbox ap is 0.472. [05/14 18:39:32] ppdet.engine INFO: Epoch: [32] [ 0/7329] learning_rate: 0.000100 loss_class: 0.679581 loss_bbox: 0.154656 loss_giou: 0.483727 loss_class_aux: 2.910975 loss_bbox_aux: 0.717945 loss_giou_aux: 2.094398 loss_class_dn: 0.387208 loss_bbox_dn: 0.173529 loss_giou_dn: 0.468761 loss_class_aux_dn: 1.254278 loss_bbox_aux_dn: 0.634680 loss_giou_aux_dn: 1.602466 loss: 12.022398 eta: 1 day, 5:53:19 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3331 images/s [05/14 18:40:50] ppdet.engine INFO: Epoch: [32] [ 200/7329] learning_rate: 0.000100 loss_class: 0.630600 loss_bbox: 0.150507 loss_giou: 0.402743 loss_class_aux: 2.726593 loss_bbox_aux: 0.712147 loss_giou_aux: 1.726255 loss_class_dn: 0.335926 loss_bbox_dn: 0.177598 loss_giou_dn: 0.412859 loss_class_aux_dn: 1.095498 loss_bbox_aux_dn: 0.662164 loss_giou_aux_dn: 1.428347 loss: 10.660185 eta: 1 day, 5:52:02 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3359 images/s [05/14 18:42:08] ppdet.engine INFO: Epoch: [32] [ 400/7329] learning_rate: 0.000100 loss_class: 0.628774 loss_bbox: 0.139916 loss_giou: 0.388464 loss_class_aux: 2.738587 loss_bbox_aux: 0.661647 loss_giou_aux: 1.696981 loss_class_dn: 0.327095 loss_bbox_dn: 0.174238 loss_giou_dn: 0.385808 loss_class_aux_dn: 1.099337 loss_bbox_aux_dn: 0.649706 loss_giou_aux_dn: 1.314744 loss: 10.543484 eta: 1 day, 5:50:44 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3696 images/s [05/14 18:43:26] ppdet.engine INFO: Epoch: [32] [ 600/7329] learning_rate: 0.000100 loss_class: 0.676840 loss_bbox: 0.158352 loss_giou: 0.409262 loss_class_aux: 2.859016 loss_bbox_aux: 0.699696 loss_giou_aux: 1.761213 loss_class_dn: 0.360961 loss_bbox_dn: 0.178742 loss_giou_dn: 0.405410 loss_class_aux_dn: 1.177092 loss_bbox_aux_dn: 0.673890 loss_giou_aux_dn: 1.394781 loss: 10.885503 eta: 1 day, 5:49:28 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2954 images/s [05/14 18:44:45] ppdet.engine INFO: Epoch: [32] [ 800/7329] learning_rate: 0.000100 loss_class: 0.640764 loss_bbox: 0.158924 loss_giou: 0.423300 loss_class_aux: 2.798802 loss_bbox_aux: 0.700579 loss_giou_aux: 1.804088 loss_class_dn: 0.351086 loss_bbox_dn: 0.179622 loss_giou_dn: 0.421906 loss_class_aux_dn: 1.163025 loss_bbox_aux_dn: 0.645110 loss_giou_aux_dn: 1.449491 loss: 11.107340 eta: 1 day, 5:48:12 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2180 images/s [05/14 18:46:03] ppdet.engine INFO: Epoch: [32] [1000/7329] learning_rate: 0.000100 loss_class: 0.673009 loss_bbox: 0.157647 loss_giou: 0.440571 loss_class_aux: 2.862393 loss_bbox_aux: 0.707177 loss_giou_aux: 1.940349 loss_class_dn: 0.361057 loss_bbox_dn: 0.179013 loss_giou_dn: 0.433318 loss_class_aux_dn: 1.197482 loss_bbox_aux_dn: 0.641152 loss_giou_aux_dn: 1.491213 loss: 11.156953 eta: 1 day, 5:46:55 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3769 images/s [05/14 18:47:22] ppdet.engine INFO: Epoch: [32] [1200/7329] learning_rate: 0.000100 loss_class: 0.644761 loss_bbox: 0.151834 loss_giou: 0.444241 loss_class_aux: 2.809804 loss_bbox_aux: 0.684837 loss_giou_aux: 1.875966 loss_class_dn: 0.347164 loss_bbox_dn: 0.174914 loss_giou_dn: 0.429027 loss_class_aux_dn: 1.141018 loss_bbox_aux_dn: 0.651232 loss_giou_aux_dn: 1.450731 loss: 11.029747 eta: 1 day, 5:45:38 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2967 images/s [05/14 18:48:40] ppdet.engine INFO: Epoch: [32] [1400/7329] learning_rate: 0.000100 loss_class: 0.641218 loss_bbox: 0.157283 loss_giou: 0.409084 loss_class_aux: 2.774300 loss_bbox_aux: 0.701017 loss_giou_aux: 1.735639 loss_class_dn: 0.347526 loss_bbox_dn: 0.187742 loss_giou_dn: 0.401600 loss_class_aux_dn: 1.136012 loss_bbox_aux_dn: 0.665636 loss_giou_aux_dn: 1.391796 loss: 11.108593 eta: 1 day, 5:44:22 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2475 images/s [05/14 18:49:59] ppdet.engine INFO: Epoch: [32] [1600/7329] learning_rate: 0.000100 loss_class: 0.713761 loss_bbox: 0.157008 loss_giou: 0.484040 loss_class_aux: 2.973456 loss_bbox_aux: 0.678360 loss_giou_aux: 2.101713 loss_class_dn: 0.374229 loss_bbox_dn: 0.177239 loss_giou_dn: 0.490178 loss_class_aux_dn: 1.214460 loss_bbox_aux_dn: 0.614231 loss_giou_aux_dn: 1.638786 loss: 11.873498 eta: 1 day, 5:43:06 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2369 images/s [05/14 18:51:18] ppdet.engine INFO: Epoch: [32] [1800/7329] learning_rate: 0.000100 loss_class: 0.692589 loss_bbox: 0.156091 loss_giou: 0.445844 loss_class_aux: 2.899172 loss_bbox_aux: 0.702994 loss_giou_aux: 1.960371 loss_class_dn: 0.366203 loss_bbox_dn: 0.181612 loss_giou_dn: 0.441529 loss_class_aux_dn: 1.189809 loss_bbox_aux_dn: 0.657000 loss_giou_aux_dn: 1.500670 loss: 11.626577 eta: 1 day, 5:41:49 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2772 images/s [05/14 18:52:36] ppdet.engine INFO: Epoch: [32] [2000/7329] learning_rate: 0.000100 loss_class: 0.629399 loss_bbox: 0.154112 loss_giou: 0.409829 loss_class_aux: 2.681339 loss_bbox_aux: 0.701554 loss_giou_aux: 1.766129 loss_class_dn: 0.340164 loss_bbox_dn: 0.179400 loss_giou_dn: 0.429437 loss_class_aux_dn: 1.114891 loss_bbox_aux_dn: 0.655825 loss_giou_aux_dn: 1.463908 loss: 11.370787 eta: 1 day, 5:40:33 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2479 images/s [05/14 18:53:56] ppdet.engine INFO: Epoch: [32] [2200/7329] learning_rate: 0.000100 loss_class: 0.635116 loss_bbox: 0.141584 loss_giou: 0.400904 loss_class_aux: 2.650496 loss_bbox_aux: 0.659536 loss_giou_aux: 1.767082 loss_class_dn: 0.348083 loss_bbox_dn: 0.181529 loss_giou_dn: 0.392944 loss_class_aux_dn: 1.136218 loss_bbox_aux_dn: 0.674007 loss_giou_aux_dn: 1.373875 loss: 10.687456 eta: 1 day, 5:39:17 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1992 images/s [05/14 18:55:15] ppdet.engine INFO: Epoch: [32] [2400/7329] learning_rate: 0.000100 loss_class: 0.595410 loss_bbox: 0.144826 loss_giou: 0.349975 loss_class_aux: 2.534864 loss_bbox_aux: 0.648037 loss_giou_aux: 1.519229 loss_class_dn: 0.313981 loss_bbox_dn: 0.160777 loss_giou_dn: 0.348433 loss_class_aux_dn: 1.031791 loss_bbox_aux_dn: 0.595117 loss_giou_aux_dn: 1.200760 loss: 9.823053 eta: 1 day, 5:38:01 batch_cost: 0.3558 data_cost: 0.0008 ips: 11.2426 images/s [05/14 18:56:34] ppdet.engine INFO: Epoch: [32] [2600/7329] learning_rate: 0.000100 loss_class: 0.652296 loss_bbox: 0.164894 loss_giou: 0.463241 loss_class_aux: 2.737601 loss_bbox_aux: 0.725850 loss_giou_aux: 1.964402 loss_class_dn: 0.371830 loss_bbox_dn: 0.184298 loss_giou_dn: 0.454066 loss_class_aux_dn: 1.206360 loss_bbox_aux_dn: 0.677066 loss_giou_aux_dn: 1.560052 loss: 11.702482 eta: 1 day, 5:36:45 batch_cost: 0.3551 data_cost: 0.0008 ips: 11.2640 images/s [05/14 18:57:53] ppdet.engine INFO: Epoch: [32] [2800/7329] learning_rate: 0.000100 loss_class: 0.664230 loss_bbox: 0.155086 loss_giou: 0.397178 loss_class_aux: 2.908396 loss_bbox_aux: 0.704240 loss_giou_aux: 1.691870 loss_class_dn: 0.363394 loss_bbox_dn: 0.185867 loss_giou_dn: 0.428260 loss_class_aux_dn: 1.195903 loss_bbox_aux_dn: 0.690301 loss_giou_aux_dn: 1.481798 loss: 11.654854 eta: 1 day, 5:35:28 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3002 images/s [05/14 18:59:13] ppdet.engine INFO: Epoch: [32] [3000/7329] learning_rate: 0.000100 loss_class: 0.688090 loss_bbox: 0.166668 loss_giou: 0.450345 loss_class_aux: 2.875793 loss_bbox_aux: 0.735816 loss_giou_aux: 1.939268 loss_class_dn: 0.351134 loss_bbox_dn: 0.183095 loss_giou_dn: 0.423702 loss_class_aux_dn: 1.159703 loss_bbox_aux_dn: 0.682901 loss_giou_aux_dn: 1.452474 loss: 11.174799 eta: 1 day, 5:34:13 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1207 images/s [05/14 19:00:32] ppdet.engine INFO: Epoch: [32] [3200/7329] learning_rate: 0.000100 loss_class: 0.695588 loss_bbox: 0.148446 loss_giou: 0.427972 loss_class_aux: 2.932165 loss_bbox_aux: 0.679982 loss_giou_aux: 1.900641 loss_class_dn: 0.366823 loss_bbox_dn: 0.178605 loss_giou_dn: 0.420423 loss_class_aux_dn: 1.198698 loss_bbox_aux_dn: 0.633670 loss_giou_aux_dn: 1.465027 loss: 11.814828 eta: 1 day, 5:32:57 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2629 images/s [05/14 19:01:49] ppdet.engine INFO: Epoch: [32] [3400/7329] learning_rate: 0.000100 loss_class: 0.690983 loss_bbox: 0.158055 loss_giou: 0.416845 loss_class_aux: 2.928190 loss_bbox_aux: 0.714427 loss_giou_aux: 1.813551 loss_class_dn: 0.372022 loss_bbox_dn: 0.205277 loss_giou_dn: 0.400496 loss_class_aux_dn: 1.208559 loss_bbox_aux_dn: 0.741880 loss_giou_aux_dn: 1.425863 loss: 11.602400 eta: 1 day, 5:31:40 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3880 images/s [05/14 19:03:08] ppdet.engine INFO: Epoch: [32] [3600/7329] learning_rate: 0.000100 loss_class: 0.646659 loss_bbox: 0.158013 loss_giou: 0.356720 loss_class_aux: 2.815996 loss_bbox_aux: 0.699836 loss_giou_aux: 1.591681 loss_class_dn: 0.335357 loss_bbox_dn: 0.191946 loss_giou_dn: 0.362502 loss_class_aux_dn: 1.103070 loss_bbox_aux_dn: 0.699069 loss_giou_aux_dn: 1.242088 loss: 10.666658 eta: 1 day, 5:30:23 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3386 images/s [05/14 19:04:26] ppdet.engine INFO: Epoch: [32] [3800/7329] learning_rate: 0.000100 loss_class: 0.640003 loss_bbox: 0.158122 loss_giou: 0.434825 loss_class_aux: 2.713977 loss_bbox_aux: 0.718815 loss_giou_aux: 1.821146 loss_class_dn: 0.340185 loss_bbox_dn: 0.180630 loss_giou_dn: 0.425558 loss_class_aux_dn: 1.122222 loss_bbox_aux_dn: 0.672689 loss_giou_aux_dn: 1.447318 loss: 10.860564 eta: 1 day, 5:29:07 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2287 images/s [05/14 19:05:47] ppdet.engine INFO: Epoch: [32] [4000/7329] learning_rate: 0.000100 loss_class: 0.655893 loss_bbox: 0.154135 loss_giou: 0.397033 loss_class_aux: 2.857854 loss_bbox_aux: 0.716496 loss_giou_aux: 1.750677 loss_class_dn: 0.356264 loss_bbox_dn: 0.182069 loss_giou_dn: 0.399222 loss_class_aux_dn: 1.180369 loss_bbox_aux_dn: 0.665163 loss_giou_aux_dn: 1.389591 loss: 11.004009 eta: 1 day, 5:27:52 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0972 images/s [05/14 19:07:05] ppdet.engine INFO: Epoch: [32] [4200/7329] learning_rate: 0.000100 loss_class: 0.643200 loss_bbox: 0.144056 loss_giou: 0.396345 loss_class_aux: 2.829064 loss_bbox_aux: 0.640159 loss_giou_aux: 1.710671 loss_class_dn: 0.347791 loss_bbox_dn: 0.178206 loss_giou_dn: 0.418479 loss_class_aux_dn: 1.141021 loss_bbox_aux_dn: 0.644508 loss_giou_aux_dn: 1.438944 loss: 11.003782 eta: 1 day, 5:26:36 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3263 images/s [05/14 19:08:25] ppdet.engine INFO: Epoch: [32] [4400/7329] learning_rate: 0.000100 loss_class: 0.614052 loss_bbox: 0.150611 loss_giou: 0.379065 loss_class_aux: 2.604172 loss_bbox_aux: 0.633616 loss_giou_aux: 1.642279 loss_class_dn: 0.326703 loss_bbox_dn: 0.184689 loss_giou_dn: 0.383241 loss_class_aux_dn: 1.089914 loss_bbox_aux_dn: 0.657258 loss_giou_aux_dn: 1.315579 loss: 10.232391 eta: 1 day, 5:25:20 batch_cost: 0.3583 data_cost: 0.0007 ips: 11.1636 images/s [05/14 19:09:42] ppdet.engine INFO: Epoch: [32] [4600/7329] learning_rate: 0.000100 loss_class: 0.632730 loss_bbox: 0.160083 loss_giou: 0.378602 loss_class_aux: 2.712874 loss_bbox_aux: 0.710741 loss_giou_aux: 1.637269 loss_class_dn: 0.334464 loss_bbox_dn: 0.205675 loss_giou_dn: 0.391390 loss_class_aux_dn: 1.121855 loss_bbox_aux_dn: 0.732737 loss_giou_aux_dn: 1.343430 loss: 10.699486 eta: 1 day, 5:24:03 batch_cost: 0.3500 data_cost: 0.0008 ips: 11.4299 images/s [05/14 19:11:00] ppdet.engine INFO: Epoch: [32] [4800/7329] learning_rate: 0.000100 loss_class: 0.665985 loss_bbox: 0.156311 loss_giou: 0.426122 loss_class_aux: 2.831974 loss_bbox_aux: 0.711994 loss_giou_aux: 1.805845 loss_class_dn: 0.341173 loss_bbox_dn: 0.177428 loss_giou_dn: 0.417738 loss_class_aux_dn: 1.116073 loss_bbox_aux_dn: 0.648841 loss_giou_aux_dn: 1.407428 loss: 10.817707 eta: 1 day, 5:22:45 batch_cost: 0.3497 data_cost: 0.0007 ips: 11.4398 images/s [05/14 19:12:20] ppdet.engine INFO: Epoch: [32] [5000/7329] learning_rate: 0.000100 loss_class: 0.608135 loss_bbox: 0.142084 loss_giou: 0.385770 loss_class_aux: 2.576763 loss_bbox_aux: 0.623543 loss_giou_aux: 1.724620 loss_class_dn: 0.335267 loss_bbox_dn: 0.161572 loss_giou_dn: 0.381776 loss_class_aux_dn: 1.086474 loss_bbox_aux_dn: 0.610654 loss_giou_aux_dn: 1.342809 loss: 10.460568 eta: 1 day, 5:21:30 batch_cost: 0.3607 data_cost: 0.0007 ips: 11.0889 images/s [05/14 19:13:40] ppdet.engine INFO: Epoch: [32] [5200/7329] learning_rate: 0.000100 loss_class: 0.665350 loss_bbox: 0.140876 loss_giou: 0.390198 loss_class_aux: 2.840334 loss_bbox_aux: 0.632225 loss_giou_aux: 1.665579 loss_class_dn: 0.358758 loss_bbox_dn: 0.172059 loss_giou_dn: 0.405556 loss_class_aux_dn: 1.175423 loss_bbox_aux_dn: 0.662013 loss_giou_aux_dn: 1.400253 loss: 11.077190 eta: 1 day, 5:20:16 batch_cost: 0.3635 data_cost: 0.0007 ips: 11.0043 images/s [05/14 19:15:00] ppdet.engine INFO: Epoch: [32] [5400/7329] learning_rate: 0.000100 loss_class: 0.594104 loss_bbox: 0.155579 loss_giou: 0.407921 loss_class_aux: 2.513735 loss_bbox_aux: 0.688068 loss_giou_aux: 1.767764 loss_class_dn: 0.328037 loss_bbox_dn: 0.169532 loss_giou_dn: 0.381472 loss_class_aux_dn: 1.092132 loss_bbox_aux_dn: 0.626650 loss_giou_aux_dn: 1.300617 loss: 10.716337 eta: 1 day, 5:19:02 batch_cost: 0.3619 data_cost: 0.0007 ips: 11.0538 images/s [05/14 19:16:17] ppdet.engine INFO: Epoch: [32] [5600/7329] learning_rate: 0.000100 loss_class: 0.657759 loss_bbox: 0.152781 loss_giou: 0.437327 loss_class_aux: 2.833682 loss_bbox_aux: 0.691984 loss_giou_aux: 1.930768 loss_class_dn: 0.357623 loss_bbox_dn: 0.194759 loss_giou_dn: 0.426689 loss_class_aux_dn: 1.189984 loss_bbox_aux_dn: 0.703423 loss_giou_aux_dn: 1.439342 loss: 11.199091 eta: 1 day, 5:17:44 batch_cost: 0.3494 data_cost: 0.0007 ips: 11.4493 images/s [05/14 19:17:35] ppdet.engine INFO: Epoch: [32] [5800/7329] learning_rate: 0.000100 loss_class: 0.684043 loss_bbox: 0.153601 loss_giou: 0.413011 loss_class_aux: 2.953877 loss_bbox_aux: 0.691756 loss_giou_aux: 1.797874 loss_class_dn: 0.363696 loss_bbox_dn: 0.185788 loss_giou_dn: 0.424270 loss_class_aux_dn: 1.170712 loss_bbox_aux_dn: 0.665616 loss_giou_aux_dn: 1.440563 loss: 11.568859 eta: 1 day, 5:16:27 batch_cost: 0.3504 data_cost: 0.0007 ips: 11.4144 images/s [05/14 19:18:53] ppdet.engine INFO: Epoch: [32] [6000/7329] learning_rate: 0.000100 loss_class: 0.632938 loss_bbox: 0.150109 loss_giou: 0.386363 loss_class_aux: 2.845814 loss_bbox_aux: 0.677119 loss_giou_aux: 1.650164 loss_class_dn: 0.339832 loss_bbox_dn: 0.178794 loss_giou_dn: 0.386210 loss_class_aux_dn: 1.150908 loss_bbox_aux_dn: 0.666946 loss_giou_aux_dn: 1.316226 loss: 10.524697 eta: 1 day, 5:15:10 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3209 images/s [05/14 19:20:13] ppdet.engine INFO: Epoch: [32] [6200/7329] learning_rate: 0.000100 loss_class: 0.723456 loss_bbox: 0.156008 loss_giou: 0.479679 loss_class_aux: 3.033215 loss_bbox_aux: 0.675894 loss_giou_aux: 2.033937 loss_class_dn: 0.378653 loss_bbox_dn: 0.181711 loss_giou_dn: 0.453672 loss_class_aux_dn: 1.235686 loss_bbox_aux_dn: 0.665217 loss_giou_aux_dn: 1.568905 loss: 11.760417 eta: 1 day, 5:13:55 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2220 images/s [05/14 19:21:31] ppdet.engine INFO: Epoch: [32] [6400/7329] learning_rate: 0.000100 loss_class: 0.632900 loss_bbox: 0.146270 loss_giou: 0.411994 loss_class_aux: 2.708524 loss_bbox_aux: 0.668824 loss_giou_aux: 1.779236 loss_class_dn: 0.338673 loss_bbox_dn: 0.171663 loss_giou_dn: 0.411072 loss_class_aux_dn: 1.112192 loss_bbox_aux_dn: 0.633499 loss_giou_aux_dn: 1.411134 loss: 10.677605 eta: 1 day, 5:12:38 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3570 images/s [05/14 19:22:51] ppdet.engine INFO: Epoch: [32] [6600/7329] learning_rate: 0.000100 loss_class: 0.634549 loss_bbox: 0.143449 loss_giou: 0.434853 loss_class_aux: 2.766153 loss_bbox_aux: 0.667578 loss_giou_aux: 1.870251 loss_class_dn: 0.341700 loss_bbox_dn: 0.156683 loss_giou_dn: 0.418348 loss_class_aux_dn: 1.106410 loss_bbox_aux_dn: 0.599454 loss_giou_aux_dn: 1.440368 loss: 10.729699 eta: 1 day, 5:11:23 batch_cost: 0.3611 data_cost: 0.0007 ips: 11.0771 images/s [05/14 19:24:10] ppdet.engine INFO: Epoch: [32] [6800/7329] learning_rate: 0.000100 loss_class: 0.733568 loss_bbox: 0.164562 loss_giou: 0.442283 loss_class_aux: 3.148624 loss_bbox_aux: 0.717216 loss_giou_aux: 1.915954 loss_class_dn: 0.384910 loss_bbox_dn: 0.182920 loss_giou_dn: 0.442642 loss_class_aux_dn: 1.265191 loss_bbox_aux_dn: 0.701689 loss_giou_aux_dn: 1.501666 loss: 12.015408 eta: 1 day, 5:10:08 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1927 images/s [05/14 19:25:27] ppdet.engine INFO: Epoch: [32] [7000/7329] learning_rate: 0.000100 loss_class: 0.653593 loss_bbox: 0.153755 loss_giou: 0.395156 loss_class_aux: 2.719943 loss_bbox_aux: 0.688141 loss_giou_aux: 1.698163 loss_class_dn: 0.347673 loss_bbox_dn: 0.180260 loss_giou_dn: 0.383180 loss_class_aux_dn: 1.142822 loss_bbox_aux_dn: 0.674644 loss_giou_aux_dn: 1.312677 loss: 10.734648 eta: 1 day, 5:08:50 batch_cost: 0.3485 data_cost: 0.0007 ips: 11.4781 images/s [05/14 19:26:45] ppdet.engine INFO: Epoch: [32] [7200/7329] learning_rate: 0.000100 loss_class: 0.700289 loss_bbox: 0.139106 loss_giou: 0.403778 loss_class_aux: 2.997688 loss_bbox_aux: 0.625680 loss_giou_aux: 1.794250 loss_class_dn: 0.357444 loss_bbox_dn: 0.169093 loss_giou_dn: 0.424358 loss_class_aux_dn: 1.197440 loss_bbox_aux_dn: 0.644145 loss_giou_aux_dn: 1.486217 loss: 11.417881 eta: 1 day, 5:07:33 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3666 images/s [05/14 19:27:38] ppdet.engine INFO: Eval iter: 0 [05/14 19:27:45] ppdet.engine INFO: Eval iter: 100 [05/14 19:27:52] ppdet.engine INFO: Eval iter: 200 [05/14 19:28:00] ppdet.engine INFO: Eval iter: 300 [05/14 19:28:07] ppdet.engine INFO: Eval iter: 400 [05/14 19:28:14] ppdet.engine INFO: Eval iter: 500 [05/14 19:28:22] ppdet.engine INFO: Eval iter: 600 [05/14 19:28:28] ppdet.engine INFO: Eval iter: 700 [05/14 19:28:36] ppdet.engine INFO: Eval iter: 800 [05/14 19:28:43] ppdet.engine INFO: Eval iter: 900 [05/14 19:28:50] ppdet.engine INFO: Eval iter: 1000 [05/14 19:28:57] ppdet.engine INFO: Eval iter: 1100 [05/14 19:29:05] ppdet.engine INFO: Eval iter: 1200 [05/14 19:29:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/14 19:29:29] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.12s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=95.75s). Accumulating evaluation results... DONE (t=22.12s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.472 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.647 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.294 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.647 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 ] = 0.618 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 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867 [05/14 19:31:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 54.8443233408692 [05/14 19:31:43] ppdet.engine INFO: Best test bbox ap is 0.472. [05/14 19:31:46] ppdet.engine INFO: Epoch: [33] [ 0/7329] learning_rate: 0.000100 loss_class: 0.669880 loss_bbox: 0.142680 loss_giou: 0.402834 loss_class_aux: 2.848691 loss_bbox_aux: 0.619602 loss_giou_aux: 1.758399 loss_class_dn: 0.358100 loss_bbox_dn: 0.175667 loss_giou_dn: 0.416966 loss_class_aux_dn: 1.194440 loss_bbox_aux_dn: 0.647219 loss_giou_aux_dn: 1.457517 loss: 11.117689 eta: 1 day, 5:06:43 batch_cost: 0.3513 data_cost: 0.0008 ips: 11.3859 images/s [05/14 19:33:05] ppdet.engine INFO: Epoch: [33] [ 200/7329] learning_rate: 0.000100 loss_class: 0.620530 loss_bbox: 0.148554 loss_giou: 0.452457 loss_class_aux: 2.645015 loss_bbox_aux: 0.654048 loss_giou_aux: 1.786016 loss_class_dn: 0.346235 loss_bbox_dn: 0.161629 loss_giou_dn: 0.439187 loss_class_aux_dn: 1.140535 loss_bbox_aux_dn: 0.587505 loss_giou_aux_dn: 1.506765 loss: 10.641771 eta: 1 day, 5:05:28 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1580 images/s [05/14 19:34:23] ppdet.engine INFO: Epoch: [33] [ 400/7329] learning_rate: 0.000100 loss_class: 0.615944 loss_bbox: 0.138581 loss_giou: 0.396378 loss_class_aux: 2.620391 loss_bbox_aux: 0.630048 loss_giou_aux: 1.704099 loss_class_dn: 0.328082 loss_bbox_dn: 0.162254 loss_giou_dn: 0.383261 loss_class_aux_dn: 1.080442 loss_bbox_aux_dn: 0.617946 loss_giou_aux_dn: 1.309324 loss: 10.488168 eta: 1 day, 5:04:12 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3122 images/s [05/14 19:35:46] ppdet.engine INFO: Epoch: [33] [ 600/7329] learning_rate: 0.000100 loss_class: 0.720105 loss_bbox: 0.160436 loss_giou: 0.414279 loss_class_aux: 3.167722 loss_bbox_aux: 0.722710 loss_giou_aux: 1.780306 loss_class_dn: 0.370990 loss_bbox_dn: 0.204452 loss_giou_dn: 0.423304 loss_class_aux_dn: 1.241015 loss_bbox_aux_dn: 0.723353 loss_giou_aux_dn: 1.471900 loss: 11.459788 eta: 1 day, 5:02:58 batch_cost: 0.3650 data_cost: 0.0007 ips: 10.9588 images/s [05/14 19:37:04] ppdet.engine INFO: Epoch: [33] [ 800/7329] learning_rate: 0.000100 loss_class: 0.649471 loss_bbox: 0.164175 loss_giou: 0.433979 loss_class_aux: 2.818616 loss_bbox_aux: 0.716256 loss_giou_aux: 1.881426 loss_class_dn: 0.364099 loss_bbox_dn: 0.178594 loss_giou_dn: 0.427618 loss_class_aux_dn: 1.150704 loss_bbox_aux_dn: 0.651590 loss_giou_aux_dn: 1.469232 loss: 11.292315 eta: 1 day, 5:01:42 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2444 images/s [05/14 19:38:22] ppdet.engine INFO: Epoch: [33] [1000/7329] learning_rate: 0.000100 loss_class: 0.688874 loss_bbox: 0.167099 loss_giou: 0.444662 loss_class_aux: 2.909549 loss_bbox_aux: 0.748122 loss_giou_aux: 1.930410 loss_class_dn: 0.375869 loss_bbox_dn: 0.189564 loss_giou_dn: 0.489007 loss_class_aux_dn: 1.225204 loss_bbox_aux_dn: 0.687224 loss_giou_aux_dn: 1.604860 loss: 12.253521 eta: 1 day, 5:00:25 batch_cost: 0.3503 data_cost: 0.0007 ips: 11.4177 images/s [05/14 19:39:40] ppdet.engine INFO: Epoch: [33] [1200/7329] learning_rate: 0.000100 loss_class: 0.672642 loss_bbox: 0.153585 loss_giou: 0.414445 loss_class_aux: 2.837276 loss_bbox_aux: 0.709596 loss_giou_aux: 1.836373 loss_class_dn: 0.380786 loss_bbox_dn: 0.173858 loss_giou_dn: 0.415024 loss_class_aux_dn: 1.249215 loss_bbox_aux_dn: 0.638561 loss_giou_aux_dn: 1.425650 loss: 11.446301 eta: 1 day, 4:59:08 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3733 images/s [05/14 19:40:59] ppdet.engine INFO: Epoch: [33] [1400/7329] learning_rate: 0.000100 loss_class: 0.645575 loss_bbox: 0.150638 loss_giou: 0.437142 loss_class_aux: 2.700643 loss_bbox_aux: 0.670752 loss_giou_aux: 1.865172 loss_class_dn: 0.351183 loss_bbox_dn: 0.163864 loss_giou_dn: 0.411549 loss_class_aux_dn: 1.170660 loss_bbox_aux_dn: 0.636495 loss_giou_aux_dn: 1.418071 loss: 10.999290 eta: 1 day, 4:57:53 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2100 images/s [05/14 19:42:17] ppdet.engine INFO: Epoch: [33] [1600/7329] learning_rate: 0.000100 loss_class: 0.655091 loss_bbox: 0.151514 loss_giou: 0.412464 loss_class_aux: 2.731232 loss_bbox_aux: 0.678442 loss_giou_aux: 1.773116 loss_class_dn: 0.347459 loss_bbox_dn: 0.175505 loss_giou_dn: 0.388563 loss_class_aux_dn: 1.128617 loss_bbox_aux_dn: 0.651556 loss_giou_aux_dn: 1.336919 loss: 10.670002 eta: 1 day, 4:56:35 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4127 images/s [05/14 19:43:36] ppdet.engine INFO: Epoch: [33] [1800/7329] learning_rate: 0.000100 loss_class: 0.625858 loss_bbox: 0.146122 loss_giou: 0.437087 loss_class_aux: 2.755544 loss_bbox_aux: 0.670032 loss_giou_aux: 1.907094 loss_class_dn: 0.368857 loss_bbox_dn: 0.165811 loss_giou_dn: 0.434320 loss_class_aux_dn: 1.197710 loss_bbox_aux_dn: 0.611388 loss_giou_aux_dn: 1.467417 loss: 11.426258 eta: 1 day, 4:55:20 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2288 images/s [05/14 19:44:55] ppdet.engine INFO: Epoch: [33] [2000/7329] learning_rate: 0.000100 loss_class: 0.606047 loss_bbox: 0.147094 loss_giou: 0.379997 loss_class_aux: 2.547433 loss_bbox_aux: 0.670348 loss_giou_aux: 1.622740 loss_class_dn: 0.323895 loss_bbox_dn: 0.184156 loss_giou_dn: 0.380971 loss_class_aux_dn: 1.038910 loss_bbox_aux_dn: 0.671365 loss_giou_aux_dn: 1.299367 loss: 10.048204 eta: 1 day, 4:54:04 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2231 images/s [05/14 19:46:15] ppdet.engine INFO: Epoch: [33] [2200/7329] learning_rate: 0.000100 loss_class: 0.618585 loss_bbox: 0.147995 loss_giou: 0.339585 loss_class_aux: 2.563845 loss_bbox_aux: 0.665078 loss_giou_aux: 1.508195 loss_class_dn: 0.317613 loss_bbox_dn: 0.183377 loss_giou_dn: 0.350479 loss_class_aux_dn: 1.057517 loss_bbox_aux_dn: 0.675426 loss_giou_aux_dn: 1.197572 loss: 9.962160 eta: 1 day, 4:52:50 batch_cost: 0.3630 data_cost: 0.0007 ips: 11.0180 images/s [05/14 19:47:36] ppdet.engine INFO: Epoch: [33] [2400/7329] learning_rate: 0.000100 loss_class: 0.718436 loss_bbox: 0.165353 loss_giou: 0.459891 loss_class_aux: 3.006611 loss_bbox_aux: 0.737704 loss_giou_aux: 1.951899 loss_class_dn: 0.373093 loss_bbox_dn: 0.198070 loss_giou_dn: 0.456129 loss_class_aux_dn: 1.220719 loss_bbox_aux_dn: 0.712061 loss_giou_aux_dn: 1.548458 loss: 12.119584 eta: 1 day, 4:51:38 batch_cost: 0.3714 data_cost: 0.0006 ips: 10.7708 images/s [05/14 19:48:55] ppdet.engine INFO: Epoch: [33] [2600/7329] learning_rate: 0.000100 loss_class: 0.697540 loss_bbox: 0.150837 loss_giou: 0.464341 loss_class_aux: 2.943598 loss_bbox_aux: 0.719528 loss_giou_aux: 1.981002 loss_class_dn: 0.365964 loss_bbox_dn: 0.189020 loss_giou_dn: 0.464658 loss_class_aux_dn: 1.211698 loss_bbox_aux_dn: 0.681367 loss_giou_aux_dn: 1.586803 loss: 11.888905 eta: 1 day, 4:50:21 batch_cost: 0.3535 data_cost: 0.0008 ips: 11.3139 images/s [05/14 19:50:12] ppdet.engine INFO: Epoch: [33] [2800/7329] learning_rate: 0.000100 loss_class: 0.662504 loss_bbox: 0.150313 loss_giou: 0.426011 loss_class_aux: 2.846921 loss_bbox_aux: 0.679109 loss_giou_aux: 1.794896 loss_class_dn: 0.356217 loss_bbox_dn: 0.178328 loss_giou_dn: 0.437694 loss_class_aux_dn: 1.171956 loss_bbox_aux_dn: 0.682146 loss_giou_aux_dn: 1.502524 loss: 10.717897 eta: 1 day, 4:49:04 batch_cost: 0.3501 data_cost: 0.0007 ips: 11.4253 images/s [05/14 19:51:32] ppdet.engine INFO: Epoch: [33] [3000/7329] learning_rate: 0.000100 loss_class: 0.664197 loss_bbox: 0.154861 loss_giou: 0.452233 loss_class_aux: 2.817659 loss_bbox_aux: 0.695319 loss_giou_aux: 1.914809 loss_class_dn: 0.365616 loss_bbox_dn: 0.172454 loss_giou_dn: 0.415941 loss_class_aux_dn: 1.177092 loss_bbox_aux_dn: 0.641395 loss_giou_aux_dn: 1.442243 loss: 11.311934 eta: 1 day, 4:47:49 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1911 images/s [05/14 19:52:51] ppdet.engine INFO: Epoch: [33] [3200/7329] learning_rate: 0.000100 loss_class: 0.643582 loss_bbox: 0.158736 loss_giou: 0.388034 loss_class_aux: 2.733132 loss_bbox_aux: 0.734513 loss_giou_aux: 1.693018 loss_class_dn: 0.317154 loss_bbox_dn: 0.188220 loss_giou_dn: 0.399596 loss_class_aux_dn: 1.054632 loss_bbox_aux_dn: 0.704457 loss_giou_aux_dn: 1.356237 loss: 10.287079 eta: 1 day, 4:46:33 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2317 images/s [05/14 19:54:12] ppdet.engine INFO: Epoch: [33] [3400/7329] learning_rate: 0.000100 loss_class: 0.638005 loss_bbox: 0.134862 loss_giou: 0.367208 loss_class_aux: 2.756877 loss_bbox_aux: 0.618428 loss_giou_aux: 1.615822 loss_class_dn: 0.337643 loss_bbox_dn: 0.155466 loss_giou_dn: 0.376664 loss_class_aux_dn: 1.128688 loss_bbox_aux_dn: 0.601876 loss_giou_aux_dn: 1.301445 loss: 10.216114 eta: 1 day, 4:45:19 batch_cost: 0.3614 data_cost: 0.0007 ips: 11.0676 images/s [05/14 19:55:32] ppdet.engine INFO: Epoch: [33] [3600/7329] learning_rate: 0.000100 loss_class: 0.646789 loss_bbox: 0.143994 loss_giou: 0.408531 loss_class_aux: 2.784533 loss_bbox_aux: 0.663931 loss_giou_aux: 1.812450 loss_class_dn: 0.356176 loss_bbox_dn: 0.164183 loss_giou_dn: 0.445443 loss_class_aux_dn: 1.150097 loss_bbox_aux_dn: 0.624394 loss_giou_aux_dn: 1.496771 loss: 11.134246 eta: 1 day, 4:44:03 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1939 images/s [05/14 19:56:50] ppdet.engine INFO: Epoch: [33] [3800/7329] learning_rate: 0.000100 loss_class: 0.668417 loss_bbox: 0.149907 loss_giou: 0.412489 loss_class_aux: 2.794120 loss_bbox_aux: 0.684262 loss_giou_aux: 1.819862 loss_class_dn: 0.364175 loss_bbox_dn: 0.169175 loss_giou_dn: 0.412135 loss_class_aux_dn: 1.200556 loss_bbox_aux_dn: 0.649542 loss_giou_aux_dn: 1.411931 loss: 11.226177 eta: 1 day, 4:42:46 batch_cost: 0.3510 data_cost: 0.0007 ips: 11.3967 images/s [05/14 19:58:08] ppdet.engine INFO: Epoch: [33] [4000/7329] learning_rate: 0.000100 loss_class: 0.662452 loss_bbox: 0.144749 loss_giou: 0.425434 loss_class_aux: 2.755295 loss_bbox_aux: 0.685152 loss_giou_aux: 1.819844 loss_class_dn: 0.348227 loss_bbox_dn: 0.175479 loss_giou_dn: 0.433789 loss_class_aux_dn: 1.124576 loss_bbox_aux_dn: 0.654409 loss_giou_aux_dn: 1.443909 loss: 10.950309 eta: 1 day, 4:41:29 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4032 images/s [05/14 19:59:25] ppdet.engine INFO: Epoch: [33] [4200/7329] learning_rate: 0.000100 loss_class: 0.661414 loss_bbox: 0.149796 loss_giou: 0.414311 loss_class_aux: 2.817663 loss_bbox_aux: 0.661038 loss_giou_aux: 1.805349 loss_class_dn: 0.354121 loss_bbox_dn: 0.167041 loss_giou_dn: 0.431756 loss_class_aux_dn: 1.164657 loss_bbox_aux_dn: 0.624575 loss_giou_aux_dn: 1.440867 loss: 11.299292 eta: 1 day, 4:40:13 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3883 images/s [05/14 20:00:47] ppdet.engine INFO: Epoch: [33] [4400/7329] learning_rate: 0.000100 loss_class: 0.671928 loss_bbox: 0.141370 loss_giou: 0.433035 loss_class_aux: 2.812057 loss_bbox_aux: 0.665432 loss_giou_aux: 1.825973 loss_class_dn: 0.332411 loss_bbox_dn: 0.158206 loss_giou_dn: 0.441707 loss_class_aux_dn: 1.127485 loss_bbox_aux_dn: 0.593114 loss_giou_aux_dn: 1.467633 loss: 10.867815 eta: 1 day, 4:39:00 batch_cost: 0.3704 data_cost: 0.0006 ips: 10.7992 images/s [05/14 20:02:05] ppdet.engine INFO: Epoch: [33] [4600/7329] learning_rate: 0.000100 loss_class: 0.609111 loss_bbox: 0.136064 loss_giou: 0.359405 loss_class_aux: 2.573266 loss_bbox_aux: 0.631265 loss_giou_aux: 1.608242 loss_class_dn: 0.315023 loss_bbox_dn: 0.159874 loss_giou_dn: 0.363548 loss_class_aux_dn: 1.049313 loss_bbox_aux_dn: 0.599561 loss_giou_aux_dn: 1.268948 loss: 10.107647 eta: 1 day, 4:37:43 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3880 images/s [05/14 20:03:23] ppdet.engine INFO: Epoch: [33] [4800/7329] learning_rate: 0.000100 loss_class: 0.649021 loss_bbox: 0.152471 loss_giou: 0.420210 loss_class_aux: 2.712863 loss_bbox_aux: 0.704763 loss_giou_aux: 1.870585 loss_class_dn: 0.342714 loss_bbox_dn: 0.184529 loss_giou_dn: 0.438074 loss_class_aux_dn: 1.122961 loss_bbox_aux_dn: 0.685082 loss_giou_aux_dn: 1.498948 loss: 11.114901 eta: 1 day, 4:36:27 batch_cost: 0.3507 data_cost: 0.0007 ips: 11.4046 images/s [05/14 20:04:41] ppdet.engine INFO: Epoch: [33] [5000/7329] learning_rate: 0.000100 loss_class: 0.650891 loss_bbox: 0.157982 loss_giou: 0.421721 loss_class_aux: 2.772032 loss_bbox_aux: 0.720384 loss_giou_aux: 1.813541 loss_class_dn: 0.346268 loss_bbox_dn: 0.187766 loss_giou_dn: 0.416264 loss_class_aux_dn: 1.126723 loss_bbox_aux_dn: 0.705871 loss_giou_aux_dn: 1.417428 loss: 11.194989 eta: 1 day, 4:35:10 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3351 images/s [05/14 20:06:00] ppdet.engine INFO: Epoch: [33] [5200/7329] learning_rate: 0.000100 loss_class: 0.636897 loss_bbox: 0.153916 loss_giou: 0.419742 loss_class_aux: 2.734276 loss_bbox_aux: 0.695080 loss_giou_aux: 1.767539 loss_class_dn: 0.348473 loss_bbox_dn: 0.174059 loss_giou_dn: 0.420514 loss_class_aux_dn: 1.132470 loss_bbox_aux_dn: 0.624901 loss_giou_aux_dn: 1.416740 loss: 10.960337 eta: 1 day, 4:33:54 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3137 images/s [05/14 20:07:17] ppdet.engine INFO: Epoch: [33] [5400/7329] learning_rate: 0.000100 loss_class: 0.624076 loss_bbox: 0.143501 loss_giou: 0.383909 loss_class_aux: 2.663968 loss_bbox_aux: 0.660646 loss_giou_aux: 1.631543 loss_class_dn: 0.314945 loss_bbox_dn: 0.164158 loss_giou_dn: 0.379892 loss_class_aux_dn: 1.060705 loss_bbox_aux_dn: 0.594012 loss_giou_aux_dn: 1.307558 loss: 10.264864 eta: 1 day, 4:32:37 batch_cost: 0.3494 data_cost: 0.0007 ips: 11.4489 images/s [05/14 20:08:35] ppdet.engine INFO: Epoch: [33] [5600/7329] learning_rate: 0.000100 loss_class: 0.658135 loss_bbox: 0.149342 loss_giou: 0.422714 loss_class_aux: 2.839818 loss_bbox_aux: 0.656959 loss_giou_aux: 1.785522 loss_class_dn: 0.336293 loss_bbox_dn: 0.162915 loss_giou_dn: 0.424778 loss_class_aux_dn: 1.136326 loss_bbox_aux_dn: 0.607403 loss_giou_aux_dn: 1.454317 loss: 11.086960 eta: 1 day, 4:31:20 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4037 images/s [05/14 20:09:52] ppdet.engine INFO: Epoch: [33] [5800/7329] learning_rate: 0.000100 loss_class: 0.639011 loss_bbox: 0.143396 loss_giou: 0.363500 loss_class_aux: 2.717301 loss_bbox_aux: 0.665179 loss_giou_aux: 1.642169 loss_class_dn: 0.341220 loss_bbox_dn: 0.178662 loss_giou_dn: 0.373344 loss_class_aux_dn: 1.091533 loss_bbox_aux_dn: 0.681164 loss_giou_aux_dn: 1.327927 loss: 10.813712 eta: 1 day, 4:30:03 batch_cost: 0.3491 data_cost: 0.0007 ips: 11.4568 images/s [05/14 20:11:09] ppdet.engine INFO: Epoch: [33] [6000/7329] learning_rate: 0.000100 loss_class: 0.682214 loss_bbox: 0.160833 loss_giou: 0.475360 loss_class_aux: 2.912907 loss_bbox_aux: 0.721423 loss_giou_aux: 2.027470 loss_class_dn: 0.385378 loss_bbox_dn: 0.182709 loss_giou_dn: 0.491881 loss_class_aux_dn: 1.261816 loss_bbox_aux_dn: 0.669310 loss_giou_aux_dn: 1.671725 loss: 12.137735 eta: 1 day, 4:28:45 batch_cost: 0.3480 data_cost: 0.0007 ips: 11.4959 images/s [05/14 20:12:27] ppdet.engine INFO: Epoch: [33] [6200/7329] learning_rate: 0.000100 loss_class: 0.677239 loss_bbox: 0.154922 loss_giou: 0.396899 loss_class_aux: 2.850550 loss_bbox_aux: 0.723604 loss_giou_aux: 1.769056 loss_class_dn: 0.333316 loss_bbox_dn: 0.173745 loss_giou_dn: 0.389685 loss_class_aux_dn: 1.105033 loss_bbox_aux_dn: 0.653819 loss_giou_aux_dn: 1.344422 loss: 10.837077 eta: 1 day, 4:27:29 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3425 images/s [05/14 20:13:46] ppdet.engine INFO: Epoch: [33] [6400/7329] learning_rate: 0.000100 loss_class: 0.657360 loss_bbox: 0.153597 loss_giou: 0.424239 loss_class_aux: 2.826112 loss_bbox_aux: 0.677368 loss_giou_aux: 1.803648 loss_class_dn: 0.358192 loss_bbox_dn: 0.171263 loss_giou_dn: 0.413294 loss_class_aux_dn: 1.175445 loss_bbox_aux_dn: 0.629440 loss_giou_aux_dn: 1.417740 loss: 11.121389 eta: 1 day, 4:26:12 batch_cost: 0.3515 data_cost: 0.0008 ips: 11.3788 images/s [05/14 20:15:04] ppdet.engine INFO: Epoch: [33] [6600/7329] learning_rate: 0.000100 loss_class: 0.679447 loss_bbox: 0.153038 loss_giou: 0.434801 loss_class_aux: 2.883759 loss_bbox_aux: 0.686130 loss_giou_aux: 1.873357 loss_class_dn: 0.342733 loss_bbox_dn: 0.173366 loss_giou_dn: 0.439430 loss_class_aux_dn: 1.132102 loss_bbox_aux_dn: 0.631448 loss_giou_aux_dn: 1.457747 loss: 11.343735 eta: 1 day, 4:24:56 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2956 images/s [05/14 20:16:22] ppdet.engine INFO: Epoch: [33] [6800/7329] learning_rate: 0.000100 loss_class: 0.676108 loss_bbox: 0.154144 loss_giou: 0.411329 loss_class_aux: 2.849360 loss_bbox_aux: 0.710707 loss_giou_aux: 1.783877 loss_class_dn: 0.352747 loss_bbox_dn: 0.184634 loss_giou_dn: 0.421702 loss_class_aux_dn: 1.175458 loss_bbox_aux_dn: 0.706309 loss_giou_aux_dn: 1.435089 loss: 11.702149 eta: 1 day, 4:23:40 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3717 images/s [05/14 20:17:39] ppdet.engine INFO: Epoch: [33] [7000/7329] learning_rate: 0.000100 loss_class: 0.651010 loss_bbox: 0.148908 loss_giou: 0.383006 loss_class_aux: 2.782630 loss_bbox_aux: 0.670078 loss_giou_aux: 1.648482 loss_class_dn: 0.331275 loss_bbox_dn: 0.187330 loss_giou_dn: 0.398787 loss_class_aux_dn: 1.111619 loss_bbox_aux_dn: 0.676220 loss_giou_aux_dn: 1.363238 loss: 10.446340 eta: 1 day, 4:22:22 batch_cost: 0.3478 data_cost: 0.0008 ips: 11.5017 images/s [05/14 20:18:57] ppdet.engine INFO: Epoch: [33] [7200/7329] learning_rate: 0.000100 loss_class: 0.645136 loss_bbox: 0.153364 loss_giou: 0.398647 loss_class_aux: 2.757740 loss_bbox_aux: 0.649575 loss_giou_aux: 1.721931 loss_class_dn: 0.339508 loss_bbox_dn: 0.168293 loss_giou_dn: 0.418895 loss_class_aux_dn: 1.128376 loss_bbox_aux_dn: 0.619173 loss_giou_aux_dn: 1.412311 loss: 10.651921 eta: 1 day, 4:21:06 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3778 images/s [05/14 20:19:50] ppdet.engine INFO: Eval iter: 0 [05/14 20:19:56] ppdet.engine INFO: Eval iter: 100 [05/14 20:20:03] ppdet.engine INFO: Eval iter: 200 [05/14 20:20:09] ppdet.engine INFO: Eval iter: 300 [05/14 20:20:15] ppdet.engine INFO: Eval iter: 400 [05/14 20:20:22] ppdet.engine INFO: Eval iter: 500 [05/14 20:20:28] ppdet.engine INFO: Eval iter: 600 [05/14 20:20:35] ppdet.engine INFO: Eval iter: 700 [05/14 20:20:42] ppdet.engine INFO: Eval iter: 800 [05/14 20:20:48] ppdet.engine INFO: Eval iter: 900 [05/14 20:20:54] ppdet.engine INFO: Eval iter: 1000 [05/14 20:21:02] ppdet.engine INFO: Eval iter: 1100 [05/14 20:21:08] ppdet.engine INFO: Eval iter: 1200 [05/14 20:21:31] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.47s) creating index... index created! [05/14 20:21:33] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.52s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=91.92s). Accumulating evaluation results... DONE (t=26.84s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.473 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.648 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.295 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.366 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.618 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/14 20:23:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.09443407032691 [05/14 20:23:48] ppdet.engine INFO: Best test bbox ap is 0.473. [05/14 20:23:51] ppdet.engine INFO: Epoch: [34] [ 0/7329] learning_rate: 0.000100 loss_class: 0.665797 loss_bbox: 0.164291 loss_giou: 0.424371 loss_class_aux: 2.888484 loss_bbox_aux: 0.737193 loss_giou_aux: 1.813567 loss_class_dn: 0.357193 loss_bbox_dn: 0.185645 loss_giou_dn: 0.427869 loss_class_aux_dn: 1.185483 loss_bbox_aux_dn: 0.676500 loss_giou_aux_dn: 1.469150 loss: 11.358274 eta: 1 day, 4:20:17 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3228 images/s [05/14 20:25:10] ppdet.engine INFO: Epoch: [34] [ 200/7329] learning_rate: 0.000100 loss_class: 0.633529 loss_bbox: 0.148482 loss_giou: 0.361381 loss_class_aux: 2.813575 loss_bbox_aux: 0.671300 loss_giou_aux: 1.612385 loss_class_dn: 0.336881 loss_bbox_dn: 0.184713 loss_giou_dn: 0.365190 loss_class_aux_dn: 1.115145 loss_bbox_aux_dn: 0.679673 loss_giou_aux_dn: 1.300711 loss: 10.381018 eta: 1 day, 4:19:01 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2349 images/s [05/14 20:26:29] ppdet.engine INFO: Epoch: [34] [ 400/7329] learning_rate: 0.000100 loss_class: 0.643650 loss_bbox: 0.140242 loss_giou: 0.430196 loss_class_aux: 2.797299 loss_bbox_aux: 0.667481 loss_giou_aux: 1.845373 loss_class_dn: 0.366929 loss_bbox_dn: 0.157948 loss_giou_dn: 0.413188 loss_class_aux_dn: 1.212410 loss_bbox_aux_dn: 0.606755 loss_giou_aux_dn: 1.430224 loss: 11.609642 eta: 1 day, 4:17:46 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2237 images/s [05/14 20:27:47] ppdet.engine INFO: Epoch: [34] [ 600/7329] learning_rate: 0.000100 loss_class: 0.610659 loss_bbox: 0.150566 loss_giou: 0.366993 loss_class_aux: 2.617157 loss_bbox_aux: 0.666075 loss_giou_aux: 1.620247 loss_class_dn: 0.328172 loss_bbox_dn: 0.165665 loss_giou_dn: 0.392369 loss_class_aux_dn: 1.089940 loss_bbox_aux_dn: 0.615524 loss_giou_aux_dn: 1.336887 loss: 10.413635 eta: 1 day, 4:16:29 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3885 images/s [05/14 20:29:05] ppdet.engine INFO: Epoch: [34] [ 800/7329] learning_rate: 0.000100 loss_class: 0.614882 loss_bbox: 0.148124 loss_giou: 0.383324 loss_class_aux: 2.580503 loss_bbox_aux: 0.678042 loss_giou_aux: 1.650893 loss_class_dn: 0.336118 loss_bbox_dn: 0.181731 loss_giou_dn: 0.385704 loss_class_aux_dn: 1.080093 loss_bbox_aux_dn: 0.664607 loss_giou_aux_dn: 1.324118 loss: 10.548837 eta: 1 day, 4:15:13 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3916 images/s [05/14 20:30:24] ppdet.engine INFO: Epoch: [34] [1000/7329] learning_rate: 0.000100 loss_class: 0.690983 loss_bbox: 0.172336 loss_giou: 0.418193 loss_class_aux: 2.938995 loss_bbox_aux: 0.752442 loss_giou_aux: 1.786874 loss_class_dn: 0.355485 loss_bbox_dn: 0.182567 loss_giou_dn: 0.433584 loss_class_aux_dn: 1.156416 loss_bbox_aux_dn: 0.688949 loss_giou_aux_dn: 1.460780 loss: 11.242245 eta: 1 day, 4:13:57 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2899 images/s [05/14 20:31:42] ppdet.engine INFO: Epoch: [34] [1200/7329] learning_rate: 0.000100 loss_class: 0.616383 loss_bbox: 0.151560 loss_giou: 0.393694 loss_class_aux: 2.638083 loss_bbox_aux: 0.664614 loss_giou_aux: 1.718868 loss_class_dn: 0.333585 loss_bbox_dn: 0.178448 loss_giou_dn: 0.377262 loss_class_aux_dn: 1.113454 loss_bbox_aux_dn: 0.670103 loss_giou_aux_dn: 1.295807 loss: 10.469867 eta: 1 day, 4:12:41 batch_cost: 0.3532 data_cost: 0.0006 ips: 11.3240 images/s [05/14 20:33:00] ppdet.engine INFO: Epoch: [34] [1400/7329] learning_rate: 0.000100 loss_class: 0.602701 loss_bbox: 0.150173 loss_giou: 0.380517 loss_class_aux: 2.585659 loss_bbox_aux: 0.636452 loss_giou_aux: 1.646626 loss_class_dn: 0.327679 loss_bbox_dn: 0.169910 loss_giou_dn: 0.378623 loss_class_aux_dn: 1.089943 loss_bbox_aux_dn: 0.626966 loss_giou_aux_dn: 1.327482 loss: 10.528341 eta: 1 day, 4:11:24 batch_cost: 0.3509 data_cost: 0.0007 ips: 11.4008 images/s [05/14 20:34:17] ppdet.engine INFO: Epoch: [34] [1600/7329] learning_rate: 0.000100 loss_class: 0.635393 loss_bbox: 0.148310 loss_giou: 0.455964 loss_class_aux: 2.743650 loss_bbox_aux: 0.699183 loss_giou_aux: 1.925573 loss_class_dn: 0.361465 loss_bbox_dn: 0.175545 loss_giou_dn: 0.449895 loss_class_aux_dn: 1.188275 loss_bbox_aux_dn: 0.658215 loss_giou_aux_dn: 1.518615 loss: 11.696731 eta: 1 day, 4:10:07 batch_cost: 0.3480 data_cost: 0.0007 ips: 11.4942 images/s [05/14 20:35:35] ppdet.engine INFO: Epoch: [34] [1800/7329] learning_rate: 0.000100 loss_class: 0.616735 loss_bbox: 0.156452 loss_giou: 0.435291 loss_class_aux: 2.621191 loss_bbox_aux: 0.673516 loss_giou_aux: 1.867643 loss_class_dn: 0.343273 loss_bbox_dn: 0.175547 loss_giou_dn: 0.397730 loss_class_aux_dn: 1.130443 loss_bbox_aux_dn: 0.617908 loss_giou_aux_dn: 1.356505 loss: 10.365456 eta: 1 day, 4:08:50 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3869 images/s [05/14 20:36:57] ppdet.engine INFO: Epoch: [34] [2000/7329] learning_rate: 0.000100 loss_class: 0.652294 loss_bbox: 0.151261 loss_giou: 0.375880 loss_class_aux: 2.778929 loss_bbox_aux: 0.677080 loss_giou_aux: 1.652415 loss_class_dn: 0.344384 loss_bbox_dn: 0.179561 loss_giou_dn: 0.394605 loss_class_aux_dn: 1.145425 loss_bbox_aux_dn: 0.676114 loss_giou_aux_dn: 1.338018 loss: 10.642186 eta: 1 day, 4:07:38 batch_cost: 0.3717 data_cost: 0.0007 ips: 10.7601 images/s [05/14 20:38:15] ppdet.engine INFO: Epoch: [34] [2200/7329] learning_rate: 0.000100 loss_class: 0.690843 loss_bbox: 0.146980 loss_giou: 0.428804 loss_class_aux: 2.886370 loss_bbox_aux: 0.678801 loss_giou_aux: 1.932427 loss_class_dn: 0.371416 loss_bbox_dn: 0.168052 loss_giou_dn: 0.460994 loss_class_aux_dn: 1.222257 loss_bbox_aux_dn: 0.629768 loss_giou_aux_dn: 1.536160 loss: 11.505171 eta: 1 day, 4:06:22 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3453 images/s [05/14 20:39:33] ppdet.engine INFO: Epoch: [34] [2400/7329] learning_rate: 0.000100 loss_class: 0.656602 loss_bbox: 0.153996 loss_giou: 0.425429 loss_class_aux: 2.784588 loss_bbox_aux: 0.718681 loss_giou_aux: 1.834014 loss_class_dn: 0.366898 loss_bbox_dn: 0.172791 loss_giou_dn: 0.426575 loss_class_aux_dn: 1.187203 loss_bbox_aux_dn: 0.644564 loss_giou_aux_dn: 1.465717 loss: 11.069485 eta: 1 day, 4:05:06 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3213 images/s [05/14 20:40:52] ppdet.engine INFO: Epoch: [34] [2600/7329] learning_rate: 0.000100 loss_class: 0.661523 loss_bbox: 0.142570 loss_giou: 0.397991 loss_class_aux: 2.819877 loss_bbox_aux: 0.636272 loss_giou_aux: 1.705703 loss_class_dn: 0.355781 loss_bbox_dn: 0.166668 loss_giou_dn: 0.410316 loss_class_aux_dn: 1.184081 loss_bbox_aux_dn: 0.606914 loss_giou_aux_dn: 1.397260 loss: 10.828101 eta: 1 day, 4:03:50 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2966 images/s [05/14 20:42:09] ppdet.engine INFO: Epoch: [34] [2800/7329] learning_rate: 0.000100 loss_class: 0.613984 loss_bbox: 0.146683 loss_giou: 0.370684 loss_class_aux: 2.581367 loss_bbox_aux: 0.648560 loss_giou_aux: 1.590550 loss_class_dn: 0.312533 loss_bbox_dn: 0.171583 loss_giou_dn: 0.343593 loss_class_aux_dn: 1.008261 loss_bbox_aux_dn: 0.609498 loss_giou_aux_dn: 1.209562 loss: 9.844673 eta: 1 day, 4:02:33 batch_cost: 0.3506 data_cost: 0.0006 ips: 11.4088 images/s [05/14 20:43:27] ppdet.engine INFO: Epoch: [34] [3000/7329] learning_rate: 0.000100 loss_class: 0.652476 loss_bbox: 0.153330 loss_giou: 0.407065 loss_class_aux: 2.720675 loss_bbox_aux: 0.667615 loss_giou_aux: 1.784043 loss_class_dn: 0.351775 loss_bbox_dn: 0.159887 loss_giou_dn: 0.409535 loss_class_aux_dn: 1.152293 loss_bbox_aux_dn: 0.605136 loss_giou_aux_dn: 1.429688 loss: 10.828936 eta: 1 day, 4:01:17 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3691 images/s [05/14 20:44:46] ppdet.engine INFO: Epoch: [34] [3200/7329] learning_rate: 0.000100 loss_class: 0.641261 loss_bbox: 0.154025 loss_giou: 0.414345 loss_class_aux: 2.739199 loss_bbox_aux: 0.687293 loss_giou_aux: 1.804215 loss_class_dn: 0.354480 loss_bbox_dn: 0.171965 loss_giou_dn: 0.435857 loss_class_aux_dn: 1.158494 loss_bbox_aux_dn: 0.647182 loss_giou_aux_dn: 1.470641 loss: 11.100139 eta: 1 day, 4:00:01 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2820 images/s [05/14 20:46:04] ppdet.engine INFO: Epoch: [34] [3400/7329] learning_rate: 0.000100 loss_class: 0.714122 loss_bbox: 0.170516 loss_giou: 0.484174 loss_class_aux: 3.150974 loss_bbox_aux: 0.752444 loss_giou_aux: 2.095390 loss_class_dn: 0.401876 loss_bbox_dn: 0.190179 loss_giou_dn: 0.483491 loss_class_aux_dn: 1.315665 loss_bbox_aux_dn: 0.699978 loss_giou_aux_dn: 1.695002 loss: 12.772738 eta: 1 day, 3:58:44 batch_cost: 0.3501 data_cost: 0.0008 ips: 11.4239 images/s [05/14 20:47:21] ppdet.engine INFO: Epoch: [34] [3600/7329] learning_rate: 0.000100 loss_class: 0.622013 loss_bbox: 0.128743 loss_giou: 0.385035 loss_class_aux: 2.689472 loss_bbox_aux: 0.599764 loss_giou_aux: 1.652393 loss_class_dn: 0.326773 loss_bbox_dn: 0.146750 loss_giou_dn: 0.385061 loss_class_aux_dn: 1.074820 loss_bbox_aux_dn: 0.543733 loss_giou_aux_dn: 1.298298 loss: 10.189941 eta: 1 day, 3:57:28 batch_cost: 0.3492 data_cost: 0.0007 ips: 11.4556 images/s [05/14 20:48:39] ppdet.engine INFO: Epoch: [34] [3800/7329] learning_rate: 0.000100 loss_class: 0.646056 loss_bbox: 0.144578 loss_giou: 0.433732 loss_class_aux: 2.755248 loss_bbox_aux: 0.655857 loss_giou_aux: 1.849816 loss_class_dn: 0.355453 loss_bbox_dn: 0.165876 loss_giou_dn: 0.407635 loss_class_aux_dn: 1.162106 loss_bbox_aux_dn: 0.605810 loss_giou_aux_dn: 1.436194 loss: 11.238168 eta: 1 day, 3:56:11 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3536 images/s [05/14 20:49:57] ppdet.engine INFO: Epoch: [34] [4000/7329] learning_rate: 0.000100 loss_class: 0.653504 loss_bbox: 0.152572 loss_giou: 0.397325 loss_class_aux: 2.799245 loss_bbox_aux: 0.693305 loss_giou_aux: 1.738256 loss_class_dn: 0.341766 loss_bbox_dn: 0.177554 loss_giou_dn: 0.408645 loss_class_aux_dn: 1.119796 loss_bbox_aux_dn: 0.637088 loss_giou_aux_dn: 1.409706 loss: 10.838659 eta: 1 day, 3:54:55 batch_cost: 0.3521 data_cost: 0.0008 ips: 11.3589 images/s [05/14 20:51:15] ppdet.engine INFO: Epoch: [34] [4200/7329] learning_rate: 0.000100 loss_class: 0.643128 loss_bbox: 0.133546 loss_giou: 0.392672 loss_class_aux: 2.730201 loss_bbox_aux: 0.599825 loss_giou_aux: 1.671499 loss_class_dn: 0.337874 loss_bbox_dn: 0.159992 loss_giou_dn: 0.391091 loss_class_aux_dn: 1.089260 loss_bbox_aux_dn: 0.600494 loss_giou_aux_dn: 1.332491 loss: 10.155658 eta: 1 day, 3:53:39 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2886 images/s [05/14 20:52:33] ppdet.engine INFO: Epoch: [34] [4400/7329] learning_rate: 0.000100 loss_class: 0.668932 loss_bbox: 0.153580 loss_giou: 0.456866 loss_class_aux: 2.818933 loss_bbox_aux: 0.674006 loss_giou_aux: 1.982235 loss_class_dn: 0.355600 loss_bbox_dn: 0.174508 loss_giou_dn: 0.464442 loss_class_aux_dn: 1.183027 loss_bbox_aux_dn: 0.641390 loss_giou_aux_dn: 1.553410 loss: 11.381830 eta: 1 day, 3:52:22 batch_cost: 0.3494 data_cost: 0.0007 ips: 11.4493 images/s [05/14 20:53:51] ppdet.engine INFO: Epoch: [34] [4600/7329] learning_rate: 0.000100 loss_class: 0.656300 loss_bbox: 0.172149 loss_giou: 0.424107 loss_class_aux: 2.797006 loss_bbox_aux: 0.733531 loss_giou_aux: 1.838223 loss_class_dn: 0.358272 loss_bbox_dn: 0.190770 loss_giou_dn: 0.400568 loss_class_aux_dn: 1.151412 loss_bbox_aux_dn: 0.696231 loss_giou_aux_dn: 1.372029 loss: 11.190701 eta: 1 day, 3:51:06 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4011 images/s [05/14 20:55:09] ppdet.engine INFO: Epoch: [34] [4800/7329] learning_rate: 0.000100 loss_class: 0.671954 loss_bbox: 0.156281 loss_giou: 0.406582 loss_class_aux: 2.891572 loss_bbox_aux: 0.684802 loss_giou_aux: 1.789595 loss_class_dn: 0.354737 loss_bbox_dn: 0.188817 loss_giou_dn: 0.424513 loss_class_aux_dn: 1.173741 loss_bbox_aux_dn: 0.683014 loss_giou_aux_dn: 1.469914 loss: 11.296631 eta: 1 day, 3:49:50 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3163 images/s [05/14 20:56:26] ppdet.engine INFO: Epoch: [34] [5000/7329] learning_rate: 0.000100 loss_class: 0.681888 loss_bbox: 0.157991 loss_giou: 0.404006 loss_class_aux: 2.894507 loss_bbox_aux: 0.726376 loss_giou_aux: 1.722004 loss_class_dn: 0.351486 loss_bbox_dn: 0.187666 loss_giou_dn: 0.405924 loss_class_aux_dn: 1.168778 loss_bbox_aux_dn: 0.693867 loss_giou_aux_dn: 1.379805 loss: 11.140663 eta: 1 day, 3:48:33 batch_cost: 0.3478 data_cost: 0.0007 ips: 11.5005 images/s [05/14 20:57:45] ppdet.engine INFO: Epoch: [34] [5200/7329] learning_rate: 0.000100 loss_class: 0.658083 loss_bbox: 0.157807 loss_giou: 0.383669 loss_class_aux: 2.837246 loss_bbox_aux: 0.689749 loss_giou_aux: 1.751297 loss_class_dn: 0.334980 loss_bbox_dn: 0.180440 loss_giou_dn: 0.412196 loss_class_aux_dn: 1.111750 loss_bbox_aux_dn: 0.651729 loss_giou_aux_dn: 1.414640 loss: 11.284252 eta: 1 day, 3:47:17 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2846 images/s [05/14 20:59:03] ppdet.engine INFO: Epoch: [34] [5400/7329] learning_rate: 0.000100 loss_class: 0.644717 loss_bbox: 0.152193 loss_giou: 0.415047 loss_class_aux: 2.777550 loss_bbox_aux: 0.668335 loss_giou_aux: 1.791805 loss_class_dn: 0.353230 loss_bbox_dn: 0.171881 loss_giou_dn: 0.413786 loss_class_aux_dn: 1.148647 loss_bbox_aux_dn: 0.633654 loss_giou_aux_dn: 1.409412 loss: 11.364723 eta: 1 day, 3:46:01 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3313 images/s [05/14 21:00:20] ppdet.engine INFO: Epoch: [34] [5600/7329] learning_rate: 0.000100 loss_class: 0.638648 loss_bbox: 0.149316 loss_giou: 0.422584 loss_class_aux: 2.706958 loss_bbox_aux: 0.662428 loss_giou_aux: 1.847677 loss_class_dn: 0.358281 loss_bbox_dn: 0.164529 loss_giou_dn: 0.414418 loss_class_aux_dn: 1.169913 loss_bbox_aux_dn: 0.610246 loss_giou_aux_dn: 1.397217 loss: 11.019060 eta: 1 day, 3:44:44 batch_cost: 0.3485 data_cost: 0.0007 ips: 11.4783 images/s [05/14 21:01:38] ppdet.engine INFO: Epoch: [34] [5800/7329] learning_rate: 0.000100 loss_class: 0.601118 loss_bbox: 0.144782 loss_giou: 0.363000 loss_class_aux: 2.538227 loss_bbox_aux: 0.663413 loss_giou_aux: 1.548245 loss_class_dn: 0.326160 loss_bbox_dn: 0.175036 loss_giou_dn: 0.359948 loss_class_aux_dn: 1.055192 loss_bbox_aux_dn: 0.626309 loss_giou_aux_dn: 1.227311 loss: 10.131552 eta: 1 day, 3:43:28 batch_cost: 0.3511 data_cost: 0.0006 ips: 11.3927 images/s [05/14 21:02:57] ppdet.engine INFO: Epoch: [34] [6000/7329] learning_rate: 0.000100 loss_class: 0.624926 loss_bbox: 0.147312 loss_giou: 0.348350 loss_class_aux: 2.652208 loss_bbox_aux: 0.644413 loss_giou_aux: 1.563838 loss_class_dn: 0.327301 loss_bbox_dn: 0.172367 loss_giou_dn: 0.360266 loss_class_aux_dn: 1.074380 loss_bbox_aux_dn: 0.622299 loss_giou_aux_dn: 1.246465 loss: 10.546431 eta: 1 day, 3:42:13 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2261 images/s [05/14 21:04:16] ppdet.engine INFO: Epoch: [34] [6200/7329] learning_rate: 0.000100 loss_class: 0.670940 loss_bbox: 0.149528 loss_giou: 0.434374 loss_class_aux: 2.838231 loss_bbox_aux: 0.671985 loss_giou_aux: 1.858837 loss_class_dn: 0.356488 loss_bbox_dn: 0.180843 loss_giou_dn: 0.418504 loss_class_aux_dn: 1.172844 loss_bbox_aux_dn: 0.664105 loss_giou_aux_dn: 1.447691 loss: 11.088139 eta: 1 day, 3:40:58 batch_cost: 0.3599 data_cost: 0.0008 ips: 11.1146 images/s [05/14 21:05:35] ppdet.engine INFO: Epoch: [34] [6400/7329] learning_rate: 0.000100 loss_class: 0.650235 loss_bbox: 0.148268 loss_giou: 0.433617 loss_class_aux: 2.765935 loss_bbox_aux: 0.657554 loss_giou_aux: 1.848434 loss_class_dn: 0.351746 loss_bbox_dn: 0.168939 loss_giou_dn: 0.417412 loss_class_aux_dn: 1.160011 loss_bbox_aux_dn: 0.635294 loss_giou_aux_dn: 1.446389 loss: 11.066424 eta: 1 day, 3:39:42 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2777 images/s [05/14 21:06:52] ppdet.engine INFO: Epoch: [34] [6600/7329] learning_rate: 0.000100 loss_class: 0.660837 loss_bbox: 0.137477 loss_giou: 0.397068 loss_class_aux: 2.901007 loss_bbox_aux: 0.635736 loss_giou_aux: 1.695435 loss_class_dn: 0.351412 loss_bbox_dn: 0.166830 loss_giou_dn: 0.431685 loss_class_aux_dn: 1.161780 loss_bbox_aux_dn: 0.630360 loss_giou_aux_dn: 1.457483 loss: 10.970755 eta: 1 day, 3:38:26 batch_cost: 0.3495 data_cost: 0.0007 ips: 11.4441 images/s [05/14 21:08:10] ppdet.engine INFO: Epoch: [34] [6800/7329] learning_rate: 0.000100 loss_class: 0.749056 loss_bbox: 0.162689 loss_giou: 0.475776 loss_class_aux: 3.085364 loss_bbox_aux: 0.764245 loss_giou_aux: 2.082525 loss_class_dn: 0.404401 loss_bbox_dn: 0.169818 loss_giou_dn: 0.481228 loss_class_aux_dn: 1.321707 loss_bbox_aux_dn: 0.643748 loss_giou_aux_dn: 1.615985 loss: 12.377001 eta: 1 day, 3:37:10 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3681 images/s [05/14 21:09:28] ppdet.engine INFO: Epoch: [34] [7000/7329] learning_rate: 0.000100 loss_class: 0.647799 loss_bbox: 0.142723 loss_giou: 0.367158 loss_class_aux: 2.811368 loss_bbox_aux: 0.652493 loss_giou_aux: 1.598897 loss_class_dn: 0.327311 loss_bbox_dn: 0.165488 loss_giou_dn: 0.400107 loss_class_aux_dn: 1.107719 loss_bbox_aux_dn: 0.612278 loss_giou_aux_dn: 1.372302 loss: 10.778101 eta: 1 day, 3:35:54 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3480 images/s [05/14 21:10:46] ppdet.engine INFO: Epoch: [34] [7200/7329] learning_rate: 0.000100 loss_class: 0.630018 loss_bbox: 0.160190 loss_giou: 0.392942 loss_class_aux: 2.762187 loss_bbox_aux: 0.678966 loss_giou_aux: 1.723816 loss_class_dn: 0.334118 loss_bbox_dn: 0.175985 loss_giou_dn: 0.402205 loss_class_aux_dn: 1.115378 loss_bbox_aux_dn: 0.654829 loss_giou_aux_dn: 1.371519 loss: 11.025388 eta: 1 day, 3:34:37 batch_cost: 0.3499 data_cost: 0.0006 ips: 11.4308 images/s [05/14 21:11:39] ppdet.engine INFO: Eval iter: 0 [05/14 21:11:46] ppdet.engine INFO: Eval iter: 100 [05/14 21:11:53] ppdet.engine INFO: Eval iter: 200 [05/14 21:12:01] ppdet.engine INFO: Eval iter: 300 [05/14 21:12:08] ppdet.engine INFO: Eval iter: 400 [05/14 21:12:15] ppdet.engine INFO: Eval iter: 500 [05/14 21:12:22] ppdet.engine INFO: Eval iter: 600 [05/14 21:12:29] ppdet.engine INFO: Eval iter: 700 [05/14 21:12:36] ppdet.engine INFO: Eval iter: 800 [05/14 21:12:43] ppdet.engine INFO: Eval iter: 900 [05/14 21:12:50] ppdet.engine INFO: Eval iter: 1000 [05/14 21:12:57] ppdet.engine INFO: Eval iter: 1100 [05/14 21:13:04] ppdet.engine INFO: Eval iter: 1200 [05/14 21:13:29] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/14 21:13:29] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.61s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.25s). Accumulating evaluation results... DONE (t=22.31s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.474 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.650 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.366 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.621 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 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.735 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.871 [05/14 21:15:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 55.26574050669408 [05/14 21:15:44] ppdet.engine INFO: Best test bbox ap is 0.474. [05/14 21:15:47] ppdet.engine INFO: Epoch: [35] [ 0/7329] learning_rate: 0.000100 loss_class: 0.650256 loss_bbox: 0.140163 loss_giou: 0.392898 loss_class_aux: 2.803220 loss_bbox_aux: 0.634633 loss_giou_aux: 1.727980 loss_class_dn: 0.349020 loss_bbox_dn: 0.167757 loss_giou_dn: 0.406403 loss_class_aux_dn: 1.124891 loss_bbox_aux_dn: 0.591198 loss_giou_aux_dn: 1.380113 loss: 10.802195 eta: 1 day, 3:33:48 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3897 images/s [05/14 21:17:09] ppdet.engine INFO: Epoch: [35] [ 200/7329] learning_rate: 0.000100 loss_class: 0.695748 loss_bbox: 0.147385 loss_giou: 0.507455 loss_class_aux: 2.920770 loss_bbox_aux: 0.650544 loss_giou_aux: 2.138705 loss_class_dn: 0.376702 loss_bbox_dn: 0.157986 loss_giou_dn: 0.476868 loss_class_aux_dn: 1.242107 loss_bbox_aux_dn: 0.588692 loss_giou_aux_dn: 1.575330 loss: 11.876038 eta: 1 day, 3:32:35 batch_cost: 0.3677 data_cost: 0.0007 ips: 10.8776 images/s [05/14 21:18:28] ppdet.engine INFO: Epoch: [35] [ 400/7329] learning_rate: 0.000100 loss_class: 0.585333 loss_bbox: 0.140051 loss_giou: 0.356389 loss_class_aux: 2.458030 loss_bbox_aux: 0.650582 loss_giou_aux: 1.585660 loss_class_dn: 0.306855 loss_bbox_dn: 0.164366 loss_giou_dn: 0.367529 loss_class_aux_dn: 1.050584 loss_bbox_aux_dn: 0.602969 loss_giou_aux_dn: 1.256209 loss: 9.800823 eta: 1 day, 3:31:20 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1619 images/s [05/14 21:19:49] ppdet.engine INFO: Epoch: [35] [ 600/7329] learning_rate: 0.000100 loss_class: 0.631305 loss_bbox: 0.160686 loss_giou: 0.424856 loss_class_aux: 2.721028 loss_bbox_aux: 0.724812 loss_giou_aux: 1.801964 loss_class_dn: 0.350787 loss_bbox_dn: 0.187463 loss_giou_dn: 0.419876 loss_class_aux_dn: 1.141116 loss_bbox_aux_dn: 0.684823 loss_giou_aux_dn: 1.430564 loss: 11.321081 eta: 1 day, 3:30:06 batch_cost: 0.3611 data_cost: 0.0007 ips: 11.0784 images/s [05/14 21:21:08] ppdet.engine INFO: Epoch: [35] [ 800/7329] learning_rate: 0.000100 loss_class: 0.689799 loss_bbox: 0.158608 loss_giou: 0.464675 loss_class_aux: 2.926359 loss_bbox_aux: 0.704777 loss_giou_aux: 1.976756 loss_class_dn: 0.365836 loss_bbox_dn: 0.176174 loss_giou_dn: 0.465629 loss_class_aux_dn: 1.210072 loss_bbox_aux_dn: 0.645468 loss_giou_aux_dn: 1.574669 loss: 12.007055 eta: 1 day, 3:28:51 batch_cost: 0.3547 data_cost: 0.0008 ips: 11.2787 images/s [05/14 21:22:27] ppdet.engine INFO: Epoch: [35] [1000/7329] learning_rate: 0.000100 loss_class: 0.658125 loss_bbox: 0.138335 loss_giou: 0.406591 loss_class_aux: 2.732592 loss_bbox_aux: 0.627266 loss_giou_aux: 1.733589 loss_class_dn: 0.346172 loss_bbox_dn: 0.156990 loss_giou_dn: 0.402444 loss_class_aux_dn: 1.114609 loss_bbox_aux_dn: 0.583656 loss_giou_aux_dn: 1.387947 loss: 10.498524 eta: 1 day, 3:27:36 batch_cost: 0.3599 data_cost: 0.0007 ips: 11.1128 images/s [05/14 21:23:48] ppdet.engine INFO: Epoch: [35] [1200/7329] learning_rate: 0.000100 loss_class: 0.632005 loss_bbox: 0.144284 loss_giou: 0.362487 loss_class_aux: 2.674796 loss_bbox_aux: 0.638734 loss_giou_aux: 1.564015 loss_class_dn: 0.326574 loss_bbox_dn: 0.156673 loss_giou_dn: 0.369592 loss_class_aux_dn: 1.054997 loss_bbox_aux_dn: 0.593959 loss_giou_aux_dn: 1.266792 loss: 10.283995 eta: 1 day, 3:26:22 batch_cost: 0.3624 data_cost: 0.0007 ips: 11.0387 images/s [05/14 21:25:07] ppdet.engine INFO: Epoch: [35] [1400/7329] learning_rate: 0.000100 loss_class: 0.663565 loss_bbox: 0.141114 loss_giou: 0.409930 loss_class_aux: 2.800130 loss_bbox_aux: 0.643583 loss_giou_aux: 1.700902 loss_class_dn: 0.358585 loss_bbox_dn: 0.173543 loss_giou_dn: 0.415846 loss_class_aux_dn: 1.156675 loss_bbox_aux_dn: 0.634126 loss_giou_aux_dn: 1.430314 loss: 11.207682 eta: 1 day, 3:25:07 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1669 images/s [05/14 21:26:26] ppdet.engine INFO: Epoch: [35] [1600/7329] learning_rate: 0.000100 loss_class: 0.663066 loss_bbox: 0.152472 loss_giou: 0.447596 loss_class_aux: 2.745716 loss_bbox_aux: 0.672290 loss_giou_aux: 1.962280 loss_class_dn: 0.360019 loss_bbox_dn: 0.169557 loss_giou_dn: 0.436296 loss_class_aux_dn: 1.188018 loss_bbox_aux_dn: 0.622818 loss_giou_aux_dn: 1.486983 loss: 11.300901 eta: 1 day, 3:23:52 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2205 images/s [05/14 21:27:45] ppdet.engine INFO: Epoch: [35] [1800/7329] learning_rate: 0.000100 loss_class: 0.690179 loss_bbox: 0.153612 loss_giou: 0.431871 loss_class_aux: 2.950362 loss_bbox_aux: 0.698640 loss_giou_aux: 1.837903 loss_class_dn: 0.364473 loss_bbox_dn: 0.175468 loss_giou_dn: 0.435179 loss_class_aux_dn: 1.232609 loss_bbox_aux_dn: 0.664229 loss_giou_aux_dn: 1.499599 loss: 11.711717 eta: 1 day, 3:22:37 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2378 images/s [05/14 21:29:04] ppdet.engine INFO: Epoch: [35] [2000/7329] learning_rate: 0.000100 loss_class: 0.708657 loss_bbox: 0.165847 loss_giou: 0.489196 loss_class_aux: 2.911384 loss_bbox_aux: 0.750468 loss_giou_aux: 2.091273 loss_class_dn: 0.381846 loss_bbox_dn: 0.179798 loss_giou_dn: 0.474038 loss_class_aux_dn: 1.235471 loss_bbox_aux_dn: 0.699858 loss_giou_aux_dn: 1.623192 loss: 11.737352 eta: 1 day, 3:21:22 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2046 images/s [05/14 21:30:23] ppdet.engine INFO: Epoch: [35] [2200/7329] learning_rate: 0.000100 loss_class: 0.644477 loss_bbox: 0.155918 loss_giou: 0.405460 loss_class_aux: 2.796047 loss_bbox_aux: 0.677588 loss_giou_aux: 1.755368 loss_class_dn: 0.364786 loss_bbox_dn: 0.174277 loss_giou_dn: 0.419956 loss_class_aux_dn: 1.188718 loss_bbox_aux_dn: 0.625348 loss_giou_aux_dn: 1.423247 loss: 11.297009 eta: 1 day, 3:20:07 batch_cost: 0.3589 data_cost: 0.0007 ips: 11.1450 images/s [05/14 21:31:42] ppdet.engine INFO: Epoch: [35] [2400/7329] learning_rate: 0.000100 loss_class: 0.663788 loss_bbox: 0.157403 loss_giou: 0.416275 loss_class_aux: 2.828213 loss_bbox_aux: 0.707789 loss_giou_aux: 1.746990 loss_class_dn: 0.349379 loss_bbox_dn: 0.177944 loss_giou_dn: 0.393877 loss_class_aux_dn: 1.138245 loss_bbox_aux_dn: 0.646907 loss_giou_aux_dn: 1.370033 loss: 10.825531 eta: 1 day, 3:18:52 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2175 images/s [05/14 21:33:01] ppdet.engine INFO: Epoch: [35] [2600/7329] learning_rate: 0.000100 loss_class: 0.645926 loss_bbox: 0.151358 loss_giou: 0.414643 loss_class_aux: 2.831901 loss_bbox_aux: 0.704405 loss_giou_aux: 1.816838 loss_class_dn: 0.354406 loss_bbox_dn: 0.184969 loss_giou_dn: 0.395786 loss_class_aux_dn: 1.158077 loss_bbox_aux_dn: 0.673690 loss_giou_aux_dn: 1.353344 loss: 10.930723 eta: 1 day, 3:17:37 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2364 images/s [05/14 21:34:21] ppdet.engine INFO: Epoch: [35] [2800/7329] learning_rate: 0.000100 loss_class: 0.623414 loss_bbox: 0.138907 loss_giou: 0.397089 loss_class_aux: 2.690131 loss_bbox_aux: 0.620719 loss_giou_aux: 1.719199 loss_class_dn: 0.334355 loss_bbox_dn: 0.162673 loss_giou_dn: 0.420159 loss_class_aux_dn: 1.104347 loss_bbox_aux_dn: 0.598445 loss_giou_aux_dn: 1.420849 loss: 10.498254 eta: 1 day, 3:16:24 batch_cost: 0.3647 data_cost: 0.0007 ips: 10.9678 images/s [05/14 21:35:41] ppdet.engine INFO: Epoch: [35] [3000/7329] learning_rate: 0.000100 loss_class: 0.630956 loss_bbox: 0.147526 loss_giou: 0.362088 loss_class_aux: 2.628993 loss_bbox_aux: 0.669781 loss_giou_aux: 1.573221 loss_class_dn: 0.320784 loss_bbox_dn: 0.162269 loss_giou_dn: 0.363154 loss_class_aux_dn: 1.054660 loss_bbox_aux_dn: 0.596492 loss_giou_aux_dn: 1.236302 loss: 10.010445 eta: 1 day, 3:15:10 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0704 images/s [05/14 21:37:02] ppdet.engine INFO: Epoch: [35] [3200/7329] learning_rate: 0.000100 loss_class: 0.637003 loss_bbox: 0.158745 loss_giou: 0.410347 loss_class_aux: 2.769180 loss_bbox_aux: 0.678473 loss_giou_aux: 1.778319 loss_class_dn: 0.349437 loss_bbox_dn: 0.169351 loss_giou_dn: 0.405267 loss_class_aux_dn: 1.144322 loss_bbox_aux_dn: 0.635367 loss_giou_aux_dn: 1.377222 loss: 11.252485 eta: 1 day, 3:13:57 batch_cost: 0.3684 data_cost: 0.0007 ips: 10.8575 images/s [05/14 21:38:22] ppdet.engine INFO: Epoch: [35] [3400/7329] learning_rate: 0.000100 loss_class: 0.659329 loss_bbox: 0.164225 loss_giou: 0.447788 loss_class_aux: 2.858076 loss_bbox_aux: 0.720863 loss_giou_aux: 1.936425 loss_class_dn: 0.357659 loss_bbox_dn: 0.163628 loss_giou_dn: 0.448725 loss_class_aux_dn: 1.208267 loss_bbox_aux_dn: 0.635022 loss_giou_aux_dn: 1.535304 loss: 11.463001 eta: 1 day, 3:12:43 batch_cost: 0.3618 data_cost: 0.0007 ips: 11.0568 images/s [05/14 21:39:42] ppdet.engine INFO: Epoch: [35] [3600/7329] learning_rate: 0.000100 loss_class: 0.642206 loss_bbox: 0.158135 loss_giou: 0.439094 loss_class_aux: 2.759758 loss_bbox_aux: 0.725975 loss_giou_aux: 1.944622 loss_class_dn: 0.345762 loss_bbox_dn: 0.181409 loss_giou_dn: 0.441750 loss_class_aux_dn: 1.121170 loss_bbox_aux_dn: 0.659577 loss_giou_aux_dn: 1.508826 loss: 11.520325 eta: 1 day, 3:11:28 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1922 images/s [05/14 21:41:01] ppdet.engine INFO: Epoch: [35] [3800/7329] learning_rate: 0.000100 loss_class: 0.697404 loss_bbox: 0.160586 loss_giou: 0.448227 loss_class_aux: 2.965092 loss_bbox_aux: 0.736959 loss_giou_aux: 1.948192 loss_class_dn: 0.366111 loss_bbox_dn: 0.186697 loss_giou_dn: 0.429144 loss_class_aux_dn: 1.204114 loss_bbox_aux_dn: 0.677775 loss_giou_aux_dn: 1.434400 loss: 11.510843 eta: 1 day, 3:10:14 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0959 images/s [05/14 21:42:20] ppdet.engine INFO: Epoch: [35] [4000/7329] learning_rate: 0.000100 loss_class: 0.617136 loss_bbox: 0.140509 loss_giou: 0.381643 loss_class_aux: 2.663684 loss_bbox_aux: 0.630702 loss_giou_aux: 1.655936 loss_class_dn: 0.331395 loss_bbox_dn: 0.161707 loss_giou_dn: 0.380136 loss_class_aux_dn: 1.083630 loss_bbox_aux_dn: 0.592327 loss_giou_aux_dn: 1.315405 loss: 10.507076 eta: 1 day, 3:08:58 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3030 images/s [05/14 21:43:38] ppdet.engine INFO: Epoch: [35] [4200/7329] learning_rate: 0.000100 loss_class: 0.707123 loss_bbox: 0.171345 loss_giou: 0.478825 loss_class_aux: 2.988400 loss_bbox_aux: 0.779036 loss_giou_aux: 2.086935 loss_class_dn: 0.392736 loss_bbox_dn: 0.184232 loss_giou_dn: 0.467727 loss_class_aux_dn: 1.278508 loss_bbox_aux_dn: 0.673891 loss_giou_aux_dn: 1.574051 loss: 12.226663 eta: 1 day, 3:07:43 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2538 images/s [05/14 21:44:57] ppdet.engine INFO: Epoch: [35] [4400/7329] learning_rate: 0.000100 loss_class: 0.676579 loss_bbox: 0.154818 loss_giou: 0.416519 loss_class_aux: 2.935155 loss_bbox_aux: 0.701466 loss_giou_aux: 1.788002 loss_class_dn: 0.364227 loss_bbox_dn: 0.179058 loss_giou_dn: 0.409390 loss_class_aux_dn: 1.218006 loss_bbox_aux_dn: 0.672164 loss_giou_aux_dn: 1.438219 loss: 11.638390 eta: 1 day, 3:06:28 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2073 images/s [05/14 21:46:18] ppdet.engine INFO: Epoch: [35] [4600/7329] learning_rate: 0.000100 loss_class: 0.666780 loss_bbox: 0.141940 loss_giou: 0.400180 loss_class_aux: 2.829290 loss_bbox_aux: 0.644000 loss_giou_aux: 1.769425 loss_class_dn: 0.335390 loss_bbox_dn: 0.165864 loss_giou_dn: 0.381578 loss_class_aux_dn: 1.103685 loss_bbox_aux_dn: 0.585454 loss_giou_aux_dn: 1.303303 loss: 10.400565 eta: 1 day, 3:05:14 batch_cost: 0.3634 data_cost: 0.0007 ips: 11.0085 images/s [05/14 21:47:39] ppdet.engine INFO: Epoch: [35] [4800/7329] learning_rate: 0.000100 loss_class: 0.670851 loss_bbox: 0.161284 loss_giou: 0.387093 loss_class_aux: 2.875346 loss_bbox_aux: 0.732559 loss_giou_aux: 1.690718 loss_class_dn: 0.353815 loss_bbox_dn: 0.184553 loss_giou_dn: 0.387778 loss_class_aux_dn: 1.145015 loss_bbox_aux_dn: 0.683406 loss_giou_aux_dn: 1.323366 loss: 11.092493 eta: 1 day, 3:04:00 batch_cost: 0.3628 data_cost: 0.0007 ips: 11.0246 images/s [05/14 21:48:58] ppdet.engine INFO: Epoch: [35] [5000/7329] learning_rate: 0.000100 loss_class: 0.619750 loss_bbox: 0.148136 loss_giou: 0.367623 loss_class_aux: 2.632457 loss_bbox_aux: 0.662390 loss_giou_aux: 1.633497 loss_class_dn: 0.344467 loss_bbox_dn: 0.174447 loss_giou_dn: 0.401573 loss_class_aux_dn: 1.128891 loss_bbox_aux_dn: 0.638370 loss_giou_aux_dn: 1.329117 loss: 10.511799 eta: 1 day, 3:02:46 batch_cost: 0.3593 data_cost: 0.0007 ips: 11.1334 images/s [05/14 21:50:18] ppdet.engine INFO: Epoch: [35] [5200/7329] learning_rate: 0.000100 loss_class: 0.655356 loss_bbox: 0.150499 loss_giou: 0.403556 loss_class_aux: 2.798020 loss_bbox_aux: 0.700364 loss_giou_aux: 1.784395 loss_class_dn: 0.353060 loss_bbox_dn: 0.181502 loss_giou_dn: 0.418582 loss_class_aux_dn: 1.159754 loss_bbox_aux_dn: 0.679874 loss_giou_aux_dn: 1.451582 loss: 11.434288 eta: 1 day, 3:01:31 batch_cost: 0.3589 data_cost: 0.0007 ips: 11.1445 images/s [05/14 21:51:37] ppdet.engine INFO: Epoch: [35] [5400/7329] learning_rate: 0.000100 loss_class: 0.689593 loss_bbox: 0.156284 loss_giou: 0.440444 loss_class_aux: 2.983975 loss_bbox_aux: 0.695934 loss_giou_aux: 1.903808 loss_class_dn: 0.367474 loss_bbox_dn: 0.180776 loss_giou_dn: 0.433055 loss_class_aux_dn: 1.220704 loss_bbox_aux_dn: 0.665181 loss_giou_aux_dn: 1.448940 loss: 11.617015 eta: 1 day, 3:00:17 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1620 images/s [05/14 21:52:57] ppdet.engine INFO: Epoch: [35] [5600/7329] learning_rate: 0.000100 loss_class: 0.702769 loss_bbox: 0.162171 loss_giou: 0.436070 loss_class_aux: 2.956201 loss_bbox_aux: 0.745670 loss_giou_aux: 1.893930 loss_class_dn: 0.371791 loss_bbox_dn: 0.198505 loss_giou_dn: 0.450640 loss_class_aux_dn: 1.222544 loss_bbox_aux_dn: 0.725928 loss_giou_aux_dn: 1.513744 loss: 11.728555 eta: 1 day, 2:59:03 batch_cost: 0.3641 data_cost: 0.0006 ips: 10.9869 images/s [05/14 21:54:16] ppdet.engine INFO: Epoch: [35] [5800/7329] learning_rate: 0.000100 loss_class: 0.642589 loss_bbox: 0.144700 loss_giou: 0.370484 loss_class_aux: 2.722550 loss_bbox_aux: 0.657902 loss_giou_aux: 1.564744 loss_class_dn: 0.329461 loss_bbox_dn: 0.171323 loss_giou_dn: 0.374968 loss_class_aux_dn: 1.105247 loss_bbox_aux_dn: 0.647936 loss_giou_aux_dn: 1.277798 loss: 10.570074 eta: 1 day, 2:57:48 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2176 images/s [05/14 21:55:37] ppdet.engine INFO: Epoch: [35] [6000/7329] learning_rate: 0.000100 loss_class: 0.638351 loss_bbox: 0.145319 loss_giou: 0.426318 loss_class_aux: 2.681800 loss_bbox_aux: 0.668555 loss_giou_aux: 1.842185 loss_class_dn: 0.349334 loss_bbox_dn: 0.168398 loss_giou_dn: 0.411686 loss_class_aux_dn: 1.152198 loss_bbox_aux_dn: 0.631236 loss_giou_aux_dn: 1.418947 loss: 11.097485 eta: 1 day, 2:56:35 batch_cost: 0.3644 data_cost: 0.0007 ips: 10.9763 images/s [05/14 21:56:56] ppdet.engine INFO: Epoch: [35] [6200/7329] learning_rate: 0.000100 loss_class: 0.639669 loss_bbox: 0.153565 loss_giou: 0.394576 loss_class_aux: 2.642721 loss_bbox_aux: 0.713003 loss_giou_aux: 1.685963 loss_class_dn: 0.337630 loss_bbox_dn: 0.188159 loss_giou_dn: 0.401925 loss_class_aux_dn: 1.115112 loss_bbox_aux_dn: 0.681320 loss_giou_aux_dn: 1.385508 loss: 10.749043 eta: 1 day, 2:55:19 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2469 images/s [05/14 21:58:15] ppdet.engine INFO: Epoch: [35] [6400/7329] learning_rate: 0.000100 loss_class: 0.633250 loss_bbox: 0.147609 loss_giou: 0.337241 loss_class_aux: 2.683259 loss_bbox_aux: 0.661868 loss_giou_aux: 1.443731 loss_class_dn: 0.319089 loss_bbox_dn: 0.168996 loss_giou_dn: 0.377357 loss_class_aux_dn: 1.050677 loss_bbox_aux_dn: 0.623982 loss_giou_aux_dn: 1.263350 loss: 10.223219 eta: 1 day, 2:54:04 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2445 images/s [05/14 21:59:34] ppdet.engine INFO: Epoch: [35] [6600/7329] learning_rate: 0.000100 loss_class: 0.635639 loss_bbox: 0.146096 loss_giou: 0.408085 loss_class_aux: 2.710872 loss_bbox_aux: 0.662106 loss_giou_aux: 1.770411 loss_class_dn: 0.338637 loss_bbox_dn: 0.163496 loss_giou_dn: 0.401118 loss_class_aux_dn: 1.113008 loss_bbox_aux_dn: 0.621101 loss_giou_aux_dn: 1.384098 loss: 10.831084 eta: 1 day, 2:52:49 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2063 images/s [05/14 22:00:55] ppdet.engine INFO: Epoch: [35] [6800/7329] learning_rate: 0.000100 loss_class: 0.690933 loss_bbox: 0.158927 loss_giou: 0.424698 loss_class_aux: 2.925936 loss_bbox_aux: 0.733828 loss_giou_aux: 1.827292 loss_class_dn: 0.349052 loss_bbox_dn: 0.184952 loss_giou_dn: 0.436133 loss_class_aux_dn: 1.142227 loss_bbox_aux_dn: 0.687093 loss_giou_aux_dn: 1.493239 loss: 11.557543 eta: 1 day, 2:51:36 batch_cost: 0.3652 data_cost: 0.0008 ips: 10.9541 images/s [05/14 22:02:12] ppdet.engine INFO: Epoch: [35] [7000/7329] learning_rate: 0.000100 loss_class: 0.632078 loss_bbox: 0.153810 loss_giou: 0.426500 loss_class_aux: 2.779370 loss_bbox_aux: 0.683325 loss_giou_aux: 1.774557 loss_class_dn: 0.359483 loss_bbox_dn: 0.172251 loss_giou_dn: 0.416416 loss_class_aux_dn: 1.188103 loss_bbox_aux_dn: 0.628529 loss_giou_aux_dn: 1.437615 loss: 10.908945 eta: 1 day, 2:50:20 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4110 images/s [05/14 22:03:34] ppdet.engine INFO: Epoch: [35] [7200/7329] learning_rate: 0.000100 loss_class: 0.646646 loss_bbox: 0.146243 loss_giou: 0.433252 loss_class_aux: 2.807868 loss_bbox_aux: 0.651536 loss_giou_aux: 1.812047 loss_class_dn: 0.347793 loss_bbox_dn: 0.179892 loss_giou_dn: 0.424460 loss_class_aux_dn: 1.148877 loss_bbox_aux_dn: 0.631940 loss_giou_aux_dn: 1.413226 loss: 10.583225 eta: 1 day, 2:49:08 batch_cost: 0.3698 data_cost: 0.0007 ips: 10.8170 images/s [05/14 22:04:28] ppdet.engine INFO: Eval iter: 0 [05/14 22:04:35] ppdet.engine INFO: Eval iter: 100 [05/14 22:04:41] ppdet.engine INFO: Eval iter: 200 [05/14 22:04:47] ppdet.engine INFO: Eval iter: 300 [05/14 22:04:54] ppdet.engine INFO: Eval iter: 400 [05/14 22:05:00] ppdet.engine INFO: Eval iter: 500 [05/14 22:05:07] ppdet.engine INFO: Eval iter: 600 [05/14 22:05:13] ppdet.engine INFO: Eval iter: 700 [05/14 22:05:19] ppdet.engine INFO: Eval iter: 800 [05/14 22:05:25] ppdet.engine INFO: Eval iter: 900 [05/14 22:05:32] ppdet.engine INFO: Eval iter: 1000 [05/14 22:05:39] ppdet.engine INFO: Eval iter: 1100 [05/14 22:05:45] ppdet.engine INFO: Eval iter: 1200 [05/14 22:06:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.49s) creating index... index created! [05/14 22:06:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.28s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=92.63s). Accumulating evaluation results... DONE (t=22.46s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.475 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.652 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.512 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.649 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 ] = 0.620 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 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.870 [05/14 22:08:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.2231810616263 [05/14 22:08:20] ppdet.engine INFO: Best test bbox ap is 0.475. [05/14 22:08:24] ppdet.engine INFO: Epoch: [36] [ 0/7329] learning_rate: 0.000100 loss_class: 0.655006 loss_bbox: 0.149703 loss_giou: 0.389092 loss_class_aux: 2.780250 loss_bbox_aux: 0.709256 loss_giou_aux: 1.665634 loss_class_dn: 0.337088 loss_bbox_dn: 0.185251 loss_giou_dn: 0.408321 loss_class_aux_dn: 1.115893 loss_bbox_aux_dn: 0.684981 loss_giou_aux_dn: 1.388575 loss: 10.674847 eta: 1 day, 2:48:20 batch_cost: 0.3629 data_cost: 0.0007 ips: 11.0211 images/s [05/14 22:09:41] ppdet.engine INFO: Epoch: [36] [ 200/7329] learning_rate: 0.000100 loss_class: 0.582254 loss_bbox: 0.147416 loss_giou: 0.391782 loss_class_aux: 2.510200 loss_bbox_aux: 0.657253 loss_giou_aux: 1.664828 loss_class_dn: 0.335149 loss_bbox_dn: 0.159551 loss_giou_dn: 0.365913 loss_class_aux_dn: 1.090356 loss_bbox_aux_dn: 0.594611 loss_giou_aux_dn: 1.305791 loss: 10.446453 eta: 1 day, 2:47:04 batch_cost: 0.3510 data_cost: 0.0006 ips: 11.3965 images/s [05/14 22:10:59] ppdet.engine INFO: Epoch: [36] [ 400/7329] learning_rate: 0.000100 loss_class: 0.645306 loss_bbox: 0.144830 loss_giou: 0.400919 loss_class_aux: 2.720098 loss_bbox_aux: 0.613349 loss_giou_aux: 1.674606 loss_class_dn: 0.342483 loss_bbox_dn: 0.172345 loss_giou_dn: 0.392077 loss_class_aux_dn: 1.130244 loss_bbox_aux_dn: 0.640795 loss_giou_aux_dn: 1.392286 loss: 10.393459 eta: 1 day, 2:45:48 batch_cost: 0.3512 data_cost: 0.0006 ips: 11.3898 images/s [05/14 22:12:17] ppdet.engine INFO: Epoch: [36] [ 600/7329] learning_rate: 0.000100 loss_class: 0.716574 loss_bbox: 0.156629 loss_giou: 0.465869 loss_class_aux: 3.013932 loss_bbox_aux: 0.708284 loss_giou_aux: 2.009547 loss_class_dn: 0.379599 loss_bbox_dn: 0.186621 loss_giou_dn: 0.464728 loss_class_aux_dn: 1.250857 loss_bbox_aux_dn: 0.669188 loss_giou_aux_dn: 1.556856 loss: 12.009184 eta: 1 day, 2:44:32 batch_cost: 0.3491 data_cost: 0.0007 ips: 11.4579 images/s [05/14 22:13:35] ppdet.engine INFO: Epoch: [36] [ 800/7329] learning_rate: 0.000100 loss_class: 0.640721 loss_bbox: 0.147574 loss_giou: 0.409333 loss_class_aux: 2.791260 loss_bbox_aux: 0.697298 loss_giou_aux: 1.784164 loss_class_dn: 0.358407 loss_bbox_dn: 0.183585 loss_giou_dn: 0.425111 loss_class_aux_dn: 1.157583 loss_bbox_aux_dn: 0.677360 loss_giou_aux_dn: 1.430605 loss: 10.961956 eta: 1 day, 2:43:16 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2970 images/s [05/14 22:14:53] ppdet.engine INFO: Epoch: [36] [1000/7329] learning_rate: 0.000100 loss_class: 0.628375 loss_bbox: 0.151750 loss_giou: 0.408062 loss_class_aux: 2.647776 loss_bbox_aux: 0.684201 loss_giou_aux: 1.749647 loss_class_dn: 0.331242 loss_bbox_dn: 0.179024 loss_giou_dn: 0.392862 loss_class_aux_dn: 1.100153 loss_bbox_aux_dn: 0.651300 loss_giou_aux_dn: 1.353126 loss: 10.411607 eta: 1 day, 2:42:00 batch_cost: 0.3531 data_cost: 0.0006 ips: 11.3288 images/s [05/14 22:16:14] ppdet.engine INFO: Epoch: [36] [1200/7329] learning_rate: 0.000100 loss_class: 0.611881 loss_bbox: 0.142544 loss_giou: 0.412304 loss_class_aux: 2.687139 loss_bbox_aux: 0.625317 loss_giou_aux: 1.801900 loss_class_dn: 0.342324 loss_bbox_dn: 0.174133 loss_giou_dn: 0.440403 loss_class_aux_dn: 1.101035 loss_bbox_aux_dn: 0.647734 loss_giou_aux_dn: 1.488107 loss: 11.147509 eta: 1 day, 2:40:47 batch_cost: 0.3661 data_cost: 0.0006 ips: 10.9255 images/s [05/14 22:17:31] ppdet.engine INFO: Epoch: [36] [1400/7329] learning_rate: 0.000100 loss_class: 0.621104 loss_bbox: 0.145998 loss_giou: 0.420889 loss_class_aux: 2.691412 loss_bbox_aux: 0.656704 loss_giou_aux: 1.773923 loss_class_dn: 0.326031 loss_bbox_dn: 0.170106 loss_giou_dn: 0.416896 loss_class_aux_dn: 1.077526 loss_bbox_aux_dn: 0.628333 loss_giou_aux_dn: 1.401286 loss: 10.473324 eta: 1 day, 2:39:31 batch_cost: 0.3487 data_cost: 0.0006 ips: 11.4711 images/s [05/14 22:18:50] ppdet.engine INFO: Epoch: [36] [1600/7329] learning_rate: 0.000100 loss_class: 0.666757 loss_bbox: 0.149977 loss_giou: 0.420445 loss_class_aux: 2.824293 loss_bbox_aux: 0.676347 loss_giou_aux: 1.773740 loss_class_dn: 0.341538 loss_bbox_dn: 0.165910 loss_giou_dn: 0.412232 loss_class_aux_dn: 1.141828 loss_bbox_aux_dn: 0.635558 loss_giou_aux_dn: 1.409762 loss: 11.360759 eta: 1 day, 2:38:16 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2458 images/s [05/14 22:20:09] ppdet.engine INFO: Epoch: [36] [1800/7329] learning_rate: 0.000100 loss_class: 0.667960 loss_bbox: 0.142957 loss_giou: 0.405032 loss_class_aux: 2.850609 loss_bbox_aux: 0.647853 loss_giou_aux: 1.741214 loss_class_dn: 0.357662 loss_bbox_dn: 0.157126 loss_giou_dn: 0.407355 loss_class_aux_dn: 1.170239 loss_bbox_aux_dn: 0.596494 loss_giou_aux_dn: 1.395875 loss: 10.844474 eta: 1 day, 2:37:01 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1254 images/s [05/14 22:21:28] ppdet.engine INFO: Epoch: [36] [2000/7329] learning_rate: 0.000100 loss_class: 0.671421 loss_bbox: 0.138503 loss_giou: 0.432399 loss_class_aux: 2.809205 loss_bbox_aux: 0.627188 loss_giou_aux: 1.833861 loss_class_dn: 0.352015 loss_bbox_dn: 0.152544 loss_giou_dn: 0.415730 loss_class_aux_dn: 1.144362 loss_bbox_aux_dn: 0.578233 loss_giou_aux_dn: 1.460358 loss: 11.150951 eta: 1 day, 2:35:47 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2030 images/s [05/14 22:22:47] ppdet.engine INFO: Epoch: [36] [2200/7329] learning_rate: 0.000100 loss_class: 0.650156 loss_bbox: 0.155986 loss_giou: 0.418588 loss_class_aux: 2.724479 loss_bbox_aux: 0.701521 loss_giou_aux: 1.807874 loss_class_dn: 0.351184 loss_bbox_dn: 0.173560 loss_giou_dn: 0.423455 loss_class_aux_dn: 1.156362 loss_bbox_aux_dn: 0.650121 loss_giou_aux_dn: 1.418416 loss: 11.273170 eta: 1 day, 2:34:31 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2732 images/s [05/14 22:24:05] ppdet.engine INFO: Epoch: [36] [2400/7329] learning_rate: 0.000100 loss_class: 0.677087 loss_bbox: 0.150864 loss_giou: 0.451115 loss_class_aux: 2.908821 loss_bbox_aux: 0.678708 loss_giou_aux: 1.966925 loss_class_dn: 0.369805 loss_bbox_dn: 0.167589 loss_giou_dn: 0.432404 loss_class_aux_dn: 1.212107 loss_bbox_aux_dn: 0.605154 loss_giou_aux_dn: 1.469141 loss: 11.666328 eta: 1 day, 2:33:16 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2507 images/s [05/14 22:25:23] ppdet.engine INFO: Epoch: [36] [2600/7329] learning_rate: 0.000100 loss_class: 0.684420 loss_bbox: 0.146068 loss_giou: 0.406437 loss_class_aux: 2.876325 loss_bbox_aux: 0.670585 loss_giou_aux: 1.732076 loss_class_dn: 0.357886 loss_bbox_dn: 0.169789 loss_giou_dn: 0.417032 loss_class_aux_dn: 1.162555 loss_bbox_aux_dn: 0.612469 loss_giou_aux_dn: 1.412486 loss: 10.990513 eta: 1 day, 2:32:01 batch_cost: 0.3530 data_cost: 0.0006 ips: 11.3309 images/s [05/14 22:26:41] ppdet.engine INFO: Epoch: [36] [2800/7329] learning_rate: 0.000100 loss_class: 0.607064 loss_bbox: 0.139850 loss_giou: 0.381045 loss_class_aux: 2.625777 loss_bbox_aux: 0.670534 loss_giou_aux: 1.671139 loss_class_dn: 0.317526 loss_bbox_dn: 0.175238 loss_giou_dn: 0.376862 loss_class_aux_dn: 1.046699 loss_bbox_aux_dn: 0.657570 loss_giou_aux_dn: 1.261860 loss: 10.086472 eta: 1 day, 2:30:45 batch_cost: 0.3514 data_cost: 0.0007 ips: 11.3822 images/s [05/14 22:28:04] ppdet.engine INFO: Epoch: [36] [3000/7329] learning_rate: 0.000100 loss_class: 0.605987 loss_bbox: 0.138189 loss_giou: 0.383376 loss_class_aux: 2.628694 loss_bbox_aux: 0.608015 loss_giou_aux: 1.647544 loss_class_dn: 0.335656 loss_bbox_dn: 0.157663 loss_giou_dn: 0.367477 loss_class_aux_dn: 1.090384 loss_bbox_aux_dn: 0.589321 loss_giou_aux_dn: 1.296104 loss: 10.395622 eta: 1 day, 2:29:33 batch_cost: 0.3740 data_cost: 0.0006 ips: 10.6943 images/s [05/14 22:29:22] ppdet.engine INFO: Epoch: [36] [3200/7329] learning_rate: 0.000100 loss_class: 0.687069 loss_bbox: 0.169967 loss_giou: 0.492491 loss_class_aux: 2.964237 loss_bbox_aux: 0.736701 loss_giou_aux: 2.102677 loss_class_dn: 0.392486 loss_bbox_dn: 0.181560 loss_giou_dn: 0.473659 loss_class_aux_dn: 1.284833 loss_bbox_aux_dn: 0.669724 loss_giou_aux_dn: 1.617951 loss: 12.146172 eta: 1 day, 2:28:18 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2349 images/s [05/14 22:30:40] ppdet.engine INFO: Epoch: [36] [3400/7329] learning_rate: 0.000100 loss_class: 0.636974 loss_bbox: 0.153962 loss_giou: 0.388619 loss_class_aux: 2.686181 loss_bbox_aux: 0.702579 loss_giou_aux: 1.681865 loss_class_dn: 0.340940 loss_bbox_dn: 0.176766 loss_giou_dn: 0.411158 loss_class_aux_dn: 1.127349 loss_bbox_aux_dn: 0.666675 loss_giou_aux_dn: 1.409474 loss: 10.869270 eta: 1 day, 2:27:02 batch_cost: 0.3504 data_cost: 0.0006 ips: 11.4157 images/s [05/14 22:31:58] ppdet.engine INFO: Epoch: [36] [3600/7329] learning_rate: 0.000100 loss_class: 0.617988 loss_bbox: 0.146475 loss_giou: 0.350727 loss_class_aux: 2.661158 loss_bbox_aux: 0.662422 loss_giou_aux: 1.528185 loss_class_dn: 0.324955 loss_bbox_dn: 0.172881 loss_giou_dn: 0.348300 loss_class_aux_dn: 1.099899 loss_bbox_aux_dn: 0.639093 loss_giou_aux_dn: 1.228250 loss: 9.956943 eta: 1 day, 2:25:46 batch_cost: 0.3503 data_cost: 0.0006 ips: 11.4173 images/s [05/14 22:33:15] ppdet.engine INFO: Epoch: [36] [3800/7329] learning_rate: 0.000100 loss_class: 0.682953 loss_bbox: 0.151512 loss_giou: 0.465810 loss_class_aux: 2.837622 loss_bbox_aux: 0.668657 loss_giou_aux: 1.983070 loss_class_dn: 0.357328 loss_bbox_dn: 0.161677 loss_giou_dn: 0.442359 loss_class_aux_dn: 1.165766 loss_bbox_aux_dn: 0.593508 loss_giou_aux_dn: 1.508875 loss: 11.535936 eta: 1 day, 2:24:30 batch_cost: 0.3500 data_cost: 0.0007 ips: 11.4287 images/s [05/14 22:34:34] ppdet.engine INFO: Epoch: [36] [4000/7329] learning_rate: 0.000100 loss_class: 0.633210 loss_bbox: 0.145307 loss_giou: 0.417206 loss_class_aux: 2.699811 loss_bbox_aux: 0.647674 loss_giou_aux: 1.790866 loss_class_dn: 0.332597 loss_bbox_dn: 0.163565 loss_giou_dn: 0.421634 loss_class_aux_dn: 1.114777 loss_bbox_aux_dn: 0.623682 loss_giou_aux_dn: 1.445012 loss: 10.530682 eta: 1 day, 2:23:15 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2818 images/s [05/14 22:35:52] ppdet.engine INFO: Epoch: [36] [4200/7329] learning_rate: 0.000100 loss_class: 0.689023 loss_bbox: 0.158999 loss_giou: 0.473585 loss_class_aux: 3.020465 loss_bbox_aux: 0.712646 loss_giou_aux: 2.029185 loss_class_dn: 0.378401 loss_bbox_dn: 0.183083 loss_giou_dn: 0.466252 loss_class_aux_dn: 1.250795 loss_bbox_aux_dn: 0.658769 loss_giou_aux_dn: 1.592756 loss: 12.024921 eta: 1 day, 2:21:59 batch_cost: 0.3524 data_cost: 0.0007 ips: 11.3502 images/s [05/14 22:37:09] ppdet.engine INFO: Epoch: [36] [4400/7329] learning_rate: 0.000100 loss_class: 0.642158 loss_bbox: 0.145869 loss_giou: 0.380097 loss_class_aux: 2.666126 loss_bbox_aux: 0.655486 loss_giou_aux: 1.665242 loss_class_dn: 0.330863 loss_bbox_dn: 0.178734 loss_giou_dn: 0.399023 loss_class_aux_dn: 1.072436 loss_bbox_aux_dn: 0.670192 loss_giou_aux_dn: 1.354387 loss: 10.483789 eta: 1 day, 2:20:43 batch_cost: 0.3488 data_cost: 0.0007 ips: 11.4676 images/s [05/14 22:38:27] ppdet.engine INFO: Epoch: [36] [4600/7329] learning_rate: 0.000100 loss_class: 0.666689 loss_bbox: 0.142843 loss_giou: 0.369832 loss_class_aux: 2.792059 loss_bbox_aux: 0.618724 loss_giou_aux: 1.615396 loss_class_dn: 0.343597 loss_bbox_dn: 0.165169 loss_giou_dn: 0.368910 loss_class_aux_dn: 1.128916 loss_bbox_aux_dn: 0.630655 loss_giou_aux_dn: 1.321415 loss: 10.645855 eta: 1 day, 2:19:27 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3770 images/s [05/14 22:39:45] ppdet.engine INFO: Epoch: [36] [4800/7329] learning_rate: 0.000100 loss_class: 0.649066 loss_bbox: 0.140577 loss_giou: 0.416223 loss_class_aux: 2.759817 loss_bbox_aux: 0.646171 loss_giou_aux: 1.786085 loss_class_dn: 0.340699 loss_bbox_dn: 0.170839 loss_giou_dn: 0.409485 loss_class_aux_dn: 1.129849 loss_bbox_aux_dn: 0.619770 loss_giou_aux_dn: 1.404804 loss: 10.641409 eta: 1 day, 2:18:11 batch_cost: 0.3538 data_cost: 0.0006 ips: 11.3045 images/s [05/14 22:41:04] ppdet.engine INFO: Epoch: [36] [5000/7329] learning_rate: 0.000100 loss_class: 0.586162 loss_bbox: 0.153730 loss_giou: 0.391764 loss_class_aux: 2.563972 loss_bbox_aux: 0.668146 loss_giou_aux: 1.689575 loss_class_dn: 0.320723 loss_bbox_dn: 0.168007 loss_giou_dn: 0.384151 loss_class_aux_dn: 1.037416 loss_bbox_aux_dn: 0.619499 loss_giou_aux_dn: 1.302668 loss: 10.173656 eta: 1 day, 2:16:57 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2044 images/s [05/14 22:42:25] ppdet.engine INFO: Epoch: [36] [5200/7329] learning_rate: 0.000100 loss_class: 0.637566 loss_bbox: 0.157080 loss_giou: 0.378201 loss_class_aux: 2.713616 loss_bbox_aux: 0.705308 loss_giou_aux: 1.676110 loss_class_dn: 0.351836 loss_bbox_dn: 0.180176 loss_giou_dn: 0.394998 loss_class_aux_dn: 1.161338 loss_bbox_aux_dn: 0.655246 loss_giou_aux_dn: 1.362842 loss: 10.840724 eta: 1 day, 2:15:44 batch_cost: 0.3655 data_cost: 0.0007 ips: 10.9427 images/s [05/14 22:43:43] ppdet.engine INFO: Epoch: [36] [5400/7329] learning_rate: 0.000100 loss_class: 0.638425 loss_bbox: 0.152539 loss_giou: 0.411321 loss_class_aux: 2.781315 loss_bbox_aux: 0.679840 loss_giou_aux: 1.776031 loss_class_dn: 0.338068 loss_bbox_dn: 0.185733 loss_giou_dn: 0.405429 loss_class_aux_dn: 1.119355 loss_bbox_aux_dn: 0.673690 loss_giou_aux_dn: 1.388062 loss: 10.948704 eta: 1 day, 2:14:28 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3867 images/s [05/14 22:45:00] ppdet.engine INFO: Epoch: [36] [5600/7329] learning_rate: 0.000100 loss_class: 0.682193 loss_bbox: 0.160520 loss_giou: 0.466214 loss_class_aux: 2.944947 loss_bbox_aux: 0.713640 loss_giou_aux: 1.995093 loss_class_dn: 0.377403 loss_bbox_dn: 0.177632 loss_giou_dn: 0.461777 loss_class_aux_dn: 1.214753 loss_bbox_aux_dn: 0.651563 loss_giou_aux_dn: 1.621973 loss: 12.124744 eta: 1 day, 2:13:11 batch_cost: 0.3480 data_cost: 0.0006 ips: 11.4957 images/s [05/14 22:46:18] ppdet.engine INFO: Epoch: [36] [5800/7329] learning_rate: 0.000100 loss_class: 0.634500 loss_bbox: 0.136337 loss_giou: 0.373460 loss_class_aux: 2.711394 loss_bbox_aux: 0.613030 loss_giou_aux: 1.635087 loss_class_dn: 0.331133 loss_bbox_dn: 0.169168 loss_giou_dn: 0.374016 loss_class_aux_dn: 1.103715 loss_bbox_aux_dn: 0.632231 loss_giou_aux_dn: 1.275690 loss: 10.591337 eta: 1 day, 2:11:56 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2826 images/s [05/14 22:47:38] ppdet.engine INFO: Epoch: [36] [6000/7329] learning_rate: 0.000100 loss_class: 0.615080 loss_bbox: 0.159027 loss_giou: 0.398359 loss_class_aux: 2.558942 loss_bbox_aux: 0.700928 loss_giou_aux: 1.701665 loss_class_dn: 0.331393 loss_bbox_dn: 0.164977 loss_giou_dn: 0.396507 loss_class_aux_dn: 1.111072 loss_bbox_aux_dn: 0.627758 loss_giou_aux_dn: 1.364522 loss: 10.562214 eta: 1 day, 2:10:42 batch_cost: 0.3610 data_cost: 0.0006 ips: 11.0812 images/s [05/14 22:49:01] ppdet.engine INFO: Epoch: [36] [6200/7329] learning_rate: 0.000100 loss_class: 0.678486 loss_bbox: 0.156708 loss_giou: 0.405138 loss_class_aux: 2.798109 loss_bbox_aux: 0.724588 loss_giou_aux: 1.816025 loss_class_dn: 0.355294 loss_bbox_dn: 0.189074 loss_giou_dn: 0.425292 loss_class_aux_dn: 1.188956 loss_bbox_aux_dn: 0.710655 loss_giou_aux_dn: 1.466831 loss: 10.995956 eta: 1 day, 2:09:31 batch_cost: 0.3745 data_cost: 0.0007 ips: 10.6798 images/s [05/14 22:50:18] ppdet.engine INFO: Epoch: [36] [6400/7329] learning_rate: 0.000100 loss_class: 0.665872 loss_bbox: 0.159677 loss_giou: 0.408819 loss_class_aux: 2.932367 loss_bbox_aux: 0.731349 loss_giou_aux: 1.753982 loss_class_dn: 0.361281 loss_bbox_dn: 0.181312 loss_giou_dn: 0.407552 loss_class_aux_dn: 1.196438 loss_bbox_aux_dn: 0.689799 loss_giou_aux_dn: 1.405812 loss: 11.083498 eta: 1 day, 2:08:15 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3850 images/s [05/14 22:51:36] ppdet.engine INFO: Epoch: [36] [6600/7329] learning_rate: 0.000100 loss_class: 0.675086 loss_bbox: 0.152132 loss_giou: 0.411123 loss_class_aux: 2.855013 loss_bbox_aux: 0.676524 loss_giou_aux: 1.798110 loss_class_dn: 0.347016 loss_bbox_dn: 0.177055 loss_giou_dn: 0.423826 loss_class_aux_dn: 1.127218 loss_bbox_aux_dn: 0.676571 loss_giou_aux_dn: 1.458943 loss: 10.786614 eta: 1 day, 2:06:59 batch_cost: 0.3514 data_cost: 0.0006 ips: 11.3845 images/s [05/14 22:52:55] ppdet.engine INFO: Epoch: [36] [6800/7329] learning_rate: 0.000100 loss_class: 0.652747 loss_bbox: 0.154743 loss_giou: 0.436968 loss_class_aux: 2.829843 loss_bbox_aux: 0.686960 loss_giou_aux: 1.908463 loss_class_dn: 0.364820 loss_bbox_dn: 0.161983 loss_giou_dn: 0.414636 loss_class_aux_dn: 1.192627 loss_bbox_aux_dn: 0.614884 loss_giou_aux_dn: 1.411884 loss: 11.245438 eta: 1 day, 2:05:44 batch_cost: 0.3541 data_cost: 0.0006 ips: 11.2955 images/s [05/14 22:54:13] ppdet.engine INFO: Epoch: [36] [7000/7329] learning_rate: 0.000100 loss_class: 0.662540 loss_bbox: 0.149358 loss_giou: 0.407476 loss_class_aux: 2.743771 loss_bbox_aux: 0.668698 loss_giou_aux: 1.745974 loss_class_dn: 0.343294 loss_bbox_dn: 0.177698 loss_giou_dn: 0.413893 loss_class_aux_dn: 1.140107 loss_bbox_aux_dn: 0.644039 loss_giou_aux_dn: 1.402798 loss: 10.934572 eta: 1 day, 2:04:29 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2941 images/s [05/14 22:55:32] ppdet.engine INFO: Epoch: [36] [7200/7329] learning_rate: 0.000100 loss_class: 0.614688 loss_bbox: 0.142234 loss_giou: 0.402371 loss_class_aux: 2.591853 loss_bbox_aux: 0.633722 loss_giou_aux: 1.797233 loss_class_dn: 0.322541 loss_bbox_dn: 0.158312 loss_giou_dn: 0.383569 loss_class_aux_dn: 1.081575 loss_bbox_aux_dn: 0.584227 loss_giou_aux_dn: 1.335452 loss: 10.259831 eta: 1 day, 2:03:14 batch_cost: 0.3583 data_cost: 0.0007 ips: 11.1643 images/s [05/14 22:56:28] ppdet.engine INFO: Eval iter: 0 [05/14 22:56:36] ppdet.engine INFO: Eval iter: 100 [05/14 22:56:43] ppdet.engine INFO: Eval iter: 200 [05/14 22:56:51] ppdet.engine INFO: Eval iter: 300 [05/14 22:56:58] ppdet.engine INFO: Eval iter: 400 [05/14 22:57:06] ppdet.engine INFO: Eval iter: 500 [05/14 22:57:14] ppdet.engine INFO: Eval iter: 600 [05/14 22:57:21] ppdet.engine INFO: Eval iter: 700 [05/14 22:57:29] ppdet.engine INFO: Eval iter: 800 [05/14 22:57:36] ppdet.engine INFO: Eval iter: 900 [05/14 22:57:44] ppdet.engine INFO: Eval iter: 1000 [05/14 22:57:51] ppdet.engine INFO: Eval iter: 1100 [05/14 22:57:58] ppdet.engine INFO: Eval iter: 1200 [05/14 22:58:23] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.48s) creating index... index created! [05/14 22:58:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.58s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=95.95s). Accumulating evaluation results... DONE (t=22.45s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.475 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.652 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.294 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.366 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.621 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 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.870 [05/14 23:00:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 52.14422614482873 [05/14 23:00:38] ppdet.engine INFO: Best test bbox ap is 0.475. [05/14 23:00:41] ppdet.engine INFO: Epoch: [37] [ 0/7329] learning_rate: 0.000100 loss_class: 0.595920 loss_bbox: 0.146459 loss_giou: 0.365887 loss_class_aux: 2.611156 loss_bbox_aux: 0.649751 loss_giou_aux: 1.604183 loss_class_dn: 0.310608 loss_bbox_dn: 0.163557 loss_giou_dn: 0.369938 loss_class_aux_dn: 1.033602 loss_bbox_aux_dn: 0.612219 loss_giou_aux_dn: 1.253339 loss: 9.905149 eta: 1 day, 2:02:28 batch_cost: 0.3659 data_cost: 0.0007 ips: 10.9319 images/s [05/14 23:02:00] ppdet.engine INFO: Epoch: [37] [ 200/7329] learning_rate: 0.000100 loss_class: 0.684764 loss_bbox: 0.143787 loss_giou: 0.421222 loss_class_aux: 2.824280 loss_bbox_aux: 0.660913 loss_giou_aux: 1.806664 loss_class_dn: 0.347061 loss_bbox_dn: 0.155131 loss_giou_dn: 0.422095 loss_class_aux_dn: 1.147157 loss_bbox_aux_dn: 0.576579 loss_giou_aux_dn: 1.440497 loss: 11.298452 eta: 1 day, 2:01:13 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1976 images/s [05/14 23:03:18] ppdet.engine INFO: Epoch: [37] [ 400/7329] learning_rate: 0.000100 loss_class: 0.664618 loss_bbox: 0.146872 loss_giou: 0.413007 loss_class_aux: 2.868948 loss_bbox_aux: 0.650152 loss_giou_aux: 1.827554 loss_class_dn: 0.360583 loss_bbox_dn: 0.167685 loss_giou_dn: 0.420234 loss_class_aux_dn: 1.199130 loss_bbox_aux_dn: 0.631686 loss_giou_aux_dn: 1.428255 loss: 11.220962 eta: 1 day, 1:59:58 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3722 images/s [05/14 23:04:36] ppdet.engine INFO: Epoch: [37] [ 600/7329] learning_rate: 0.000100 loss_class: 0.632192 loss_bbox: 0.152620 loss_giou: 0.381681 loss_class_aux: 2.709932 loss_bbox_aux: 0.693917 loss_giou_aux: 1.715463 loss_class_dn: 0.350047 loss_bbox_dn: 0.172797 loss_giou_dn: 0.407945 loss_class_aux_dn: 1.146346 loss_bbox_aux_dn: 0.633530 loss_giou_aux_dn: 1.399485 loss: 11.202995 eta: 1 day, 1:58:42 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3337 images/s [05/14 23:05:56] ppdet.engine INFO: Epoch: [37] [ 800/7329] learning_rate: 0.000100 loss_class: 0.718284 loss_bbox: 0.154506 loss_giou: 0.428861 loss_class_aux: 3.070742 loss_bbox_aux: 0.727555 loss_giou_aux: 1.899511 loss_class_dn: 0.376139 loss_bbox_dn: 0.174201 loss_giou_dn: 0.440707 loss_class_aux_dn: 1.246303 loss_bbox_aux_dn: 0.645847 loss_giou_aux_dn: 1.490537 loss: 11.370708 eta: 1 day, 1:57:28 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1785 images/s [05/14 23:07:15] ppdet.engine INFO: Epoch: [37] [1000/7329] learning_rate: 0.000100 loss_class: 0.680089 loss_bbox: 0.148379 loss_giou: 0.413714 loss_class_aux: 2.962817 loss_bbox_aux: 0.675229 loss_giou_aux: 1.823555 loss_class_dn: 0.365925 loss_bbox_dn: 0.173211 loss_giou_dn: 0.439976 loss_class_aux_dn: 1.180946 loss_bbox_aux_dn: 0.638443 loss_giou_aux_dn: 1.511349 loss: 11.115610 eta: 1 day, 1:56:13 batch_cost: 0.3577 data_cost: 0.0007 ips: 11.1839 images/s [05/14 23:08:34] ppdet.engine INFO: Epoch: [37] [1200/7329] learning_rate: 0.000100 loss_class: 0.687633 loss_bbox: 0.154838 loss_giou: 0.454974 loss_class_aux: 2.908845 loss_bbox_aux: 0.704093 loss_giou_aux: 1.981097 loss_class_dn: 0.357862 loss_bbox_dn: 0.181966 loss_giou_dn: 0.455230 loss_class_aux_dn: 1.189192 loss_bbox_aux_dn: 0.659731 loss_giou_aux_dn: 1.530054 loss: 11.593739 eta: 1 day, 1:54:58 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2111 images/s [05/14 23:09:53] ppdet.engine INFO: Epoch: [37] [1400/7329] learning_rate: 0.000100 loss_class: 0.639393 loss_bbox: 0.143303 loss_giou: 0.376702 loss_class_aux: 2.792968 loss_bbox_aux: 0.640121 loss_giou_aux: 1.699112 loss_class_dn: 0.347212 loss_bbox_dn: 0.166705 loss_giou_dn: 0.401569 loss_class_aux_dn: 1.140393 loss_bbox_aux_dn: 0.624028 loss_giou_aux_dn: 1.371316 loss: 10.904484 eta: 1 day, 1:53:44 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1674 images/s [05/14 23:11:13] ppdet.engine INFO: Epoch: [37] [1600/7329] learning_rate: 0.000100 loss_class: 0.605587 loss_bbox: 0.138023 loss_giou: 0.397735 loss_class_aux: 2.616675 loss_bbox_aux: 0.645251 loss_giou_aux: 1.748050 loss_class_dn: 0.341887 loss_bbox_dn: 0.165928 loss_giou_dn: 0.400563 loss_class_aux_dn: 1.114778 loss_bbox_aux_dn: 0.623401 loss_giou_aux_dn: 1.356469 loss: 10.554471 eta: 1 day, 1:52:30 batch_cost: 0.3604 data_cost: 0.0007 ips: 11.0980 images/s [05/14 23:12:32] ppdet.engine INFO: Epoch: [37] [1800/7329] learning_rate: 0.000100 loss_class: 0.659346 loss_bbox: 0.155294 loss_giou: 0.449984 loss_class_aux: 2.842822 loss_bbox_aux: 0.713185 loss_giou_aux: 1.880413 loss_class_dn: 0.351658 loss_bbox_dn: 0.177145 loss_giou_dn: 0.424738 loss_class_aux_dn: 1.192196 loss_bbox_aux_dn: 0.649861 loss_giou_aux_dn: 1.436327 loss: 11.452460 eta: 1 day, 1:51:15 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3185 images/s [05/14 23:13:50] ppdet.engine INFO: Epoch: [37] [2000/7329] learning_rate: 0.000100 loss_class: 0.706122 loss_bbox: 0.149141 loss_giou: 0.417682 loss_class_aux: 2.975232 loss_bbox_aux: 0.674864 loss_giou_aux: 1.818113 loss_class_dn: 0.362499 loss_bbox_dn: 0.172379 loss_giou_dn: 0.399496 loss_class_aux_dn: 1.192678 loss_bbox_aux_dn: 0.634710 loss_giou_aux_dn: 1.394186 loss: 11.507189 eta: 1 day, 1:49:59 batch_cost: 0.3541 data_cost: 0.0008 ips: 11.2968 images/s [05/14 23:15:09] ppdet.engine INFO: Epoch: [37] [2200/7329] learning_rate: 0.000100 loss_class: 0.655920 loss_bbox: 0.143404 loss_giou: 0.451693 loss_class_aux: 2.738828 loss_bbox_aux: 0.662187 loss_giou_aux: 1.925205 loss_class_dn: 0.366608 loss_bbox_dn: 0.170972 loss_giou_dn: 0.437523 loss_class_aux_dn: 1.192637 loss_bbox_aux_dn: 0.625700 loss_giou_aux_dn: 1.482343 loss: 11.110532 eta: 1 day, 1:48:44 batch_cost: 0.3541 data_cost: 0.0008 ips: 11.2959 images/s [05/14 23:16:27] ppdet.engine INFO: Epoch: [37] [2400/7329] learning_rate: 0.000100 loss_class: 0.604939 loss_bbox: 0.156140 loss_giou: 0.385844 loss_class_aux: 2.700958 loss_bbox_aux: 0.712701 loss_giou_aux: 1.680499 loss_class_dn: 0.347310 loss_bbox_dn: 0.184434 loss_giou_dn: 0.382379 loss_class_aux_dn: 1.121042 loss_bbox_aux_dn: 0.675318 loss_giou_aux_dn: 1.337665 loss: 11.025829 eta: 1 day, 1:47:29 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2627 images/s [05/14 23:17:46] ppdet.engine INFO: Epoch: [37] [2600/7329] learning_rate: 0.000100 loss_class: 0.697135 loss_bbox: 0.164380 loss_giou: 0.467329 loss_class_aux: 2.895388 loss_bbox_aux: 0.782182 loss_giou_aux: 1.896793 loss_class_dn: 0.361183 loss_bbox_dn: 0.187573 loss_giou_dn: 0.418556 loss_class_aux_dn: 1.176306 loss_bbox_aux_dn: 0.702620 loss_giou_aux_dn: 1.457841 loss: 11.708420 eta: 1 day, 1:46:15 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2359 images/s [05/14 23:19:06] ppdet.engine INFO: Epoch: [37] [2800/7329] learning_rate: 0.000100 loss_class: 0.644381 loss_bbox: 0.141517 loss_giou: 0.360916 loss_class_aux: 2.764080 loss_bbox_aux: 0.641967 loss_giou_aux: 1.547626 loss_class_dn: 0.323599 loss_bbox_dn: 0.178586 loss_giou_dn: 0.372153 loss_class_aux_dn: 1.080488 loss_bbox_aux_dn: 0.658967 loss_giou_aux_dn: 1.282119 loss: 10.434385 eta: 1 day, 1:45:00 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1234 images/s [05/14 23:20:25] ppdet.engine INFO: Epoch: [37] [3000/7329] learning_rate: 0.000100 loss_class: 0.622714 loss_bbox: 0.154234 loss_giou: 0.410068 loss_class_aux: 2.668661 loss_bbox_aux: 0.650867 loss_giou_aux: 1.739978 loss_class_dn: 0.337375 loss_bbox_dn: 0.179764 loss_giou_dn: 0.413477 loss_class_aux_dn: 1.102291 loss_bbox_aux_dn: 0.644809 loss_giou_aux_dn: 1.418412 loss: 10.710213 eta: 1 day, 1:43:46 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1969 images/s [05/14 23:21:44] ppdet.engine INFO: Epoch: [37] [3200/7329] learning_rate: 0.000100 loss_class: 0.635184 loss_bbox: 0.158474 loss_giou: 0.405732 loss_class_aux: 2.717019 loss_bbox_aux: 0.700342 loss_giou_aux: 1.741429 loss_class_dn: 0.333138 loss_bbox_dn: 0.179825 loss_giou_dn: 0.399859 loss_class_aux_dn: 1.085472 loss_bbox_aux_dn: 0.686518 loss_giou_aux_dn: 1.374765 loss: 10.781271 eta: 1 day, 1:42:31 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2345 images/s [05/14 23:23:04] ppdet.engine INFO: Epoch: [37] [3400/7329] learning_rate: 0.000100 loss_class: 0.626532 loss_bbox: 0.149376 loss_giou: 0.385844 loss_class_aux: 2.693142 loss_bbox_aux: 0.666286 loss_giou_aux: 1.652995 loss_class_dn: 0.324262 loss_bbox_dn: 0.183666 loss_giou_dn: 0.380160 loss_class_aux_dn: 1.063326 loss_bbox_aux_dn: 0.658805 loss_giou_aux_dn: 1.313592 loss: 10.218693 eta: 1 day, 1:41:18 batch_cost: 0.3645 data_cost: 0.0007 ips: 10.9743 images/s [05/14 23:24:24] ppdet.engine INFO: Epoch: [37] [3600/7329] learning_rate: 0.000100 loss_class: 0.656070 loss_bbox: 0.142786 loss_giou: 0.394842 loss_class_aux: 2.886800 loss_bbox_aux: 0.650202 loss_giou_aux: 1.688244 loss_class_dn: 0.356765 loss_bbox_dn: 0.170020 loss_giou_dn: 0.414550 loss_class_aux_dn: 1.146755 loss_bbox_aux_dn: 0.628617 loss_giou_aux_dn: 1.432089 loss: 11.467149 eta: 1 day, 1:40:03 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1735 images/s [05/14 23:25:43] ppdet.engine INFO: Epoch: [37] [3800/7329] learning_rate: 0.000100 loss_class: 0.626066 loss_bbox: 0.155222 loss_giou: 0.418223 loss_class_aux: 2.706926 loss_bbox_aux: 0.684751 loss_giou_aux: 1.773050 loss_class_dn: 0.350883 loss_bbox_dn: 0.179866 loss_giou_dn: 0.388499 loss_class_aux_dn: 1.112606 loss_bbox_aux_dn: 0.640898 loss_giou_aux_dn: 1.331425 loss: 10.856537 eta: 1 day, 1:38:49 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1966 images/s [05/14 23:27:03] ppdet.engine INFO: Epoch: [37] [4000/7329] learning_rate: 0.000100 loss_class: 0.637759 loss_bbox: 0.152926 loss_giou: 0.444611 loss_class_aux: 2.688900 loss_bbox_aux: 0.687749 loss_giou_aux: 1.924625 loss_class_dn: 0.351319 loss_bbox_dn: 0.180606 loss_giou_dn: 0.436881 loss_class_aux_dn: 1.158907 loss_bbox_aux_dn: 0.659101 loss_giou_aux_dn: 1.475487 loss: 10.951943 eta: 1 day, 1:37:35 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1386 images/s [05/14 23:28:21] ppdet.engine INFO: Epoch: [37] [4200/7329] learning_rate: 0.000100 loss_class: 0.639622 loss_bbox: 0.143226 loss_giou: 0.428081 loss_class_aux: 2.715003 loss_bbox_aux: 0.661128 loss_giou_aux: 1.788365 loss_class_dn: 0.333537 loss_bbox_dn: 0.160455 loss_giou_dn: 0.412777 loss_class_aux_dn: 1.104075 loss_bbox_aux_dn: 0.577778 loss_giou_aux_dn: 1.402386 loss: 10.589003 eta: 1 day, 1:36:20 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2684 images/s [05/14 23:29:40] ppdet.engine INFO: Epoch: [37] [4400/7329] learning_rate: 0.000100 loss_class: 0.607358 loss_bbox: 0.144637 loss_giou: 0.407441 loss_class_aux: 2.616715 loss_bbox_aux: 0.667447 loss_giou_aux: 1.747587 loss_class_dn: 0.334437 loss_bbox_dn: 0.173549 loss_giou_dn: 0.395910 loss_class_aux_dn: 1.125603 loss_bbox_aux_dn: 0.637067 loss_giou_aux_dn: 1.332292 loss: 10.769981 eta: 1 day, 1:35:05 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2555 images/s [05/14 23:30:58] ppdet.engine INFO: Epoch: [37] [4600/7329] learning_rate: 0.000100 loss_class: 0.663873 loss_bbox: 0.155569 loss_giou: 0.434441 loss_class_aux: 2.853108 loss_bbox_aux: 0.721620 loss_giou_aux: 1.866384 loss_class_dn: 0.365251 loss_bbox_dn: 0.180033 loss_giou_dn: 0.445892 loss_class_aux_dn: 1.211230 loss_bbox_aux_dn: 0.675544 loss_giou_aux_dn: 1.532993 loss: 11.711729 eta: 1 day, 1:33:49 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3550 images/s [05/14 23:32:17] ppdet.engine INFO: Epoch: [37] [4800/7329] learning_rate: 0.000100 loss_class: 0.681686 loss_bbox: 0.158515 loss_giou: 0.430583 loss_class_aux: 2.912583 loss_bbox_aux: 0.705826 loss_giou_aux: 1.878280 loss_class_dn: 0.343090 loss_bbox_dn: 0.178013 loss_giou_dn: 0.431257 loss_class_aux_dn: 1.174539 loss_bbox_aux_dn: 0.667526 loss_giou_aux_dn: 1.455616 loss: 11.145028 eta: 1 day, 1:32:34 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2910 images/s [05/14 23:33:35] ppdet.engine INFO: Epoch: [37] [5000/7329] learning_rate: 0.000100 loss_class: 0.594251 loss_bbox: 0.139415 loss_giou: 0.364890 loss_class_aux: 2.572673 loss_bbox_aux: 0.639125 loss_giou_aux: 1.536185 loss_class_dn: 0.314313 loss_bbox_dn: 0.159401 loss_giou_dn: 0.357099 loss_class_aux_dn: 1.026833 loss_bbox_aux_dn: 0.574687 loss_giou_aux_dn: 1.235858 loss: 9.945357 eta: 1 day, 1:31:18 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4082 images/s [05/14 23:34:54] ppdet.engine INFO: Epoch: [37] [5200/7329] learning_rate: 0.000100 loss_class: 0.648969 loss_bbox: 0.148402 loss_giou: 0.413254 loss_class_aux: 2.717686 loss_bbox_aux: 0.692685 loss_giou_aux: 1.794957 loss_class_dn: 0.349619 loss_bbox_dn: 0.167186 loss_giou_dn: 0.417428 loss_class_aux_dn: 1.169667 loss_bbox_aux_dn: 0.631262 loss_giou_aux_dn: 1.415056 loss: 10.811222 eta: 1 day, 1:30:04 batch_cost: 0.3589 data_cost: 0.0007 ips: 11.1451 images/s [05/14 23:36:15] ppdet.engine INFO: Epoch: [37] [5400/7329] learning_rate: 0.000100 loss_class: 0.668021 loss_bbox: 0.153550 loss_giou: 0.432823 loss_class_aux: 2.815994 loss_bbox_aux: 0.687833 loss_giou_aux: 1.880687 loss_class_dn: 0.362675 loss_bbox_dn: 0.172126 loss_giou_dn: 0.408284 loss_class_aux_dn: 1.199282 loss_bbox_aux_dn: 0.646076 loss_giou_aux_dn: 1.403431 loss: 11.440565 eta: 1 day, 1:28:51 batch_cost: 0.3651 data_cost: 0.0007 ips: 10.9561 images/s [05/14 23:37:34] ppdet.engine INFO: Epoch: [37] [5600/7329] learning_rate: 0.000100 loss_class: 0.635724 loss_bbox: 0.164957 loss_giou: 0.452950 loss_class_aux: 2.688491 loss_bbox_aux: 0.721937 loss_giou_aux: 1.866357 loss_class_dn: 0.357072 loss_bbox_dn: 0.183956 loss_giou_dn: 0.438379 loss_class_aux_dn: 1.152833 loss_bbox_aux_dn: 0.665968 loss_giou_aux_dn: 1.488291 loss: 11.461514 eta: 1 day, 1:27:36 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2477 images/s [05/14 23:38:52] ppdet.engine INFO: Epoch: [37] [5800/7329] learning_rate: 0.000100 loss_class: 0.620082 loss_bbox: 0.155626 loss_giou: 0.418709 loss_class_aux: 2.627234 loss_bbox_aux: 0.705763 loss_giou_aux: 1.810941 loss_class_dn: 0.349758 loss_bbox_dn: 0.166490 loss_giou_dn: 0.406927 loss_class_aux_dn: 1.146250 loss_bbox_aux_dn: 0.638624 loss_giou_aux_dn: 1.429161 loss: 11.476455 eta: 1 day, 1:26:21 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3729 images/s [05/14 23:40:11] ppdet.engine INFO: Epoch: [37] [6000/7329] learning_rate: 0.000100 loss_class: 0.635259 loss_bbox: 0.156846 loss_giou: 0.418515 loss_class_aux: 2.810536 loss_bbox_aux: 0.748300 loss_giou_aux: 1.739385 loss_class_dn: 0.367159 loss_bbox_dn: 0.185715 loss_giou_dn: 0.409066 loss_class_aux_dn: 1.185650 loss_bbox_aux_dn: 0.693150 loss_giou_aux_dn: 1.410731 loss: 10.957808 eta: 1 day, 1:25:06 batch_cost: 0.3581 data_cost: 0.0007 ips: 11.1696 images/s [05/14 23:41:30] ppdet.engine INFO: Epoch: [37] [6200/7329] learning_rate: 0.000100 loss_class: 0.657098 loss_bbox: 0.148220 loss_giou: 0.442193 loss_class_aux: 2.687394 loss_bbox_aux: 0.655557 loss_giou_aux: 1.854773 loss_class_dn: 0.334865 loss_bbox_dn: 0.157112 loss_giou_dn: 0.404290 loss_class_aux_dn: 1.113879 loss_bbox_aux_dn: 0.587005 loss_giou_aux_dn: 1.397296 loss: 10.834848 eta: 1 day, 1:23:51 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3168 images/s [05/14 23:42:48] ppdet.engine INFO: Epoch: [37] [6400/7329] learning_rate: 0.000100 loss_class: 0.615474 loss_bbox: 0.138404 loss_giou: 0.357558 loss_class_aux: 2.666512 loss_bbox_aux: 0.624143 loss_giou_aux: 1.521852 loss_class_dn: 0.315242 loss_bbox_dn: 0.172984 loss_giou_dn: 0.372202 loss_class_aux_dn: 1.035599 loss_bbox_aux_dn: 0.613800 loss_giou_aux_dn: 1.281247 loss: 10.006189 eta: 1 day, 1:22:36 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3429 images/s [05/14 23:44:06] ppdet.engine INFO: Epoch: [37] [6600/7329] learning_rate: 0.000100 loss_class: 0.635766 loss_bbox: 0.147320 loss_giou: 0.408075 loss_class_aux: 2.655428 loss_bbox_aux: 0.640238 loss_giou_aux: 1.777754 loss_class_dn: 0.345813 loss_bbox_dn: 0.162063 loss_giou_dn: 0.386786 loss_class_aux_dn: 1.137347 loss_bbox_aux_dn: 0.598230 loss_giou_aux_dn: 1.311740 loss: 10.618909 eta: 1 day, 1:21:20 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4018 images/s [05/14 23:45:28] ppdet.engine INFO: Epoch: [37] [6800/7329] learning_rate: 0.000100 loss_class: 0.683035 loss_bbox: 0.150335 loss_giou: 0.406272 loss_class_aux: 2.890022 loss_bbox_aux: 0.682195 loss_giou_aux: 1.765691 loss_class_dn: 0.353839 loss_bbox_dn: 0.172197 loss_giou_dn: 0.421871 loss_class_aux_dn: 1.149670 loss_bbox_aux_dn: 0.658671 loss_giou_aux_dn: 1.462422 loss: 10.897992 eta: 1 day, 1:20:07 batch_cost: 0.3668 data_cost: 0.0007 ips: 10.9060 images/s [05/14 23:46:46] ppdet.engine INFO: Epoch: [37] [7000/7329] learning_rate: 0.000100 loss_class: 0.684740 loss_bbox: 0.149298 loss_giou: 0.402871 loss_class_aux: 2.831076 loss_bbox_aux: 0.661835 loss_giou_aux: 1.759208 loss_class_dn: 0.341091 loss_bbox_dn: 0.169230 loss_giou_dn: 0.402431 loss_class_aux_dn: 1.116355 loss_bbox_aux_dn: 0.636238 loss_giou_aux_dn: 1.394799 loss: 11.178440 eta: 1 day, 1:18:53 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2377 images/s [05/14 23:48:05] ppdet.engine INFO: Epoch: [37] [7200/7329] learning_rate: 0.000100 loss_class: 0.618557 loss_bbox: 0.141651 loss_giou: 0.362041 loss_class_aux: 2.676309 loss_bbox_aux: 0.657449 loss_giou_aux: 1.665931 loss_class_dn: 0.333642 loss_bbox_dn: 0.172852 loss_giou_dn: 0.383044 loss_class_aux_dn: 1.097571 loss_bbox_aux_dn: 0.649554 loss_giou_aux_dn: 1.301221 loss: 10.256775 eta: 1 day, 1:17:38 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2843 images/s [05/14 23:48:58] ppdet.engine INFO: Eval iter: 0 [05/14 23:49:05] ppdet.engine INFO: Eval iter: 100 [05/14 23:49:12] ppdet.engine INFO: Eval iter: 200 [05/14 23:49:18] ppdet.engine INFO: Eval iter: 300 [05/14 23:49:24] ppdet.engine INFO: Eval iter: 400 [05/14 23:49:31] ppdet.engine INFO: Eval iter: 500 [05/14 23:49:37] ppdet.engine INFO: Eval iter: 600 [05/14 23:49:43] ppdet.engine INFO: Eval iter: 700 [05/14 23:49:50] ppdet.engine INFO: Eval iter: 800 [05/14 23:49:56] ppdet.engine INFO: Eval iter: 900 [05/14 23:50:03] ppdet.engine INFO: Eval iter: 1000 [05/14 23:50:09] ppdet.engine INFO: Eval iter: 1100 [05/14 23:50:17] ppdet.engine INFO: Eval iter: 1200 [05/14 23:50:40] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/14 23:50:40] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.26s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=92.76s). Accumulating evaluation results... DONE (t=22.32s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.476 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.653 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.297 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.366 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.621 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.501 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 ] = 0.865 [05/14 23:52:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.78832523000402 [05/14 23:52:53] ppdet.engine INFO: Best test bbox ap is 0.476. [05/14 23:52:56] ppdet.engine INFO: Epoch: [38] [ 0/7329] learning_rate: 0.000100 loss_class: 0.653718 loss_bbox: 0.158774 loss_giou: 0.403087 loss_class_aux: 2.791851 loss_bbox_aux: 0.707564 loss_giou_aux: 1.731960 loss_class_dn: 0.342014 loss_bbox_dn: 0.177906 loss_giou_dn: 0.404030 loss_class_aux_dn: 1.122002 loss_bbox_aux_dn: 0.675264 loss_giou_aux_dn: 1.380500 loss: 10.789415 eta: 1 day, 1:16:49 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3221 images/s [05/14 23:54:16] ppdet.engine INFO: Epoch: [38] [ 200/7329] learning_rate: 0.000100 loss_class: 0.651413 loss_bbox: 0.155178 loss_giou: 0.430426 loss_class_aux: 2.861202 loss_bbox_aux: 0.710662 loss_giou_aux: 1.872172 loss_class_dn: 0.361324 loss_bbox_dn: 0.184059 loss_giou_dn: 0.429908 loss_class_aux_dn: 1.185798 loss_bbox_aux_dn: 0.674750 loss_giou_aux_dn: 1.489915 loss: 11.254129 eta: 1 day, 1:15:35 batch_cost: 0.3610 data_cost: 0.0007 ips: 11.0804 images/s [05/14 23:55:35] ppdet.engine INFO: Epoch: [38] [ 400/7329] learning_rate: 0.000100 loss_class: 0.676931 loss_bbox: 0.140135 loss_giou: 0.421635 loss_class_aux: 2.809752 loss_bbox_aux: 0.651268 loss_giou_aux: 1.871736 loss_class_dn: 0.350519 loss_bbox_dn: 0.159637 loss_giou_dn: 0.409140 loss_class_aux_dn: 1.164039 loss_bbox_aux_dn: 0.585911 loss_giou_aux_dn: 1.420065 loss: 11.057471 eta: 1 day, 1:14:21 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1548 images/s [05/14 23:56:56] ppdet.engine INFO: Epoch: [38] [ 600/7329] learning_rate: 0.000100 loss_class: 0.655589 loss_bbox: 0.152600 loss_giou: 0.452647 loss_class_aux: 2.795357 loss_bbox_aux: 0.681056 loss_giou_aux: 1.946716 loss_class_dn: 0.359977 loss_bbox_dn: 0.169522 loss_giou_dn: 0.449566 loss_class_aux_dn: 1.168106 loss_bbox_aux_dn: 0.621392 loss_giou_aux_dn: 1.528191 loss: 11.385124 eta: 1 day, 1:13:08 batch_cost: 0.3637 data_cost: 0.0007 ips: 10.9969 images/s [05/14 23:58:14] ppdet.engine INFO: Epoch: [38] [ 800/7329] learning_rate: 0.000100 loss_class: 0.628117 loss_bbox: 0.138380 loss_giou: 0.344485 loss_class_aux: 2.700423 loss_bbox_aux: 0.644555 loss_giou_aux: 1.560091 loss_class_dn: 0.331113 loss_bbox_dn: 0.162765 loss_giou_dn: 0.386061 loss_class_aux_dn: 1.110377 loss_bbox_aux_dn: 0.620741 loss_giou_aux_dn: 1.329347 loss: 10.245242 eta: 1 day, 1:11:52 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3733 images/s [05/14 23:59:33] ppdet.engine INFO: Epoch: [38] [1000/7329] learning_rate: 0.000100 loss_class: 0.644771 loss_bbox: 0.140685 loss_giou: 0.397581 loss_class_aux: 2.699367 loss_bbox_aux: 0.661626 loss_giou_aux: 1.714560 loss_class_dn: 0.341236 loss_bbox_dn: 0.181517 loss_giou_dn: 0.388270 loss_class_aux_dn: 1.120486 loss_bbox_aux_dn: 0.678206 loss_giou_aux_dn: 1.357988 loss: 10.844374 eta: 1 day, 1:10:38 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2610 images/s [05/15 00:00:50] ppdet.engine INFO: Epoch: [38] [1200/7329] learning_rate: 0.000100 loss_class: 0.708607 loss_bbox: 0.164737 loss_giou: 0.413526 loss_class_aux: 2.973080 loss_bbox_aux: 0.722297 loss_giou_aux: 1.790269 loss_class_dn: 0.374387 loss_bbox_dn: 0.193640 loss_giou_dn: 0.430150 loss_class_aux_dn: 1.220458 loss_bbox_aux_dn: 0.676548 loss_giou_aux_dn: 1.454785 loss: 11.636072 eta: 1 day, 1:09:22 batch_cost: 0.3507 data_cost: 0.0007 ips: 11.4071 images/s [05/15 00:02:08] ppdet.engine INFO: Epoch: [38] [1400/7329] learning_rate: 0.000100 loss_class: 0.667186 loss_bbox: 0.151597 loss_giou: 0.453420 loss_class_aux: 2.844005 loss_bbox_aux: 0.668629 loss_giou_aux: 1.959823 loss_class_dn: 0.375795 loss_bbox_dn: 0.171784 loss_giou_dn: 0.460040 loss_class_aux_dn: 1.238778 loss_bbox_aux_dn: 0.647560 loss_giou_aux_dn: 1.541484 loss: 11.329011 eta: 1 day, 1:08:07 batch_cost: 0.3515 data_cost: 0.0007 ips: 11.3813 images/s [05/15 00:03:26] ppdet.engine INFO: Epoch: [38] [1600/7329] learning_rate: 0.000100 loss_class: 0.678544 loss_bbox: 0.160682 loss_giou: 0.418346 loss_class_aux: 2.830940 loss_bbox_aux: 0.722354 loss_giou_aux: 1.830677 loss_class_dn: 0.349691 loss_bbox_dn: 0.176926 loss_giou_dn: 0.416257 loss_class_aux_dn: 1.150972 loss_bbox_aux_dn: 0.659706 loss_giou_aux_dn: 1.441092 loss: 11.341002 eta: 1 day, 1:06:51 batch_cost: 0.3510 data_cost: 0.0007 ips: 11.3967 images/s [05/15 00:04:44] ppdet.engine INFO: Epoch: [38] [1800/7329] learning_rate: 0.000100 loss_class: 0.689672 loss_bbox: 0.136113 loss_giou: 0.413715 loss_class_aux: 2.903181 loss_bbox_aux: 0.655850 loss_giou_aux: 1.764489 loss_class_dn: 0.358708 loss_bbox_dn: 0.166817 loss_giou_dn: 0.412091 loss_class_aux_dn: 1.160635 loss_bbox_aux_dn: 0.644865 loss_giou_aux_dn: 1.419555 loss: 11.060324 eta: 1 day, 1:05:36 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3334 images/s [05/15 00:06:02] ppdet.engine INFO: Epoch: [38] [2000/7329] learning_rate: 0.000100 loss_class: 0.640120 loss_bbox: 0.143427 loss_giou: 0.431776 loss_class_aux: 2.753129 loss_bbox_aux: 0.645046 loss_giou_aux: 1.883979 loss_class_dn: 0.348984 loss_bbox_dn: 0.156769 loss_giou_dn: 0.418048 loss_class_aux_dn: 1.150122 loss_bbox_aux_dn: 0.588761 loss_giou_aux_dn: 1.456122 loss: 10.982649 eta: 1 day, 1:04:20 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3732 images/s [05/15 00:07:20] ppdet.engine INFO: Epoch: [38] [2200/7329] learning_rate: 0.000100 loss_class: 0.629156 loss_bbox: 0.139937 loss_giou: 0.416344 loss_class_aux: 2.608985 loss_bbox_aux: 0.638816 loss_giou_aux: 1.723002 loss_class_dn: 0.340361 loss_bbox_dn: 0.167280 loss_giou_dn: 0.398534 loss_class_aux_dn: 1.099892 loss_bbox_aux_dn: 0.617382 loss_giou_aux_dn: 1.351624 loss: 10.471412 eta: 1 day, 1:03:05 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3757 images/s [05/15 00:08:42] ppdet.engine INFO: Epoch: [38] [2400/7329] learning_rate: 0.000100 loss_class: 0.644823 loss_bbox: 0.152148 loss_giou: 0.408444 loss_class_aux: 2.752329 loss_bbox_aux: 0.663661 loss_giou_aux: 1.793970 loss_class_dn: 0.347592 loss_bbox_dn: 0.174206 loss_giou_dn: 0.422670 loss_class_aux_dn: 1.148973 loss_bbox_aux_dn: 0.630056 loss_giou_aux_dn: 1.430592 loss: 11.265121 eta: 1 day, 1:01:53 batch_cost: 0.3719 data_cost: 0.0007 ips: 10.7568 images/s [05/15 00:10:00] ppdet.engine INFO: Epoch: [38] [2600/7329] learning_rate: 0.000100 loss_class: 0.613096 loss_bbox: 0.131373 loss_giou: 0.352715 loss_class_aux: 2.595356 loss_bbox_aux: 0.590923 loss_giou_aux: 1.530564 loss_class_dn: 0.313629 loss_bbox_dn: 0.165793 loss_giou_dn: 0.342543 loss_class_aux_dn: 1.025119 loss_bbox_aux_dn: 0.626662 loss_giou_aux_dn: 1.223734 loss: 9.796007 eta: 1 day, 1:00:38 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2540 images/s [05/15 00:11:19] ppdet.engine INFO: Epoch: [38] [2800/7329] learning_rate: 0.000100 loss_class: 0.738889 loss_bbox: 0.162650 loss_giou: 0.443368 loss_class_aux: 3.149740 loss_bbox_aux: 0.716190 loss_giou_aux: 1.986219 loss_class_dn: 0.393472 loss_bbox_dn: 0.170906 loss_giou_dn: 0.448872 loss_class_aux_dn: 1.312437 loss_bbox_aux_dn: 0.644268 loss_giou_aux_dn: 1.523471 loss: 12.040998 eta: 1 day, 0:59:24 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2085 images/s [05/15 00:12:39] ppdet.engine INFO: Epoch: [38] [3000/7329] learning_rate: 0.000100 loss_class: 0.633416 loss_bbox: 0.144780 loss_giou: 0.395212 loss_class_aux: 2.736040 loss_bbox_aux: 0.674287 loss_giou_aux: 1.716598 loss_class_dn: 0.358232 loss_bbox_dn: 0.164893 loss_giou_dn: 0.401227 loss_class_aux_dn: 1.178105 loss_bbox_aux_dn: 0.629300 loss_giou_aux_dn: 1.377205 loss: 10.671850 eta: 1 day, 0:58:10 batch_cost: 0.3621 data_cost: 0.0009 ips: 11.0477 images/s [05/15 00:14:03] ppdet.engine INFO: Epoch: [38] [3200/7329] learning_rate: 0.000100 loss_class: 0.679952 loss_bbox: 0.149751 loss_giou: 0.414620 loss_class_aux: 2.895893 loss_bbox_aux: 0.680214 loss_giou_aux: 1.858944 loss_class_dn: 0.346396 loss_bbox_dn: 0.167694 loss_giou_dn: 0.398470 loss_class_aux_dn: 1.159122 loss_bbox_aux_dn: 0.627819 loss_giou_aux_dn: 1.414643 loss: 10.794348 eta: 1 day, 0:57:00 batch_cost: 0.3783 data_cost: 0.0007 ips: 10.5739 images/s [05/15 00:15:23] ppdet.engine INFO: Epoch: [38] [3400/7329] learning_rate: 0.000100 loss_class: 0.681908 loss_bbox: 0.150755 loss_giou: 0.396121 loss_class_aux: 2.867678 loss_bbox_aux: 0.682506 loss_giou_aux: 1.775169 loss_class_dn: 0.338465 loss_bbox_dn: 0.166036 loss_giou_dn: 0.401960 loss_class_aux_dn: 1.134969 loss_bbox_aux_dn: 0.634841 loss_giou_aux_dn: 1.399260 loss: 10.827220 eta: 1 day, 0:55:46 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1237 images/s [05/15 00:16:41] ppdet.engine INFO: Epoch: [38] [3600/7329] learning_rate: 0.000100 loss_class: 0.634114 loss_bbox: 0.139161 loss_giou: 0.455979 loss_class_aux: 2.737431 loss_bbox_aux: 0.654843 loss_giou_aux: 1.911077 loss_class_dn: 0.340188 loss_bbox_dn: 0.170090 loss_giou_dn: 0.416681 loss_class_aux_dn: 1.131773 loss_bbox_aux_dn: 0.620295 loss_giou_aux_dn: 1.422223 loss: 10.976257 eta: 1 day, 0:54:30 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3378 images/s [05/15 00:18:01] ppdet.engine INFO: Epoch: [38] [3800/7329] learning_rate: 0.000100 loss_class: 0.638680 loss_bbox: 0.149818 loss_giou: 0.386241 loss_class_aux: 2.739773 loss_bbox_aux: 0.688981 loss_giou_aux: 1.651932 loss_class_dn: 0.342050 loss_bbox_dn: 0.169547 loss_giou_dn: 0.396377 loss_class_aux_dn: 1.145219 loss_bbox_aux_dn: 0.642821 loss_giou_aux_dn: 1.364975 loss: 10.636236 eta: 1 day, 0:53:16 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1272 images/s [05/15 00:19:19] ppdet.engine INFO: Epoch: [38] [4000/7329] learning_rate: 0.000100 loss_class: 0.672691 loss_bbox: 0.154910 loss_giou: 0.400730 loss_class_aux: 2.802577 loss_bbox_aux: 0.693801 loss_giou_aux: 1.803698 loss_class_dn: 0.349572 loss_bbox_dn: 0.169707 loss_giou_dn: 0.419435 loss_class_aux_dn: 1.165704 loss_bbox_aux_dn: 0.642427 loss_giou_aux_dn: 1.455963 loss: 11.582409 eta: 1 day, 0:52:01 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3245 images/s [05/15 00:20:37] ppdet.engine INFO: Epoch: [38] [4200/7329] learning_rate: 0.000100 loss_class: 0.641227 loss_bbox: 0.158113 loss_giou: 0.378782 loss_class_aux: 2.799424 loss_bbox_aux: 0.678020 loss_giou_aux: 1.656357 loss_class_dn: 0.339496 loss_bbox_dn: 0.185451 loss_giou_dn: 0.378107 loss_class_aux_dn: 1.119905 loss_bbox_aux_dn: 0.668991 loss_giou_aux_dn: 1.293828 loss: 10.942400 eta: 1 day, 0:50:46 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4132 images/s [05/15 00:21:58] ppdet.engine INFO: Epoch: [38] [4400/7329] learning_rate: 0.000100 loss_class: 0.674765 loss_bbox: 0.142700 loss_giou: 0.416171 loss_class_aux: 2.893756 loss_bbox_aux: 0.628256 loss_giou_aux: 1.795151 loss_class_dn: 0.360321 loss_bbox_dn: 0.167205 loss_giou_dn: 0.434208 loss_class_aux_dn: 1.176265 loss_bbox_aux_dn: 0.611590 loss_giou_aux_dn: 1.477802 loss: 11.086497 eta: 1 day, 0:49:32 batch_cost: 0.3629 data_cost: 0.0007 ips: 11.0228 images/s [05/15 00:23:16] ppdet.engine INFO: Epoch: [38] [4600/7329] learning_rate: 0.000100 loss_class: 0.641686 loss_bbox: 0.138086 loss_giou: 0.376514 loss_class_aux: 2.759732 loss_bbox_aux: 0.596039 loss_giou_aux: 1.609711 loss_class_dn: 0.333758 loss_bbox_dn: 0.142827 loss_giou_dn: 0.375604 loss_class_aux_dn: 1.107532 loss_bbox_aux_dn: 0.550100 loss_giou_aux_dn: 1.321220 loss: 10.144382 eta: 1 day, 0:48:17 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3704 images/s [05/15 00:24:34] ppdet.engine INFO: Epoch: [38] [4800/7329] learning_rate: 0.000100 loss_class: 0.626521 loss_bbox: 0.144628 loss_giou: 0.388636 loss_class_aux: 2.664265 loss_bbox_aux: 0.649877 loss_giou_aux: 1.648698 loss_class_dn: 0.331228 loss_bbox_dn: 0.177345 loss_giou_dn: 0.385862 loss_class_aux_dn: 1.100605 loss_bbox_aux_dn: 0.646978 loss_giou_aux_dn: 1.335915 loss: 10.568817 eta: 1 day, 0:47:02 batch_cost: 0.3530 data_cost: 0.0009 ips: 11.3303 images/s [05/15 00:25:52] ppdet.engine INFO: Epoch: [38] [5000/7329] learning_rate: 0.000100 loss_class: 0.618272 loss_bbox: 0.137591 loss_giou: 0.412120 loss_class_aux: 2.594096 loss_bbox_aux: 0.607332 loss_giou_aux: 1.768140 loss_class_dn: 0.331402 loss_bbox_dn: 0.147721 loss_giou_dn: 0.376855 loss_class_aux_dn: 1.087668 loss_bbox_aux_dn: 0.561660 loss_giou_aux_dn: 1.344397 loss: 10.729446 eta: 1 day, 0:45:47 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3862 images/s [05/15 00:27:09] ppdet.engine INFO: Epoch: [38] [5200/7329] learning_rate: 0.000100 loss_class: 0.618615 loss_bbox: 0.154998 loss_giou: 0.352726 loss_class_aux: 2.666315 loss_bbox_aux: 0.681941 loss_giou_aux: 1.507320 loss_class_dn: 0.324300 loss_bbox_dn: 0.174845 loss_giou_dn: 0.364071 loss_class_aux_dn: 1.064428 loss_bbox_aux_dn: 0.642161 loss_giou_aux_dn: 1.247855 loss: 10.366560 eta: 1 day, 0:44:31 batch_cost: 0.3482 data_cost: 0.0006 ips: 11.4872 images/s [05/15 00:28:27] ppdet.engine INFO: Epoch: [38] [5400/7329] learning_rate: 0.000100 loss_class: 0.656934 loss_bbox: 0.156407 loss_giou: 0.397208 loss_class_aux: 2.772146 loss_bbox_aux: 0.697620 loss_giou_aux: 1.683960 loss_class_dn: 0.346850 loss_bbox_dn: 0.171061 loss_giou_dn: 0.401276 loss_class_aux_dn: 1.143535 loss_bbox_aux_dn: 0.619667 loss_giou_aux_dn: 1.391248 loss: 10.790037 eta: 1 day, 0:43:15 batch_cost: 0.3499 data_cost: 0.0007 ips: 11.4313 images/s [05/15 00:29:44] ppdet.engine INFO: Epoch: [38] [5600/7329] learning_rate: 0.000100 loss_class: 0.651806 loss_bbox: 0.150948 loss_giou: 0.397861 loss_class_aux: 2.802359 loss_bbox_aux: 0.696000 loss_giou_aux: 1.780491 loss_class_dn: 0.352763 loss_bbox_dn: 0.171989 loss_giou_dn: 0.405948 loss_class_aux_dn: 1.153981 loss_bbox_aux_dn: 0.651646 loss_giou_aux_dn: 1.398483 loss: 11.095326 eta: 1 day, 0:41:59 batch_cost: 0.3495 data_cost: 0.0007 ips: 11.4459 images/s [05/15 00:31:03] ppdet.engine INFO: Epoch: [38] [5800/7329] learning_rate: 0.000100 loss_class: 0.605985 loss_bbox: 0.140454 loss_giou: 0.363335 loss_class_aux: 2.663250 loss_bbox_aux: 0.605351 loss_giou_aux: 1.517776 loss_class_dn: 0.319307 loss_bbox_dn: 0.160972 loss_giou_dn: 0.362693 loss_class_aux_dn: 1.063808 loss_bbox_aux_dn: 0.602052 loss_giou_aux_dn: 1.253957 loss: 10.256376 eta: 1 day, 0:40:45 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2428 images/s [05/15 00:32:21] ppdet.engine INFO: Epoch: [38] [6000/7329] learning_rate: 0.000100 loss_class: 0.657660 loss_bbox: 0.151487 loss_giou: 0.374871 loss_class_aux: 2.819095 loss_bbox_aux: 0.693435 loss_giou_aux: 1.659917 loss_class_dn: 0.341721 loss_bbox_dn: 0.172741 loss_giou_dn: 0.379454 loss_class_aux_dn: 1.148100 loss_bbox_aux_dn: 0.658688 loss_giou_aux_dn: 1.316218 loss: 10.633213 eta: 1 day, 0:39:29 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3889 images/s [05/15 00:33:39] ppdet.engine INFO: Epoch: [38] [6200/7329] learning_rate: 0.000100 loss_class: 0.668684 loss_bbox: 0.165249 loss_giou: 0.422974 loss_class_aux: 2.943435 loss_bbox_aux: 0.734920 loss_giou_aux: 1.854418 loss_class_dn: 0.372387 loss_bbox_dn: 0.184334 loss_giou_dn: 0.439623 loss_class_aux_dn: 1.212069 loss_bbox_aux_dn: 0.698203 loss_giou_aux_dn: 1.487250 loss: 11.943441 eta: 1 day, 0:38:14 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3556 images/s [05/15 00:34:56] ppdet.engine INFO: Epoch: [38] [6400/7329] learning_rate: 0.000100 loss_class: 0.652327 loss_bbox: 0.148556 loss_giou: 0.397891 loss_class_aux: 2.839564 loss_bbox_aux: 0.640234 loss_giou_aux: 1.733331 loss_class_dn: 0.349073 loss_bbox_dn: 0.177596 loss_giou_dn: 0.409351 loss_class_aux_dn: 1.154940 loss_bbox_aux_dn: 0.636868 loss_giou_aux_dn: 1.433321 loss: 11.241711 eta: 1 day, 0:36:59 batch_cost: 0.3502 data_cost: 0.0006 ips: 11.4223 images/s [05/15 00:36:14] ppdet.engine INFO: Epoch: [38] [6600/7329] learning_rate: 0.000100 loss_class: 0.663950 loss_bbox: 0.147548 loss_giou: 0.453403 loss_class_aux: 2.732682 loss_bbox_aux: 0.668238 loss_giou_aux: 1.925135 loss_class_dn: 0.354113 loss_bbox_dn: 0.180594 loss_giou_dn: 0.429201 loss_class_aux_dn: 1.168063 loss_bbox_aux_dn: 0.669518 loss_giou_aux_dn: 1.478995 loss: 11.241136 eta: 1 day, 0:35:43 batch_cost: 0.3502 data_cost: 0.0007 ips: 11.4210 images/s [05/15 00:37:33] ppdet.engine INFO: Epoch: [38] [6800/7329] learning_rate: 0.000100 loss_class: 0.659544 loss_bbox: 0.155579 loss_giou: 0.440029 loss_class_aux: 2.937854 loss_bbox_aux: 0.731501 loss_giou_aux: 1.977867 loss_class_dn: 0.365376 loss_bbox_dn: 0.180338 loss_giou_dn: 0.439733 loss_class_aux_dn: 1.215292 loss_bbox_aux_dn: 0.668787 loss_giou_aux_dn: 1.500237 loss: 11.769634 eta: 1 day, 0:34:29 batch_cost: 0.3557 data_cost: 0.0006 ips: 11.2467 images/s [05/15 00:38:50] ppdet.engine INFO: Epoch: [38] [7000/7329] learning_rate: 0.000100 loss_class: 0.667348 loss_bbox: 0.163637 loss_giou: 0.404734 loss_class_aux: 2.855582 loss_bbox_aux: 0.741219 loss_giou_aux: 1.776115 loss_class_dn: 0.356243 loss_bbox_dn: 0.182090 loss_giou_dn: 0.399936 loss_class_aux_dn: 1.212607 loss_bbox_aux_dn: 0.684541 loss_giou_aux_dn: 1.394154 loss: 11.231112 eta: 1 day, 0:33:13 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4098 images/s [05/15 00:40:11] ppdet.engine INFO: Epoch: [38] [7200/7329] learning_rate: 0.000100 loss_class: 0.650474 loss_bbox: 0.156387 loss_giou: 0.449074 loss_class_aux: 2.775255 loss_bbox_aux: 0.713732 loss_giou_aux: 1.905779 loss_class_dn: 0.377776 loss_bbox_dn: 0.183019 loss_giou_dn: 0.437609 loss_class_aux_dn: 1.246954 loss_bbox_aux_dn: 0.661026 loss_giou_aux_dn: 1.504925 loss: 11.850437 eta: 1 day, 0:32:00 batch_cost: 0.3636 data_cost: 0.0007 ips: 11.0010 images/s [05/15 00:41:04] ppdet.engine INFO: Eval iter: 0 [05/15 00:41:10] ppdet.engine INFO: Eval iter: 100 [05/15 00:41:17] ppdet.engine INFO: Eval iter: 200 [05/15 00:41:23] ppdet.engine INFO: Eval iter: 300 [05/15 00:41:29] ppdet.engine INFO: Eval iter: 400 [05/15 00:41:35] ppdet.engine INFO: Eval iter: 500 [05/15 00:41:41] ppdet.engine INFO: Eval iter: 600 [05/15 00:41:48] ppdet.engine INFO: Eval iter: 700 [05/15 00:41:55] ppdet.engine INFO: Eval iter: 800 [05/15 00:42:01] ppdet.engine INFO: Eval iter: 900 [05/15 00:42:08] ppdet.engine INFO: Eval iter: 1000 [05/15 00:42:15] ppdet.engine INFO: Eval iter: 1100 [05/15 00:42:21] ppdet.engine INFO: Eval iter: 1200 [05/15 00:42:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.39s) creating index... index created! [05/15 00:42:45] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.48s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.08s). Accumulating evaluation results... DONE (t=22.19s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.476 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.652 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.297 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.367 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.622 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.504 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 ] = 0.865 [05/15 00:45:00] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.937299476836685 [05/15 00:45:00] ppdet.engine INFO: Best test bbox ap is 0.476. [05/15 00:45:01] ppdet.engine INFO: Epoch: [39] [ 0/7329] learning_rate: 0.000100 loss_class: 0.657626 loss_bbox: 0.163336 loss_giou: 0.395132 loss_class_aux: 2.790615 loss_bbox_aux: 0.728780 loss_giou_aux: 1.694113 loss_class_dn: 0.339396 loss_bbox_dn: 0.185873 loss_giou_dn: 0.391001 loss_class_aux_dn: 1.127402 loss_bbox_aux_dn: 0.683394 loss_giou_aux_dn: 1.330551 loss: 10.860850 eta: 1 day, 0:31:11 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1227 images/s [05/15 00:46:19] ppdet.engine INFO: Epoch: [39] [ 200/7329] learning_rate: 0.000100 loss_class: 0.601561 loss_bbox: 0.140605 loss_giou: 0.395875 loss_class_aux: 2.684289 loss_bbox_aux: 0.616348 loss_giou_aux: 1.635027 loss_class_dn: 0.337174 loss_bbox_dn: 0.164369 loss_giou_dn: 0.368716 loss_class_aux_dn: 1.117348 loss_bbox_aux_dn: 0.614248 loss_giou_aux_dn: 1.314878 loss: 10.346462 eta: 1 day, 0:29:57 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3036 images/s [05/15 00:47:37] ppdet.engine INFO: Epoch: [39] [ 400/7329] learning_rate: 0.000100 loss_class: 0.647830 loss_bbox: 0.161333 loss_giou: 0.462688 loss_class_aux: 2.819175 loss_bbox_aux: 0.709734 loss_giou_aux: 1.992317 loss_class_dn: 0.375048 loss_bbox_dn: 0.180205 loss_giou_dn: 0.449215 loss_class_aux_dn: 1.226633 loss_bbox_aux_dn: 0.658738 loss_giou_aux_dn: 1.502342 loss: 11.766827 eta: 1 day, 0:28:41 batch_cost: 0.3493 data_cost: 0.0006 ips: 11.4529 images/s [05/15 00:48:55] ppdet.engine INFO: Epoch: [39] [ 600/7329] learning_rate: 0.000100 loss_class: 0.655208 loss_bbox: 0.158162 loss_giou: 0.419879 loss_class_aux: 2.744686 loss_bbox_aux: 0.679310 loss_giou_aux: 1.840400 loss_class_dn: 0.349341 loss_bbox_dn: 0.169697 loss_giou_dn: 0.415408 loss_class_aux_dn: 1.146836 loss_bbox_aux_dn: 0.635365 loss_giou_aux_dn: 1.423375 loss: 11.041550 eta: 1 day, 0:27:26 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2914 images/s [05/15 00:50:14] ppdet.engine INFO: Epoch: [39] [ 800/7329] learning_rate: 0.000100 loss_class: 0.655694 loss_bbox: 0.135185 loss_giou: 0.400156 loss_class_aux: 2.821230 loss_bbox_aux: 0.621031 loss_giou_aux: 1.736041 loss_class_dn: 0.332515 loss_bbox_dn: 0.159014 loss_giou_dn: 0.388925 loss_class_aux_dn: 1.103746 loss_bbox_aux_dn: 0.597736 loss_giou_aux_dn: 1.329517 loss: 10.674483 eta: 1 day, 0:26:11 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2988 images/s [05/15 00:51:31] ppdet.engine INFO: Epoch: [39] [1000/7329] learning_rate: 0.000100 loss_class: 0.678936 loss_bbox: 0.154092 loss_giou: 0.420231 loss_class_aux: 2.901380 loss_bbox_aux: 0.672416 loss_giou_aux: 1.901919 loss_class_dn: 0.355922 loss_bbox_dn: 0.167637 loss_giou_dn: 0.454463 loss_class_aux_dn: 1.192051 loss_bbox_aux_dn: 0.642015 loss_giou_aux_dn: 1.519418 loss: 11.240408 eta: 1 day, 0:24:56 batch_cost: 0.3504 data_cost: 0.0007 ips: 11.4164 images/s [05/15 00:52:52] ppdet.engine INFO: Epoch: [39] [1200/7329] learning_rate: 0.000100 loss_class: 0.610050 loss_bbox: 0.148513 loss_giou: 0.363153 loss_class_aux: 2.593423 loss_bbox_aux: 0.677000 loss_giou_aux: 1.534584 loss_class_dn: 0.347308 loss_bbox_dn: 0.164973 loss_giou_dn: 0.375068 loss_class_aux_dn: 1.163438 loss_bbox_aux_dn: 0.604159 loss_giou_aux_dn: 1.323320 loss: 10.770321 eta: 1 day, 0:23:43 batch_cost: 0.3639 data_cost: 0.0006 ips: 10.9934 images/s [05/15 00:54:09] ppdet.engine INFO: Epoch: [39] [1400/7329] learning_rate: 0.000100 loss_class: 0.641353 loss_bbox: 0.149072 loss_giou: 0.428964 loss_class_aux: 2.841170 loss_bbox_aux: 0.681917 loss_giou_aux: 1.820676 loss_class_dn: 0.353126 loss_bbox_dn: 0.163315 loss_giou_dn: 0.397037 loss_class_aux_dn: 1.154449 loss_bbox_aux_dn: 0.617933 loss_giou_aux_dn: 1.393700 loss: 11.383247 eta: 1 day, 0:22:27 batch_cost: 0.3510 data_cost: 0.0007 ips: 11.3976 images/s [05/15 00:55:29] ppdet.engine INFO: Epoch: [39] [1600/7329] learning_rate: 0.000100 loss_class: 0.671120 loss_bbox: 0.163796 loss_giou: 0.418772 loss_class_aux: 2.865599 loss_bbox_aux: 0.713902 loss_giou_aux: 1.763258 loss_class_dn: 0.358344 loss_bbox_dn: 0.186278 loss_giou_dn: 0.419474 loss_class_aux_dn: 1.177172 loss_bbox_aux_dn: 0.663766 loss_giou_aux_dn: 1.460021 loss: 11.415010 eta: 1 day, 0:21:14 batch_cost: 0.3618 data_cost: 0.0007 ips: 11.0559 images/s [05/15 00:56:47] ppdet.engine INFO: Epoch: [39] [1800/7329] learning_rate: 0.000100 loss_class: 0.647686 loss_bbox: 0.145578 loss_giou: 0.397661 loss_class_aux: 2.705038 loss_bbox_aux: 0.657039 loss_giou_aux: 1.740079 loss_class_dn: 0.338443 loss_bbox_dn: 0.172124 loss_giou_dn: 0.401815 loss_class_aux_dn: 1.120039 loss_bbox_aux_dn: 0.637700 loss_giou_aux_dn: 1.390941 loss: 10.730530 eta: 1 day, 0:19:58 batch_cost: 0.3496 data_cost: 0.0006 ips: 11.4423 images/s [05/15 00:58:06] ppdet.engine INFO: Epoch: [39] [2000/7329] learning_rate: 0.000100 loss_class: 0.617962 loss_bbox: 0.137562 loss_giou: 0.384437 loss_class_aux: 2.691665 loss_bbox_aux: 0.624126 loss_giou_aux: 1.687244 loss_class_dn: 0.340212 loss_bbox_dn: 0.159062 loss_giou_dn: 0.396747 loss_class_aux_dn: 1.125213 loss_bbox_aux_dn: 0.591299 loss_giou_aux_dn: 1.354097 loss: 10.391904 eta: 1 day, 0:18:44 batch_cost: 0.3576 data_cost: 0.0006 ips: 11.1869 images/s [05/15 00:59:26] ppdet.engine INFO: Epoch: [39] [2200/7329] learning_rate: 0.000100 loss_class: 0.664676 loss_bbox: 0.152692 loss_giou: 0.411177 loss_class_aux: 2.917112 loss_bbox_aux: 0.671701 loss_giou_aux: 1.753209 loss_class_dn: 0.348896 loss_bbox_dn: 0.171655 loss_giou_dn: 0.396993 loss_class_aux_dn: 1.188957 loss_bbox_aux_dn: 0.649359 loss_giou_aux_dn: 1.393849 loss: 10.835163 eta: 1 day, 0:17:31 batch_cost: 0.3620 data_cost: 0.0007 ips: 11.0484 images/s [05/15 01:00:44] ppdet.engine INFO: Epoch: [39] [2400/7329] learning_rate: 0.000100 loss_class: 0.669441 loss_bbox: 0.153250 loss_giou: 0.384852 loss_class_aux: 2.858247 loss_bbox_aux: 0.696767 loss_giou_aux: 1.615765 loss_class_dn: 0.366849 loss_bbox_dn: 0.175737 loss_giou_dn: 0.386907 loss_class_aux_dn: 1.223728 loss_bbox_aux_dn: 0.630590 loss_giou_aux_dn: 1.322888 loss: 11.318548 eta: 1 day, 0:16:15 batch_cost: 0.3514 data_cost: 0.0006 ips: 11.3844 images/s [05/15 01:02:02] ppdet.engine INFO: Epoch: [39] [2600/7329] learning_rate: 0.000100 loss_class: 0.662665 loss_bbox: 0.148330 loss_giou: 0.433644 loss_class_aux: 2.880189 loss_bbox_aux: 0.654405 loss_giou_aux: 1.960955 loss_class_dn: 0.363606 loss_bbox_dn: 0.174115 loss_giou_dn: 0.448042 loss_class_aux_dn: 1.176575 loss_bbox_aux_dn: 0.665095 loss_giou_aux_dn: 1.574511 loss: 11.544315 eta: 1 day, 0:15:01 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2944 images/s [05/15 01:03:22] ppdet.engine INFO: Epoch: [39] [2800/7329] learning_rate: 0.000100 loss_class: 0.654226 loss_bbox: 0.154675 loss_giou: 0.416676 loss_class_aux: 2.774948 loss_bbox_aux: 0.674230 loss_giou_aux: 1.823030 loss_class_dn: 0.343739 loss_bbox_dn: 0.168892 loss_giou_dn: 0.416615 loss_class_aux_dn: 1.159903 loss_bbox_aux_dn: 0.602748 loss_giou_aux_dn: 1.387734 loss: 10.718290 eta: 1 day, 0:13:47 batch_cost: 0.3629 data_cost: 0.0007 ips: 11.0212 images/s [05/15 01:04:40] ppdet.engine INFO: Epoch: [39] [3000/7329] learning_rate: 0.000100 loss_class: 0.613613 loss_bbox: 0.147070 loss_giou: 0.372739 loss_class_aux: 2.659462 loss_bbox_aux: 0.660673 loss_giou_aux: 1.613295 loss_class_dn: 0.335837 loss_bbox_dn: 0.163143 loss_giou_dn: 0.378304 loss_class_aux_dn: 1.108247 loss_bbox_aux_dn: 0.611192 loss_giou_aux_dn: 1.313995 loss: 10.872725 eta: 1 day, 0:12:32 batch_cost: 0.3506 data_cost: 0.0008 ips: 11.4083 images/s [05/15 01:05:58] ppdet.engine INFO: Epoch: [39] [3200/7329] learning_rate: 0.000100 loss_class: 0.655959 loss_bbox: 0.153079 loss_giou: 0.403206 loss_class_aux: 2.816772 loss_bbox_aux: 0.692896 loss_giou_aux: 1.780840 loss_class_dn: 0.344310 loss_bbox_dn: 0.169217 loss_giou_dn: 0.404138 loss_class_aux_dn: 1.134122 loss_bbox_aux_dn: 0.660531 loss_giou_aux_dn: 1.369174 loss: 10.856524 eta: 1 day, 0:11:17 batch_cost: 0.3504 data_cost: 0.0007 ips: 11.4155 images/s [05/15 01:07:17] ppdet.engine INFO: Epoch: [39] [3400/7329] learning_rate: 0.000100 loss_class: 0.597780 loss_bbox: 0.150440 loss_giou: 0.421935 loss_class_aux: 2.594508 loss_bbox_aux: 0.656048 loss_giou_aux: 1.757001 loss_class_dn: 0.329405 loss_bbox_dn: 0.168879 loss_giou_dn: 0.400742 loss_class_aux_dn: 1.078558 loss_bbox_aux_dn: 0.610159 loss_giou_aux_dn: 1.359992 loss: 10.400497 eta: 1 day, 0:10:02 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2356 images/s [05/15 01:08:35] ppdet.engine INFO: Epoch: [39] [3600/7329] learning_rate: 0.000100 loss_class: 0.641795 loss_bbox: 0.147599 loss_giou: 0.394583 loss_class_aux: 2.749648 loss_bbox_aux: 0.654303 loss_giou_aux: 1.703486 loss_class_dn: 0.334143 loss_bbox_dn: 0.162515 loss_giou_dn: 0.380530 loss_class_aux_dn: 1.110985 loss_bbox_aux_dn: 0.618525 loss_giou_aux_dn: 1.273679 loss: 10.297537 eta: 1 day, 0:08:47 batch_cost: 0.3530 data_cost: 0.0008 ips: 11.3310 images/s [05/15 01:09:53] ppdet.engine INFO: Epoch: [39] [3800/7329] learning_rate: 0.000100 loss_class: 0.632288 loss_bbox: 0.134459 loss_giou: 0.381704 loss_class_aux: 2.727050 loss_bbox_aux: 0.591673 loss_giou_aux: 1.645430 loss_class_dn: 0.337105 loss_bbox_dn: 0.152803 loss_giou_dn: 0.375630 loss_class_aux_dn: 1.090019 loss_bbox_aux_dn: 0.571907 loss_giou_aux_dn: 1.325662 loss: 10.066971 eta: 1 day, 0:07:32 batch_cost: 0.3514 data_cost: 0.0007 ips: 11.3833 images/s [05/15 01:11:11] ppdet.engine INFO: Epoch: [39] [4000/7329] learning_rate: 0.000100 loss_class: 0.633243 loss_bbox: 0.151748 loss_giou: 0.434240 loss_class_aux: 2.733017 loss_bbox_aux: 0.673351 loss_giou_aux: 1.887252 loss_class_dn: 0.341285 loss_bbox_dn: 0.170073 loss_giou_dn: 0.436180 loss_class_aux_dn: 1.148599 loss_bbox_aux_dn: 0.617924 loss_giou_aux_dn: 1.479063 loss: 10.912254 eta: 1 day, 0:06:17 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3913 images/s [05/15 01:12:29] ppdet.engine INFO: Epoch: [39] [4200/7329] learning_rate: 0.000100 loss_class: 0.602813 loss_bbox: 0.141779 loss_giou: 0.375136 loss_class_aux: 2.599778 loss_bbox_aux: 0.632392 loss_giou_aux: 1.627304 loss_class_dn: 0.326692 loss_bbox_dn: 0.158919 loss_giou_dn: 0.374571 loss_class_aux_dn: 1.084359 loss_bbox_aux_dn: 0.595755 loss_giou_aux_dn: 1.303133 loss: 9.900343 eta: 1 day, 0:05:02 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3376 images/s [05/15 01:13:46] ppdet.engine INFO: Epoch: [39] [4400/7329] learning_rate: 0.000100 loss_class: 0.624121 loss_bbox: 0.145511 loss_giou: 0.381004 loss_class_aux: 2.619704 loss_bbox_aux: 0.656918 loss_giou_aux: 1.666874 loss_class_dn: 0.340229 loss_bbox_dn: 0.169273 loss_giou_dn: 0.376385 loss_class_aux_dn: 1.102865 loss_bbox_aux_dn: 0.614613 loss_giou_aux_dn: 1.277232 loss: 10.469858 eta: 1 day, 0:03:46 batch_cost: 0.3493 data_cost: 0.0008 ips: 11.4519 images/s [05/15 01:15:05] ppdet.engine INFO: Epoch: [39] [4600/7329] learning_rate: 0.000100 loss_class: 0.643613 loss_bbox: 0.149803 loss_giou: 0.381053 loss_class_aux: 2.747472 loss_bbox_aux: 0.658726 loss_giou_aux: 1.633441 loss_class_dn: 0.345572 loss_bbox_dn: 0.178705 loss_giou_dn: 0.376356 loss_class_aux_dn: 1.145652 loss_bbox_aux_dn: 0.645689 loss_giou_aux_dn: 1.344655 loss: 10.762060 eta: 1 day, 0:02:32 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2473 images/s [05/15 01:16:23] ppdet.engine INFO: Epoch: [39] [4800/7329] learning_rate: 0.000100 loss_class: 0.674973 loss_bbox: 0.153889 loss_giou: 0.446720 loss_class_aux: 2.686096 loss_bbox_aux: 0.704081 loss_giou_aux: 1.898806 loss_class_dn: 0.353153 loss_bbox_dn: 0.168300 loss_giou_dn: 0.438362 loss_class_aux_dn: 1.140921 loss_bbox_aux_dn: 0.613841 loss_giou_aux_dn: 1.487339 loss: 11.409690 eta: 1 day, 0:01:17 batch_cost: 0.3513 data_cost: 0.0006 ips: 11.3876 images/s [05/15 01:17:41] ppdet.engine INFO: Epoch: [39] [5000/7329] learning_rate: 0.000100 loss_class: 0.660301 loss_bbox: 0.149578 loss_giou: 0.398501 loss_class_aux: 2.778720 loss_bbox_aux: 0.698384 loss_giou_aux: 1.710618 loss_class_dn: 0.353406 loss_bbox_dn: 0.178315 loss_giou_dn: 0.393719 loss_class_aux_dn: 1.163385 loss_bbox_aux_dn: 0.656548 loss_giou_aux_dn: 1.385315 loss: 10.945765 eta: 1 day, 0:00:02 batch_cost: 0.3509 data_cost: 0.0006 ips: 11.3993 images/s [05/15 01:18:59] ppdet.engine INFO: Epoch: [39] [5200/7329] learning_rate: 0.000100 loss_class: 0.666369 loss_bbox: 0.141545 loss_giou: 0.427374 loss_class_aux: 2.812799 loss_bbox_aux: 0.648663 loss_giou_aux: 1.802387 loss_class_dn: 0.350158 loss_bbox_dn: 0.153838 loss_giou_dn: 0.406698 loss_class_aux_dn: 1.154146 loss_bbox_aux_dn: 0.595947 loss_giou_aux_dn: 1.415158 loss: 10.864511 eta: 23:58:46 batch_cost: 0.3504 data_cost: 0.0007 ips: 11.4157 images/s [05/15 01:20:16] ppdet.engine INFO: Epoch: [39] [5400/7329] learning_rate: 0.000100 loss_class: 0.677547 loss_bbox: 0.147853 loss_giou: 0.418264 loss_class_aux: 2.874219 loss_bbox_aux: 0.673311 loss_giou_aux: 1.787887 loss_class_dn: 0.367732 loss_bbox_dn: 0.165799 loss_giou_dn: 0.400818 loss_class_aux_dn: 1.212211 loss_bbox_aux_dn: 0.613789 loss_giou_aux_dn: 1.386622 loss: 11.257772 eta: 23:57:31 batch_cost: 0.3484 data_cost: 0.0007 ips: 11.4805 images/s [05/15 01:21:34] ppdet.engine INFO: Epoch: [39] [5600/7329] learning_rate: 0.000100 loss_class: 0.646523 loss_bbox: 0.143334 loss_giou: 0.410771 loss_class_aux: 2.732938 loss_bbox_aux: 0.666809 loss_giou_aux: 1.796026 loss_class_dn: 0.342041 loss_bbox_dn: 0.174455 loss_giou_dn: 0.409469 loss_class_aux_dn: 1.133678 loss_bbox_aux_dn: 0.646393 loss_giou_aux_dn: 1.422005 loss: 10.924163 eta: 23:56:15 batch_cost: 0.3502 data_cost: 0.0007 ips: 11.4221 images/s [05/15 01:22:51] ppdet.engine INFO: Epoch: [39] [5800/7329] learning_rate: 0.000100 loss_class: 0.606007 loss_bbox: 0.154216 loss_giou: 0.423152 loss_class_aux: 2.630266 loss_bbox_aux: 0.690345 loss_giou_aux: 1.836458 loss_class_dn: 0.365966 loss_bbox_dn: 0.178465 loss_giou_dn: 0.421775 loss_class_aux_dn: 1.188356 loss_bbox_aux_dn: 0.641553 loss_giou_aux_dn: 1.422807 loss: 10.765888 eta: 23:55:00 batch_cost: 0.3483 data_cost: 0.0006 ips: 11.4850 images/s [05/15 01:24:09] ppdet.engine INFO: Epoch: [39] [6000/7329] learning_rate: 0.000100 loss_class: 0.723706 loss_bbox: 0.148536 loss_giou: 0.452394 loss_class_aux: 3.008490 loss_bbox_aux: 0.694362 loss_giou_aux: 1.938996 loss_class_dn: 0.382054 loss_bbox_dn: 0.176868 loss_giou_dn: 0.458989 loss_class_aux_dn: 1.242414 loss_bbox_aux_dn: 0.637478 loss_giou_aux_dn: 1.551027 loss: 11.778234 eta: 23:53:45 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3205 images/s [05/15 01:25:27] ppdet.engine INFO: Epoch: [39] [6200/7329] learning_rate: 0.000100 loss_class: 0.602169 loss_bbox: 0.130499 loss_giou: 0.311172 loss_class_aux: 2.508076 loss_bbox_aux: 0.581903 loss_giou_aux: 1.398080 loss_class_dn: 0.302273 loss_bbox_dn: 0.151470 loss_giou_dn: 0.328720 loss_class_aux_dn: 1.007383 loss_bbox_aux_dn: 0.578883 loss_giou_aux_dn: 1.162042 loss: 9.379812 eta: 23:52:30 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3746 images/s [05/15 01:26:45] ppdet.engine INFO: Epoch: [39] [6400/7329] learning_rate: 0.000100 loss_class: 0.612833 loss_bbox: 0.158778 loss_giou: 0.390885 loss_class_aux: 2.715835 loss_bbox_aux: 0.674383 loss_giou_aux: 1.739211 loss_class_dn: 0.348085 loss_bbox_dn: 0.170180 loss_giou_dn: 0.394822 loss_class_aux_dn: 1.165904 loss_bbox_aux_dn: 0.634354 loss_giou_aux_dn: 1.364078 loss: 10.846149 eta: 23:51:15 batch_cost: 0.3527 data_cost: 0.0006 ips: 11.3411 images/s [05/15 01:28:03] ppdet.engine INFO: Epoch: [39] [6600/7329] learning_rate: 0.000100 loss_class: 0.606149 loss_bbox: 0.135986 loss_giou: 0.443634 loss_class_aux: 2.645389 loss_bbox_aux: 0.602401 loss_giou_aux: 1.945975 loss_class_dn: 0.344863 loss_bbox_dn: 0.143116 loss_giou_dn: 0.429309 loss_class_aux_dn: 1.125921 loss_bbox_aux_dn: 0.553770 loss_giou_aux_dn: 1.447794 loss: 10.590273 eta: 23:50:00 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3771 images/s [05/15 01:29:20] ppdet.engine INFO: Epoch: [39] [6800/7329] learning_rate: 0.000100 loss_class: 0.671683 loss_bbox: 0.164956 loss_giou: 0.476761 loss_class_aux: 2.793697 loss_bbox_aux: 0.717786 loss_giou_aux: 2.025201 loss_class_dn: 0.377429 loss_bbox_dn: 0.185879 loss_giou_dn: 0.428383 loss_class_aux_dn: 1.217353 loss_bbox_aux_dn: 0.669479 loss_giou_aux_dn: 1.504157 loss: 11.568481 eta: 23:48:44 batch_cost: 0.3491 data_cost: 0.0006 ips: 11.4584 images/s [05/15 01:30:38] ppdet.engine INFO: Epoch: [39] [7000/7329] learning_rate: 0.000100 loss_class: 0.633607 loss_bbox: 0.151187 loss_giou: 0.387890 loss_class_aux: 2.772065 loss_bbox_aux: 0.667173 loss_giou_aux: 1.707679 loss_class_dn: 0.338741 loss_bbox_dn: 0.162654 loss_giou_dn: 0.399021 loss_class_aux_dn: 1.128950 loss_bbox_aux_dn: 0.625458 loss_giou_aux_dn: 1.337757 loss: 10.640240 eta: 23:47:30 batch_cost: 0.3528 data_cost: 0.0006 ips: 11.3384 images/s [05/15 01:31:55] ppdet.engine INFO: Epoch: [39] [7200/7329] learning_rate: 0.000100 loss_class: 0.634511 loss_bbox: 0.147056 loss_giou: 0.412665 loss_class_aux: 2.687698 loss_bbox_aux: 0.641242 loss_giou_aux: 1.789503 loss_class_dn: 0.333611 loss_bbox_dn: 0.159958 loss_giou_dn: 0.405110 loss_class_aux_dn: 1.101863 loss_bbox_aux_dn: 0.607422 loss_giou_aux_dn: 1.384682 loss: 10.800647 eta: 23:46:14 batch_cost: 0.3465 data_cost: 0.0007 ips: 11.5454 images/s [05/15 01:32:47] ppdet.engine INFO: Eval iter: 0 [05/15 01:32:55] ppdet.engine INFO: Eval iter: 100 [05/15 01:33:02] ppdet.engine INFO: Eval iter: 200 [05/15 01:33:09] ppdet.engine INFO: Eval iter: 300 [05/15 01:33:17] ppdet.engine INFO: Eval iter: 400 [05/15 01:33:24] ppdet.engine INFO: Eval iter: 500 [05/15 01:33:31] ppdet.engine INFO: Eval iter: 600 [05/15 01:33:38] ppdet.engine INFO: Eval iter: 700 [05/15 01:33:45] ppdet.engine INFO: Eval iter: 800 [05/15 01:33:52] ppdet.engine INFO: Eval iter: 900 [05/15 01:33:59] ppdet.engine INFO: Eval iter: 1000 [05/15 01:34:06] ppdet.engine INFO: Eval iter: 1100 [05/15 01:34:14] ppdet.engine INFO: Eval iter: 1200 [05/15 01:34:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/15 01:34:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.21s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.29s). Accumulating evaluation results... DONE (t=22.13s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.476 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.652 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.514 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 ] = 0.510 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.367 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.623 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.504 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 ] = 0.864 [05/15 01:36:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 54.73877421935265 [05/15 01:36:52] ppdet.engine INFO: Best test bbox ap is 0.476. [05/15 01:36:53] ppdet.engine INFO: Epoch: [40] [ 0/7329] learning_rate: 0.000100 loss_class: 0.652222 loss_bbox: 0.163162 loss_giou: 0.431323 loss_class_aux: 2.765372 loss_bbox_aux: 0.708312 loss_giou_aux: 1.840701 loss_class_dn: 0.345366 loss_bbox_dn: 0.177736 loss_giou_dn: 0.415863 loss_class_aux_dn: 1.128272 loss_bbox_aux_dn: 0.657357 loss_giou_aux_dn: 1.432761 loss: 11.005379 eta: 23:45:25 batch_cost: 0.3470 data_cost: 0.0007 ips: 11.5265 images/s [05/15 01:38:13] ppdet.engine INFO: Epoch: [40] [ 200/7329] learning_rate: 0.000100 loss_class: 0.641307 loss_bbox: 0.154198 loss_giou: 0.429813 loss_class_aux: 2.760683 loss_bbox_aux: 0.682221 loss_giou_aux: 1.815943 loss_class_dn: 0.359717 loss_bbox_dn: 0.182358 loss_giou_dn: 0.418841 loss_class_aux_dn: 1.164445 loss_bbox_aux_dn: 0.669228 loss_giou_aux_dn: 1.433015 loss: 10.923679 eta: 23:44:12 batch_cost: 0.3621 data_cost: 0.0007 ips: 11.0467 images/s [05/15 01:39:31] ppdet.engine INFO: Epoch: [40] [ 400/7329] learning_rate: 0.000100 loss_class: 0.662449 loss_bbox: 0.157557 loss_giou: 0.421875 loss_class_aux: 2.874381 loss_bbox_aux: 0.680146 loss_giou_aux: 1.902635 loss_class_dn: 0.363624 loss_bbox_dn: 0.168453 loss_giou_dn: 0.427652 loss_class_aux_dn: 1.196931 loss_bbox_aux_dn: 0.610823 loss_giou_aux_dn: 1.461021 loss: 11.561554 eta: 23:42:57 batch_cost: 0.3509 data_cost: 0.0009 ips: 11.3981 images/s [05/15 01:40:50] ppdet.engine INFO: Epoch: [40] [ 600/7329] learning_rate: 0.000100 loss_class: 0.607193 loss_bbox: 0.151628 loss_giou: 0.433575 loss_class_aux: 2.635223 loss_bbox_aux: 0.674885 loss_giou_aux: 1.838648 loss_class_dn: 0.333209 loss_bbox_dn: 0.165830 loss_giou_dn: 0.416998 loss_class_aux_dn: 1.113324 loss_bbox_aux_dn: 0.622014 loss_giou_aux_dn: 1.427415 loss: 10.679924 eta: 23:41:43 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1476 images/s [05/15 01:42:08] ppdet.engine INFO: Epoch: [40] [ 800/7329] learning_rate: 0.000100 loss_class: 0.617862 loss_bbox: 0.132244 loss_giou: 0.344438 loss_class_aux: 2.624819 loss_bbox_aux: 0.584592 loss_giou_aux: 1.555123 loss_class_dn: 0.303077 loss_bbox_dn: 0.156523 loss_giou_dn: 0.340102 loss_class_aux_dn: 1.026066 loss_bbox_aux_dn: 0.596853 loss_giou_aux_dn: 1.194049 loss: 9.783085 eta: 23:40:28 batch_cost: 0.3514 data_cost: 0.0007 ips: 11.3818 images/s [05/15 01:43:28] ppdet.engine INFO: Epoch: [40] [1000/7329] learning_rate: 0.000100 loss_class: 0.618657 loss_bbox: 0.157385 loss_giou: 0.393233 loss_class_aux: 2.735071 loss_bbox_aux: 0.702225 loss_giou_aux: 1.651965 loss_class_dn: 0.337560 loss_bbox_dn: 0.164948 loss_giou_dn: 0.384349 loss_class_aux_dn: 1.124155 loss_bbox_aux_dn: 0.615865 loss_giou_aux_dn: 1.326008 loss: 10.129646 eta: 23:39:14 batch_cost: 0.3610 data_cost: 0.0007 ips: 11.0805 images/s [05/15 01:44:46] ppdet.engine INFO: Epoch: [40] [1200/7329] learning_rate: 0.000100 loss_class: 0.637836 loss_bbox: 0.150239 loss_giou: 0.385492 loss_class_aux: 2.729373 loss_bbox_aux: 0.660763 loss_giou_aux: 1.669802 loss_class_dn: 0.328704 loss_bbox_dn: 0.181929 loss_giou_dn: 0.379330 loss_class_aux_dn: 1.067971 loss_bbox_aux_dn: 0.641911 loss_giou_aux_dn: 1.320686 loss: 10.545950 eta: 23:37:59 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3370 images/s [05/15 01:46:06] ppdet.engine INFO: Epoch: [40] [1400/7329] learning_rate: 0.000100 loss_class: 0.644346 loss_bbox: 0.141504 loss_giou: 0.366573 loss_class_aux: 2.673619 loss_bbox_aux: 0.649470 loss_giou_aux: 1.624749 loss_class_dn: 0.343892 loss_bbox_dn: 0.176851 loss_giou_dn: 0.381189 loss_class_aux_dn: 1.114637 loss_bbox_aux_dn: 0.665139 loss_giou_aux_dn: 1.337365 loss: 10.564775 eta: 23:36:45 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2051 images/s [05/15 01:47:24] ppdet.engine INFO: Epoch: [40] [1600/7329] learning_rate: 0.000100 loss_class: 0.666021 loss_bbox: 0.151411 loss_giou: 0.415632 loss_class_aux: 2.919233 loss_bbox_aux: 0.674105 loss_giou_aux: 1.777555 loss_class_dn: 0.361389 loss_bbox_dn: 0.171443 loss_giou_dn: 0.433137 loss_class_aux_dn: 1.206585 loss_bbox_aux_dn: 0.639433 loss_giou_aux_dn: 1.479361 loss: 11.319338 eta: 23:35:31 batch_cost: 0.3540 data_cost: 0.0006 ips: 11.3003 images/s [05/15 01:48:42] ppdet.engine INFO: Epoch: [40] [1800/7329] learning_rate: 0.000100 loss_class: 0.617526 loss_bbox: 0.138412 loss_giou: 0.451250 loss_class_aux: 2.685064 loss_bbox_aux: 0.637430 loss_giou_aux: 1.928877 loss_class_dn: 0.343516 loss_bbox_dn: 0.162323 loss_giou_dn: 0.456361 loss_class_aux_dn: 1.143745 loss_bbox_aux_dn: 0.599668 loss_giou_aux_dn: 1.546406 loss: 10.946785 eta: 23:34:16 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3541 images/s [05/15 01:50:00] ppdet.engine INFO: Epoch: [40] [2000/7329] learning_rate: 0.000100 loss_class: 0.667131 loss_bbox: 0.145575 loss_giou: 0.426422 loss_class_aux: 2.755795 loss_bbox_aux: 0.666585 loss_giou_aux: 1.823318 loss_class_dn: 0.348955 loss_bbox_dn: 0.166741 loss_giou_dn: 0.420347 loss_class_aux_dn: 1.137644 loss_bbox_aux_dn: 0.662456 loss_giou_aux_dn: 1.414731 loss: 10.750057 eta: 23:33:01 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3290 images/s [05/15 01:51:18] ppdet.engine INFO: Epoch: [40] [2200/7329] learning_rate: 0.000100 loss_class: 0.630386 loss_bbox: 0.142494 loss_giou: 0.389631 loss_class_aux: 2.693716 loss_bbox_aux: 0.649930 loss_giou_aux: 1.675094 loss_class_dn: 0.327265 loss_bbox_dn: 0.155650 loss_giou_dn: 0.375372 loss_class_aux_dn: 1.098682 loss_bbox_aux_dn: 0.579133 loss_giou_aux_dn: 1.291834 loss: 10.297071 eta: 23:31:46 batch_cost: 0.3501 data_cost: 0.0007 ips: 11.4250 images/s [05/15 01:52:36] ppdet.engine INFO: Epoch: [40] [2400/7329] learning_rate: 0.000100 loss_class: 0.649643 loss_bbox: 0.157231 loss_giou: 0.439688 loss_class_aux: 2.723647 loss_bbox_aux: 0.693438 loss_giou_aux: 1.838537 loss_class_dn: 0.344915 loss_bbox_dn: 0.174327 loss_giou_dn: 0.425887 loss_class_aux_dn: 1.128960 loss_bbox_aux_dn: 0.635005 loss_giou_aux_dn: 1.443755 loss: 11.176968 eta: 23:30:31 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3539 images/s [05/15 01:53:54] ppdet.engine INFO: Epoch: [40] [2600/7329] learning_rate: 0.000100 loss_class: 0.669844 loss_bbox: 0.149399 loss_giou: 0.414537 loss_class_aux: 2.812999 loss_bbox_aux: 0.672011 loss_giou_aux: 1.806419 loss_class_dn: 0.353986 loss_bbox_dn: 0.157860 loss_giou_dn: 0.427594 loss_class_aux_dn: 1.152420 loss_bbox_aux_dn: 0.579888 loss_giou_aux_dn: 1.465090 loss: 11.124601 eta: 23:29:16 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3444 images/s [05/15 01:55:12] ppdet.engine INFO: Epoch: [40] [2800/7329] learning_rate: 0.000100 loss_class: 0.644139 loss_bbox: 0.150174 loss_giou: 0.379974 loss_class_aux: 2.709081 loss_bbox_aux: 0.646072 loss_giou_aux: 1.671310 loss_class_dn: 0.345626 loss_bbox_dn: 0.159445 loss_giou_dn: 0.395123 loss_class_aux_dn: 1.131752 loss_bbox_aux_dn: 0.596321 loss_giou_aux_dn: 1.370458 loss: 11.121484 eta: 23:28:01 batch_cost: 0.3531 data_cost: 0.0006 ips: 11.3269 images/s [05/15 01:56:31] ppdet.engine INFO: Epoch: [40] [3000/7329] learning_rate: 0.000100 loss_class: 0.676363 loss_bbox: 0.159350 loss_giou: 0.398502 loss_class_aux: 2.882539 loss_bbox_aux: 0.725082 loss_giou_aux: 1.673474 loss_class_dn: 0.351552 loss_bbox_dn: 0.179757 loss_giou_dn: 0.384765 loss_class_aux_dn: 1.164573 loss_bbox_aux_dn: 0.684068 loss_giou_aux_dn: 1.340298 loss: 10.930006 eta: 23:26:47 batch_cost: 0.3543 data_cost: 0.0008 ips: 11.2889 images/s [05/15 01:57:48] ppdet.engine INFO: Epoch: [40] [3200/7329] learning_rate: 0.000100 loss_class: 0.650290 loss_bbox: 0.159170 loss_giou: 0.408425 loss_class_aux: 2.763368 loss_bbox_aux: 0.739230 loss_giou_aux: 1.817823 loss_class_dn: 0.365694 loss_bbox_dn: 0.182714 loss_giou_dn: 0.429100 loss_class_aux_dn: 1.186482 loss_bbox_aux_dn: 0.675995 loss_giou_aux_dn: 1.477100 loss: 11.348959 eta: 23:25:32 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3885 images/s [05/15 01:59:07] ppdet.engine INFO: Epoch: [40] [3400/7329] learning_rate: 0.000100 loss_class: 0.672312 loss_bbox: 0.151805 loss_giou: 0.459789 loss_class_aux: 2.869657 loss_bbox_aux: 0.668224 loss_giou_aux: 1.988582 loss_class_dn: 0.344021 loss_bbox_dn: 0.183874 loss_giou_dn: 0.449894 loss_class_aux_dn: 1.151373 loss_bbox_aux_dn: 0.664815 loss_giou_aux_dn: 1.537334 loss: 11.251137 eta: 23:24:17 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3065 images/s [05/15 02:00:25] ppdet.engine INFO: Epoch: [40] [3600/7329] learning_rate: 0.000100 loss_class: 0.659501 loss_bbox: 0.147714 loss_giou: 0.419473 loss_class_aux: 2.794968 loss_bbox_aux: 0.662264 loss_giou_aux: 1.806280 loss_class_dn: 0.352869 loss_bbox_dn: 0.180442 loss_giou_dn: 0.412639 loss_class_aux_dn: 1.150849 loss_bbox_aux_dn: 0.678356 loss_giou_aux_dn: 1.457029 loss: 10.830202 eta: 23:23:03 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3376 images/s [05/15 02:01:42] ppdet.engine INFO: Epoch: [40] [3800/7329] learning_rate: 0.000100 loss_class: 0.621968 loss_bbox: 0.144920 loss_giou: 0.402936 loss_class_aux: 2.613246 loss_bbox_aux: 0.649105 loss_giou_aux: 1.692934 loss_class_dn: 0.334855 loss_bbox_dn: 0.156060 loss_giou_dn: 0.392907 loss_class_aux_dn: 1.123604 loss_bbox_aux_dn: 0.590209 loss_giou_aux_dn: 1.319840 loss: 10.344063 eta: 23:21:47 batch_cost: 0.3499 data_cost: 0.0007 ips: 11.4333 images/s [05/15 02:03:02] ppdet.engine INFO: Epoch: [40] [4000/7329] learning_rate: 0.000100 loss_class: 0.679225 loss_bbox: 0.153223 loss_giou: 0.403383 loss_class_aux: 2.814818 loss_bbox_aux: 0.652527 loss_giou_aux: 1.749548 loss_class_dn: 0.356464 loss_bbox_dn: 0.167612 loss_giou_dn: 0.403178 loss_class_aux_dn: 1.147143 loss_bbox_aux_dn: 0.641131 loss_giou_aux_dn: 1.363635 loss: 10.717524 eta: 23:20:33 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1928 images/s [05/15 02:04:23] ppdet.engine INFO: Epoch: [40] [4200/7329] learning_rate: 0.000100 loss_class: 0.650385 loss_bbox: 0.163472 loss_giou: 0.459639 loss_class_aux: 2.816331 loss_bbox_aux: 0.754423 loss_giou_aux: 1.940041 loss_class_dn: 0.339201 loss_bbox_dn: 0.182476 loss_giou_dn: 0.435872 loss_class_aux_dn: 1.117917 loss_bbox_aux_dn: 0.673674 loss_giou_aux_dn: 1.470631 loss: 11.353680 eta: 23:19:21 batch_cost: 0.3666 data_cost: 0.0007 ips: 10.9121 images/s [05/15 02:05:43] ppdet.engine INFO: Epoch: [40] [4400/7329] learning_rate: 0.000100 loss_class: 0.643332 loss_bbox: 0.148942 loss_giou: 0.389099 loss_class_aux: 2.745997 loss_bbox_aux: 0.672322 loss_giou_aux: 1.692713 loss_class_dn: 0.331795 loss_bbox_dn: 0.170002 loss_giou_dn: 0.401160 loss_class_aux_dn: 1.081866 loss_bbox_aux_dn: 0.648043 loss_giou_aux_dn: 1.382299 loss: 10.651967 eta: 23:18:07 batch_cost: 0.3619 data_cost: 0.0007 ips: 11.0529 images/s [05/15 02:07:02] ppdet.engine INFO: Epoch: [40] [4600/7329] learning_rate: 0.000100 loss_class: 0.638910 loss_bbox: 0.150216 loss_giou: 0.439122 loss_class_aux: 2.674374 loss_bbox_aux: 0.662216 loss_giou_aux: 1.948191 loss_class_dn: 0.342758 loss_bbox_dn: 0.156398 loss_giou_dn: 0.412722 loss_class_aux_dn: 1.136240 loss_bbox_aux_dn: 0.587290 loss_giou_aux_dn: 1.429774 loss: 10.801241 eta: 23:16:53 batch_cost: 0.3562 data_cost: 0.0006 ips: 11.2288 images/s [05/15 02:08:21] ppdet.engine INFO: Epoch: [40] [4800/7329] learning_rate: 0.000100 loss_class: 0.620321 loss_bbox: 0.140372 loss_giou: 0.394369 loss_class_aux: 2.611129 loss_bbox_aux: 0.646813 loss_giou_aux: 1.730975 loss_class_dn: 0.329393 loss_bbox_dn: 0.158436 loss_giou_dn: 0.402768 loss_class_aux_dn: 1.081009 loss_bbox_aux_dn: 0.566722 loss_giou_aux_dn: 1.370776 loss: 10.556376 eta: 23:15:39 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2119 images/s [05/15 02:09:39] ppdet.engine INFO: Epoch: [40] [5000/7329] learning_rate: 0.000100 loss_class: 0.650775 loss_bbox: 0.145868 loss_giou: 0.407947 loss_class_aux: 2.798228 loss_bbox_aux: 0.650859 loss_giou_aux: 1.761979 loss_class_dn: 0.336241 loss_bbox_dn: 0.161934 loss_giou_dn: 0.400733 loss_class_aux_dn: 1.095631 loss_bbox_aux_dn: 0.621223 loss_giou_aux_dn: 1.402094 loss: 10.630589 eta: 23:14:24 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3613 images/s [05/15 02:10:56] ppdet.engine INFO: Epoch: [40] [5200/7329] learning_rate: 0.000100 loss_class: 0.602146 loss_bbox: 0.153586 loss_giou: 0.425151 loss_class_aux: 2.585379 loss_bbox_aux: 0.666394 loss_giou_aux: 1.770579 loss_class_dn: 0.334066 loss_bbox_dn: 0.175150 loss_giou_dn: 0.401624 loss_class_aux_dn: 1.095161 loss_bbox_aux_dn: 0.652128 loss_giou_aux_dn: 1.387931 loss: 10.229107 eta: 23:13:09 batch_cost: 0.3505 data_cost: 0.0006 ips: 11.4111 images/s [05/15 02:12:15] ppdet.engine INFO: Epoch: [40] [5400/7329] learning_rate: 0.000100 loss_class: 0.661912 loss_bbox: 0.143504 loss_giou: 0.449297 loss_class_aux: 2.765998 loss_bbox_aux: 0.650021 loss_giou_aux: 1.920310 loss_class_dn: 0.342513 loss_bbox_dn: 0.170900 loss_giou_dn: 0.446075 loss_class_aux_dn: 1.144514 loss_bbox_aux_dn: 0.636011 loss_giou_aux_dn: 1.516093 loss: 10.983800 eta: 23:11:55 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2398 images/s [05/15 02:13:35] ppdet.engine INFO: Epoch: [40] [5600/7329] learning_rate: 0.000100 loss_class: 0.606504 loss_bbox: 0.143915 loss_giou: 0.375131 loss_class_aux: 2.539238 loss_bbox_aux: 0.639846 loss_giou_aux: 1.639259 loss_class_dn: 0.331465 loss_bbox_dn: 0.164559 loss_giou_dn: 0.408634 loss_class_aux_dn: 1.078900 loss_bbox_aux_dn: 0.580621 loss_giou_aux_dn: 1.376649 loss: 10.844996 eta: 23:10:42 batch_cost: 0.3646 data_cost: 0.0007 ips: 10.9696 images/s [05/15 02:14:53] ppdet.engine INFO: Epoch: [40] [5800/7329] learning_rate: 0.000100 loss_class: 0.595157 loss_bbox: 0.144931 loss_giou: 0.373398 loss_class_aux: 2.540578 loss_bbox_aux: 0.657649 loss_giou_aux: 1.618180 loss_class_dn: 0.306343 loss_bbox_dn: 0.165810 loss_giou_dn: 0.365634 loss_class_aux_dn: 1.035154 loss_bbox_aux_dn: 0.609793 loss_giou_aux_dn: 1.262615 loss: 9.653460 eta: 23:09:27 batch_cost: 0.3498 data_cost: 0.0007 ips: 11.4359 images/s [05/15 02:16:12] ppdet.engine INFO: Epoch: [40] [6000/7329] learning_rate: 0.000100 loss_class: 0.682847 loss_bbox: 0.154918 loss_giou: 0.421752 loss_class_aux: 2.844598 loss_bbox_aux: 0.691906 loss_giou_aux: 1.849199 loss_class_dn: 0.358489 loss_bbox_dn: 0.174317 loss_giou_dn: 0.414850 loss_class_aux_dn: 1.170399 loss_bbox_aux_dn: 0.631794 loss_giou_aux_dn: 1.436832 loss: 10.951844 eta: 23:08:13 batch_cost: 0.3554 data_cost: 0.0006 ips: 11.2538 images/s [05/15 02:17:31] ppdet.engine INFO: Epoch: [40] [6200/7329] learning_rate: 0.000100 loss_class: 0.604377 loss_bbox: 0.136573 loss_giou: 0.370211 loss_class_aux: 2.564780 loss_bbox_aux: 0.632511 loss_giou_aux: 1.590546 loss_class_dn: 0.306912 loss_bbox_dn: 0.157697 loss_giou_dn: 0.359757 loss_class_aux_dn: 1.061983 loss_bbox_aux_dn: 0.597134 loss_giou_aux_dn: 1.237820 loss: 9.813909 eta: 23:06:59 batch_cost: 0.3576 data_cost: 0.0007 ips: 11.1848 images/s [05/15 02:18:50] ppdet.engine INFO: Epoch: [40] [6400/7329] learning_rate: 0.000100 loss_class: 0.634551 loss_bbox: 0.160561 loss_giou: 0.394892 loss_class_aux: 2.740160 loss_bbox_aux: 0.704915 loss_giou_aux: 1.692561 loss_class_dn: 0.335178 loss_bbox_dn: 0.177825 loss_giou_dn: 0.394970 loss_class_aux_dn: 1.101521 loss_bbox_aux_dn: 0.651267 loss_giou_aux_dn: 1.362266 loss: 10.470297 eta: 23:05:44 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2876 images/s [05/15 02:20:09] ppdet.engine INFO: Epoch: [40] [6600/7329] learning_rate: 0.000100 loss_class: 0.667062 loss_bbox: 0.152859 loss_giou: 0.411765 loss_class_aux: 2.784508 loss_bbox_aux: 0.662663 loss_giou_aux: 1.792667 loss_class_dn: 0.364381 loss_bbox_dn: 0.161494 loss_giou_dn: 0.404691 loss_class_aux_dn: 1.198392 loss_bbox_aux_dn: 0.602076 loss_giou_aux_dn: 1.406054 loss: 11.212347 eta: 23:04:30 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2193 images/s [05/15 02:21:27] ppdet.engine INFO: Epoch: [40] [6800/7329] learning_rate: 0.000100 loss_class: 0.654194 loss_bbox: 0.149278 loss_giou: 0.380455 loss_class_aux: 2.739336 loss_bbox_aux: 0.686224 loss_giou_aux: 1.650579 loss_class_dn: 0.328217 loss_bbox_dn: 0.168396 loss_giou_dn: 0.388105 loss_class_aux_dn: 1.103018 loss_bbox_aux_dn: 0.627579 loss_giou_aux_dn: 1.313257 loss: 10.592758 eta: 23:03:16 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3089 images/s [05/15 02:22:50] ppdet.engine INFO: Epoch: [40] [7000/7329] learning_rate: 0.000100 loss_class: 0.697187 loss_bbox: 0.148534 loss_giou: 0.444129 loss_class_aux: 2.909203 loss_bbox_aux: 0.683834 loss_giou_aux: 1.917941 loss_class_dn: 0.377596 loss_bbox_dn: 0.163194 loss_giou_dn: 0.429254 loss_class_aux_dn: 1.234893 loss_bbox_aux_dn: 0.598215 loss_giou_aux_dn: 1.501797 loss: 11.433954 eta: 23:02:03 batch_cost: 0.3659 data_cost: 0.0007 ips: 10.9320 images/s [05/15 02:24:09] ppdet.engine INFO: Epoch: [40] [7200/7329] learning_rate: 0.000100 loss_class: 0.647306 loss_bbox: 0.145534 loss_giou: 0.397065 loss_class_aux: 2.723035 loss_bbox_aux: 0.658205 loss_giou_aux: 1.756752 loss_class_dn: 0.339090 loss_bbox_dn: 0.158438 loss_giou_dn: 0.390307 loss_class_aux_dn: 1.098256 loss_bbox_aux_dn: 0.578161 loss_giou_aux_dn: 1.328319 loss: 10.557033 eta: 23:00:49 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1230 images/s [05/15 02:25:02] ppdet.engine INFO: Eval iter: 0 [05/15 02:25:08] ppdet.engine INFO: Eval iter: 100 [05/15 02:25:15] ppdet.engine INFO: Eval iter: 200 [05/15 02:25:21] ppdet.engine INFO: Eval iter: 300 [05/15 02:25:27] ppdet.engine INFO: Eval iter: 400 [05/15 02:25:34] ppdet.engine INFO: Eval iter: 500 [05/15 02:25:40] ppdet.engine INFO: Eval iter: 600 [05/15 02:25:47] ppdet.engine INFO: Eval iter: 700 [05/15 02:25:53] ppdet.engine INFO: Eval iter: 800 [05/15 02:26:00] ppdet.engine INFO: Eval iter: 900 [05/15 02:26:06] ppdet.engine INFO: Eval iter: 1000 [05/15 02:26:12] ppdet.engine INFO: Eval iter: 1100 [05/15 02:26:19] ppdet.engine INFO: Eval iter: 1200 [05/15 02:26:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/15 02:26:43] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.96s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.04s). Accumulating evaluation results... DONE (t=22.66s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.477 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.655 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.297 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.367 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.624 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 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.871 [05/15 02:28:56] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.718937896007404 [05/15 02:28:56] ppdet.engine INFO: Best test bbox ap is 0.477. [05/15 02:28:59] ppdet.engine INFO: Epoch: [41] [ 0/7329] learning_rate: 0.000100 loss_class: 0.627507 loss_bbox: 0.146351 loss_giou: 0.346906 loss_class_aux: 2.671880 loss_bbox_aux: 0.675168 loss_giou_aux: 1.483366 loss_class_dn: 0.319951 loss_bbox_dn: 0.169453 loss_giou_dn: 0.351584 loss_class_aux_dn: 1.076809 loss_bbox_aux_dn: 0.624260 loss_giou_aux_dn: 1.212285 loss: 10.142838 eta: 23:00:02 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1175 images/s [05/15 02:30:19] ppdet.engine INFO: Epoch: [41] [ 200/7329] learning_rate: 0.000100 loss_class: 0.646794 loss_bbox: 0.148437 loss_giou: 0.415115 loss_class_aux: 2.714465 loss_bbox_aux: 0.685673 loss_giou_aux: 1.861972 loss_class_dn: 0.335973 loss_bbox_dn: 0.165829 loss_giou_dn: 0.418537 loss_class_aux_dn: 1.097674 loss_bbox_aux_dn: 0.626031 loss_giou_aux_dn: 1.461513 loss: 10.628218 eta: 22:58:48 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1566 images/s [05/15 02:31:40] ppdet.engine INFO: Epoch: [41] [ 400/7329] learning_rate: 0.000100 loss_class: 0.657913 loss_bbox: 0.156975 loss_giou: 0.428423 loss_class_aux: 2.849130 loss_bbox_aux: 0.704331 loss_giou_aux: 1.913596 loss_class_dn: 0.353346 loss_bbox_dn: 0.188047 loss_giou_dn: 0.430995 loss_class_aux_dn: 1.170912 loss_bbox_aux_dn: 0.709754 loss_giou_aux_dn: 1.467394 loss: 11.216358 eta: 22:57:35 batch_cost: 0.3651 data_cost: 0.0007 ips: 10.9550 images/s [05/15 02:32:59] ppdet.engine INFO: Epoch: [41] [ 600/7329] learning_rate: 0.000100 loss_class: 0.654915 loss_bbox: 0.154144 loss_giou: 0.416800 loss_class_aux: 2.789427 loss_bbox_aux: 0.715470 loss_giou_aux: 1.765663 loss_class_dn: 0.366239 loss_bbox_dn: 0.171585 loss_giou_dn: 0.417126 loss_class_aux_dn: 1.179861 loss_bbox_aux_dn: 0.650395 loss_giou_aux_dn: 1.430409 loss: 11.395054 eta: 22:56:21 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1798 images/s [05/15 02:34:18] ppdet.engine INFO: Epoch: [41] [ 800/7329] learning_rate: 0.000100 loss_class: 0.660891 loss_bbox: 0.141185 loss_giou: 0.458017 loss_class_aux: 2.771457 loss_bbox_aux: 0.645215 loss_giou_aux: 1.983135 loss_class_dn: 0.360446 loss_bbox_dn: 0.163406 loss_giou_dn: 0.443424 loss_class_aux_dn: 1.184416 loss_bbox_aux_dn: 0.612997 loss_giou_aux_dn: 1.529306 loss: 11.238394 eta: 22:55:07 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2109 images/s [05/15 02:35:37] ppdet.engine INFO: Epoch: [41] [1000/7329] learning_rate: 0.000100 loss_class: 0.629995 loss_bbox: 0.140633 loss_giou: 0.412895 loss_class_aux: 2.685383 loss_bbox_aux: 0.628974 loss_giou_aux: 1.807799 loss_class_dn: 0.343325 loss_bbox_dn: 0.155714 loss_giou_dn: 0.393786 loss_class_aux_dn: 1.124780 loss_bbox_aux_dn: 0.571589 loss_giou_aux_dn: 1.364497 loss: 10.469328 eta: 22:53:53 batch_cost: 0.3544 data_cost: 0.0006 ips: 11.2864 images/s [05/15 02:36:56] ppdet.engine INFO: Epoch: [41] [1200/7329] learning_rate: 0.000100 loss_class: 0.640975 loss_bbox: 0.144374 loss_giou: 0.406692 loss_class_aux: 2.655826 loss_bbox_aux: 0.638283 loss_giou_aux: 1.774948 loss_class_dn: 0.342227 loss_bbox_dn: 0.153767 loss_giou_dn: 0.421900 loss_class_aux_dn: 1.121990 loss_bbox_aux_dn: 0.585564 loss_giou_aux_dn: 1.402315 loss: 10.460701 eta: 22:52:39 batch_cost: 0.3559 data_cost: 0.0006 ips: 11.2404 images/s [05/15 02:38:14] ppdet.engine INFO: Epoch: [41] [1400/7329] learning_rate: 0.000100 loss_class: 0.682955 loss_bbox: 0.152616 loss_giou: 0.443056 loss_class_aux: 2.795100 loss_bbox_aux: 0.706295 loss_giou_aux: 1.892825 loss_class_dn: 0.371067 loss_bbox_dn: 0.176502 loss_giou_dn: 0.435095 loss_class_aux_dn: 1.208622 loss_bbox_aux_dn: 0.658220 loss_giou_aux_dn: 1.467200 loss: 11.207854 eta: 22:51:24 batch_cost: 0.3543 data_cost: 0.0006 ips: 11.2912 images/s [05/15 02:39:33] ppdet.engine INFO: Epoch: [41] [1600/7329] learning_rate: 0.000100 loss_class: 0.664587 loss_bbox: 0.148874 loss_giou: 0.426787 loss_class_aux: 2.798106 loss_bbox_aux: 0.656351 loss_giou_aux: 1.796087 loss_class_dn: 0.381921 loss_bbox_dn: 0.166739 loss_giou_dn: 0.434233 loss_class_aux_dn: 1.235098 loss_bbox_aux_dn: 0.611571 loss_giou_aux_dn: 1.455867 loss: 11.402834 eta: 22:50:11 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1292 images/s [05/15 02:40:52] ppdet.engine INFO: Epoch: [41] [1800/7329] learning_rate: 0.000100 loss_class: 0.638097 loss_bbox: 0.151418 loss_giou: 0.405340 loss_class_aux: 2.719899 loss_bbox_aux: 0.669802 loss_giou_aux: 1.695334 loss_class_dn: 0.337495 loss_bbox_dn: 0.178907 loss_giou_dn: 0.392667 loss_class_aux_dn: 1.115396 loss_bbox_aux_dn: 0.654099 loss_giou_aux_dn: 1.363766 loss: 10.367006 eta: 22:48:56 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2765 images/s [05/15 02:42:12] ppdet.engine INFO: Epoch: [41] [2000/7329] learning_rate: 0.000100 loss_class: 0.682261 loss_bbox: 0.153942 loss_giou: 0.456205 loss_class_aux: 2.802597 loss_bbox_aux: 0.680272 loss_giou_aux: 1.930833 loss_class_dn: 0.367712 loss_bbox_dn: 0.170368 loss_giou_dn: 0.446948 loss_class_aux_dn: 1.217208 loss_bbox_aux_dn: 0.643779 loss_giou_aux_dn: 1.541866 loss: 11.756603 eta: 22:47:43 batch_cost: 0.3636 data_cost: 0.0007 ips: 11.0016 images/s [05/15 02:43:31] ppdet.engine INFO: Epoch: [41] [2200/7329] learning_rate: 0.000100 loss_class: 0.641676 loss_bbox: 0.149328 loss_giou: 0.395633 loss_class_aux: 2.682921 loss_bbox_aux: 0.680894 loss_giou_aux: 1.726323 loss_class_dn: 0.351367 loss_bbox_dn: 0.162737 loss_giou_dn: 0.388186 loss_class_aux_dn: 1.143681 loss_bbox_aux_dn: 0.595285 loss_giou_aux_dn: 1.365836 loss: 10.947874 eta: 22:46:29 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2151 images/s [05/15 02:44:50] ppdet.engine INFO: Epoch: [41] [2400/7329] learning_rate: 0.000100 loss_class: 0.638381 loss_bbox: 0.142455 loss_giou: 0.407006 loss_class_aux: 2.663481 loss_bbox_aux: 0.664994 loss_giou_aux: 1.732067 loss_class_dn: 0.335714 loss_bbox_dn: 0.169411 loss_giou_dn: 0.399444 loss_class_aux_dn: 1.118053 loss_bbox_aux_dn: 0.627396 loss_giou_aux_dn: 1.352285 loss: 10.789593 eta: 22:45:15 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2809 images/s [05/15 02:46:09] ppdet.engine INFO: Epoch: [41] [2600/7329] learning_rate: 0.000100 loss_class: 0.667111 loss_bbox: 0.154270 loss_giou: 0.452187 loss_class_aux: 2.827766 loss_bbox_aux: 0.713264 loss_giou_aux: 1.931468 loss_class_dn: 0.373060 loss_bbox_dn: 0.167046 loss_giou_dn: 0.443645 loss_class_aux_dn: 1.213787 loss_bbox_aux_dn: 0.621212 loss_giou_aux_dn: 1.549495 loss: 11.602562 eta: 22:44:01 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1302 images/s [05/15 02:47:28] ppdet.engine INFO: Epoch: [41] [2800/7329] learning_rate: 0.000100 loss_class: 0.653233 loss_bbox: 0.143425 loss_giou: 0.424088 loss_class_aux: 2.672262 loss_bbox_aux: 0.645156 loss_giou_aux: 1.786536 loss_class_dn: 0.357062 loss_bbox_dn: 0.152253 loss_giou_dn: 0.414520 loss_class_aux_dn: 1.164888 loss_bbox_aux_dn: 0.569469 loss_giou_aux_dn: 1.404767 loss: 10.876907 eta: 22:42:47 batch_cost: 0.3542 data_cost: 0.0006 ips: 11.2932 images/s [05/15 02:48:46] ppdet.engine INFO: Epoch: [41] [3000/7329] learning_rate: 0.000100 loss_class: 0.608997 loss_bbox: 0.143707 loss_giou: 0.392186 loss_class_aux: 2.617812 loss_bbox_aux: 0.662776 loss_giou_aux: 1.699819 loss_class_dn: 0.343891 loss_bbox_dn: 0.167618 loss_giou_dn: 0.389616 loss_class_aux_dn: 1.129084 loss_bbox_aux_dn: 0.627699 loss_giou_aux_dn: 1.310136 loss: 10.390730 eta: 22:41:33 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2661 images/s [05/15 02:50:06] ppdet.engine INFO: Epoch: [41] [3200/7329] learning_rate: 0.000100 loss_class: 0.661694 loss_bbox: 0.151257 loss_giou: 0.417234 loss_class_aux: 2.797001 loss_bbox_aux: 0.678993 loss_giou_aux: 1.827972 loss_class_dn: 0.346258 loss_bbox_dn: 0.159001 loss_giou_dn: 0.398085 loss_class_aux_dn: 1.136771 loss_bbox_aux_dn: 0.601081 loss_giou_aux_dn: 1.379821 loss: 10.873323 eta: 22:40:19 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1084 images/s [05/15 02:51:29] ppdet.engine INFO: Epoch: [41] [3400/7329] learning_rate: 0.000100 loss_class: 0.651161 loss_bbox: 0.153161 loss_giou: 0.406494 loss_class_aux: 2.820803 loss_bbox_aux: 0.672875 loss_giou_aux: 1.785503 loss_class_dn: 0.352284 loss_bbox_dn: 0.168052 loss_giou_dn: 0.419956 loss_class_aux_dn: 1.175757 loss_bbox_aux_dn: 0.649997 loss_giou_aux_dn: 1.437497 loss: 11.254047 eta: 22:39:08 batch_cost: 0.3786 data_cost: 0.0006 ips: 10.5651 images/s [05/15 02:52:48] ppdet.engine INFO: Epoch: [41] [3600/7329] learning_rate: 0.000100 loss_class: 0.649355 loss_bbox: 0.134469 loss_giou: 0.464687 loss_class_aux: 2.730723 loss_bbox_aux: 0.594356 loss_giou_aux: 1.977752 loss_class_dn: 0.351176 loss_bbox_dn: 0.148944 loss_giou_dn: 0.446372 loss_class_aux_dn: 1.170723 loss_bbox_aux_dn: 0.545663 loss_giou_aux_dn: 1.521463 loss: 11.131116 eta: 22:37:54 batch_cost: 0.3564 data_cost: 0.0006 ips: 11.2230 images/s [05/15 02:54:09] ppdet.engine INFO: Epoch: [41] [3800/7329] learning_rate: 0.000100 loss_class: 0.665368 loss_bbox: 0.149517 loss_giou: 0.389087 loss_class_aux: 2.834694 loss_bbox_aux: 0.668728 loss_giou_aux: 1.657223 loss_class_dn: 0.346523 loss_bbox_dn: 0.166768 loss_giou_dn: 0.390185 loss_class_aux_dn: 1.145871 loss_bbox_aux_dn: 0.622846 loss_giou_aux_dn: 1.333453 loss: 10.670994 eta: 22:36:41 batch_cost: 0.3621 data_cost: 0.0007 ips: 11.0474 images/s [05/15 02:55:29] ppdet.engine INFO: Epoch: [41] [4000/7329] learning_rate: 0.000100 loss_class: 0.641168 loss_bbox: 0.155365 loss_giou: 0.394800 loss_class_aux: 2.718174 loss_bbox_aux: 0.685988 loss_giou_aux: 1.680622 loss_class_dn: 0.335121 loss_bbox_dn: 0.181831 loss_giou_dn: 0.398682 loss_class_aux_dn: 1.115855 loss_bbox_aux_dn: 0.677933 loss_giou_aux_dn: 1.326544 loss: 10.851341 eta: 22:35:28 batch_cost: 0.3608 data_cost: 0.0007 ips: 11.0873 images/s [05/15 02:56:48] ppdet.engine INFO: Epoch: [41] [4200/7329] learning_rate: 0.000100 loss_class: 0.683875 loss_bbox: 0.150511 loss_giou: 0.435414 loss_class_aux: 2.875441 loss_bbox_aux: 0.680605 loss_giou_aux: 1.863890 loss_class_dn: 0.374196 loss_bbox_dn: 0.167216 loss_giou_dn: 0.436167 loss_class_aux_dn: 1.201530 loss_bbox_aux_dn: 0.617595 loss_giou_aux_dn: 1.478839 loss: 11.503429 eta: 22:34:14 batch_cost: 0.3572 data_cost: 0.0006 ips: 11.1966 images/s [05/15 02:58:11] ppdet.engine INFO: Epoch: [41] [4400/7329] learning_rate: 0.000100 loss_class: 0.693195 loss_bbox: 0.148072 loss_giou: 0.404470 loss_class_aux: 2.969516 loss_bbox_aux: 0.656692 loss_giou_aux: 1.705972 loss_class_dn: 0.349359 loss_bbox_dn: 0.172538 loss_giou_dn: 0.406133 loss_class_aux_dn: 1.122511 loss_bbox_aux_dn: 0.649420 loss_giou_aux_dn: 1.429376 loss: 11.018406 eta: 22:33:03 batch_cost: 0.3801 data_cost: 0.0006 ips: 10.5249 images/s [05/15 02:59:31] ppdet.engine INFO: Epoch: [41] [4600/7329] learning_rate: 0.000100 loss_class: 0.668621 loss_bbox: 0.152215 loss_giou: 0.456645 loss_class_aux: 2.912199 loss_bbox_aux: 0.663702 loss_giou_aux: 1.943256 loss_class_dn: 0.377878 loss_bbox_dn: 0.167562 loss_giou_dn: 0.444147 loss_class_aux_dn: 1.207953 loss_bbox_aux_dn: 0.657784 loss_giou_aux_dn: 1.499451 loss: 11.720288 eta: 22:31:50 batch_cost: 0.3631 data_cost: 0.0007 ips: 11.0164 images/s [05/15 03:00:50] ppdet.engine INFO: Epoch: [41] [4800/7329] learning_rate: 0.000100 loss_class: 0.633233 loss_bbox: 0.136596 loss_giou: 0.419213 loss_class_aux: 2.691520 loss_bbox_aux: 0.638615 loss_giou_aux: 1.809931 loss_class_dn: 0.337548 loss_bbox_dn: 0.153214 loss_giou_dn: 0.410131 loss_class_aux_dn: 1.107293 loss_bbox_aux_dn: 0.581924 loss_giou_aux_dn: 1.373019 loss: 10.674685 eta: 22:30:36 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2617 images/s [05/15 03:02:10] ppdet.engine INFO: Epoch: [41] [5000/7329] learning_rate: 0.000100 loss_class: 0.615149 loss_bbox: 0.130692 loss_giou: 0.390483 loss_class_aux: 2.577248 loss_bbox_aux: 0.605876 loss_giou_aux: 1.677506 loss_class_dn: 0.318906 loss_bbox_dn: 0.140007 loss_giou_dn: 0.358300 loss_class_aux_dn: 1.074073 loss_bbox_aux_dn: 0.532474 loss_giou_aux_dn: 1.229422 loss: 9.635389 eta: 22:29:22 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1349 images/s [05/15 03:03:30] ppdet.engine INFO: Epoch: [41] [5200/7329] learning_rate: 0.000100 loss_class: 0.685613 loss_bbox: 0.152904 loss_giou: 0.481007 loss_class_aux: 2.947106 loss_bbox_aux: 0.697650 loss_giou_aux: 1.995042 loss_class_dn: 0.377870 loss_bbox_dn: 0.176899 loss_giou_dn: 0.446079 loss_class_aux_dn: 1.234931 loss_bbox_aux_dn: 0.676273 loss_giou_aux_dn: 1.550702 loss: 11.784920 eta: 22:28:09 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1218 images/s [05/15 03:04:49] ppdet.engine INFO: Epoch: [41] [5400/7329] learning_rate: 0.000100 loss_class: 0.613556 loss_bbox: 0.133912 loss_giou: 0.396951 loss_class_aux: 2.602743 loss_bbox_aux: 0.598172 loss_giou_aux: 1.754142 loss_class_dn: 0.338775 loss_bbox_dn: 0.159447 loss_giou_dn: 0.385873 loss_class_aux_dn: 1.113864 loss_bbox_aux_dn: 0.566996 loss_giou_aux_dn: 1.315004 loss: 10.482941 eta: 22:26:55 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2326 images/s [05/15 03:06:08] ppdet.engine INFO: Epoch: [41] [5600/7329] learning_rate: 0.000100 loss_class: 0.644946 loss_bbox: 0.153120 loss_giou: 0.441868 loss_class_aux: 2.711633 loss_bbox_aux: 0.687153 loss_giou_aux: 1.918624 loss_class_dn: 0.347046 loss_bbox_dn: 0.165710 loss_giou_dn: 0.418617 loss_class_aux_dn: 1.128833 loss_bbox_aux_dn: 0.621743 loss_giou_aux_dn: 1.421359 loss: 10.859740 eta: 22:25:41 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2000 images/s [05/15 03:07:26] ppdet.engine INFO: Epoch: [41] [5800/7329] learning_rate: 0.000100 loss_class: 0.687660 loss_bbox: 0.160534 loss_giou: 0.436194 loss_class_aux: 2.885578 loss_bbox_aux: 0.691551 loss_giou_aux: 1.911166 loss_class_dn: 0.366112 loss_bbox_dn: 0.174975 loss_giou_dn: 0.409578 loss_class_aux_dn: 1.173014 loss_bbox_aux_dn: 0.656163 loss_giou_aux_dn: 1.464454 loss: 11.611077 eta: 22:24:27 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2159 images/s [05/15 03:08:45] ppdet.engine INFO: Epoch: [41] [6000/7329] learning_rate: 0.000100 loss_class: 0.668564 loss_bbox: 0.152664 loss_giou: 0.444919 loss_class_aux: 2.816423 loss_bbox_aux: 0.693964 loss_giou_aux: 1.920896 loss_class_dn: 0.359282 loss_bbox_dn: 0.176173 loss_giou_dn: 0.441909 loss_class_aux_dn: 1.179511 loss_bbox_aux_dn: 0.654131 loss_giou_aux_dn: 1.474746 loss: 10.958624 eta: 22:23:13 batch_cost: 0.3555 data_cost: 0.0006 ips: 11.2520 images/s [05/15 03:10:03] ppdet.engine INFO: Epoch: [41] [6200/7329] learning_rate: 0.000100 loss_class: 0.598650 loss_bbox: 0.140403 loss_giou: 0.364287 loss_class_aux: 2.635360 loss_bbox_aux: 0.645341 loss_giou_aux: 1.615958 loss_class_dn: 0.318497 loss_bbox_dn: 0.165334 loss_giou_dn: 0.351912 loss_class_aux_dn: 1.052805 loss_bbox_aux_dn: 0.608820 loss_giou_aux_dn: 1.234297 loss: 10.243319 eta: 22:21:58 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2840 images/s [05/15 03:11:22] ppdet.engine INFO: Epoch: [41] [6400/7329] learning_rate: 0.000100 loss_class: 0.654037 loss_bbox: 0.152670 loss_giou: 0.442161 loss_class_aux: 2.808645 loss_bbox_aux: 0.722605 loss_giou_aux: 1.915086 loss_class_dn: 0.355095 loss_bbox_dn: 0.179307 loss_giou_dn: 0.422883 loss_class_aux_dn: 1.175565 loss_bbox_aux_dn: 0.658140 loss_giou_aux_dn: 1.447401 loss: 11.239742 eta: 22:20:44 batch_cost: 0.3567 data_cost: 0.0006 ips: 11.2147 images/s [05/15 03:12:41] ppdet.engine INFO: Epoch: [41] [6600/7329] learning_rate: 0.000100 loss_class: 0.660281 loss_bbox: 0.136588 loss_giou: 0.392786 loss_class_aux: 2.793442 loss_bbox_aux: 0.616305 loss_giou_aux: 1.736143 loss_class_dn: 0.345685 loss_bbox_dn: 0.164892 loss_giou_dn: 0.394267 loss_class_aux_dn: 1.116595 loss_bbox_aux_dn: 0.596202 loss_giou_aux_dn: 1.384960 loss: 10.674570 eta: 22:19:30 batch_cost: 0.3558 data_cost: 0.0008 ips: 11.2436 images/s [05/15 03:14:01] ppdet.engine INFO: Epoch: [41] [6800/7329] learning_rate: 0.000100 loss_class: 0.669776 loss_bbox: 0.145579 loss_giou: 0.387361 loss_class_aux: 2.887802 loss_bbox_aux: 0.671871 loss_giou_aux: 1.695353 loss_class_dn: 0.327416 loss_bbox_dn: 0.174460 loss_giou_dn: 0.394466 loss_class_aux_dn: 1.087669 loss_bbox_aux_dn: 0.643962 loss_giou_aux_dn: 1.359871 loss: 10.807699 eta: 22:18:17 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1260 images/s [05/15 03:15:20] ppdet.engine INFO: Epoch: [41] [7000/7329] learning_rate: 0.000100 loss_class: 0.655768 loss_bbox: 0.152432 loss_giou: 0.417304 loss_class_aux: 2.835740 loss_bbox_aux: 0.690242 loss_giou_aux: 1.769585 loss_class_dn: 0.352425 loss_bbox_dn: 0.170256 loss_giou_dn: 0.423230 loss_class_aux_dn: 1.180822 loss_bbox_aux_dn: 0.652219 loss_giou_aux_dn: 1.460618 loss: 10.971300 eta: 22:17:02 batch_cost: 0.3555 data_cost: 0.0006 ips: 11.2524 images/s [05/15 03:16:39] ppdet.engine INFO: Epoch: [41] [7200/7329] learning_rate: 0.000100 loss_class: 0.644892 loss_bbox: 0.157119 loss_giou: 0.394001 loss_class_aux: 2.823876 loss_bbox_aux: 0.654051 loss_giou_aux: 1.716650 loss_class_dn: 0.347858 loss_bbox_dn: 0.169179 loss_giou_dn: 0.402018 loss_class_aux_dn: 1.150372 loss_bbox_aux_dn: 0.645297 loss_giou_aux_dn: 1.391008 loss: 10.994623 eta: 22:15:48 batch_cost: 0.3555 data_cost: 0.0006 ips: 11.2512 images/s [05/15 03:17:32] ppdet.engine INFO: Eval iter: 0 [05/15 03:17:38] ppdet.engine INFO: Eval iter: 100 [05/15 03:17:45] ppdet.engine INFO: Eval iter: 200 [05/15 03:17:52] ppdet.engine INFO: Eval iter: 300 [05/15 03:17:59] ppdet.engine INFO: Eval iter: 400 [05/15 03:18:06] ppdet.engine INFO: Eval iter: 500 [05/15 03:18:14] ppdet.engine INFO: Eval iter: 600 [05/15 03:18:20] ppdet.engine INFO: Eval iter: 700 [05/15 03:18:28] ppdet.engine INFO: Eval iter: 800 [05/15 03:18:35] ppdet.engine INFO: Eval iter: 900 [05/15 03:18:42] ppdet.engine INFO: Eval iter: 1000 [05/15 03:18:49] ppdet.engine INFO: Eval iter: 1100 [05/15 03:18:56] ppdet.engine INFO: Eval iter: 1200 [05/15 03:19:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/15 03:19:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.25s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=95.46s). Accumulating evaluation results... DONE (t=22.31s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.478 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.656 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.294 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 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.369 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 ] = 0.504 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 ] = 0.872 [05/15 03:21:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 56.05663235131219 [05/15 03:21:34] ppdet.engine INFO: Best test bbox ap is 0.478. [05/15 03:21:37] ppdet.engine INFO: Epoch: [42] [ 0/7329] learning_rate: 0.000100 loss_class: 0.683734 loss_bbox: 0.154324 loss_giou: 0.453090 loss_class_aux: 2.895995 loss_bbox_aux: 0.675876 loss_giou_aux: 1.954659 loss_class_dn: 0.368610 loss_bbox_dn: 0.168218 loss_giou_dn: 0.440862 loss_class_aux_dn: 1.227331 loss_bbox_aux_dn: 0.647731 loss_giou_aux_dn: 1.479787 loss: 11.412419 eta: 22:15:00 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2462 images/s [05/15 03:22:56] ppdet.engine INFO: Epoch: [42] [ 200/7329] learning_rate: 0.000100 loss_class: 0.614682 loss_bbox: 0.145196 loss_giou: 0.427679 loss_class_aux: 2.661561 loss_bbox_aux: 0.673293 loss_giou_aux: 1.803041 loss_class_dn: 0.338092 loss_bbox_dn: 0.154768 loss_giou_dn: 0.392812 loss_class_aux_dn: 1.127373 loss_bbox_aux_dn: 0.590465 loss_giou_aux_dn: 1.377183 loss: 10.717156 eta: 22:13:47 batch_cost: 0.3576 data_cost: 0.0006 ips: 11.1850 images/s [05/15 03:24:14] ppdet.engine INFO: Epoch: [42] [ 400/7329] learning_rate: 0.000100 loss_class: 0.667774 loss_bbox: 0.146230 loss_giou: 0.445142 loss_class_aux: 2.835575 loss_bbox_aux: 0.641266 loss_giou_aux: 1.887415 loss_class_dn: 0.361718 loss_bbox_dn: 0.161286 loss_giou_dn: 0.430590 loss_class_aux_dn: 1.181799 loss_bbox_aux_dn: 0.576087 loss_giou_aux_dn: 1.490826 loss: 11.395210 eta: 22:12:32 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3912 images/s [05/15 03:25:33] ppdet.engine INFO: Epoch: [42] [ 600/7329] learning_rate: 0.000100 loss_class: 0.639268 loss_bbox: 0.141525 loss_giou: 0.393393 loss_class_aux: 2.732101 loss_bbox_aux: 0.639851 loss_giou_aux: 1.753281 loss_class_dn: 0.348234 loss_bbox_dn: 0.167853 loss_giou_dn: 0.389301 loss_class_aux_dn: 1.166788 loss_bbox_aux_dn: 0.636065 loss_giou_aux_dn: 1.373418 loss: 10.770138 eta: 22:11:18 batch_cost: 0.3559 data_cost: 0.0006 ips: 11.2399 images/s [05/15 03:26:52] ppdet.engine INFO: Epoch: [42] [ 800/7329] learning_rate: 0.000100 loss_class: 0.612132 loss_bbox: 0.137969 loss_giou: 0.370386 loss_class_aux: 2.595645 loss_bbox_aux: 0.613409 loss_giou_aux: 1.598530 loss_class_dn: 0.330542 loss_bbox_dn: 0.164966 loss_giou_dn: 0.369277 loss_class_aux_dn: 1.096014 loss_bbox_aux_dn: 0.605649 loss_giou_aux_dn: 1.303987 loss: 10.315666 eta: 22:10:04 batch_cost: 0.3574 data_cost: 0.0006 ips: 11.1934 images/s [05/15 03:28:12] ppdet.engine INFO: Epoch: [42] [1000/7329] learning_rate: 0.000100 loss_class: 0.616581 loss_bbox: 0.149472 loss_giou: 0.374208 loss_class_aux: 2.674178 loss_bbox_aux: 0.688035 loss_giou_aux: 1.606246 loss_class_dn: 0.329798 loss_bbox_dn: 0.160578 loss_giou_dn: 0.372895 loss_class_aux_dn: 1.080664 loss_bbox_aux_dn: 0.604799 loss_giou_aux_dn: 1.287007 loss: 10.038099 eta: 22:08:50 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1253 images/s [05/15 03:29:30] ppdet.engine INFO: Epoch: [42] [1200/7329] learning_rate: 0.000100 loss_class: 0.658489 loss_bbox: 0.139136 loss_giou: 0.411228 loss_class_aux: 2.749675 loss_bbox_aux: 0.606542 loss_giou_aux: 1.763779 loss_class_dn: 0.341455 loss_bbox_dn: 0.164993 loss_giou_dn: 0.406980 loss_class_aux_dn: 1.119062 loss_bbox_aux_dn: 0.593669 loss_giou_aux_dn: 1.374332 loss: 10.726015 eta: 22:07:36 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3002 images/s [05/15 03:30:51] ppdet.engine INFO: Epoch: [42] [1400/7329] learning_rate: 0.000100 loss_class: 0.641137 loss_bbox: 0.150430 loss_giou: 0.361483 loss_class_aux: 2.747077 loss_bbox_aux: 0.672699 loss_giou_aux: 1.589859 loss_class_dn: 0.347618 loss_bbox_dn: 0.173784 loss_giou_dn: 0.396418 loss_class_aux_dn: 1.133388 loss_bbox_aux_dn: 0.623785 loss_giou_aux_dn: 1.319454 loss: 10.728231 eta: 22:06:23 batch_cost: 0.3631 data_cost: 0.0007 ips: 11.0160 images/s [05/15 03:32:10] ppdet.engine INFO: Epoch: [42] [1600/7329] learning_rate: 0.000100 loss_class: 0.632855 loss_bbox: 0.157673 loss_giou: 0.419273 loss_class_aux: 2.711730 loss_bbox_aux: 0.691878 loss_giou_aux: 1.852433 loss_class_dn: 0.347649 loss_bbox_dn: 0.174314 loss_giou_dn: 0.416632 loss_class_aux_dn: 1.145336 loss_bbox_aux_dn: 0.666501 loss_giou_aux_dn: 1.408201 loss: 10.829929 eta: 22:05:09 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3094 images/s [05/15 03:33:32] ppdet.engine INFO: Epoch: [42] [1800/7329] learning_rate: 0.000100 loss_class: 0.663027 loss_bbox: 0.144896 loss_giou: 0.454308 loss_class_aux: 2.787602 loss_bbox_aux: 0.636549 loss_giou_aux: 2.001267 loss_class_dn: 0.374559 loss_bbox_dn: 0.164478 loss_giou_dn: 0.444629 loss_class_aux_dn: 1.204989 loss_bbox_aux_dn: 0.606225 loss_giou_aux_dn: 1.501206 loss: 11.406542 eta: 22:03:57 batch_cost: 0.3716 data_cost: 0.0006 ips: 10.7637 images/s [05/15 03:34:52] ppdet.engine INFO: Epoch: [42] [2000/7329] learning_rate: 0.000100 loss_class: 0.668885 loss_bbox: 0.153983 loss_giou: 0.417115 loss_class_aux: 2.862734 loss_bbox_aux: 0.671440 loss_giou_aux: 1.785447 loss_class_dn: 0.360304 loss_bbox_dn: 0.172276 loss_giou_dn: 0.407569 loss_class_aux_dn: 1.172302 loss_bbox_aux_dn: 0.640150 loss_giou_aux_dn: 1.440622 loss: 11.129930 eta: 22:02:44 batch_cost: 0.3630 data_cost: 0.0007 ips: 11.0199 images/s [05/15 03:36:10] ppdet.engine INFO: Epoch: [42] [2200/7329] learning_rate: 0.000100 loss_class: 0.663241 loss_bbox: 0.156890 loss_giou: 0.412830 loss_class_aux: 2.815390 loss_bbox_aux: 0.699600 loss_giou_aux: 1.819092 loss_class_dn: 0.351387 loss_bbox_dn: 0.170691 loss_giou_dn: 0.425266 loss_class_aux_dn: 1.182210 loss_bbox_aux_dn: 0.627794 loss_giou_aux_dn: 1.459774 loss: 11.152483 eta: 22:01:30 batch_cost: 0.3568 data_cost: 0.0006 ips: 11.2116 images/s [05/15 03:37:30] ppdet.engine INFO: Epoch: [42] [2400/7329] learning_rate: 0.000100 loss_class: 0.595815 loss_bbox: 0.140080 loss_giou: 0.390078 loss_class_aux: 2.579896 loss_bbox_aux: 0.643732 loss_giou_aux: 1.717466 loss_class_dn: 0.331986 loss_bbox_dn: 0.163391 loss_giou_dn: 0.382721 loss_class_aux_dn: 1.103626 loss_bbox_aux_dn: 0.629886 loss_giou_aux_dn: 1.321702 loss: 10.355734 eta: 22:00:16 batch_cost: 0.3582 data_cost: 0.0006 ips: 11.1676 images/s [05/15 03:38:48] ppdet.engine INFO: Epoch: [42] [2600/7329] learning_rate: 0.000100 loss_class: 0.626531 loss_bbox: 0.149244 loss_giou: 0.404090 loss_class_aux: 2.609107 loss_bbox_aux: 0.662929 loss_giou_aux: 1.704786 loss_class_dn: 0.352432 loss_bbox_dn: 0.158876 loss_giou_dn: 0.401829 loss_class_aux_dn: 1.151158 loss_bbox_aux_dn: 0.613491 loss_giou_aux_dn: 1.388443 loss: 10.514000 eta: 21:59:02 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2383 images/s [05/15 03:40:11] ppdet.engine INFO: Epoch: [42] [2800/7329] learning_rate: 0.000100 loss_class: 0.663653 loss_bbox: 0.154620 loss_giou: 0.441196 loss_class_aux: 2.773787 loss_bbox_aux: 0.676293 loss_giou_aux: 1.901589 loss_class_dn: 0.353096 loss_bbox_dn: 0.169865 loss_giou_dn: 0.416639 loss_class_aux_dn: 1.137039 loss_bbox_aux_dn: 0.590442 loss_giou_aux_dn: 1.472120 loss: 11.231544 eta: 21:57:50 batch_cost: 0.3664 data_cost: 0.0007 ips: 10.9166 images/s [05/15 03:41:28] ppdet.engine INFO: Epoch: [42] [3000/7329] learning_rate: 0.000100 loss_class: 0.611578 loss_bbox: 0.145915 loss_giou: 0.377847 loss_class_aux: 2.588959 loss_bbox_aux: 0.665821 loss_giou_aux: 1.646425 loss_class_dn: 0.326198 loss_bbox_dn: 0.163072 loss_giou_dn: 0.392612 loss_class_aux_dn: 1.075310 loss_bbox_aux_dn: 0.625133 loss_giou_aux_dn: 1.353906 loss: 10.386398 eta: 21:56:35 batch_cost: 0.3489 data_cost: 0.0006 ips: 11.4647 images/s [05/15 03:42:48] ppdet.engine INFO: Epoch: [42] [3200/7329] learning_rate: 0.000100 loss_class: 0.614884 loss_bbox: 0.153103 loss_giou: 0.370626 loss_class_aux: 2.684640 loss_bbox_aux: 0.673172 loss_giou_aux: 1.591872 loss_class_dn: 0.328386 loss_bbox_dn: 0.171958 loss_giou_dn: 0.371131 loss_class_aux_dn: 1.067319 loss_bbox_aux_dn: 0.625853 loss_giou_aux_dn: 1.280381 loss: 10.650047 eta: 21:55:21 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1991 images/s [05/15 03:44:06] ppdet.engine INFO: Epoch: [42] [3400/7329] learning_rate: 0.000100 loss_class: 0.635521 loss_bbox: 0.148616 loss_giou: 0.481153 loss_class_aux: 2.696013 loss_bbox_aux: 0.653147 loss_giou_aux: 2.021480 loss_class_dn: 0.370062 loss_bbox_dn: 0.161181 loss_giou_dn: 0.473549 loss_class_aux_dn: 1.194425 loss_bbox_aux_dn: 0.601402 loss_giou_aux_dn: 1.644054 loss: 11.786797 eta: 21:54:07 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2302 images/s [05/15 03:45:24] ppdet.engine INFO: Epoch: [42] [3600/7329] learning_rate: 0.000100 loss_class: 0.601032 loss_bbox: 0.139336 loss_giou: 0.399431 loss_class_aux: 2.536434 loss_bbox_aux: 0.629363 loss_giou_aux: 1.765407 loss_class_dn: 0.331676 loss_bbox_dn: 0.152712 loss_giou_dn: 0.381816 loss_class_aux_dn: 1.097037 loss_bbox_aux_dn: 0.584410 loss_giou_aux_dn: 1.326126 loss: 10.401416 eta: 21:52:52 batch_cost: 0.3524 data_cost: 0.0006 ips: 11.3504 images/s [05/15 03:46:44] ppdet.engine INFO: Epoch: [42] [3800/7329] learning_rate: 0.000100 loss_class: 0.661603 loss_bbox: 0.146497 loss_giou: 0.387895 loss_class_aux: 2.909495 loss_bbox_aux: 0.669865 loss_giou_aux: 1.668061 loss_class_dn: 0.347502 loss_bbox_dn: 0.171786 loss_giou_dn: 0.382373 loss_class_aux_dn: 1.151856 loss_bbox_aux_dn: 0.641314 loss_giou_aux_dn: 1.352456 loss: 11.024748 eta: 21:51:39 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1240 images/s [05/15 03:48:02] ppdet.engine INFO: Epoch: [42] [4000/7329] learning_rate: 0.000100 loss_class: 0.659232 loss_bbox: 0.156035 loss_giou: 0.440301 loss_class_aux: 2.851324 loss_bbox_aux: 0.681687 loss_giou_aux: 1.929462 loss_class_dn: 0.378000 loss_bbox_dn: 0.168311 loss_giou_dn: 0.427211 loss_class_aux_dn: 1.214157 loss_bbox_aux_dn: 0.604923 loss_giou_aux_dn: 1.472313 loss: 11.286600 eta: 21:50:25 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3405 images/s [05/15 03:49:22] ppdet.engine INFO: Epoch: [42] [4200/7329] learning_rate: 0.000100 loss_class: 0.608393 loss_bbox: 0.138642 loss_giou: 0.440073 loss_class_aux: 2.593294 loss_bbox_aux: 0.619215 loss_giou_aux: 1.828974 loss_class_dn: 0.346263 loss_bbox_dn: 0.148702 loss_giou_dn: 0.385314 loss_class_aux_dn: 1.149100 loss_bbox_aux_dn: 0.574134 loss_giou_aux_dn: 1.340914 loss: 10.797312 eta: 21:49:11 batch_cost: 0.3618 data_cost: 0.0007 ips: 11.0547 images/s [05/15 03:50:43] ppdet.engine INFO: Epoch: [42] [4400/7329] learning_rate: 0.000100 loss_class: 0.649984 loss_bbox: 0.142205 loss_giou: 0.422109 loss_class_aux: 2.728365 loss_bbox_aux: 0.641479 loss_giou_aux: 1.857108 loss_class_dn: 0.356518 loss_bbox_dn: 0.151456 loss_giou_dn: 0.423151 loss_class_aux_dn: 1.178028 loss_bbox_aux_dn: 0.601958 loss_giou_aux_dn: 1.458587 loss: 10.937256 eta: 21:47:59 batch_cost: 0.3692 data_cost: 0.0007 ips: 10.8340 images/s [05/15 03:52:02] ppdet.engine INFO: Epoch: [42] [4600/7329] learning_rate: 0.000100 loss_class: 0.609232 loss_bbox: 0.141649 loss_giou: 0.449524 loss_class_aux: 2.725690 loss_bbox_aux: 0.640588 loss_giou_aux: 1.940926 loss_class_dn: 0.356032 loss_bbox_dn: 0.158904 loss_giou_dn: 0.451499 loss_class_aux_dn: 1.153342 loss_bbox_aux_dn: 0.595270 loss_giou_aux_dn: 1.543658 loss: 11.357355 eta: 21:46:45 batch_cost: 0.3566 data_cost: 0.0006 ips: 11.2183 images/s [05/15 03:53:20] ppdet.engine INFO: Epoch: [42] [4800/7329] learning_rate: 0.000100 loss_class: 0.619833 loss_bbox: 0.153243 loss_giou: 0.412504 loss_class_aux: 2.679994 loss_bbox_aux: 0.699243 loss_giou_aux: 1.769876 loss_class_dn: 0.339787 loss_bbox_dn: 0.188702 loss_giou_dn: 0.394288 loss_class_aux_dn: 1.117978 loss_bbox_aux_dn: 0.703322 loss_giou_aux_dn: 1.354000 loss: 10.910221 eta: 21:45:31 batch_cost: 0.3505 data_cost: 0.0006 ips: 11.4110 images/s [05/15 03:54:38] ppdet.engine INFO: Epoch: [42] [5000/7329] learning_rate: 0.000100 loss_class: 0.620392 loss_bbox: 0.157056 loss_giou: 0.407113 loss_class_aux: 2.708742 loss_bbox_aux: 0.678684 loss_giou_aux: 1.749106 loss_class_dn: 0.338387 loss_bbox_dn: 0.178031 loss_giou_dn: 0.395115 loss_class_aux_dn: 1.098563 loss_bbox_aux_dn: 0.668599 loss_giou_aux_dn: 1.347101 loss: 10.850689 eta: 21:44:16 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2758 images/s [05/15 03:55:56] ppdet.engine INFO: Epoch: [42] [5200/7329] learning_rate: 0.000100 loss_class: 0.670025 loss_bbox: 0.154211 loss_giou: 0.435482 loss_class_aux: 2.840251 loss_bbox_aux: 0.708057 loss_giou_aux: 1.869539 loss_class_dn: 0.364149 loss_bbox_dn: 0.165435 loss_giou_dn: 0.431504 loss_class_aux_dn: 1.184441 loss_bbox_aux_dn: 0.622341 loss_giou_aux_dn: 1.501613 loss: 11.195353 eta: 21:43:02 batch_cost: 0.3529 data_cost: 0.0006 ips: 11.3338 images/s [05/15 03:57:14] ppdet.engine INFO: Epoch: [42] [5400/7329] learning_rate: 0.000100 loss_class: 0.605629 loss_bbox: 0.143359 loss_giou: 0.410814 loss_class_aux: 2.627360 loss_bbox_aux: 0.665346 loss_giou_aux: 1.714740 loss_class_dn: 0.332452 loss_bbox_dn: 0.153132 loss_giou_dn: 0.385020 loss_class_aux_dn: 1.110235 loss_bbox_aux_dn: 0.580845 loss_giou_aux_dn: 1.330495 loss: 10.535362 eta: 21:41:47 batch_cost: 0.3512 data_cost: 0.0006 ips: 11.3897 images/s [05/15 03:58:32] ppdet.engine INFO: Epoch: [42] [5600/7329] learning_rate: 0.000100 loss_class: 0.608400 loss_bbox: 0.144631 loss_giou: 0.396930 loss_class_aux: 2.583823 loss_bbox_aux: 0.660109 loss_giou_aux: 1.755076 loss_class_dn: 0.333828 loss_bbox_dn: 0.159162 loss_giou_dn: 0.380408 loss_class_aux_dn: 1.090319 loss_bbox_aux_dn: 0.578519 loss_giou_aux_dn: 1.312049 loss: 10.472666 eta: 21:40:33 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2658 images/s [05/15 03:59:51] ppdet.engine INFO: Epoch: [42] [5800/7329] learning_rate: 0.000100 loss_class: 0.605022 loss_bbox: 0.135059 loss_giou: 0.397143 loss_class_aux: 2.584027 loss_bbox_aux: 0.636431 loss_giou_aux: 1.722006 loss_class_dn: 0.344262 loss_bbox_dn: 0.161009 loss_giou_dn: 0.386978 loss_class_aux_dn: 1.151426 loss_bbox_aux_dn: 0.616649 loss_giou_aux_dn: 1.336080 loss: 10.453878 eta: 21:39:19 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3082 images/s [05/15 04:01:09] ppdet.engine INFO: Epoch: [42] [6000/7329] learning_rate: 0.000100 loss_class: 0.665690 loss_bbox: 0.162001 loss_giou: 0.441748 loss_class_aux: 2.837669 loss_bbox_aux: 0.716173 loss_giou_aux: 1.884902 loss_class_dn: 0.369142 loss_bbox_dn: 0.178859 loss_giou_dn: 0.431719 loss_class_aux_dn: 1.212080 loss_bbox_aux_dn: 0.643444 loss_giou_aux_dn: 1.496472 loss: 11.402583 eta: 21:38:05 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3658 images/s [05/15 04:02:26] ppdet.engine INFO: Epoch: [42] [6200/7329] learning_rate: 0.000100 loss_class: 0.594321 loss_bbox: 0.146922 loss_giou: 0.325800 loss_class_aux: 2.568701 loss_bbox_aux: 0.644868 loss_giou_aux: 1.425468 loss_class_dn: 0.303200 loss_bbox_dn: 0.180419 loss_giou_dn: 0.317961 loss_class_aux_dn: 1.019515 loss_bbox_aux_dn: 0.694126 loss_giou_aux_dn: 1.142028 loss: 9.535639 eta: 21:36:50 batch_cost: 0.3507 data_cost: 0.0007 ips: 11.4043 images/s [05/15 04:03:45] ppdet.engine INFO: Epoch: [42] [6400/7329] learning_rate: 0.000100 loss_class: 0.648254 loss_bbox: 0.146694 loss_giou: 0.404560 loss_class_aux: 2.773055 loss_bbox_aux: 0.659756 loss_giou_aux: 1.768929 loss_class_dn: 0.340069 loss_bbox_dn: 0.160168 loss_giou_dn: 0.399306 loss_class_aux_dn: 1.119958 loss_bbox_aux_dn: 0.645255 loss_giou_aux_dn: 1.417593 loss: 10.699236 eta: 21:35:36 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2066 images/s [05/15 04:05:03] ppdet.engine INFO: Epoch: [42] [6600/7329] learning_rate: 0.000100 loss_class: 0.643456 loss_bbox: 0.143557 loss_giou: 0.409583 loss_class_aux: 2.745944 loss_bbox_aux: 0.659646 loss_giou_aux: 1.707311 loss_class_dn: 0.332830 loss_bbox_dn: 0.167358 loss_giou_dn: 0.393188 loss_class_aux_dn: 1.114127 loss_bbox_aux_dn: 0.627230 loss_giou_aux_dn: 1.383114 loss: 10.665083 eta: 21:34:21 batch_cost: 0.3509 data_cost: 0.0007 ips: 11.4006 images/s [05/15 04:06:22] ppdet.engine INFO: Epoch: [42] [6800/7329] learning_rate: 0.000100 loss_class: 0.630376 loss_bbox: 0.148731 loss_giou: 0.430515 loss_class_aux: 2.706927 loss_bbox_aux: 0.673110 loss_giou_aux: 1.825006 loss_class_dn: 0.344261 loss_bbox_dn: 0.168219 loss_giou_dn: 0.432710 loss_class_aux_dn: 1.147159 loss_bbox_aux_dn: 0.617676 loss_giou_aux_dn: 1.457299 loss: 11.202219 eta: 21:33:08 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2140 images/s [05/15 04:07:40] ppdet.engine INFO: Epoch: [42] [7000/7329] learning_rate: 0.000100 loss_class: 0.652602 loss_bbox: 0.156467 loss_giou: 0.378182 loss_class_aux: 2.767630 loss_bbox_aux: 0.682052 loss_giou_aux: 1.624224 loss_class_dn: 0.337043 loss_bbox_dn: 0.171942 loss_giou_dn: 0.392396 loss_class_aux_dn: 1.118240 loss_bbox_aux_dn: 0.643960 loss_giou_aux_dn: 1.361837 loss: 10.785255 eta: 21:31:53 batch_cost: 0.3536 data_cost: 0.0006 ips: 11.3129 images/s [05/15 04:08:59] ppdet.engine INFO: Epoch: [42] [7200/7329] learning_rate: 0.000100 loss_class: 0.670466 loss_bbox: 0.144553 loss_giou: 0.394877 loss_class_aux: 2.833819 loss_bbox_aux: 0.632035 loss_giou_aux: 1.723299 loss_class_dn: 0.343007 loss_bbox_dn: 0.168795 loss_giou_dn: 0.419256 loss_class_aux_dn: 1.123259 loss_bbox_aux_dn: 0.616780 loss_giou_aux_dn: 1.423907 loss: 10.983887 eta: 21:30:39 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2829 images/s [05/15 04:09:51] ppdet.engine INFO: Eval iter: 0 [05/15 04:09:57] ppdet.engine INFO: Eval iter: 100 [05/15 04:10:03] ppdet.engine INFO: Eval iter: 200 [05/15 04:10:10] ppdet.engine INFO: Eval iter: 300 [05/15 04:10:16] ppdet.engine INFO: Eval iter: 400 [05/15 04:10:22] ppdet.engine INFO: Eval iter: 500 [05/15 04:10:28] ppdet.engine INFO: Eval iter: 600 [05/15 04:10:35] ppdet.engine INFO: Eval iter: 700 [05/15 04:10:41] ppdet.engine INFO: Eval iter: 800 [05/15 04:10:47] ppdet.engine INFO: Eval iter: 900 [05/15 04:10:53] ppdet.engine INFO: Eval iter: 1000 [05/15 04:11:00] ppdet.engine INFO: Eval iter: 1100 [05/15 04:11:06] ppdet.engine INFO: Eval iter: 1200 [05/15 04:11:29] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/15 04:11:31] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.50s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=91.76s). Accumulating evaluation results... DONE (t=22.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.480 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.656 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.519 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 ] = 0.513 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 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 ] = 0.625 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 ] = 0.494 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 ] = 0.876 [05/15 04:13:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.13536799450441 [05/15 04:13:42] ppdet.engine INFO: Best test bbox ap is 0.480. [05/15 04:13:45] ppdet.engine INFO: Epoch: [43] [ 0/7329] learning_rate: 0.000100 loss_class: 0.612648 loss_bbox: 0.139013 loss_giou: 0.427418 loss_class_aux: 2.638556 loss_bbox_aux: 0.616542 loss_giou_aux: 1.811821 loss_class_dn: 0.336117 loss_bbox_dn: 0.158593 loss_giou_dn: 0.413028 loss_class_aux_dn: 1.098260 loss_bbox_aux_dn: 0.582777 loss_giou_aux_dn: 1.423907 loss: 10.587292 eta: 21:29:51 batch_cost: 0.3520 data_cost: 0.0008 ips: 11.3647 images/s [05/15 04:15:04] ppdet.engine INFO: Epoch: [43] [ 200/7329] learning_rate: 0.000100 loss_class: 0.641703 loss_bbox: 0.145165 loss_giou: 0.415408 loss_class_aux: 2.759294 loss_bbox_aux: 0.670004 loss_giou_aux: 1.732778 loss_class_dn: 0.343030 loss_bbox_dn: 0.167907 loss_giou_dn: 0.401052 loss_class_aux_dn: 1.120949 loss_bbox_aux_dn: 0.605356 loss_giou_aux_dn: 1.389858 loss: 10.425514 eta: 21:28:37 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1986 images/s [05/15 04:16:26] ppdet.engine INFO: Epoch: [43] [ 400/7329] learning_rate: 0.000100 loss_class: 0.571449 loss_bbox: 0.138545 loss_giou: 0.385918 loss_class_aux: 2.420976 loss_bbox_aux: 0.630717 loss_giou_aux: 1.748419 loss_class_dn: 0.317965 loss_bbox_dn: 0.161423 loss_giou_dn: 0.368675 loss_class_aux_dn: 1.028731 loss_bbox_aux_dn: 0.600670 loss_giou_aux_dn: 1.291569 loss: 9.681405 eta: 21:27:25 batch_cost: 0.3644 data_cost: 0.0008 ips: 10.9782 images/s [05/15 04:17:44] ppdet.engine INFO: Epoch: [43] [ 600/7329] learning_rate: 0.000100 loss_class: 0.701278 loss_bbox: 0.167374 loss_giou: 0.507846 loss_class_aux: 2.970879 loss_bbox_aux: 0.772690 loss_giou_aux: 2.158082 loss_class_dn: 0.390084 loss_bbox_dn: 0.185976 loss_giou_dn: 0.521197 loss_class_aux_dn: 1.273991 loss_bbox_aux_dn: 0.673139 loss_giou_aux_dn: 1.753279 loss: 12.420486 eta: 21:26:10 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4013 images/s [05/15 04:19:03] ppdet.engine INFO: Epoch: [43] [ 800/7329] learning_rate: 0.000100 loss_class: 0.655770 loss_bbox: 0.143247 loss_giou: 0.451322 loss_class_aux: 2.804152 loss_bbox_aux: 0.645355 loss_giou_aux: 1.944584 loss_class_dn: 0.350338 loss_bbox_dn: 0.156369 loss_giou_dn: 0.433894 loss_class_aux_dn: 1.157073 loss_bbox_aux_dn: 0.587063 loss_giou_aux_dn: 1.486690 loss: 11.312708 eta: 21:24:56 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2435 images/s [05/15 04:20:23] ppdet.engine INFO: Epoch: [43] [1000/7329] learning_rate: 0.000100 loss_class: 0.662748 loss_bbox: 0.149994 loss_giou: 0.385820 loss_class_aux: 2.837965 loss_bbox_aux: 0.669267 loss_giou_aux: 1.660511 loss_class_dn: 0.345726 loss_bbox_dn: 0.174930 loss_giou_dn: 0.374375 loss_class_aux_dn: 1.148165 loss_bbox_aux_dn: 0.639562 loss_giou_aux_dn: 1.322302 loss: 10.642849 eta: 21:23:43 batch_cost: 0.3629 data_cost: 0.0007 ips: 11.0235 images/s [05/15 04:21:43] ppdet.engine INFO: Epoch: [43] [1200/7329] learning_rate: 0.000100 loss_class: 0.637518 loss_bbox: 0.164838 loss_giou: 0.427649 loss_class_aux: 2.715451 loss_bbox_aux: 0.699793 loss_giou_aux: 1.839421 loss_class_dn: 0.335751 loss_bbox_dn: 0.177343 loss_giou_dn: 0.416951 loss_class_aux_dn: 1.117813 loss_bbox_aux_dn: 0.674046 loss_giou_aux_dn: 1.432893 loss: 10.719931 eta: 21:22:29 batch_cost: 0.3586 data_cost: 0.0006 ips: 11.1534 images/s [05/15 04:23:02] ppdet.engine INFO: Epoch: [43] [1400/7329] learning_rate: 0.000100 loss_class: 0.616761 loss_bbox: 0.149671 loss_giou: 0.426558 loss_class_aux: 2.602280 loss_bbox_aux: 0.678389 loss_giou_aux: 1.876619 loss_class_dn: 0.342808 loss_bbox_dn: 0.177851 loss_giou_dn: 0.415405 loss_class_aux_dn: 1.127480 loss_bbox_aux_dn: 0.632967 loss_giou_aux_dn: 1.399421 loss: 10.715214 eta: 21:21:16 batch_cost: 0.3583 data_cost: 0.0007 ips: 11.1629 images/s [05/15 04:24:20] ppdet.engine INFO: Epoch: [43] [1600/7329] learning_rate: 0.000100 loss_class: 0.591820 loss_bbox: 0.132155 loss_giou: 0.430311 loss_class_aux: 2.553766 loss_bbox_aux: 0.613655 loss_giou_aux: 1.821514 loss_class_dn: 0.342970 loss_bbox_dn: 0.149517 loss_giou_dn: 0.442573 loss_class_aux_dn: 1.137352 loss_bbox_aux_dn: 0.562748 loss_giou_aux_dn: 1.472267 loss: 10.641342 eta: 21:20:02 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2841 images/s [05/15 04:25:37] ppdet.engine INFO: Epoch: [43] [1800/7329] learning_rate: 0.000100 loss_class: 0.657004 loss_bbox: 0.150515 loss_giou: 0.387036 loss_class_aux: 2.829731 loss_bbox_aux: 0.705450 loss_giou_aux: 1.684703 loss_class_dn: 0.341261 loss_bbox_dn: 0.170936 loss_giou_dn: 0.376649 loss_class_aux_dn: 1.154265 loss_bbox_aux_dn: 0.640715 loss_giou_aux_dn: 1.282493 loss: 10.978730 eta: 21:18:47 batch_cost: 0.3490 data_cost: 0.0006 ips: 11.4609 images/s [05/15 04:26:56] ppdet.engine INFO: Epoch: [43] [2000/7329] learning_rate: 0.000100 loss_class: 0.649628 loss_bbox: 0.143529 loss_giou: 0.409410 loss_class_aux: 2.826184 loss_bbox_aux: 0.636476 loss_giou_aux: 1.759165 loss_class_dn: 0.346967 loss_bbox_dn: 0.156516 loss_giou_dn: 0.374144 loss_class_aux_dn: 1.132600 loss_bbox_aux_dn: 0.591657 loss_giou_aux_dn: 1.283440 loss: 10.583046 eta: 21:17:33 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2783 images/s [05/15 04:28:15] ppdet.engine INFO: Epoch: [43] [2200/7329] learning_rate: 0.000100 loss_class: 0.617986 loss_bbox: 0.136649 loss_giou: 0.387402 loss_class_aux: 2.623004 loss_bbox_aux: 0.641259 loss_giou_aux: 1.687657 loss_class_dn: 0.336193 loss_bbox_dn: 0.154439 loss_giou_dn: 0.373297 loss_class_aux_dn: 1.113643 loss_bbox_aux_dn: 0.579137 loss_giou_aux_dn: 1.302154 loss: 10.403242 eta: 21:16:19 batch_cost: 0.3599 data_cost: 0.0007 ips: 11.1152 images/s [05/15 04:29:34] ppdet.engine INFO: Epoch: [43] [2400/7329] learning_rate: 0.000100 loss_class: 0.616314 loss_bbox: 0.139008 loss_giou: 0.423293 loss_class_aux: 2.602113 loss_bbox_aux: 0.615621 loss_giou_aux: 1.828465 loss_class_dn: 0.336249 loss_bbox_dn: 0.159837 loss_giou_dn: 0.390297 loss_class_aux_dn: 1.094428 loss_bbox_aux_dn: 0.610202 loss_giou_aux_dn: 1.351881 loss: 10.469923 eta: 21:15:05 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2681 images/s [05/15 04:30:53] ppdet.engine INFO: Epoch: [43] [2600/7329] learning_rate: 0.000100 loss_class: 0.657087 loss_bbox: 0.153121 loss_giou: 0.458146 loss_class_aux: 2.811617 loss_bbox_aux: 0.667154 loss_giou_aux: 1.978962 loss_class_dn: 0.350653 loss_bbox_dn: 0.167117 loss_giou_dn: 0.441781 loss_class_aux_dn: 1.149129 loss_bbox_aux_dn: 0.615802 loss_giou_aux_dn: 1.518261 loss: 11.349544 eta: 21:13:51 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2713 images/s [05/15 04:32:11] ppdet.engine INFO: Epoch: [43] [2800/7329] learning_rate: 0.000100 loss_class: 0.663174 loss_bbox: 0.144275 loss_giou: 0.394191 loss_class_aux: 2.735546 loss_bbox_aux: 0.660643 loss_giou_aux: 1.681258 loss_class_dn: 0.339551 loss_bbox_dn: 0.182912 loss_giou_dn: 0.379606 loss_class_aux_dn: 1.108659 loss_bbox_aux_dn: 0.684242 loss_giou_aux_dn: 1.322755 loss: 10.917657 eta: 21:12:38 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2245 images/s [05/15 04:33:30] ppdet.engine INFO: Epoch: [43] [3000/7329] learning_rate: 0.000100 loss_class: 0.694676 loss_bbox: 0.146203 loss_giou: 0.469204 loss_class_aux: 2.957867 loss_bbox_aux: 0.678746 loss_giou_aux: 2.013902 loss_class_dn: 0.377162 loss_bbox_dn: 0.163790 loss_giou_dn: 0.451262 loss_class_aux_dn: 1.234319 loss_bbox_aux_dn: 0.596353 loss_giou_aux_dn: 1.574736 loss: 11.800034 eta: 21:11:24 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1879 images/s [05/15 04:34:49] ppdet.engine INFO: Epoch: [43] [3200/7329] learning_rate: 0.000100 loss_class: 0.597248 loss_bbox: 0.146082 loss_giou: 0.370063 loss_class_aux: 2.516687 loss_bbox_aux: 0.615651 loss_giou_aux: 1.640878 loss_class_dn: 0.327940 loss_bbox_dn: 0.156461 loss_giou_dn: 0.361096 loss_class_aux_dn: 1.057529 loss_bbox_aux_dn: 0.584870 loss_giou_aux_dn: 1.263500 loss: 10.030938 eta: 21:10:10 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2006 images/s [05/15 04:36:09] ppdet.engine INFO: Epoch: [43] [3400/7329] learning_rate: 0.000100 loss_class: 0.643578 loss_bbox: 0.152126 loss_giou: 0.420686 loss_class_aux: 2.775439 loss_bbox_aux: 0.685301 loss_giou_aux: 1.808733 loss_class_dn: 0.351858 loss_bbox_dn: 0.168740 loss_giou_dn: 0.412666 loss_class_aux_dn: 1.169401 loss_bbox_aux_dn: 0.635197 loss_giou_aux_dn: 1.386660 loss: 10.996139 eta: 21:08:57 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1572 images/s [05/15 04:37:27] ppdet.engine INFO: Epoch: [43] [3600/7329] learning_rate: 0.000100 loss_class: 0.597023 loss_bbox: 0.127415 loss_giou: 0.332367 loss_class_aux: 2.559276 loss_bbox_aux: 0.609670 loss_giou_aux: 1.476624 loss_class_dn: 0.312051 loss_bbox_dn: 0.150814 loss_giou_dn: 0.343488 loss_class_aux_dn: 1.047155 loss_bbox_aux_dn: 0.555426 loss_giou_aux_dn: 1.173062 loss: 10.074431 eta: 21:07:43 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2729 images/s [05/15 04:38:45] ppdet.engine INFO: Epoch: [43] [3800/7329] learning_rate: 0.000100 loss_class: 0.622594 loss_bbox: 0.148456 loss_giou: 0.399328 loss_class_aux: 2.697766 loss_bbox_aux: 0.669218 loss_giou_aux: 1.702676 loss_class_dn: 0.325520 loss_bbox_dn: 0.174758 loss_giou_dn: 0.382894 loss_class_aux_dn: 1.074918 loss_bbox_aux_dn: 0.668871 loss_giou_aux_dn: 1.340938 loss: 10.601296 eta: 21:06:28 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3257 images/s [05/15 04:40:04] ppdet.engine INFO: Epoch: [43] [4000/7329] learning_rate: 0.000100 loss_class: 0.595585 loss_bbox: 0.133314 loss_giou: 0.407564 loss_class_aux: 2.575574 loss_bbox_aux: 0.588626 loss_giou_aux: 1.780950 loss_class_dn: 0.330737 loss_bbox_dn: 0.143075 loss_giou_dn: 0.389906 loss_class_aux_dn: 1.092553 loss_bbox_aux_dn: 0.542893 loss_giou_aux_dn: 1.327298 loss: 10.256020 eta: 21:05:14 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2669 images/s [05/15 04:41:22] ppdet.engine INFO: Epoch: [43] [4200/7329] learning_rate: 0.000100 loss_class: 0.669328 loss_bbox: 0.157905 loss_giou: 0.434831 loss_class_aux: 2.756146 loss_bbox_aux: 0.677014 loss_giou_aux: 1.898991 loss_class_dn: 0.353566 loss_bbox_dn: 0.177940 loss_giou_dn: 0.421952 loss_class_aux_dn: 1.192024 loss_bbox_aux_dn: 0.650259 loss_giou_aux_dn: 1.435765 loss: 10.972769 eta: 21:04:00 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3215 images/s [05/15 04:42:41] ppdet.engine INFO: Epoch: [43] [4400/7329] learning_rate: 0.000100 loss_class: 0.635048 loss_bbox: 0.151416 loss_giou: 0.396241 loss_class_aux: 2.755708 loss_bbox_aux: 0.691977 loss_giou_aux: 1.735276 loss_class_dn: 0.356796 loss_bbox_dn: 0.167073 loss_giou_dn: 0.394289 loss_class_aux_dn: 1.187321 loss_bbox_aux_dn: 0.632857 loss_giou_aux_dn: 1.342172 loss: 10.802170 eta: 21:02:46 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2613 images/s [05/15 04:43:59] ppdet.engine INFO: Epoch: [43] [4600/7329] learning_rate: 0.000100 loss_class: 0.604871 loss_bbox: 0.140938 loss_giou: 0.380790 loss_class_aux: 2.601632 loss_bbox_aux: 0.647955 loss_giou_aux: 1.628742 loss_class_dn: 0.311214 loss_bbox_dn: 0.165727 loss_giou_dn: 0.373632 loss_class_aux_dn: 1.020940 loss_bbox_aux_dn: 0.620784 loss_giou_aux_dn: 1.265493 loss: 9.888256 eta: 21:01:32 batch_cost: 0.3522 data_cost: 0.0009 ips: 11.3559 images/s [05/15 04:45:17] ppdet.engine INFO: Epoch: [43] [4800/7329] learning_rate: 0.000100 loss_class: 0.633615 loss_bbox: 0.151003 loss_giou: 0.421699 loss_class_aux: 2.787095 loss_bbox_aux: 0.683538 loss_giou_aux: 1.819205 loss_class_dn: 0.351972 loss_bbox_dn: 0.174447 loss_giou_dn: 0.408843 loss_class_aux_dn: 1.162385 loss_bbox_aux_dn: 0.657110 loss_giou_aux_dn: 1.399491 loss: 10.800483 eta: 21:00:18 batch_cost: 0.3513 data_cost: 0.0006 ips: 11.3856 images/s [05/15 04:46:35] ppdet.engine INFO: Epoch: [43] [5000/7329] learning_rate: 0.000100 loss_class: 0.605619 loss_bbox: 0.140348 loss_giou: 0.358830 loss_class_aux: 2.605808 loss_bbox_aux: 0.653374 loss_giou_aux: 1.569837 loss_class_dn: 0.334137 loss_bbox_dn: 0.166768 loss_giou_dn: 0.346734 loss_class_aux_dn: 1.072854 loss_bbox_aux_dn: 0.627059 loss_giou_aux_dn: 1.207181 loss: 9.770764 eta: 20:59:03 batch_cost: 0.3538 data_cost: 0.0006 ips: 11.3058 images/s [05/15 04:47:54] ppdet.engine INFO: Epoch: [43] [5200/7329] learning_rate: 0.000100 loss_class: 0.718497 loss_bbox: 0.147647 loss_giou: 0.435612 loss_class_aux: 3.040969 loss_bbox_aux: 0.683363 loss_giou_aux: 1.922244 loss_class_dn: 0.379273 loss_bbox_dn: 0.169364 loss_giou_dn: 0.442848 loss_class_aux_dn: 1.225727 loss_bbox_aux_dn: 0.634427 loss_giou_aux_dn: 1.522342 loss: 11.639727 eta: 20:57:50 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2015 images/s [05/15 04:49:13] ppdet.engine INFO: Epoch: [43] [5400/7329] learning_rate: 0.000100 loss_class: 0.715284 loss_bbox: 0.152234 loss_giou: 0.438914 loss_class_aux: 3.000510 loss_bbox_aux: 0.663294 loss_giou_aux: 1.872874 loss_class_dn: 0.381462 loss_bbox_dn: 0.166878 loss_giou_dn: 0.442512 loss_class_aux_dn: 1.271260 loss_bbox_aux_dn: 0.634220 loss_giou_aux_dn: 1.533687 loss: 12.345324 eta: 20:56:36 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2922 images/s [05/15 04:50:31] ppdet.engine INFO: Epoch: [43] [5600/7329] learning_rate: 0.000100 loss_class: 0.592022 loss_bbox: 0.134909 loss_giou: 0.369619 loss_class_aux: 2.522546 loss_bbox_aux: 0.609769 loss_giou_aux: 1.566910 loss_class_dn: 0.313648 loss_bbox_dn: 0.163350 loss_giou_dn: 0.355409 loss_class_aux_dn: 1.026277 loss_bbox_aux_dn: 0.589779 loss_giou_aux_dn: 1.230018 loss: 9.657288 eta: 20:55:21 batch_cost: 0.3521 data_cost: 0.0006 ips: 11.3609 images/s [05/15 04:51:52] ppdet.engine INFO: Epoch: [43] [5800/7329] learning_rate: 0.000100 loss_class: 0.703294 loss_bbox: 0.150220 loss_giou: 0.403280 loss_class_aux: 3.000624 loss_bbox_aux: 0.691645 loss_giou_aux: 1.757415 loss_class_dn: 0.360771 loss_bbox_dn: 0.158125 loss_giou_dn: 0.405018 loss_class_aux_dn: 1.190670 loss_bbox_aux_dn: 0.601840 loss_giou_aux_dn: 1.426528 loss: 11.368887 eta: 20:54:09 batch_cost: 0.3690 data_cost: 0.0006 ips: 10.8392 images/s [05/15 04:53:10] ppdet.engine INFO: Epoch: [43] [6000/7329] learning_rate: 0.000100 loss_class: 0.653000 loss_bbox: 0.148815 loss_giou: 0.390586 loss_class_aux: 2.745473 loss_bbox_aux: 0.672096 loss_giou_aux: 1.692162 loss_class_dn: 0.338441 loss_bbox_dn: 0.167786 loss_giou_dn: 0.381914 loss_class_aux_dn: 1.134954 loss_bbox_aux_dn: 0.635055 loss_giou_aux_dn: 1.331475 loss: 10.641424 eta: 20:52:55 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3711 images/s [05/15 04:54:29] ppdet.engine INFO: Epoch: [43] [6200/7329] learning_rate: 0.000100 loss_class: 0.644908 loss_bbox: 0.168522 loss_giou: 0.412175 loss_class_aux: 2.812489 loss_bbox_aux: 0.742486 loss_giou_aux: 1.768052 loss_class_dn: 0.355635 loss_bbox_dn: 0.172895 loss_giou_dn: 0.399623 loss_class_aux_dn: 1.160640 loss_bbox_aux_dn: 0.651383 loss_giou_aux_dn: 1.388356 loss: 11.074125 eta: 20:51:41 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1931 images/s [05/15 04:55:47] ppdet.engine INFO: Epoch: [43] [6400/7329] learning_rate: 0.000100 loss_class: 0.620683 loss_bbox: 0.144380 loss_giou: 0.350033 loss_class_aux: 2.665932 loss_bbox_aux: 0.653319 loss_giou_aux: 1.548480 loss_class_dn: 0.321601 loss_bbox_dn: 0.167073 loss_giou_dn: 0.355772 loss_class_aux_dn: 1.079339 loss_bbox_aux_dn: 0.635668 loss_giou_aux_dn: 1.230445 loss: 10.178356 eta: 20:50:27 batch_cost: 0.3510 data_cost: 0.0008 ips: 11.3972 images/s [05/15 04:57:05] ppdet.engine INFO: Epoch: [43] [6600/7329] learning_rate: 0.000100 loss_class: 0.610502 loss_bbox: 0.136992 loss_giou: 0.360428 loss_class_aux: 2.554246 loss_bbox_aux: 0.628425 loss_giou_aux: 1.537801 loss_class_dn: 0.312147 loss_bbox_dn: 0.158961 loss_giou_dn: 0.355390 loss_class_aux_dn: 1.041543 loss_bbox_aux_dn: 0.595079 loss_giou_aux_dn: 1.232780 loss: 10.040939 eta: 20:49:13 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2514 images/s [05/15 04:58:24] ppdet.engine INFO: Epoch: [43] [6800/7329] learning_rate: 0.000100 loss_class: 0.665386 loss_bbox: 0.148330 loss_giou: 0.393953 loss_class_aux: 2.804956 loss_bbox_aux: 0.674957 loss_giou_aux: 1.707817 loss_class_dn: 0.351564 loss_bbox_dn: 0.169050 loss_giou_dn: 0.397090 loss_class_aux_dn: 1.149439 loss_bbox_aux_dn: 0.614671 loss_giou_aux_dn: 1.331149 loss: 10.679191 eta: 20:47:59 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2354 images/s [05/15 04:59:42] ppdet.engine INFO: Epoch: [43] [7000/7329] learning_rate: 0.000100 loss_class: 0.627232 loss_bbox: 0.160311 loss_giou: 0.391921 loss_class_aux: 2.699185 loss_bbox_aux: 0.717318 loss_giou_aux: 1.705954 loss_class_dn: 0.331628 loss_bbox_dn: 0.173005 loss_giou_dn: 0.383656 loss_class_aux_dn: 1.085000 loss_bbox_aux_dn: 0.641507 loss_giou_aux_dn: 1.315351 loss: 10.097028 eta: 20:46:45 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3717 images/s [05/15 05:00:59] ppdet.engine INFO: Epoch: [43] [7200/7329] learning_rate: 0.000100 loss_class: 0.628007 loss_bbox: 0.152753 loss_giou: 0.416339 loss_class_aux: 2.732070 loss_bbox_aux: 0.685669 loss_giou_aux: 1.806478 loss_class_dn: 0.359951 loss_bbox_dn: 0.158070 loss_giou_dn: 0.408720 loss_class_aux_dn: 1.163116 loss_bbox_aux_dn: 0.611686 loss_giou_aux_dn: 1.398317 loss: 11.265009 eta: 20:45:30 batch_cost: 0.3496 data_cost: 0.0006 ips: 11.4405 images/s [05/15 05:01:52] ppdet.engine INFO: Eval iter: 0 [05/15 05:01:59] ppdet.engine INFO: Eval iter: 100 [05/15 05:02:07] ppdet.engine INFO: Eval iter: 200 [05/15 05:02:15] ppdet.engine INFO: Eval iter: 300 [05/15 05:02:22] ppdet.engine INFO: Eval iter: 400 [05/15 05:02:29] ppdet.engine INFO: Eval iter: 500 [05/15 05:02:37] ppdet.engine INFO: Eval iter: 600 [05/15 05:02:45] ppdet.engine INFO: Eval iter: 700 [05/15 05:02:52] ppdet.engine INFO: Eval iter: 800 [05/15 05:02:59] ppdet.engine INFO: Eval iter: 900 [05/15 05:03:06] ppdet.engine INFO: Eval iter: 1000 [05/15 05:03:14] ppdet.engine INFO: Eval iter: 1100 [05/15 05:03:22] ppdet.engine INFO: Eval iter: 1200 [05/15 05:03:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 05:03:46] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.10s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.21s). Accumulating evaluation results... DONE (t=22.27s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.480 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.657 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.519 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 ] = 0.513 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 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 ] = 0.624 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.737 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.873 [05/15 05:05:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.27688854995919 [05/15 05:05:59] ppdet.engine INFO: Best test bbox ap is 0.480. [05/15 05:06:02] ppdet.engine INFO: Epoch: [44] [ 0/7329] learning_rate: 0.000100 loss_class: 0.614380 loss_bbox: 0.142172 loss_giou: 0.397547 loss_class_aux: 2.557161 loss_bbox_aux: 0.642397 loss_giou_aux: 1.773561 loss_class_dn: 0.354335 loss_bbox_dn: 0.151338 loss_giou_dn: 0.397149 loss_class_aux_dn: 1.116270 loss_bbox_aux_dn: 0.557278 loss_giou_aux_dn: 1.396693 loss: 11.005702 eta: 20:44:42 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3939 images/s [05/15 05:07:20] ppdet.engine INFO: Epoch: [44] [ 200/7329] learning_rate: 0.000100 loss_class: 0.676487 loss_bbox: 0.153770 loss_giou: 0.439356 loss_class_aux: 2.811808 loss_bbox_aux: 0.703254 loss_giou_aux: 1.917309 loss_class_dn: 0.365851 loss_bbox_dn: 0.159113 loss_giou_dn: 0.435845 loss_class_aux_dn: 1.191947 loss_bbox_aux_dn: 0.584301 loss_giou_aux_dn: 1.478332 loss: 11.259956 eta: 20:43:28 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2704 images/s [05/15 05:08:39] ppdet.engine INFO: Epoch: [44] [ 400/7329] learning_rate: 0.000100 loss_class: 0.640007 loss_bbox: 0.154454 loss_giou: 0.435177 loss_class_aux: 2.654166 loss_bbox_aux: 0.685256 loss_giou_aux: 1.895373 loss_class_dn: 0.358468 loss_bbox_dn: 0.168918 loss_giou_dn: 0.419316 loss_class_aux_dn: 1.176599 loss_bbox_aux_dn: 0.611892 loss_giou_aux_dn: 1.446914 loss: 11.087494 eta: 20:42:14 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2879 images/s [05/15 05:09:57] ppdet.engine INFO: Epoch: [44] [ 600/7329] learning_rate: 0.000100 loss_class: 0.667887 loss_bbox: 0.148829 loss_giou: 0.414471 loss_class_aux: 2.839456 loss_bbox_aux: 0.685043 loss_giou_aux: 1.819390 loss_class_dn: 0.354777 loss_bbox_dn: 0.171469 loss_giou_dn: 0.426411 loss_class_aux_dn: 1.199037 loss_bbox_aux_dn: 0.635571 loss_giou_aux_dn: 1.428800 loss: 11.055326 eta: 20:41:00 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3214 images/s [05/15 05:11:19] ppdet.engine INFO: Epoch: [44] [ 800/7329] learning_rate: 0.000100 loss_class: 0.698215 loss_bbox: 0.149672 loss_giou: 0.443106 loss_class_aux: 2.845202 loss_bbox_aux: 0.697480 loss_giou_aux: 1.925551 loss_class_dn: 0.344122 loss_bbox_dn: 0.172042 loss_giou_dn: 0.442106 loss_class_aux_dn: 1.135455 loss_bbox_aux_dn: 0.644884 loss_giou_aux_dn: 1.492878 loss: 11.640794 eta: 20:39:47 batch_cost: 0.3642 data_cost: 0.0007 ips: 10.9836 images/s [05/15 05:12:37] ppdet.engine INFO: Epoch: [44] [1000/7329] learning_rate: 0.000100 loss_class: 0.647681 loss_bbox: 0.151925 loss_giou: 0.421936 loss_class_aux: 2.869934 loss_bbox_aux: 0.645291 loss_giou_aux: 1.839915 loss_class_dn: 0.344534 loss_bbox_dn: 0.175976 loss_giou_dn: 0.400809 loss_class_aux_dn: 1.162011 loss_bbox_aux_dn: 0.652839 loss_giou_aux_dn: 1.366074 loss: 11.117080 eta: 20:38:33 batch_cost: 0.3506 data_cost: 0.0007 ips: 11.4104 images/s [05/15 05:13:54] ppdet.engine INFO: Epoch: [44] [1200/7329] learning_rate: 0.000100 loss_class: 0.692498 loss_bbox: 0.161821 loss_giou: 0.384769 loss_class_aux: 2.975466 loss_bbox_aux: 0.751697 loss_giou_aux: 1.619948 loss_class_dn: 0.375316 loss_bbox_dn: 0.201143 loss_giou_dn: 0.401946 loss_class_aux_dn: 1.215612 loss_bbox_aux_dn: 0.726412 loss_giou_aux_dn: 1.388179 loss: 11.596443 eta: 20:37:18 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3873 images/s [05/15 05:15:15] ppdet.engine INFO: Epoch: [44] [1400/7329] learning_rate: 0.000100 loss_class: 0.592313 loss_bbox: 0.140697 loss_giou: 0.390198 loss_class_aux: 2.615789 loss_bbox_aux: 0.656784 loss_giou_aux: 1.635360 loss_class_dn: 0.319287 loss_bbox_dn: 0.166751 loss_giou_dn: 0.367906 loss_class_aux_dn: 1.036667 loss_bbox_aux_dn: 0.618833 loss_giou_aux_dn: 1.342171 loss: 10.345207 eta: 20:36:05 batch_cost: 0.3627 data_cost: 0.0007 ips: 11.0278 images/s [05/15 05:16:33] ppdet.engine INFO: Epoch: [44] [1600/7329] learning_rate: 0.000100 loss_class: 0.601689 loss_bbox: 0.142813 loss_giou: 0.398100 loss_class_aux: 2.604208 loss_bbox_aux: 0.639040 loss_giou_aux: 1.725138 loss_class_dn: 0.323286 loss_bbox_dn: 0.148018 loss_giou_dn: 0.376907 loss_class_aux_dn: 1.066482 loss_bbox_aux_dn: 0.584296 loss_giou_aux_dn: 1.288310 loss: 10.049389 eta: 20:34:51 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3176 images/s [05/15 05:17:51] ppdet.engine INFO: Epoch: [44] [1800/7329] learning_rate: 0.000100 loss_class: 0.616460 loss_bbox: 0.138552 loss_giou: 0.437333 loss_class_aux: 2.633207 loss_bbox_aux: 0.631175 loss_giou_aux: 1.939532 loss_class_dn: 0.342696 loss_bbox_dn: 0.154224 loss_giou_dn: 0.417599 loss_class_aux_dn: 1.166125 loss_bbox_aux_dn: 0.585428 loss_giou_aux_dn: 1.441431 loss: 10.754973 eta: 20:33:37 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3280 images/s [05/15 05:19:11] ppdet.engine INFO: Epoch: [44] [2000/7329] learning_rate: 0.000100 loss_class: 0.663984 loss_bbox: 0.147772 loss_giou: 0.394450 loss_class_aux: 2.810678 loss_bbox_aux: 0.666926 loss_giou_aux: 1.729490 loss_class_dn: 0.351896 loss_bbox_dn: 0.162867 loss_giou_dn: 0.396370 loss_class_aux_dn: 1.169046 loss_bbox_aux_dn: 0.613805 loss_giou_aux_dn: 1.382814 loss: 10.805113 eta: 20:32:24 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1200 images/s [05/15 05:20:30] ppdet.engine INFO: Epoch: [44] [2200/7329] learning_rate: 0.000100 loss_class: 0.697754 loss_bbox: 0.152321 loss_giou: 0.448897 loss_class_aux: 2.969814 loss_bbox_aux: 0.695981 loss_giou_aux: 1.959848 loss_class_dn: 0.379695 loss_bbox_dn: 0.172580 loss_giou_dn: 0.466595 loss_class_aux_dn: 1.233107 loss_bbox_aux_dn: 0.650753 loss_giou_aux_dn: 1.597597 loss: 11.691234 eta: 20:31:11 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1260 images/s [05/15 05:21:50] ppdet.engine INFO: Epoch: [44] [2400/7329] learning_rate: 0.000100 loss_class: 0.642096 loss_bbox: 0.146529 loss_giou: 0.369352 loss_class_aux: 2.765849 loss_bbox_aux: 0.657747 loss_giou_aux: 1.601286 loss_class_dn: 0.353169 loss_bbox_dn: 0.174630 loss_giou_dn: 0.372228 loss_class_aux_dn: 1.155177 loss_bbox_aux_dn: 0.646148 loss_giou_aux_dn: 1.287058 loss: 10.604797 eta: 20:29:57 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2291 images/s [05/15 05:23:08] ppdet.engine INFO: Epoch: [44] [2600/7329] learning_rate: 0.000100 loss_class: 0.672461 loss_bbox: 0.155092 loss_giou: 0.426395 loss_class_aux: 2.938677 loss_bbox_aux: 0.670435 loss_giou_aux: 1.853245 loss_class_dn: 0.354236 loss_bbox_dn: 0.170029 loss_giou_dn: 0.405657 loss_class_aux_dn: 1.218404 loss_bbox_aux_dn: 0.642065 loss_giou_aux_dn: 1.425129 loss: 11.294493 eta: 20:28:43 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3176 images/s [05/15 05:24:27] ppdet.engine INFO: Epoch: [44] [2800/7329] learning_rate: 0.000100 loss_class: 0.626715 loss_bbox: 0.147775 loss_giou: 0.409720 loss_class_aux: 2.705125 loss_bbox_aux: 0.648220 loss_giou_aux: 1.757374 loss_class_dn: 0.359148 loss_bbox_dn: 0.168426 loss_giou_dn: 0.405886 loss_class_aux_dn: 1.192764 loss_bbox_aux_dn: 0.622906 loss_giou_aux_dn: 1.391908 loss: 10.671688 eta: 20:27:29 batch_cost: 0.3559 data_cost: 0.0008 ips: 11.2401 images/s [05/15 05:25:48] ppdet.engine INFO: Epoch: [44] [3000/7329] learning_rate: 0.000100 loss_class: 0.639236 loss_bbox: 0.140850 loss_giou: 0.427951 loss_class_aux: 2.741927 loss_bbox_aux: 0.641945 loss_giou_aux: 1.844626 loss_class_dn: 0.331516 loss_bbox_dn: 0.160501 loss_giou_dn: 0.399723 loss_class_aux_dn: 1.086674 loss_bbox_aux_dn: 0.614590 loss_giou_aux_dn: 1.373436 loss: 10.601015 eta: 20:26:17 batch_cost: 0.3660 data_cost: 0.0007 ips: 10.9300 images/s [05/15 05:27:07] ppdet.engine INFO: Epoch: [44] [3200/7329] learning_rate: 0.000100 loss_class: 0.629200 loss_bbox: 0.146258 loss_giou: 0.366563 loss_class_aux: 2.742484 loss_bbox_aux: 0.646715 loss_giou_aux: 1.591767 loss_class_dn: 0.322858 loss_bbox_dn: 0.164710 loss_giou_dn: 0.365042 loss_class_aux_dn: 1.082577 loss_bbox_aux_dn: 0.628415 loss_giou_aux_dn: 1.240955 loss: 9.952969 eta: 20:25:03 batch_cost: 0.3565 data_cost: 0.0006 ips: 11.2206 images/s [05/15 05:28:25] ppdet.engine INFO: Epoch: [44] [3400/7329] learning_rate: 0.000100 loss_class: 0.642140 loss_bbox: 0.151636 loss_giou: 0.431304 loss_class_aux: 2.792575 loss_bbox_aux: 0.711502 loss_giou_aux: 1.865269 loss_class_dn: 0.355142 loss_bbox_dn: 0.163504 loss_giou_dn: 0.405987 loss_class_aux_dn: 1.167188 loss_bbox_aux_dn: 0.615551 loss_giou_aux_dn: 1.376797 loss: 10.840155 eta: 20:23:49 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2913 images/s [05/15 05:29:44] ppdet.engine INFO: Epoch: [44] [3600/7329] learning_rate: 0.000100 loss_class: 0.601643 loss_bbox: 0.148479 loss_giou: 0.332894 loss_class_aux: 2.509389 loss_bbox_aux: 0.672217 loss_giou_aux: 1.440223 loss_class_dn: 0.305511 loss_bbox_dn: 0.161600 loss_giou_dn: 0.323415 loss_class_aux_dn: 1.009480 loss_bbox_aux_dn: 0.613128 loss_giou_aux_dn: 1.138145 loss: 9.774839 eta: 20:22:35 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3306 images/s [05/15 05:31:03] ppdet.engine INFO: Epoch: [44] [3800/7329] learning_rate: 0.000100 loss_class: 0.666638 loss_bbox: 0.158657 loss_giou: 0.426149 loss_class_aux: 2.870976 loss_bbox_aux: 0.715557 loss_giou_aux: 1.856196 loss_class_dn: 0.364274 loss_bbox_dn: 0.179110 loss_giou_dn: 0.424883 loss_class_aux_dn: 1.215119 loss_bbox_aux_dn: 0.685153 loss_giou_aux_dn: 1.478488 loss: 11.554533 eta: 20:21:21 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2457 images/s [05/15 05:32:22] ppdet.engine INFO: Epoch: [44] [4000/7329] learning_rate: 0.000100 loss_class: 0.614615 loss_bbox: 0.143369 loss_giou: 0.377652 loss_class_aux: 2.667955 loss_bbox_aux: 0.645311 loss_giou_aux: 1.717075 loss_class_dn: 0.345881 loss_bbox_dn: 0.167370 loss_giou_dn: 0.378893 loss_class_aux_dn: 1.123311 loss_bbox_aux_dn: 0.613763 loss_giou_aux_dn: 1.322417 loss: 10.306602 eta: 20:20:08 batch_cost: 0.3599 data_cost: 0.0006 ips: 11.1157 images/s [05/15 05:33:43] ppdet.engine INFO: Epoch: [44] [4200/7329] learning_rate: 0.000100 loss_class: 0.626155 loss_bbox: 0.152478 loss_giou: 0.393060 loss_class_aux: 2.745719 loss_bbox_aux: 0.719540 loss_giou_aux: 1.693084 loss_class_dn: 0.333274 loss_bbox_dn: 0.182988 loss_giou_dn: 0.376023 loss_class_aux_dn: 1.123473 loss_bbox_aux_dn: 0.683887 loss_giou_aux_dn: 1.312388 loss: 10.534540 eta: 20:18:55 batch_cost: 0.3642 data_cost: 0.0007 ips: 10.9843 images/s [05/15 05:35:09] ppdet.engine INFO: Epoch: [44] [4400/7329] learning_rate: 0.000100 loss_class: 0.639831 loss_bbox: 0.151677 loss_giou: 0.368039 loss_class_aux: 2.689893 loss_bbox_aux: 0.694691 loss_giou_aux: 1.632439 loss_class_dn: 0.342110 loss_bbox_dn: 0.170727 loss_giou_dn: 0.369622 loss_class_aux_dn: 1.118782 loss_bbox_aux_dn: 0.634951 loss_giou_aux_dn: 1.250377 loss: 10.396721 eta: 20:17:44 batch_cost: 0.3739 data_cost: 0.0007 ips: 10.6980 images/s [05/15 05:36:27] ppdet.engine INFO: Epoch: [44] [4600/7329] learning_rate: 0.000100 loss_class: 0.617451 loss_bbox: 0.136597 loss_giou: 0.388661 loss_class_aux: 2.659007 loss_bbox_aux: 0.629350 loss_giou_aux: 1.686518 loss_class_dn: 0.326260 loss_bbox_dn: 0.149229 loss_giou_dn: 0.371711 loss_class_aux_dn: 1.073940 loss_bbox_aux_dn: 0.558003 loss_giou_aux_dn: 1.270750 loss: 10.201728 eta: 20:16:29 batch_cost: 0.3524 data_cost: 0.0007 ips: 11.3498 images/s [05/15 05:37:45] ppdet.engine INFO: Epoch: [44] [4800/7329] learning_rate: 0.000100 loss_class: 0.676561 loss_bbox: 0.161928 loss_giou: 0.460811 loss_class_aux: 2.948496 loss_bbox_aux: 0.730170 loss_giou_aux: 1.955529 loss_class_dn: 0.378971 loss_bbox_dn: 0.181648 loss_giou_dn: 0.443773 loss_class_aux_dn: 1.217534 loss_bbox_aux_dn: 0.669219 loss_giou_aux_dn: 1.512384 loss: 11.543316 eta: 20:15:16 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2493 images/s [05/15 05:39:03] ppdet.engine INFO: Epoch: [44] [5000/7329] learning_rate: 0.000100 loss_class: 0.623561 loss_bbox: 0.152581 loss_giou: 0.391872 loss_class_aux: 2.723474 loss_bbox_aux: 0.663375 loss_giou_aux: 1.650408 loss_class_dn: 0.351439 loss_bbox_dn: 0.169761 loss_giou_dn: 0.379269 loss_class_aux_dn: 1.159447 loss_bbox_aux_dn: 0.636981 loss_giou_aux_dn: 1.322573 loss: 11.003666 eta: 20:14:01 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3621 images/s [05/15 05:40:22] ppdet.engine INFO: Epoch: [44] [5200/7329] learning_rate: 0.000100 loss_class: 0.659462 loss_bbox: 0.156097 loss_giou: 0.354086 loss_class_aux: 2.769545 loss_bbox_aux: 0.681629 loss_giou_aux: 1.530313 loss_class_dn: 0.322592 loss_bbox_dn: 0.174137 loss_giou_dn: 0.352836 loss_class_aux_dn: 1.096612 loss_bbox_aux_dn: 0.651441 loss_giou_aux_dn: 1.222316 loss: 9.963667 eta: 20:12:47 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3024 images/s [05/15 05:41:40] ppdet.engine INFO: Epoch: [44] [5400/7329] learning_rate: 0.000100 loss_class: 0.689689 loss_bbox: 0.155656 loss_giou: 0.438031 loss_class_aux: 2.900968 loss_bbox_aux: 0.699145 loss_giou_aux: 1.982652 loss_class_dn: 0.356742 loss_bbox_dn: 0.172788 loss_giou_dn: 0.433586 loss_class_aux_dn: 1.184386 loss_bbox_aux_dn: 0.647014 loss_giou_aux_dn: 1.499381 loss: 11.123795 eta: 20:11:33 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2940 images/s [05/15 05:42:59] ppdet.engine INFO: Epoch: [44] [5600/7329] learning_rate: 0.000100 loss_class: 0.600008 loss_bbox: 0.156240 loss_giou: 0.422277 loss_class_aux: 2.564720 loss_bbox_aux: 0.678547 loss_giou_aux: 1.784555 loss_class_dn: 0.331469 loss_bbox_dn: 0.155247 loss_giou_dn: 0.405693 loss_class_aux_dn: 1.092562 loss_bbox_aux_dn: 0.609203 loss_giou_aux_dn: 1.377029 loss: 10.670294 eta: 20:10:20 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2369 images/s [05/15 05:44:17] ppdet.engine INFO: Epoch: [44] [5800/7329] learning_rate: 0.000100 loss_class: 0.693890 loss_bbox: 0.160172 loss_giou: 0.396017 loss_class_aux: 3.026234 loss_bbox_aux: 0.715232 loss_giou_aux: 1.715718 loss_class_dn: 0.367049 loss_bbox_dn: 0.186939 loss_giou_dn: 0.408308 loss_class_aux_dn: 1.209645 loss_bbox_aux_dn: 0.687541 loss_giou_aux_dn: 1.424482 loss: 11.517803 eta: 20:09:06 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3219 images/s [05/15 05:45:37] ppdet.engine INFO: Epoch: [44] [6000/7329] learning_rate: 0.000100 loss_class: 0.679674 loss_bbox: 0.155010 loss_giou: 0.399284 loss_class_aux: 2.894598 loss_bbox_aux: 0.696130 loss_giou_aux: 1.744488 loss_class_dn: 0.352090 loss_bbox_dn: 0.181150 loss_giou_dn: 0.422451 loss_class_aux_dn: 1.153384 loss_bbox_aux_dn: 0.670296 loss_giou_aux_dn: 1.457254 loss: 11.277121 eta: 20:07:53 batch_cost: 0.3620 data_cost: 0.0007 ips: 11.0512 images/s [05/15 05:46:55] ppdet.engine INFO: Epoch: [44] [6200/7329] learning_rate: 0.000100 loss_class: 0.637233 loss_bbox: 0.141991 loss_giou: 0.410128 loss_class_aux: 2.628455 loss_bbox_aux: 0.654550 loss_giou_aux: 1.734445 loss_class_dn: 0.335668 loss_bbox_dn: 0.162772 loss_giou_dn: 0.397856 loss_class_aux_dn: 1.101044 loss_bbox_aux_dn: 0.617042 loss_giou_aux_dn: 1.358121 loss: 10.528202 eta: 20:06:39 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3038 images/s [05/15 05:48:14] ppdet.engine INFO: Epoch: [44] [6400/7329] learning_rate: 0.000100 loss_class: 0.615389 loss_bbox: 0.133163 loss_giou: 0.355358 loss_class_aux: 2.655343 loss_bbox_aux: 0.602856 loss_giou_aux: 1.545844 loss_class_dn: 0.323247 loss_bbox_dn: 0.154736 loss_giou_dn: 0.364014 loss_class_aux_dn: 1.070138 loss_bbox_aux_dn: 0.603082 loss_giou_aux_dn: 1.269284 loss: 10.132463 eta: 20:05:25 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3030 images/s [05/15 05:49:32] ppdet.engine INFO: Epoch: [44] [6600/7329] learning_rate: 0.000100 loss_class: 0.692774 loss_bbox: 0.155665 loss_giou: 0.414917 loss_class_aux: 2.899301 loss_bbox_aux: 0.681217 loss_giou_aux: 1.825980 loss_class_dn: 0.357244 loss_bbox_dn: 0.183044 loss_giou_dn: 0.440841 loss_class_aux_dn: 1.182964 loss_bbox_aux_dn: 0.682145 loss_giou_aux_dn: 1.507447 loss: 11.249905 eta: 20:04:11 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3709 images/s [05/15 05:50:50] ppdet.engine INFO: Epoch: [44] [6800/7329] learning_rate: 0.000100 loss_class: 0.626074 loss_bbox: 0.139212 loss_giou: 0.425083 loss_class_aux: 2.636394 loss_bbox_aux: 0.640138 loss_giou_aux: 1.767986 loss_class_dn: 0.340260 loss_bbox_dn: 0.161243 loss_giou_dn: 0.406150 loss_class_aux_dn: 1.117920 loss_bbox_aux_dn: 0.595087 loss_giou_aux_dn: 1.416116 loss: 10.643053 eta: 20:02:57 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3062 images/s [05/15 05:52:08] ppdet.engine INFO: Epoch: [44] [7000/7329] learning_rate: 0.000100 loss_class: 0.672295 loss_bbox: 0.142632 loss_giou: 0.402619 loss_class_aux: 2.816619 loss_bbox_aux: 0.640726 loss_giou_aux: 1.760463 loss_class_dn: 0.342698 loss_bbox_dn: 0.166025 loss_giou_dn: 0.400006 loss_class_aux_dn: 1.118315 loss_bbox_aux_dn: 0.617383 loss_giou_aux_dn: 1.336777 loss: 10.586498 eta: 20:01:43 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3463 images/s [05/15 05:53:26] ppdet.engine INFO: Epoch: [44] [7200/7329] learning_rate: 0.000100 loss_class: 0.634472 loss_bbox: 0.143451 loss_giou: 0.390761 loss_class_aux: 2.735442 loss_bbox_aux: 0.628727 loss_giou_aux: 1.636637 loss_class_dn: 0.320792 loss_bbox_dn: 0.163976 loss_giou_dn: 0.374063 loss_class_aux_dn: 1.060975 loss_bbox_aux_dn: 0.609252 loss_giou_aux_dn: 1.284299 loss: 10.103445 eta: 20:00:29 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2912 images/s [05/15 05:54:19] ppdet.engine INFO: Eval iter: 0 [05/15 05:54:26] ppdet.engine INFO: Eval iter: 100 [05/15 05:54:32] ppdet.engine INFO: Eval iter: 200 [05/15 05:54:39] ppdet.engine INFO: Eval iter: 300 [05/15 05:54:46] ppdet.engine INFO: Eval iter: 400 [05/15 05:54:52] ppdet.engine INFO: Eval iter: 500 [05/15 05:54:59] ppdet.engine INFO: Eval iter: 600 [05/15 05:55:06] ppdet.engine INFO: Eval iter: 700 [05/15 05:55:13] ppdet.engine INFO: Eval iter: 800 [05/15 05:55:20] ppdet.engine INFO: Eval iter: 900 [05/15 05:55:27] ppdet.engine INFO: Eval iter: 1000 [05/15 05:55:33] ppdet.engine INFO: Eval iter: 1100 [05/15 05:55:40] ppdet.engine INFO: Eval iter: 1200 [05/15 05:56:03] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/15 05:56:04] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.92s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=92.69s). Accumulating evaluation results... DONE (t=22.33s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.658 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.513 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 ] = 0.370 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.625 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.875 [05/15 05:58:17] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.81053178946751 [05/15 05:58:17] ppdet.engine INFO: Best test bbox ap is 0.481. [05/15 05:58:10] ppdet.engine INFO: Epoch: [45] [ 0/7329] learning_rate: 0.000100 loss_class: 0.638818 loss_bbox: 0.138929 loss_giou: 0.373214 loss_class_aux: 2.736782 loss_bbox_aux: 0.622671 loss_giou_aux: 1.589496 loss_class_dn: 0.315871 loss_bbox_dn: 0.156091 loss_giou_dn: 0.376752 loss_class_aux_dn: 1.036258 loss_bbox_aux_dn: 0.603511 loss_giou_aux_dn: 1.288823 loss: 10.107594 eta: 19:59:41 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2829 images/s [05/15 05:59:42] ppdet.engine INFO: Epoch: [45] [ 200/7329] learning_rate: 0.000100 loss_class: 0.595393 loss_bbox: 0.134624 loss_giou: 0.375634 loss_class_aux: 2.563493 loss_bbox_aux: 0.626063 loss_giou_aux: 1.653433 loss_class_dn: 0.330308 loss_bbox_dn: 0.154077 loss_giou_dn: 0.367475 loss_class_aux_dn: 1.094175 loss_bbox_aux_dn: 0.580340 loss_giou_aux_dn: 1.267718 loss: 10.246155 eta: 19:58:28 batch_cost: 0.3657 data_cost: 0.0007 ips: 10.9380 images/s [05/15 06:01:03] ppdet.engine INFO: Epoch: [45] [ 400/7329] learning_rate: 0.000100 loss_class: 0.575447 loss_bbox: 0.140733 loss_giou: 0.377246 loss_class_aux: 2.540406 loss_bbox_aux: 0.654202 loss_giou_aux: 1.599160 loss_class_dn: 0.314682 loss_bbox_dn: 0.148988 loss_giou_dn: 0.373466 loss_class_aux_dn: 1.044418 loss_bbox_aux_dn: 0.576181 loss_giou_aux_dn: 1.275673 loss: 9.771976 eta: 19:57:16 batch_cost: 0.3665 data_cost: 0.0006 ips: 10.9154 images/s [05/15 06:02:22] ppdet.engine INFO: Epoch: [45] [ 600/7329] learning_rate: 0.000100 loss_class: 0.648614 loss_bbox: 0.152656 loss_giou: 0.403317 loss_class_aux: 2.880681 loss_bbox_aux: 0.669543 loss_giou_aux: 1.703877 loss_class_dn: 0.349942 loss_bbox_dn: 0.174663 loss_giou_dn: 0.395532 loss_class_aux_dn: 1.144256 loss_bbox_aux_dn: 0.646100 loss_giou_aux_dn: 1.353592 loss: 10.714193 eta: 19:56:02 batch_cost: 0.3569 data_cost: 0.0006 ips: 11.2088 images/s [05/15 06:03:41] ppdet.engine INFO: Epoch: [45] [ 800/7329] learning_rate: 0.000100 loss_class: 0.664502 loss_bbox: 0.153841 loss_giou: 0.405760 loss_class_aux: 2.840900 loss_bbox_aux: 0.712201 loss_giou_aux: 1.716143 loss_class_dn: 0.341219 loss_bbox_dn: 0.185606 loss_giou_dn: 0.413822 loss_class_aux_dn: 1.109925 loss_bbox_aux_dn: 0.675779 loss_giou_aux_dn: 1.405591 loss: 10.680185 eta: 19:54:49 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1299 images/s [05/15 06:05:00] ppdet.engine INFO: Epoch: [45] [1000/7329] learning_rate: 0.000100 loss_class: 0.616567 loss_bbox: 0.149565 loss_giou: 0.376706 loss_class_aux: 2.607112 loss_bbox_aux: 0.636654 loss_giou_aux: 1.574928 loss_class_dn: 0.324709 loss_bbox_dn: 0.154920 loss_giou_dn: 0.363128 loss_class_aux_dn: 1.081045 loss_bbox_aux_dn: 0.604869 loss_giou_aux_dn: 1.236781 loss: 10.098522 eta: 19:53:35 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2565 images/s [05/15 06:06:18] ppdet.engine INFO: Epoch: [45] [1200/7329] learning_rate: 0.000100 loss_class: 0.633598 loss_bbox: 0.160017 loss_giou: 0.412550 loss_class_aux: 2.719216 loss_bbox_aux: 0.699771 loss_giou_aux: 1.728263 loss_class_dn: 0.359856 loss_bbox_dn: 0.185129 loss_giou_dn: 0.411516 loss_class_aux_dn: 1.180765 loss_bbox_aux_dn: 0.687155 loss_giou_aux_dn: 1.431240 loss: 11.254529 eta: 19:52:22 batch_cost: 0.3550 data_cost: 0.0008 ips: 11.2662 images/s [05/15 06:07:37] ppdet.engine INFO: Epoch: [45] [1400/7329] learning_rate: 0.000100 loss_class: 0.609786 loss_bbox: 0.150328 loss_giou: 0.387611 loss_class_aux: 2.641709 loss_bbox_aux: 0.662229 loss_giou_aux: 1.668095 loss_class_dn: 0.320858 loss_bbox_dn: 0.161193 loss_giou_dn: 0.381392 loss_class_aux_dn: 1.073081 loss_bbox_aux_dn: 0.584142 loss_giou_aux_dn: 1.297170 loss: 10.247538 eta: 19:51:08 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3094 images/s [05/15 06:08:57] ppdet.engine INFO: Epoch: [45] [1600/7329] learning_rate: 0.000100 loss_class: 0.581699 loss_bbox: 0.147591 loss_giou: 0.396585 loss_class_aux: 2.569587 loss_bbox_aux: 0.658257 loss_giou_aux: 1.713958 loss_class_dn: 0.326104 loss_bbox_dn: 0.158800 loss_giou_dn: 0.381939 loss_class_aux_dn: 1.043635 loss_bbox_aux_dn: 0.622474 loss_giou_aux_dn: 1.309271 loss: 10.181076 eta: 19:49:55 batch_cost: 0.3612 data_cost: 0.0007 ips: 11.0753 images/s [05/15 06:10:15] ppdet.engine INFO: Epoch: [45] [1800/7329] learning_rate: 0.000100 loss_class: 0.590245 loss_bbox: 0.137756 loss_giou: 0.381918 loss_class_aux: 2.488145 loss_bbox_aux: 0.629428 loss_giou_aux: 1.589545 loss_class_dn: 0.319572 loss_bbox_dn: 0.160082 loss_giou_dn: 0.362422 loss_class_aux_dn: 1.054454 loss_bbox_aux_dn: 0.586919 loss_giou_aux_dn: 1.292344 loss: 9.752675 eta: 19:48:41 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2777 images/s [05/15 06:11:33] ppdet.engine INFO: Epoch: [45] [2000/7329] learning_rate: 0.000100 loss_class: 0.627167 loss_bbox: 0.129438 loss_giou: 0.454612 loss_class_aux: 2.651336 loss_bbox_aux: 0.601185 loss_giou_aux: 1.913221 loss_class_dn: 0.347825 loss_bbox_dn: 0.151781 loss_giou_dn: 0.423513 loss_class_aux_dn: 1.150046 loss_bbox_aux_dn: 0.586863 loss_giou_aux_dn: 1.442080 loss: 10.740696 eta: 19:47:27 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3054 images/s [05/15 06:12:52] ppdet.engine INFO: Epoch: [45] [2200/7329] learning_rate: 0.000100 loss_class: 0.614794 loss_bbox: 0.152534 loss_giou: 0.398833 loss_class_aux: 2.649716 loss_bbox_aux: 0.667272 loss_giou_aux: 1.739719 loss_class_dn: 0.352136 loss_bbox_dn: 0.157566 loss_giou_dn: 0.404519 loss_class_aux_dn: 1.151056 loss_bbox_aux_dn: 0.608447 loss_giou_aux_dn: 1.402122 loss: 10.778556 eta: 19:46:13 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1918 images/s [05/15 06:14:11] ppdet.engine INFO: Epoch: [45] [2400/7329] learning_rate: 0.000100 loss_class: 0.640204 loss_bbox: 0.151289 loss_giou: 0.419871 loss_class_aux: 2.727437 loss_bbox_aux: 0.685626 loss_giou_aux: 1.765510 loss_class_dn: 0.347877 loss_bbox_dn: 0.170524 loss_giou_dn: 0.398309 loss_class_aux_dn: 1.143967 loss_bbox_aux_dn: 0.628950 loss_giou_aux_dn: 1.405868 loss: 10.797454 eta: 19:45:00 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2471 images/s [05/15 06:15:31] ppdet.engine INFO: Epoch: [45] [2600/7329] learning_rate: 0.000100 loss_class: 0.660647 loss_bbox: 0.144182 loss_giou: 0.413874 loss_class_aux: 2.853524 loss_bbox_aux: 0.677073 loss_giou_aux: 1.825443 loss_class_dn: 0.356549 loss_bbox_dn: 0.179000 loss_giou_dn: 0.417647 loss_class_aux_dn: 1.160868 loss_bbox_aux_dn: 0.642921 loss_giou_aux_dn: 1.416364 loss: 11.129704 eta: 19:43:46 batch_cost: 0.3580 data_cost: 0.0008 ips: 11.1739 images/s [05/15 06:16:49] ppdet.engine INFO: Epoch: [45] [2800/7329] learning_rate: 0.000100 loss_class: 0.660697 loss_bbox: 0.150284 loss_giou: 0.440959 loss_class_aux: 2.807466 loss_bbox_aux: 0.674190 loss_giou_aux: 1.892732 loss_class_dn: 0.351661 loss_bbox_dn: 0.168675 loss_giou_dn: 0.435688 loss_class_aux_dn: 1.155359 loss_bbox_aux_dn: 0.617215 loss_giou_aux_dn: 1.463190 loss: 11.384820 eta: 19:42:32 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2850 images/s [05/15 06:18:07] ppdet.engine INFO: Epoch: [45] [3000/7329] learning_rate: 0.000100 loss_class: 0.627087 loss_bbox: 0.135701 loss_giou: 0.431498 loss_class_aux: 2.713782 loss_bbox_aux: 0.627784 loss_giou_aux: 1.863111 loss_class_dn: 0.352101 loss_bbox_dn: 0.151115 loss_giou_dn: 0.421276 loss_class_aux_dn: 1.136766 loss_bbox_aux_dn: 0.556372 loss_giou_aux_dn: 1.435886 loss: 10.936969 eta: 19:41:18 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3220 images/s [05/15 06:19:26] ppdet.engine INFO: Epoch: [45] [3200/7329] learning_rate: 0.000100 loss_class: 0.621213 loss_bbox: 0.149246 loss_giou: 0.421551 loss_class_aux: 2.649318 loss_bbox_aux: 0.667454 loss_giou_aux: 1.811848 loss_class_dn: 0.351388 loss_bbox_dn: 0.163461 loss_giou_dn: 0.398428 loss_class_aux_dn: 1.150467 loss_bbox_aux_dn: 0.622527 loss_giou_aux_dn: 1.359953 loss: 11.039028 eta: 19:40:05 batch_cost: 0.3581 data_cost: 0.0008 ips: 11.1716 images/s [05/15 06:20:45] ppdet.engine INFO: Epoch: [45] [3400/7329] learning_rate: 0.000100 loss_class: 0.687645 loss_bbox: 0.155156 loss_giou: 0.419434 loss_class_aux: 2.931309 loss_bbox_aux: 0.681724 loss_giou_aux: 1.811929 loss_class_dn: 0.363597 loss_bbox_dn: 0.176885 loss_giou_dn: 0.411857 loss_class_aux_dn: 1.188107 loss_bbox_aux_dn: 0.650682 loss_giou_aux_dn: 1.432833 loss: 11.182898 eta: 19:38:51 batch_cost: 0.3533 data_cost: 0.0006 ips: 11.3222 images/s [05/15 06:22:04] ppdet.engine INFO: Epoch: [45] [3600/7329] learning_rate: 0.000100 loss_class: 0.604058 loss_bbox: 0.134102 loss_giou: 0.372739 loss_class_aux: 2.562316 loss_bbox_aux: 0.591946 loss_giou_aux: 1.624386 loss_class_dn: 0.319780 loss_bbox_dn: 0.149804 loss_giou_dn: 0.371641 loss_class_aux_dn: 1.064119 loss_bbox_aux_dn: 0.560925 loss_giou_aux_dn: 1.274018 loss: 9.979392 eta: 19:37:38 batch_cost: 0.3569 data_cost: 0.0006 ips: 11.2064 images/s [05/15 06:23:22] ppdet.engine INFO: Epoch: [45] [3800/7329] learning_rate: 0.000100 loss_class: 0.637585 loss_bbox: 0.138400 loss_giou: 0.364168 loss_class_aux: 2.740748 loss_bbox_aux: 0.659984 loss_giou_aux: 1.551281 loss_class_dn: 0.329480 loss_bbox_dn: 0.171328 loss_giou_dn: 0.360544 loss_class_aux_dn: 1.102135 loss_bbox_aux_dn: 0.620523 loss_giou_aux_dn: 1.261967 loss: 10.276028 eta: 19:36:24 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3280 images/s [05/15 06:24:44] ppdet.engine INFO: Epoch: [45] [4000/7329] learning_rate: 0.000100 loss_class: 0.597515 loss_bbox: 0.149819 loss_giou: 0.407524 loss_class_aux: 2.583409 loss_bbox_aux: 0.668668 loss_giou_aux: 1.758215 loss_class_dn: 0.341397 loss_bbox_dn: 0.170122 loss_giou_dn: 0.393585 loss_class_aux_dn: 1.124568 loss_bbox_aux_dn: 0.622732 loss_giou_aux_dn: 1.333252 loss: 10.371307 eta: 19:35:12 batch_cost: 0.3725 data_cost: 0.0006 ips: 10.7389 images/s [05/15 06:26:07] ppdet.engine INFO: Epoch: [45] [4200/7329] learning_rate: 0.000100 loss_class: 0.664763 loss_bbox: 0.153148 loss_giou: 0.433487 loss_class_aux: 2.769839 loss_bbox_aux: 0.673104 loss_giou_aux: 1.848014 loss_class_dn: 0.357484 loss_bbox_dn: 0.155966 loss_giou_dn: 0.438628 loss_class_aux_dn: 1.170972 loss_bbox_aux_dn: 0.573261 loss_giou_aux_dn: 1.512365 loss: 11.192429 eta: 19:34:01 batch_cost: 0.3759 data_cost: 0.0007 ips: 10.6398 images/s [05/15 06:27:25] ppdet.engine INFO: Epoch: [45] [4400/7329] learning_rate: 0.000100 loss_class: 0.622747 loss_bbox: 0.138972 loss_giou: 0.356093 loss_class_aux: 2.636408 loss_bbox_aux: 0.633232 loss_giou_aux: 1.529049 loss_class_dn: 0.320362 loss_bbox_dn: 0.176401 loss_giou_dn: 0.357954 loss_class_aux_dn: 1.055832 loss_bbox_aux_dn: 0.616671 loss_giou_aux_dn: 1.232585 loss: 10.162512 eta: 19:32:47 batch_cost: 0.3535 data_cost: 0.0008 ips: 11.3153 images/s [05/15 06:28:44] ppdet.engine INFO: Epoch: [45] [4600/7329] learning_rate: 0.000100 loss_class: 0.607109 loss_bbox: 0.143081 loss_giou: 0.377206 loss_class_aux: 2.643547 loss_bbox_aux: 0.638730 loss_giou_aux: 1.622702 loss_class_dn: 0.335192 loss_bbox_dn: 0.161661 loss_giou_dn: 0.383855 loss_class_aux_dn: 1.129738 loss_bbox_aux_dn: 0.596517 loss_giou_aux_dn: 1.323878 loss: 10.510972 eta: 19:31:33 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2251 images/s [05/15 06:30:03] ppdet.engine INFO: Epoch: [45] [4800/7329] learning_rate: 0.000100 loss_class: 0.640980 loss_bbox: 0.146594 loss_giou: 0.434972 loss_class_aux: 2.757139 loss_bbox_aux: 0.662434 loss_giou_aux: 1.864587 loss_class_dn: 0.354216 loss_bbox_dn: 0.156550 loss_giou_dn: 0.411731 loss_class_aux_dn: 1.164042 loss_bbox_aux_dn: 0.586262 loss_giou_aux_dn: 1.408561 loss: 10.632404 eta: 19:30:19 batch_cost: 0.3551 data_cost: 0.0006 ips: 11.2643 images/s [05/15 06:31:21] ppdet.engine INFO: Epoch: [45] [5000/7329] learning_rate: 0.000100 loss_class: 0.637358 loss_bbox: 0.147182 loss_giou: 0.425799 loss_class_aux: 2.704438 loss_bbox_aux: 0.637725 loss_giou_aux: 1.843033 loss_class_dn: 0.357802 loss_bbox_dn: 0.161525 loss_giou_dn: 0.414679 loss_class_aux_dn: 1.172756 loss_bbox_aux_dn: 0.597000 loss_giou_aux_dn: 1.412250 loss: 10.869957 eta: 19:29:05 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3031 images/s [05/15 06:32:43] ppdet.engine INFO: Epoch: [45] [5200/7329] learning_rate: 0.000100 loss_class: 0.653457 loss_bbox: 0.139234 loss_giou: 0.363779 loss_class_aux: 2.768235 loss_bbox_aux: 0.628485 loss_giou_aux: 1.672754 loss_class_dn: 0.343825 loss_bbox_dn: 0.157468 loss_giou_dn: 0.363068 loss_class_aux_dn: 1.120405 loss_bbox_aux_dn: 0.604449 loss_giou_aux_dn: 1.236145 loss: 10.347525 eta: 19:27:54 batch_cost: 0.3716 data_cost: 0.0006 ips: 10.7650 images/s [05/15 06:34:03] ppdet.engine INFO: Epoch: [45] [5400/7329] learning_rate: 0.000100 loss_class: 0.689465 loss_bbox: 0.154849 loss_giou: 0.418662 loss_class_aux: 2.951143 loss_bbox_aux: 0.705432 loss_giou_aux: 1.824241 loss_class_dn: 0.351251 loss_bbox_dn: 0.176012 loss_giou_dn: 0.423957 loss_class_aux_dn: 1.173533 loss_bbox_aux_dn: 0.665693 loss_giou_aux_dn: 1.457829 loss: 11.206802 eta: 19:26:41 batch_cost: 0.3622 data_cost: 0.0007 ips: 11.0435 images/s [05/15 06:35:21] ppdet.engine INFO: Epoch: [45] [5600/7329] learning_rate: 0.000100 loss_class: 0.621155 loss_bbox: 0.152901 loss_giou: 0.402314 loss_class_aux: 2.664078 loss_bbox_aux: 0.668534 loss_giou_aux: 1.680840 loss_class_dn: 0.332531 loss_bbox_dn: 0.162297 loss_giou_dn: 0.382865 loss_class_aux_dn: 1.073322 loss_bbox_aux_dn: 0.599361 loss_giou_aux_dn: 1.298051 loss: 9.853932 eta: 19:25:27 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3046 images/s [05/15 06:36:39] ppdet.engine INFO: Epoch: [45] [5800/7329] learning_rate: 0.000100 loss_class: 0.637769 loss_bbox: 0.151220 loss_giou: 0.380044 loss_class_aux: 2.714414 loss_bbox_aux: 0.700506 loss_giou_aux: 1.656107 loss_class_dn: 0.343979 loss_bbox_dn: 0.175688 loss_giou_dn: 0.383416 loss_class_aux_dn: 1.146144 loss_bbox_aux_dn: 0.632122 loss_giou_aux_dn: 1.323065 loss: 10.641869 eta: 19:24:13 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3491 images/s [05/15 06:37:58] ppdet.engine INFO: Epoch: [45] [6000/7329] learning_rate: 0.000100 loss_class: 0.601312 loss_bbox: 0.143390 loss_giou: 0.393886 loss_class_aux: 2.602765 loss_bbox_aux: 0.637498 loss_giou_aux: 1.776881 loss_class_dn: 0.336851 loss_bbox_dn: 0.160316 loss_giou_dn: 0.391622 loss_class_aux_dn: 1.136920 loss_bbox_aux_dn: 0.589858 loss_giou_aux_dn: 1.382460 loss: 10.513487 eta: 19:22:59 batch_cost: 0.3570 data_cost: 0.0006 ips: 11.2035 images/s [05/15 06:39:17] ppdet.engine INFO: Epoch: [45] [6200/7329] learning_rate: 0.000100 loss_class: 0.644213 loss_bbox: 0.142785 loss_giou: 0.345421 loss_class_aux: 2.735592 loss_bbox_aux: 0.663693 loss_giou_aux: 1.516568 loss_class_dn: 0.324940 loss_bbox_dn: 0.172013 loss_giou_dn: 0.376218 loss_class_aux_dn: 1.094449 loss_bbox_aux_dn: 0.639441 loss_giou_aux_dn: 1.278910 loss: 10.548160 eta: 19:21:46 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2262 images/s [05/15 06:40:35] ppdet.engine INFO: Epoch: [45] [6400/7329] learning_rate: 0.000100 loss_class: 0.659324 loss_bbox: 0.148954 loss_giou: 0.418057 loss_class_aux: 2.766928 loss_bbox_aux: 0.678370 loss_giou_aux: 1.816736 loss_class_dn: 0.370204 loss_bbox_dn: 0.155693 loss_giou_dn: 0.416522 loss_class_aux_dn: 1.196410 loss_bbox_aux_dn: 0.604167 loss_giou_aux_dn: 1.446657 loss: 11.352821 eta: 19:20:32 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3317 images/s [05/15 06:41:54] ppdet.engine INFO: Epoch: [45] [6600/7329] learning_rate: 0.000100 loss_class: 0.652029 loss_bbox: 0.148366 loss_giou: 0.407469 loss_class_aux: 2.796751 loss_bbox_aux: 0.655207 loss_giou_aux: 1.755466 loss_class_dn: 0.362850 loss_bbox_dn: 0.167018 loss_giou_dn: 0.407380 loss_class_aux_dn: 1.175321 loss_bbox_aux_dn: 0.615346 loss_giou_aux_dn: 1.386863 loss: 10.654406 eta: 19:19:18 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1970 images/s [05/15 06:43:12] ppdet.engine INFO: Epoch: [45] [6800/7329] learning_rate: 0.000100 loss_class: 0.656724 loss_bbox: 0.145924 loss_giou: 0.402281 loss_class_aux: 2.755929 loss_bbox_aux: 0.670281 loss_giou_aux: 1.719928 loss_class_dn: 0.328627 loss_bbox_dn: 0.162674 loss_giou_dn: 0.384451 loss_class_aux_dn: 1.115174 loss_bbox_aux_dn: 0.596608 loss_giou_aux_dn: 1.318692 loss: 10.794191 eta: 19:18:04 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3558 images/s [05/15 06:44:30] ppdet.engine INFO: Epoch: [45] [7000/7329] learning_rate: 0.000100 loss_class: 0.615962 loss_bbox: 0.152285 loss_giou: 0.403619 loss_class_aux: 2.625602 loss_bbox_aux: 0.688701 loss_giou_aux: 1.762953 loss_class_dn: 0.340243 loss_bbox_dn: 0.162191 loss_giou_dn: 0.406285 loss_class_aux_dn: 1.127344 loss_bbox_aux_dn: 0.608254 loss_giou_aux_dn: 1.353149 loss: 10.358721 eta: 19:16:50 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3849 images/s [05/15 06:45:48] ppdet.engine INFO: Epoch: [45] [7200/7329] learning_rate: 0.000100 loss_class: 0.616566 loss_bbox: 0.140023 loss_giou: 0.392613 loss_class_aux: 2.641678 loss_bbox_aux: 0.644584 loss_giou_aux: 1.732029 loss_class_dn: 0.326585 loss_bbox_dn: 0.146746 loss_giou_dn: 0.390613 loss_class_aux_dn: 1.074288 loss_bbox_aux_dn: 0.538013 loss_giou_aux_dn: 1.351136 loss: 10.256319 eta: 19:15:36 batch_cost: 0.3515 data_cost: 0.0006 ips: 11.3789 images/s [05/15 06:46:40] ppdet.engine INFO: Eval iter: 0 [05/15 06:46:47] ppdet.engine INFO: Eval iter: 100 [05/15 06:46:54] ppdet.engine INFO: Eval iter: 200 [05/15 06:47:01] ppdet.engine INFO: Eval iter: 300 [05/15 06:47:09] ppdet.engine INFO: Eval iter: 400 [05/15 06:47:17] ppdet.engine INFO: Eval iter: 500 [05/15 06:47:24] ppdet.engine INFO: Eval iter: 600 [05/15 06:47:32] ppdet.engine INFO: Eval iter: 700 [05/15 06:47:39] ppdet.engine INFO: Eval iter: 800 [05/15 06:47:47] ppdet.engine INFO: Eval iter: 900 [05/15 06:47:55] ppdet.engine INFO: Eval iter: 1000 [05/15 06:48:02] ppdet.engine INFO: Eval iter: 1100 [05/15 06:48:09] ppdet.engine INFO: Eval iter: 1200 [05/15 06:48:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.49s) creating index... index created! [05/15 06:48:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.16s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=97.01s). Accumulating evaluation results... DONE (t=21.73s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.658 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.297 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.657 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 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.874 [05/15 06:50:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.55260079209613 [05/15 06:50:48] ppdet.engine INFO: Best test bbox ap is 0.481. [05/15 06:50:52] ppdet.engine INFO: Epoch: [46] [ 0/7329] learning_rate: 0.000100 loss_class: 0.569422 loss_bbox: 0.140849 loss_giou: 0.372949 loss_class_aux: 2.444752 loss_bbox_aux: 0.651914 loss_giou_aux: 1.620544 loss_class_dn: 0.310251 loss_bbox_dn: 0.159085 loss_giou_dn: 0.359929 loss_class_aux_dn: 1.029434 loss_bbox_aux_dn: 0.601546 loss_giou_aux_dn: 1.261538 loss: 9.757207 eta: 19:14:48 batch_cost: 0.3481 data_cost: 0.0007 ips: 11.4900 images/s [05/15 06:52:12] ppdet.engine INFO: Epoch: [46] [ 200/7329] learning_rate: 0.000100 loss_class: 0.654954 loss_bbox: 0.152634 loss_giou: 0.467971 loss_class_aux: 2.759764 loss_bbox_aux: 0.670684 loss_giou_aux: 1.981832 loss_class_dn: 0.375730 loss_bbox_dn: 0.170331 loss_giou_dn: 0.447758 loss_class_aux_dn: 1.218075 loss_bbox_aux_dn: 0.631019 loss_giou_aux_dn: 1.540350 loss: 11.370636 eta: 19:13:35 batch_cost: 0.3622 data_cost: 0.0007 ips: 11.0444 images/s [05/15 06:53:30] ppdet.engine INFO: Epoch: [46] [ 400/7329] learning_rate: 0.000100 loss_class: 0.657965 loss_bbox: 0.149104 loss_giou: 0.409407 loss_class_aux: 2.826398 loss_bbox_aux: 0.654943 loss_giou_aux: 1.766322 loss_class_dn: 0.361469 loss_bbox_dn: 0.162455 loss_giou_dn: 0.431823 loss_class_aux_dn: 1.182614 loss_bbox_aux_dn: 0.620430 loss_giou_aux_dn: 1.489100 loss: 11.028841 eta: 19:12:21 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3585 images/s [05/15 06:54:49] ppdet.engine INFO: Epoch: [46] [ 600/7329] learning_rate: 0.000100 loss_class: 0.622646 loss_bbox: 0.141638 loss_giou: 0.389418 loss_class_aux: 2.605282 loss_bbox_aux: 0.643030 loss_giou_aux: 1.696753 loss_class_dn: 0.337545 loss_bbox_dn: 0.165460 loss_giou_dn: 0.391125 loss_class_aux_dn: 1.125832 loss_bbox_aux_dn: 0.622988 loss_giou_aux_dn: 1.311062 loss: 10.564793 eta: 19:11:08 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1809 images/s [05/15 06:56:08] ppdet.engine INFO: Epoch: [46] [ 800/7329] learning_rate: 0.000100 loss_class: 0.607285 loss_bbox: 0.143735 loss_giou: 0.357888 loss_class_aux: 2.608473 loss_bbox_aux: 0.652736 loss_giou_aux: 1.628465 loss_class_dn: 0.324589 loss_bbox_dn: 0.170042 loss_giou_dn: 0.359609 loss_class_aux_dn: 1.068651 loss_bbox_aux_dn: 0.624548 loss_giou_aux_dn: 1.254222 loss: 10.220158 eta: 19:09:55 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1365 images/s [05/15 06:57:27] ppdet.engine INFO: Epoch: [46] [1000/7329] learning_rate: 0.000100 loss_class: 0.675129 loss_bbox: 0.156787 loss_giou: 0.498797 loss_class_aux: 2.938045 loss_bbox_aux: 0.697600 loss_giou_aux: 2.111267 loss_class_dn: 0.372145 loss_bbox_dn: 0.157722 loss_giou_dn: 0.459674 loss_class_aux_dn: 1.196521 loss_bbox_aux_dn: 0.612051 loss_giou_aux_dn: 1.564443 loss: 11.334551 eta: 19:08:41 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2819 images/s [05/15 06:58:45] ppdet.engine INFO: Epoch: [46] [1200/7329] learning_rate: 0.000100 loss_class: 0.661522 loss_bbox: 0.144249 loss_giou: 0.397131 loss_class_aux: 2.797753 loss_bbox_aux: 0.656496 loss_giou_aux: 1.753059 loss_class_dn: 0.351066 loss_bbox_dn: 0.169353 loss_giou_dn: 0.396250 loss_class_aux_dn: 1.141924 loss_bbox_aux_dn: 0.597547 loss_giou_aux_dn: 1.358122 loss: 10.912704 eta: 19:07:27 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3127 images/s [05/15 07:00:03] ppdet.engine INFO: Epoch: [46] [1400/7329] learning_rate: 0.000100 loss_class: 0.619394 loss_bbox: 0.143780 loss_giou: 0.359740 loss_class_aux: 2.618373 loss_bbox_aux: 0.660332 loss_giou_aux: 1.611929 loss_class_dn: 0.330218 loss_bbox_dn: 0.160922 loss_giou_dn: 0.371748 loss_class_aux_dn: 1.097204 loss_bbox_aux_dn: 0.608748 loss_giou_aux_dn: 1.315216 loss: 10.215488 eta: 19:06:13 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3453 images/s [05/15 07:01:23] ppdet.engine INFO: Epoch: [46] [1600/7329] learning_rate: 0.000100 loss_class: 0.651470 loss_bbox: 0.157297 loss_giou: 0.417717 loss_class_aux: 2.793994 loss_bbox_aux: 0.693477 loss_giou_aux: 1.821725 loss_class_dn: 0.346269 loss_bbox_dn: 0.181268 loss_giou_dn: 0.408459 loss_class_aux_dn: 1.118609 loss_bbox_aux_dn: 0.662432 loss_giou_aux_dn: 1.388618 loss: 10.866327 eta: 19:05:00 batch_cost: 0.3625 data_cost: 0.0006 ips: 11.0359 images/s [05/15 07:02:42] ppdet.engine INFO: Epoch: [46] [1800/7329] learning_rate: 0.000100 loss_class: 0.645664 loss_bbox: 0.147698 loss_giou: 0.446533 loss_class_aux: 2.782567 loss_bbox_aux: 0.672110 loss_giou_aux: 1.903444 loss_class_dn: 0.346241 loss_bbox_dn: 0.158647 loss_giou_dn: 0.425920 loss_class_aux_dn: 1.148477 loss_bbox_aux_dn: 0.606887 loss_giou_aux_dn: 1.466871 loss: 11.066446 eta: 19:03:47 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2030 images/s [05/15 07:04:01] ppdet.engine INFO: Epoch: [46] [2000/7329] learning_rate: 0.000100 loss_class: 0.611514 loss_bbox: 0.153179 loss_giou: 0.381709 loss_class_aux: 2.683499 loss_bbox_aux: 0.682891 loss_giou_aux: 1.632020 loss_class_dn: 0.334202 loss_bbox_dn: 0.174860 loss_giou_dn: 0.369693 loss_class_aux_dn: 1.110807 loss_bbox_aux_dn: 0.658818 loss_giou_aux_dn: 1.273400 loss: 10.587757 eta: 19:02:34 batch_cost: 0.3590 data_cost: 0.0007 ips: 11.1419 images/s [05/15 07:05:20] ppdet.engine INFO: Epoch: [46] [2200/7329] learning_rate: 0.000100 loss_class: 0.633955 loss_bbox: 0.136228 loss_giou: 0.399018 loss_class_aux: 2.641837 loss_bbox_aux: 0.611000 loss_giou_aux: 1.752501 loss_class_dn: 0.342577 loss_bbox_dn: 0.144635 loss_giou_dn: 0.399128 loss_class_aux_dn: 1.109411 loss_bbox_aux_dn: 0.550476 loss_giou_aux_dn: 1.350394 loss: 10.274433 eta: 19:01:20 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2536 images/s [05/15 07:06:39] ppdet.engine INFO: Epoch: [46] [2400/7329] learning_rate: 0.000100 loss_class: 0.641774 loss_bbox: 0.145174 loss_giou: 0.403680 loss_class_aux: 2.753073 loss_bbox_aux: 0.640733 loss_giou_aux: 1.733590 loss_class_dn: 0.323490 loss_bbox_dn: 0.162276 loss_giou_dn: 0.385538 loss_class_aux_dn: 1.064851 loss_bbox_aux_dn: 0.591365 loss_giou_aux_dn: 1.316545 loss: 10.084536 eta: 19:00:06 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2641 images/s [05/15 07:07:58] ppdet.engine INFO: Epoch: [46] [2600/7329] learning_rate: 0.000100 loss_class: 0.592522 loss_bbox: 0.143850 loss_giou: 0.362741 loss_class_aux: 2.577811 loss_bbox_aux: 0.651216 loss_giou_aux: 1.638425 loss_class_dn: 0.319435 loss_bbox_dn: 0.164044 loss_giou_dn: 0.363691 loss_class_aux_dn: 1.055683 loss_bbox_aux_dn: 0.596051 loss_giou_aux_dn: 1.303576 loss: 10.432030 eta: 18:58:53 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1532 images/s [05/15 07:09:21] ppdet.engine INFO: Epoch: [46] [2800/7329] learning_rate: 0.000100 loss_class: 0.639150 loss_bbox: 0.148893 loss_giou: 0.395043 loss_class_aux: 2.664655 loss_bbox_aux: 0.656766 loss_giou_aux: 1.749926 loss_class_dn: 0.336120 loss_bbox_dn: 0.169137 loss_giou_dn: 0.401901 loss_class_aux_dn: 1.098027 loss_bbox_aux_dn: 0.633386 loss_giou_aux_dn: 1.403539 loss: 10.664904 eta: 18:57:41 batch_cost: 0.3681 data_cost: 0.0007 ips: 10.8665 images/s [05/15 07:10:39] ppdet.engine INFO: Epoch: [46] [3000/7329] learning_rate: 0.000100 loss_class: 0.636182 loss_bbox: 0.142957 loss_giou: 0.407425 loss_class_aux: 2.628767 loss_bbox_aux: 0.671873 loss_giou_aux: 1.780318 loss_class_dn: 0.329699 loss_bbox_dn: 0.171449 loss_giou_dn: 0.391273 loss_class_aux_dn: 1.084957 loss_bbox_aux_dn: 0.636971 loss_giou_aux_dn: 1.359890 loss: 10.922707 eta: 18:56:27 batch_cost: 0.3542 data_cost: 0.0006 ips: 11.2920 images/s [05/15 07:11:57] ppdet.engine INFO: Epoch: [46] [3200/7329] learning_rate: 0.000100 loss_class: 0.611982 loss_bbox: 0.139154 loss_giou: 0.350480 loss_class_aux: 2.609301 loss_bbox_aux: 0.650543 loss_giou_aux: 1.593469 loss_class_dn: 0.327869 loss_bbox_dn: 0.163821 loss_giou_dn: 0.389703 loss_class_aux_dn: 1.068229 loss_bbox_aux_dn: 0.578836 loss_giou_aux_dn: 1.327920 loss: 10.119552 eta: 18:55:13 batch_cost: 0.3504 data_cost: 0.0007 ips: 11.4142 images/s [05/15 07:13:16] ppdet.engine INFO: Epoch: [46] [3400/7329] learning_rate: 0.000100 loss_class: 0.634368 loss_bbox: 0.146220 loss_giou: 0.384941 loss_class_aux: 2.721343 loss_bbox_aux: 0.675821 loss_giou_aux: 1.654571 loss_class_dn: 0.347074 loss_bbox_dn: 0.166904 loss_giou_dn: 0.376170 loss_class_aux_dn: 1.129034 loss_bbox_aux_dn: 0.631308 loss_giou_aux_dn: 1.295116 loss: 10.762730 eta: 18:54:00 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2065 images/s [05/15 07:14:35] ppdet.engine INFO: Epoch: [46] [3600/7329] learning_rate: 0.000100 loss_class: 0.654752 loss_bbox: 0.165726 loss_giou: 0.404785 loss_class_aux: 2.765561 loss_bbox_aux: 0.702299 loss_giou_aux: 1.763399 loss_class_dn: 0.349744 loss_bbox_dn: 0.168392 loss_giou_dn: 0.379556 loss_class_aux_dn: 1.157793 loss_bbox_aux_dn: 0.633174 loss_giou_aux_dn: 1.326946 loss: 10.794298 eta: 18:52:46 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2563 images/s [05/15 07:15:53] ppdet.engine INFO: Epoch: [46] [3800/7329] learning_rate: 0.000100 loss_class: 0.657306 loss_bbox: 0.143583 loss_giou: 0.390997 loss_class_aux: 2.893102 loss_bbox_aux: 0.647106 loss_giou_aux: 1.688928 loss_class_dn: 0.342986 loss_bbox_dn: 0.164824 loss_giou_dn: 0.374880 loss_class_aux_dn: 1.138622 loss_bbox_aux_dn: 0.614442 loss_giou_aux_dn: 1.321576 loss: 10.915610 eta: 18:51:32 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2650 images/s [05/15 07:17:14] ppdet.engine INFO: Epoch: [46] [4000/7329] learning_rate: 0.000100 loss_class: 0.622600 loss_bbox: 0.149603 loss_giou: 0.428800 loss_class_aux: 2.634098 loss_bbox_aux: 0.676576 loss_giou_aux: 1.882333 loss_class_dn: 0.346669 loss_bbox_dn: 0.159182 loss_giou_dn: 0.420096 loss_class_aux_dn: 1.136106 loss_bbox_aux_dn: 0.597098 loss_giou_aux_dn: 1.430040 loss: 10.802833 eta: 18:50:19 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0701 images/s [05/15 07:18:35] ppdet.engine INFO: Epoch: [46] [4200/7329] learning_rate: 0.000100 loss_class: 0.651260 loss_bbox: 0.145027 loss_giou: 0.407472 loss_class_aux: 2.790395 loss_bbox_aux: 0.654678 loss_giou_aux: 1.741276 loss_class_dn: 0.345753 loss_bbox_dn: 0.169419 loss_giou_dn: 0.397722 loss_class_aux_dn: 1.124994 loss_bbox_aux_dn: 0.649185 loss_giou_aux_dn: 1.368290 loss: 10.847633 eta: 18:49:06 batch_cost: 0.3608 data_cost: 0.0007 ips: 11.0852 images/s [05/15 07:19:54] ppdet.engine INFO: Epoch: [46] [4400/7329] learning_rate: 0.000100 loss_class: 0.620136 loss_bbox: 0.145449 loss_giou: 0.362750 loss_class_aux: 2.610823 loss_bbox_aux: 0.646595 loss_giou_aux: 1.536512 loss_class_dn: 0.311215 loss_bbox_dn: 0.161995 loss_giou_dn: 0.364627 loss_class_aux_dn: 1.028909 loss_bbox_aux_dn: 0.627076 loss_giou_aux_dn: 1.280996 loss: 9.819929 eta: 18:47:53 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1735 images/s [05/15 07:21:15] ppdet.engine INFO: Epoch: [46] [4600/7329] learning_rate: 0.000100 loss_class: 0.621902 loss_bbox: 0.157601 loss_giou: 0.406029 loss_class_aux: 2.708182 loss_bbox_aux: 0.688987 loss_giou_aux: 1.752500 loss_class_dn: 0.326127 loss_bbox_dn: 0.173015 loss_giou_dn: 0.396651 loss_class_aux_dn: 1.076180 loss_bbox_aux_dn: 0.641385 loss_giou_aux_dn: 1.350447 loss: 10.175692 eta: 18:46:40 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0944 images/s [05/15 07:22:34] ppdet.engine INFO: Epoch: [46] [4800/7329] learning_rate: 0.000100 loss_class: 0.605318 loss_bbox: 0.140058 loss_giou: 0.402154 loss_class_aux: 2.620791 loss_bbox_aux: 0.625936 loss_giou_aux: 1.707306 loss_class_dn: 0.335561 loss_bbox_dn: 0.150252 loss_giou_dn: 0.376428 loss_class_aux_dn: 1.103279 loss_bbox_aux_dn: 0.550062 loss_giou_aux_dn: 1.299945 loss: 10.631683 eta: 18:45:27 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1970 images/s [05/15 07:23:52] ppdet.engine INFO: Epoch: [46] [5000/7329] learning_rate: 0.000100 loss_class: 0.662450 loss_bbox: 0.171075 loss_giou: 0.439741 loss_class_aux: 2.850336 loss_bbox_aux: 0.755227 loss_giou_aux: 1.927502 loss_class_dn: 0.383620 loss_bbox_dn: 0.184312 loss_giou_dn: 0.430317 loss_class_aux_dn: 1.233047 loss_bbox_aux_dn: 0.682015 loss_giou_aux_dn: 1.522225 loss: 11.767801 eta: 18:44:13 batch_cost: 0.3509 data_cost: 0.0007 ips: 11.3984 images/s [05/15 07:25:10] ppdet.engine INFO: Epoch: [46] [5200/7329] learning_rate: 0.000100 loss_class: 0.648173 loss_bbox: 0.134750 loss_giou: 0.386087 loss_class_aux: 2.765582 loss_bbox_aux: 0.624906 loss_giou_aux: 1.659632 loss_class_dn: 0.335781 loss_bbox_dn: 0.157539 loss_giou_dn: 0.376275 loss_class_aux_dn: 1.105174 loss_bbox_aux_dn: 0.611185 loss_giou_aux_dn: 1.295054 loss: 10.762651 eta: 18:42:59 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2704 images/s [05/15 07:26:30] ppdet.engine INFO: Epoch: [46] [5400/7329] learning_rate: 0.000100 loss_class: 0.670953 loss_bbox: 0.154166 loss_giou: 0.416672 loss_class_aux: 2.970007 loss_bbox_aux: 0.696917 loss_giou_aux: 1.762036 loss_class_dn: 0.361674 loss_bbox_dn: 0.175983 loss_giou_dn: 0.422623 loss_class_aux_dn: 1.188006 loss_bbox_aux_dn: 0.631955 loss_giou_aux_dn: 1.450735 loss: 11.377089 eta: 18:41:45 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1981 images/s [05/15 07:27:49] ppdet.engine INFO: Epoch: [46] [5600/7329] learning_rate: 0.000100 loss_class: 0.645652 loss_bbox: 0.139418 loss_giou: 0.397790 loss_class_aux: 2.708924 loss_bbox_aux: 0.658025 loss_giou_aux: 1.758900 loss_class_dn: 0.326318 loss_bbox_dn: 0.157215 loss_giou_dn: 0.395966 loss_class_aux_dn: 1.084263 loss_bbox_aux_dn: 0.591779 loss_giou_aux_dn: 1.374520 loss: 10.648948 eta: 18:40:33 batch_cost: 0.3608 data_cost: 0.0007 ips: 11.0853 images/s [05/15 07:29:07] ppdet.engine INFO: Epoch: [46] [5800/7329] learning_rate: 0.000100 loss_class: 0.620871 loss_bbox: 0.157816 loss_giou: 0.355571 loss_class_aux: 2.664187 loss_bbox_aux: 0.701312 loss_giou_aux: 1.576859 loss_class_dn: 0.325710 loss_bbox_dn: 0.165053 loss_giou_dn: 0.364768 loss_class_aux_dn: 1.085909 loss_bbox_aux_dn: 0.611492 loss_giou_aux_dn: 1.285146 loss: 10.328695 eta: 18:39:19 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3185 images/s [05/15 07:30:31] ppdet.engine INFO: Epoch: [46] [6000/7329] learning_rate: 0.000100 loss_class: 0.617926 loss_bbox: 0.131005 loss_giou: 0.367420 loss_class_aux: 2.641254 loss_bbox_aux: 0.595505 loss_giou_aux: 1.631239 loss_class_dn: 0.313615 loss_bbox_dn: 0.146714 loss_giou_dn: 0.373242 loss_class_aux_dn: 1.042341 loss_bbox_aux_dn: 0.559525 loss_giou_aux_dn: 1.281519 loss: 9.942417 eta: 18:38:07 batch_cost: 0.3708 data_cost: 0.0007 ips: 10.7863 images/s [05/15 07:31:51] ppdet.engine INFO: Epoch: [46] [6200/7329] learning_rate: 0.000100 loss_class: 0.638309 loss_bbox: 0.149764 loss_giou: 0.401560 loss_class_aux: 2.826460 loss_bbox_aux: 0.659034 loss_giou_aux: 1.664629 loss_class_dn: 0.345087 loss_bbox_dn: 0.169169 loss_giou_dn: 0.382970 loss_class_aux_dn: 1.131240 loss_bbox_aux_dn: 0.610168 loss_giou_aux_dn: 1.310529 loss: 10.975372 eta: 18:36:54 batch_cost: 0.3626 data_cost: 0.0007 ips: 11.0299 images/s [05/15 07:33:09] ppdet.engine INFO: Epoch: [46] [6400/7329] learning_rate: 0.000100 loss_class: 0.595157 loss_bbox: 0.147723 loss_giou: 0.331909 loss_class_aux: 2.627194 loss_bbox_aux: 0.657283 loss_giou_aux: 1.459732 loss_class_dn: 0.319931 loss_bbox_dn: 0.169785 loss_giou_dn: 0.333973 loss_class_aux_dn: 1.067630 loss_bbox_aux_dn: 0.640541 loss_giou_aux_dn: 1.196888 loss: 9.984652 eta: 18:35:40 batch_cost: 0.3547 data_cost: 0.0006 ips: 11.2772 images/s [05/15 07:34:31] ppdet.engine INFO: Epoch: [46] [6600/7329] learning_rate: 0.000100 loss_class: 0.633583 loss_bbox: 0.136380 loss_giou: 0.464690 loss_class_aux: 2.659975 loss_bbox_aux: 0.640015 loss_giou_aux: 1.987282 loss_class_dn: 0.358884 loss_bbox_dn: 0.153813 loss_giou_dn: 0.423138 loss_class_aux_dn: 1.162325 loss_bbox_aux_dn: 0.566651 loss_giou_aux_dn: 1.474667 loss: 11.191147 eta: 18:34:28 batch_cost: 0.3708 data_cost: 0.0007 ips: 10.7879 images/s [05/15 07:35:49] ppdet.engine INFO: Epoch: [46] [6800/7329] learning_rate: 0.000100 loss_class: 0.650433 loss_bbox: 0.151250 loss_giou: 0.424228 loss_class_aux: 2.757783 loss_bbox_aux: 0.654832 loss_giou_aux: 1.840171 loss_class_dn: 0.358195 loss_bbox_dn: 0.169843 loss_giou_dn: 0.414581 loss_class_aux_dn: 1.168465 loss_bbox_aux_dn: 0.612454 loss_giou_aux_dn: 1.468253 loss: 11.106455 eta: 18:33:15 batch_cost: 0.3524 data_cost: 0.0007 ips: 11.3495 images/s [05/15 07:37:08] ppdet.engine INFO: Epoch: [46] [7000/7329] learning_rate: 0.000100 loss_class: 0.688418 loss_bbox: 0.157983 loss_giou: 0.426581 loss_class_aux: 2.856730 loss_bbox_aux: 0.706116 loss_giou_aux: 1.905866 loss_class_dn: 0.368074 loss_bbox_dn: 0.165928 loss_giou_dn: 0.445690 loss_class_aux_dn: 1.229843 loss_bbox_aux_dn: 0.609445 loss_giou_aux_dn: 1.520650 loss: 11.504181 eta: 18:32:01 batch_cost: 0.3581 data_cost: 0.0007 ips: 11.1691 images/s [05/15 07:38:26] ppdet.engine INFO: Epoch: [46] [7200/7329] learning_rate: 0.000100 loss_class: 0.604431 loss_bbox: 0.138778 loss_giou: 0.364016 loss_class_aux: 2.587338 loss_bbox_aux: 0.629323 loss_giou_aux: 1.537140 loss_class_dn: 0.311167 loss_bbox_dn: 0.162681 loss_giou_dn: 0.347573 loss_class_aux_dn: 1.041287 loss_bbox_aux_dn: 0.598814 loss_giou_aux_dn: 1.187672 loss: 10.222769 eta: 18:30:47 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3430 images/s [05/15 07:39:21] ppdet.engine INFO: Eval iter: 0 [05/15 07:39:27] ppdet.engine INFO: Eval iter: 100 [05/15 07:39:34] ppdet.engine INFO: Eval iter: 200 [05/15 07:39:40] ppdet.engine INFO: Eval iter: 300 [05/15 07:39:46] ppdet.engine INFO: Eval iter: 400 [05/15 07:39:52] ppdet.engine INFO: Eval iter: 500 [05/15 07:39:59] ppdet.engine INFO: Eval iter: 600 [05/15 07:40:05] ppdet.engine INFO: Eval iter: 700 [05/15 07:40:11] ppdet.engine INFO: Eval iter: 800 [05/15 07:40:17] ppdet.engine INFO: Eval iter: 900 [05/15 07:40:24] ppdet.engine INFO: Eval iter: 1000 [05/15 07:40:30] ppdet.engine INFO: Eval iter: 1100 [05/15 07:40:37] ppdet.engine INFO: Eval iter: 1200 [05/15 07:41:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 07:41:01] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.10s). Accumulating evaluation results... DONE (t=22.36s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 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 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.513 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 ] = 0.870 [05/15 07:43:15] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.64852048915347 [05/15 07:43:15] ppdet.engine INFO: Best test bbox ap is 0.481. [05/15 07:43:18] ppdet.engine INFO: Epoch: [47] [ 0/7329] learning_rate: 0.000100 loss_class: 0.605545 loss_bbox: 0.150989 loss_giou: 0.379019 loss_class_aux: 2.675136 loss_bbox_aux: 0.669360 loss_giou_aux: 1.619510 loss_class_dn: 0.338630 loss_bbox_dn: 0.167281 loss_giou_dn: 0.371070 loss_class_aux_dn: 1.114515 loss_bbox_aux_dn: 0.638751 loss_giou_aux_dn: 1.310515 loss: 10.607568 eta: 18:30:00 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1159 images/s [05/15 07:44:37] ppdet.engine INFO: Epoch: [47] [ 200/7329] learning_rate: 0.000100 loss_class: 0.660721 loss_bbox: 0.146942 loss_giou: 0.444476 loss_class_aux: 2.794386 loss_bbox_aux: 0.626155 loss_giou_aux: 1.953977 loss_class_dn: 0.363132 loss_bbox_dn: 0.154914 loss_giou_dn: 0.437931 loss_class_aux_dn: 1.181400 loss_bbox_aux_dn: 0.598031 loss_giou_aux_dn: 1.471418 loss: 11.349607 eta: 18:28:47 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2114 images/s [05/15 07:45:55] ppdet.engine INFO: Epoch: [47] [ 400/7329] learning_rate: 0.000100 loss_class: 0.614454 loss_bbox: 0.146799 loss_giou: 0.372009 loss_class_aux: 2.587976 loss_bbox_aux: 0.656551 loss_giou_aux: 1.663264 loss_class_dn: 0.327055 loss_bbox_dn: 0.159167 loss_giou_dn: 0.371465 loss_class_aux_dn: 1.076212 loss_bbox_aux_dn: 0.598616 loss_giou_aux_dn: 1.266572 loss: 10.454391 eta: 18:27:33 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3701 images/s [05/15 07:47:16] ppdet.engine INFO: Epoch: [47] [ 600/7329] learning_rate: 0.000100 loss_class: 0.659778 loss_bbox: 0.155205 loss_giou: 0.426562 loss_class_aux: 2.809793 loss_bbox_aux: 0.664453 loss_giou_aux: 1.841304 loss_class_dn: 0.344875 loss_bbox_dn: 0.157893 loss_giou_dn: 0.401979 loss_class_aux_dn: 1.116880 loss_bbox_aux_dn: 0.597155 loss_giou_aux_dn: 1.375535 loss: 11.084969 eta: 18:26:21 batch_cost: 0.3671 data_cost: 0.0007 ips: 10.8963 images/s [05/15 07:48:35] ppdet.engine INFO: Epoch: [47] [ 800/7329] learning_rate: 0.000100 loss_class: 0.577365 loss_bbox: 0.130260 loss_giou: 0.361358 loss_class_aux: 2.500299 loss_bbox_aux: 0.594182 loss_giou_aux: 1.599823 loss_class_dn: 0.303226 loss_bbox_dn: 0.154662 loss_giou_dn: 0.338983 loss_class_aux_dn: 1.013858 loss_bbox_aux_dn: 0.571203 loss_giou_aux_dn: 1.199755 loss: 9.583732 eta: 18:25:07 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2900 images/s [05/15 07:49:54] ppdet.engine INFO: Epoch: [47] [1000/7329] learning_rate: 0.000100 loss_class: 0.674976 loss_bbox: 0.147063 loss_giou: 0.394718 loss_class_aux: 2.859358 loss_bbox_aux: 0.659734 loss_giou_aux: 1.709551 loss_class_dn: 0.358250 loss_bbox_dn: 0.164206 loss_giou_dn: 0.388752 loss_class_aux_dn: 1.181174 loss_bbox_aux_dn: 0.630939 loss_giou_aux_dn: 1.357792 loss: 10.828495 eta: 18:23:54 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2333 images/s [05/15 07:51:14] ppdet.engine INFO: Epoch: [47] [1200/7329] learning_rate: 0.000100 loss_class: 0.647445 loss_bbox: 0.133132 loss_giou: 0.392150 loss_class_aux: 2.847876 loss_bbox_aux: 0.600241 loss_giou_aux: 1.679679 loss_class_dn: 0.333980 loss_bbox_dn: 0.148664 loss_giou_dn: 0.377436 loss_class_aux_dn: 1.122646 loss_bbox_aux_dn: 0.570569 loss_giou_aux_dn: 1.288154 loss: 10.702005 eta: 18:22:40 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1284 images/s [05/15 07:52:33] ppdet.engine INFO: Epoch: [47] [1400/7329] learning_rate: 0.000100 loss_class: 0.630309 loss_bbox: 0.148349 loss_giou: 0.368591 loss_class_aux: 2.705385 loss_bbox_aux: 0.657030 loss_giou_aux: 1.599799 loss_class_dn: 0.337115 loss_bbox_dn: 0.166220 loss_giou_dn: 0.377070 loss_class_aux_dn: 1.112773 loss_bbox_aux_dn: 0.613840 loss_giou_aux_dn: 1.280660 loss: 10.253431 eta: 18:21:27 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1949 images/s [05/15 07:53:55] ppdet.engine INFO: Epoch: [47] [1600/7329] learning_rate: 0.000100 loss_class: 0.672331 loss_bbox: 0.143131 loss_giou: 0.466357 loss_class_aux: 2.865273 loss_bbox_aux: 0.654751 loss_giou_aux: 1.975937 loss_class_dn: 0.374678 loss_bbox_dn: 0.159535 loss_giou_dn: 0.447919 loss_class_aux_dn: 1.213957 loss_bbox_aux_dn: 0.605105 loss_giou_aux_dn: 1.526319 loss: 11.533222 eta: 18:20:15 batch_cost: 0.3704 data_cost: 0.0007 ips: 10.7996 images/s [05/15 07:55:14] ppdet.engine INFO: Epoch: [47] [1800/7329] learning_rate: 0.000100 loss_class: 0.644414 loss_bbox: 0.150867 loss_giou: 0.444311 loss_class_aux: 2.707323 loss_bbox_aux: 0.652274 loss_giou_aux: 1.924671 loss_class_dn: 0.374006 loss_bbox_dn: 0.153510 loss_giou_dn: 0.434407 loss_class_aux_dn: 1.202869 loss_bbox_aux_dn: 0.584428 loss_giou_aux_dn: 1.462864 loss: 11.383087 eta: 18:19:02 batch_cost: 0.3556 data_cost: 0.0006 ips: 11.2500 images/s [05/15 07:56:35] ppdet.engine INFO: Epoch: [47] [2000/7329] learning_rate: 0.000100 loss_class: 0.625588 loss_bbox: 0.144147 loss_giou: 0.399647 loss_class_aux: 2.690871 loss_bbox_aux: 0.643150 loss_giou_aux: 1.733713 loss_class_dn: 0.338668 loss_bbox_dn: 0.158356 loss_giou_dn: 0.391223 loss_class_aux_dn: 1.113644 loss_bbox_aux_dn: 0.602599 loss_giou_aux_dn: 1.381134 loss: 10.265254 eta: 18:17:49 batch_cost: 0.3620 data_cost: 0.0007 ips: 11.0491 images/s [05/15 07:57:53] ppdet.engine INFO: Epoch: [47] [2200/7329] learning_rate: 0.000100 loss_class: 0.656536 loss_bbox: 0.155969 loss_giou: 0.497500 loss_class_aux: 2.832798 loss_bbox_aux: 0.705479 loss_giou_aux: 2.108589 loss_class_dn: 0.383361 loss_bbox_dn: 0.184805 loss_giou_dn: 0.459807 loss_class_aux_dn: 1.249524 loss_bbox_aux_dn: 0.681271 loss_giou_aux_dn: 1.580540 loss: 11.633341 eta: 18:16:35 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2382 images/s [05/15 07:59:13] ppdet.engine INFO: Epoch: [47] [2400/7329] learning_rate: 0.000100 loss_class: 0.604037 loss_bbox: 0.148309 loss_giou: 0.372318 loss_class_aux: 2.550478 loss_bbox_aux: 0.667457 loss_giou_aux: 1.647952 loss_class_dn: 0.318402 loss_bbox_dn: 0.170189 loss_giou_dn: 0.368737 loss_class_aux_dn: 1.053056 loss_bbox_aux_dn: 0.615209 loss_giou_aux_dn: 1.239270 loss: 9.948103 eta: 18:15:22 batch_cost: 0.3581 data_cost: 0.0007 ips: 11.1715 images/s [05/15 08:00:32] ppdet.engine INFO: Epoch: [47] [2600/7329] learning_rate: 0.000100 loss_class: 0.609065 loss_bbox: 0.132079 loss_giou: 0.356240 loss_class_aux: 2.577807 loss_bbox_aux: 0.585291 loss_giou_aux: 1.556037 loss_class_dn: 0.331745 loss_bbox_dn: 0.146715 loss_giou_dn: 0.369325 loss_class_aux_dn: 1.079179 loss_bbox_aux_dn: 0.549007 loss_giou_aux_dn: 1.274586 loss: 9.911992 eta: 18:14:09 batch_cost: 0.3594 data_cost: 0.0009 ips: 11.1308 images/s [05/15 08:01:51] ppdet.engine INFO: Epoch: [47] [2800/7329] learning_rate: 0.000100 loss_class: 0.586701 loss_bbox: 0.139531 loss_giou: 0.367958 loss_class_aux: 2.534496 loss_bbox_aux: 0.639685 loss_giou_aux: 1.632556 loss_class_dn: 0.325245 loss_bbox_dn: 0.158229 loss_giou_dn: 0.373703 loss_class_aux_dn: 1.064042 loss_bbox_aux_dn: 0.570610 loss_giou_aux_dn: 1.280426 loss: 10.265825 eta: 18:12:56 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1991 images/s [05/15 08:03:13] ppdet.engine INFO: Epoch: [47] [3000/7329] learning_rate: 0.000100 loss_class: 0.646604 loss_bbox: 0.142682 loss_giou: 0.406145 loss_class_aux: 2.780134 loss_bbox_aux: 0.688991 loss_giou_aux: 1.802275 loss_class_dn: 0.336870 loss_bbox_dn: 0.173201 loss_giou_dn: 0.390803 loss_class_aux_dn: 1.131047 loss_bbox_aux_dn: 0.659383 loss_giou_aux_dn: 1.391758 loss: 11.105772 eta: 18:11:43 batch_cost: 0.3665 data_cost: 0.0007 ips: 10.9145 images/s [05/15 08:04:33] ppdet.engine INFO: Epoch: [47] [3200/7329] learning_rate: 0.000100 loss_class: 0.617644 loss_bbox: 0.143045 loss_giou: 0.442487 loss_class_aux: 2.637141 loss_bbox_aux: 0.637336 loss_giou_aux: 1.861263 loss_class_dn: 0.339697 loss_bbox_dn: 0.153858 loss_giou_dn: 0.428092 loss_class_aux_dn: 1.123758 loss_bbox_aux_dn: 0.576940 loss_giou_aux_dn: 1.482344 loss: 10.532055 eta: 18:10:30 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1182 images/s [05/15 08:05:52] ppdet.engine INFO: Epoch: [47] [3400/7329] learning_rate: 0.000100 loss_class: 0.624374 loss_bbox: 0.157409 loss_giou: 0.388176 loss_class_aux: 2.626693 loss_bbox_aux: 0.708079 loss_giou_aux: 1.673456 loss_class_dn: 0.330221 loss_bbox_dn: 0.165065 loss_giou_dn: 0.390606 loss_class_aux_dn: 1.108898 loss_bbox_aux_dn: 0.635782 loss_giou_aux_dn: 1.307544 loss: 10.423496 eta: 18:09:17 batch_cost: 0.3580 data_cost: 0.0009 ips: 11.1731 images/s [05/15 08:07:10] ppdet.engine INFO: Epoch: [47] [3600/7329] learning_rate: 0.000100 loss_class: 0.716343 loss_bbox: 0.149650 loss_giou: 0.464682 loss_class_aux: 2.973358 loss_bbox_aux: 0.683293 loss_giou_aux: 1.982651 loss_class_dn: 0.382581 loss_bbox_dn: 0.164388 loss_giou_dn: 0.442759 loss_class_aux_dn: 1.250537 loss_bbox_aux_dn: 0.631991 loss_giou_aux_dn: 1.568308 loss: 11.344206 eta: 18:08:03 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2923 images/s [05/15 08:08:29] ppdet.engine INFO: Epoch: [47] [3800/7329] learning_rate: 0.000100 loss_class: 0.647774 loss_bbox: 0.136763 loss_giou: 0.368449 loss_class_aux: 2.593486 loss_bbox_aux: 0.608707 loss_giou_aux: 1.624613 loss_class_dn: 0.333178 loss_bbox_dn: 0.156067 loss_giou_dn: 0.370862 loss_class_aux_dn: 1.079032 loss_bbox_aux_dn: 0.565324 loss_giou_aux_dn: 1.293805 loss: 10.037241 eta: 18:06:50 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2732 images/s [05/15 08:09:48] ppdet.engine INFO: Epoch: [47] [4000/7329] learning_rate: 0.000100 loss_class: 0.638112 loss_bbox: 0.153359 loss_giou: 0.417325 loss_class_aux: 2.810871 loss_bbox_aux: 0.699711 loss_giou_aux: 1.764638 loss_class_dn: 0.349070 loss_bbox_dn: 0.173274 loss_giou_dn: 0.414145 loss_class_aux_dn: 1.143196 loss_bbox_aux_dn: 0.647405 loss_giou_aux_dn: 1.418596 loss: 10.818428 eta: 18:05:36 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1742 images/s [05/15 08:11:06] ppdet.engine INFO: Epoch: [47] [4200/7329] learning_rate: 0.000100 loss_class: 0.646891 loss_bbox: 0.144724 loss_giou: 0.356090 loss_class_aux: 2.756774 loss_bbox_aux: 0.628748 loss_giou_aux: 1.584298 loss_class_dn: 0.324793 loss_bbox_dn: 0.172148 loss_giou_dn: 0.361980 loss_class_aux_dn: 1.092224 loss_bbox_aux_dn: 0.632833 loss_giou_aux_dn: 1.260142 loss: 9.808147 eta: 18:04:22 batch_cost: 0.3499 data_cost: 0.0007 ips: 11.4313 images/s [05/15 08:12:27] ppdet.engine INFO: Epoch: [47] [4400/7329] learning_rate: 0.000100 loss_class: 0.589830 loss_bbox: 0.139494 loss_giou: 0.374717 loss_class_aux: 2.549233 loss_bbox_aux: 0.613832 loss_giou_aux: 1.557575 loss_class_dn: 0.317511 loss_bbox_dn: 0.152550 loss_giou_dn: 0.363956 loss_class_aux_dn: 1.067792 loss_bbox_aux_dn: 0.604314 loss_giou_aux_dn: 1.246460 loss: 10.254331 eta: 18:03:10 batch_cost: 0.3641 data_cost: 0.0007 ips: 10.9868 images/s [05/15 08:13:47] ppdet.engine INFO: Epoch: [47] [4600/7329] learning_rate: 0.000100 loss_class: 0.610308 loss_bbox: 0.133855 loss_giou: 0.364242 loss_class_aux: 2.563068 loss_bbox_aux: 0.626045 loss_giou_aux: 1.559246 loss_class_dn: 0.310687 loss_bbox_dn: 0.173923 loss_giou_dn: 0.349694 loss_class_aux_dn: 1.051755 loss_bbox_aux_dn: 0.636695 loss_giou_aux_dn: 1.230315 loss: 9.882013 eta: 18:01:57 batch_cost: 0.3608 data_cost: 0.0007 ips: 11.0877 images/s [05/15 08:15:06] ppdet.engine INFO: Epoch: [47] [4800/7329] learning_rate: 0.000100 loss_class: 0.647864 loss_bbox: 0.149398 loss_giou: 0.362057 loss_class_aux: 2.761220 loss_bbox_aux: 0.659937 loss_giou_aux: 1.610759 loss_class_dn: 0.340861 loss_bbox_dn: 0.168845 loss_giou_dn: 0.395113 loss_class_aux_dn: 1.112151 loss_bbox_aux_dn: 0.613031 loss_giou_aux_dn: 1.383315 loss: 10.801357 eta: 18:00:43 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1730 images/s [05/15 08:16:24] ppdet.engine INFO: Epoch: [47] [5000/7329] learning_rate: 0.000100 loss_class: 0.656602 loss_bbox: 0.150141 loss_giou: 0.395640 loss_class_aux: 2.800258 loss_bbox_aux: 0.679371 loss_giou_aux: 1.768279 loss_class_dn: 0.344627 loss_bbox_dn: 0.165545 loss_giou_dn: 0.397358 loss_class_aux_dn: 1.111998 loss_bbox_aux_dn: 0.616906 loss_giou_aux_dn: 1.349743 loss: 10.993112 eta: 17:59:30 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3088 images/s [05/15 08:17:43] ppdet.engine INFO: Epoch: [47] [5200/7329] learning_rate: 0.000100 loss_class: 0.652098 loss_bbox: 0.149841 loss_giou: 0.460011 loss_class_aux: 2.767911 loss_bbox_aux: 0.670348 loss_giou_aux: 1.919437 loss_class_dn: 0.364497 loss_bbox_dn: 0.160427 loss_giou_dn: 0.444756 loss_class_aux_dn: 1.181594 loss_bbox_aux_dn: 0.599311 loss_giou_aux_dn: 1.536055 loss: 11.396713 eta: 17:58:16 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3232 images/s [05/15 08:19:02] ppdet.engine INFO: Epoch: [47] [5400/7329] learning_rate: 0.000100 loss_class: 0.594525 loss_bbox: 0.132615 loss_giou: 0.382650 loss_class_aux: 2.515551 loss_bbox_aux: 0.589379 loss_giou_aux: 1.626772 loss_class_dn: 0.307918 loss_bbox_dn: 0.146204 loss_giou_dn: 0.370511 loss_class_aux_dn: 1.022530 loss_bbox_aux_dn: 0.541578 loss_giou_aux_dn: 1.271893 loss: 9.652905 eta: 17:57:03 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2026 images/s [05/15 08:20:22] ppdet.engine INFO: Epoch: [47] [5600/7329] learning_rate: 0.000100 loss_class: 0.630587 loss_bbox: 0.138483 loss_giou: 0.392153 loss_class_aux: 2.668475 loss_bbox_aux: 0.619665 loss_giou_aux: 1.704901 loss_class_dn: 0.334625 loss_bbox_dn: 0.162309 loss_giou_dn: 0.394161 loss_class_aux_dn: 1.124182 loss_bbox_aux_dn: 0.609602 loss_giou_aux_dn: 1.374761 loss: 10.465563 eta: 17:55:50 batch_cost: 0.3614 data_cost: 0.0007 ips: 11.0691 images/s [05/15 08:21:41] ppdet.engine INFO: Epoch: [47] [5800/7329] learning_rate: 0.000100 loss_class: 0.659544 loss_bbox: 0.152411 loss_giou: 0.459502 loss_class_aux: 2.855631 loss_bbox_aux: 0.669846 loss_giou_aux: 1.890195 loss_class_dn: 0.355819 loss_bbox_dn: 0.175816 loss_giou_dn: 0.419252 loss_class_aux_dn: 1.176446 loss_bbox_aux_dn: 0.659602 loss_giou_aux_dn: 1.419110 loss: 10.882030 eta: 17:54:36 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2135 images/s [05/15 08:22:59] ppdet.engine INFO: Epoch: [47] [6000/7329] learning_rate: 0.000100 loss_class: 0.638780 loss_bbox: 0.144958 loss_giou: 0.357570 loss_class_aux: 2.611309 loss_bbox_aux: 0.632351 loss_giou_aux: 1.592576 loss_class_dn: 0.334569 loss_bbox_dn: 0.151170 loss_giou_dn: 0.370041 loss_class_aux_dn: 1.127318 loss_bbox_aux_dn: 0.585673 loss_giou_aux_dn: 1.260881 loss: 10.112888 eta: 17:53:23 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2990 images/s [05/15 08:24:19] ppdet.engine INFO: Epoch: [47] [6200/7329] learning_rate: 0.000100 loss_class: 0.606062 loss_bbox: 0.131625 loss_giou: 0.407449 loss_class_aux: 2.586609 loss_bbox_aux: 0.595456 loss_giou_aux: 1.710448 loss_class_dn: 0.334050 loss_bbox_dn: 0.135304 loss_giou_dn: 0.396326 loss_class_aux_dn: 1.093836 loss_bbox_aux_dn: 0.522084 loss_giou_aux_dn: 1.340372 loss: 10.290157 eta: 17:52:10 batch_cost: 0.3594 data_cost: 0.0008 ips: 11.1288 images/s [05/15 08:25:39] ppdet.engine INFO: Epoch: [47] [6400/7329] learning_rate: 0.000100 loss_class: 0.601447 loss_bbox: 0.152030 loss_giou: 0.405890 loss_class_aux: 2.550141 loss_bbox_aux: 0.661398 loss_giou_aux: 1.766183 loss_class_dn: 0.326839 loss_bbox_dn: 0.161993 loss_giou_dn: 0.376423 loss_class_aux_dn: 1.057596 loss_bbox_aux_dn: 0.618216 loss_giou_aux_dn: 1.295867 loss: 10.215197 eta: 17:50:57 batch_cost: 0.3587 data_cost: 0.0007 ips: 11.1527 images/s [05/15 08:27:03] ppdet.engine INFO: Epoch: [47] [6600/7329] learning_rate: 0.000100 loss_class: 0.687345 loss_bbox: 0.152250 loss_giou: 0.440562 loss_class_aux: 2.910949 loss_bbox_aux: 0.694780 loss_giou_aux: 1.880097 loss_class_dn: 0.357585 loss_bbox_dn: 0.167373 loss_giou_dn: 0.409419 loss_class_aux_dn: 1.183891 loss_bbox_aux_dn: 0.619867 loss_giou_aux_dn: 1.440710 loss: 11.195223 eta: 17:49:45 batch_cost: 0.3693 data_cost: 0.0007 ips: 10.8317 images/s [05/15 08:28:22] ppdet.engine INFO: Epoch: [47] [6800/7329] learning_rate: 0.000100 loss_class: 0.623278 loss_bbox: 0.143105 loss_giou: 0.400781 loss_class_aux: 2.608142 loss_bbox_aux: 0.647644 loss_giou_aux: 1.703426 loss_class_dn: 0.340799 loss_bbox_dn: 0.151787 loss_giou_dn: 0.383901 loss_class_aux_dn: 1.119111 loss_bbox_aux_dn: 0.559859 loss_giou_aux_dn: 1.329967 loss: 10.390741 eta: 17:48:31 batch_cost: 0.3565 data_cost: 0.0008 ips: 11.2201 images/s [05/15 08:29:43] ppdet.engine INFO: Epoch: [47] [7000/7329] learning_rate: 0.000100 loss_class: 0.683798 loss_bbox: 0.132661 loss_giou: 0.362144 loss_class_aux: 2.946617 loss_bbox_aux: 0.624240 loss_giou_aux: 1.625114 loss_class_dn: 0.341124 loss_bbox_dn: 0.158039 loss_giou_dn: 0.392396 loss_class_aux_dn: 1.139099 loss_bbox_aux_dn: 0.579064 loss_giou_aux_dn: 1.371505 loss: 10.813268 eta: 17:47:19 batch_cost: 0.3695 data_cost: 0.0007 ips: 10.8267 images/s [05/15 08:31:03] ppdet.engine INFO: Epoch: [47] [7200/7329] learning_rate: 0.000100 loss_class: 0.586927 loss_bbox: 0.148078 loss_giou: 0.337748 loss_class_aux: 2.508929 loss_bbox_aux: 0.624297 loss_giou_aux: 1.438859 loss_class_dn: 0.321880 loss_bbox_dn: 0.165174 loss_giou_dn: 0.343588 loss_class_aux_dn: 1.036505 loss_bbox_aux_dn: 0.609057 loss_giou_aux_dn: 1.160323 loss: 9.632186 eta: 17:46:06 batch_cost: 0.3603 data_cost: 0.0007 ips: 11.1005 images/s [05/15 08:31:56] ppdet.engine INFO: Eval iter: 0 [05/15 08:32:03] ppdet.engine INFO: Eval iter: 100 [05/15 08:32:10] ppdet.engine INFO: Eval iter: 200 [05/15 08:32:16] ppdet.engine INFO: Eval iter: 300 [05/15 08:32:23] ppdet.engine INFO: Eval iter: 400 [05/15 08:32:29] ppdet.engine INFO: Eval iter: 500 [05/15 08:32:35] ppdet.engine INFO: Eval iter: 600 [05/15 08:32:42] ppdet.engine INFO: Eval iter: 700 [05/15 08:32:49] ppdet.engine INFO: Eval iter: 800 [05/15 08:32:55] ppdet.engine INFO: Eval iter: 900 [05/15 08:33:02] ppdet.engine INFO: Eval iter: 1000 [05/15 08:33:09] ppdet.engine INFO: Eval iter: 1100 [05/15 08:33:16] ppdet.engine INFO: Eval iter: 1200 [05/15 08:33:39] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.45s) creating index... index created! [05/15 08:33:40] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=92.28s). Accumulating evaluation results... DONE (t=26.68s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 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 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.504 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 ] = 0.868 [05/15 08:35:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.15161002156676 [05/15 08:35:55] ppdet.engine INFO: Best test bbox ap is 0.481. [05/15 08:35:56] ppdet.engine INFO: Epoch: [48] [ 0/7329] learning_rate: 0.000100 loss_class: 0.613008 loss_bbox: 0.141877 loss_giou: 0.425208 loss_class_aux: 2.608188 loss_bbox_aux: 0.616561 loss_giou_aux: 1.811500 loss_class_dn: 0.337364 loss_bbox_dn: 0.152975 loss_giou_dn: 0.392610 loss_class_aux_dn: 1.128866 loss_bbox_aux_dn: 0.569715 loss_giou_aux_dn: 1.345697 loss: 10.607248 eta: 17:45:19 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2373 images/s [05/15 08:37:17] ppdet.engine INFO: Epoch: [48] [ 200/7329] learning_rate: 0.000100 loss_class: 0.626006 loss_bbox: 0.129079 loss_giou: 0.357948 loss_class_aux: 2.631497 loss_bbox_aux: 0.622832 loss_giou_aux: 1.595346 loss_class_dn: 0.331534 loss_bbox_dn: 0.158785 loss_giou_dn: 0.387239 loss_class_aux_dn: 1.100689 loss_bbox_aux_dn: 0.591004 loss_giou_aux_dn: 1.332834 loss: 10.073404 eta: 17:44:06 batch_cost: 0.3638 data_cost: 0.0007 ips: 10.9963 images/s [05/15 08:38:36] ppdet.engine INFO: Epoch: [48] [ 400/7329] learning_rate: 0.000100 loss_class: 0.696110 loss_bbox: 0.141123 loss_giou: 0.398142 loss_class_aux: 2.934524 loss_bbox_aux: 0.685111 loss_giou_aux: 1.758028 loss_class_dn: 0.376008 loss_bbox_dn: 0.172022 loss_giou_dn: 0.417013 loss_class_aux_dn: 1.227937 loss_bbox_aux_dn: 0.632760 loss_giou_aux_dn: 1.445458 loss: 11.508453 eta: 17:42:53 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2060 images/s [05/15 08:39:55] ppdet.engine INFO: Epoch: [48] [ 600/7329] learning_rate: 0.000100 loss_class: 0.583941 loss_bbox: 0.129551 loss_giou: 0.381043 loss_class_aux: 2.517980 loss_bbox_aux: 0.630262 loss_giou_aux: 1.584315 loss_class_dn: 0.318022 loss_bbox_dn: 0.160770 loss_giou_dn: 0.351528 loss_class_aux_dn: 1.056095 loss_bbox_aux_dn: 0.603681 loss_giou_aux_dn: 1.242882 loss: 10.222670 eta: 17:41:39 batch_cost: 0.3539 data_cost: 0.0006 ips: 11.3019 images/s [05/15 08:41:14] ppdet.engine INFO: Epoch: [48] [ 800/7329] learning_rate: 0.000100 loss_class: 0.638247 loss_bbox: 0.144046 loss_giou: 0.425967 loss_class_aux: 2.707238 loss_bbox_aux: 0.624727 loss_giou_aux: 1.874216 loss_class_dn: 0.346836 loss_bbox_dn: 0.159673 loss_giou_dn: 0.412102 loss_class_aux_dn: 1.175044 loss_bbox_aux_dn: 0.600490 loss_giou_aux_dn: 1.416613 loss: 10.591253 eta: 17:40:26 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1475 images/s [05/15 08:42:32] ppdet.engine INFO: Epoch: [48] [1000/7329] learning_rate: 0.000100 loss_class: 0.663077 loss_bbox: 0.161095 loss_giou: 0.410022 loss_class_aux: 2.853835 loss_bbox_aux: 0.702595 loss_giou_aux: 1.738065 loss_class_dn: 0.361039 loss_bbox_dn: 0.170902 loss_giou_dn: 0.409771 loss_class_aux_dn: 1.180883 loss_bbox_aux_dn: 0.662477 loss_giou_aux_dn: 1.395863 loss: 11.239682 eta: 17:39:12 batch_cost: 0.3539 data_cost: 0.0006 ips: 11.3025 images/s [05/15 08:43:51] ppdet.engine INFO: Epoch: [48] [1200/7329] learning_rate: 0.000100 loss_class: 0.682230 loss_bbox: 0.153005 loss_giou: 0.419462 loss_class_aux: 2.800260 loss_bbox_aux: 0.688663 loss_giou_aux: 1.796574 loss_class_dn: 0.353608 loss_bbox_dn: 0.171570 loss_giou_dn: 0.417467 loss_class_aux_dn: 1.144606 loss_bbox_aux_dn: 0.638507 loss_giou_aux_dn: 1.422344 loss: 11.407626 eta: 17:37:59 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3450 images/s [05/15 08:45:09] ppdet.engine INFO: Epoch: [48] [1400/7329] learning_rate: 0.000100 loss_class: 0.602110 loss_bbox: 0.141231 loss_giou: 0.388914 loss_class_aux: 2.594612 loss_bbox_aux: 0.632955 loss_giou_aux: 1.682782 loss_class_dn: 0.328189 loss_bbox_dn: 0.150539 loss_giou_dn: 0.361824 loss_class_aux_dn: 1.069329 loss_bbox_aux_dn: 0.590783 loss_giou_aux_dn: 1.241829 loss: 10.074673 eta: 17:36:45 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2819 images/s [05/15 08:46:30] ppdet.engine INFO: Epoch: [48] [1600/7329] learning_rate: 0.000100 loss_class: 0.626074 loss_bbox: 0.144851 loss_giou: 0.391922 loss_class_aux: 2.706831 loss_bbox_aux: 0.656021 loss_giou_aux: 1.774813 loss_class_dn: 0.350391 loss_bbox_dn: 0.152270 loss_giou_dn: 0.409362 loss_class_aux_dn: 1.120568 loss_bbox_aux_dn: 0.599378 loss_giou_aux_dn: 1.416789 loss: 10.530778 eta: 17:35:32 batch_cost: 0.3631 data_cost: 0.0007 ips: 11.0166 images/s [05/15 08:47:49] ppdet.engine INFO: Epoch: [48] [1800/7329] learning_rate: 0.000100 loss_class: 0.679482 loss_bbox: 0.150346 loss_giou: 0.467136 loss_class_aux: 2.826628 loss_bbox_aux: 0.696242 loss_giou_aux: 1.950487 loss_class_dn: 0.370713 loss_bbox_dn: 0.177280 loss_giou_dn: 0.433728 loss_class_aux_dn: 1.227245 loss_bbox_aux_dn: 0.663820 loss_giou_aux_dn: 1.480596 loss: 11.468705 eta: 17:34:19 batch_cost: 0.3583 data_cost: 0.0006 ips: 11.1644 images/s [05/15 08:49:09] ppdet.engine INFO: Epoch: [48] [2000/7329] learning_rate: 0.000100 loss_class: 0.661865 loss_bbox: 0.141587 loss_giou: 0.434834 loss_class_aux: 2.827635 loss_bbox_aux: 0.649335 loss_giou_aux: 1.886408 loss_class_dn: 0.360704 loss_bbox_dn: 0.165461 loss_giou_dn: 0.424585 loss_class_aux_dn: 1.184639 loss_bbox_aux_dn: 0.624721 loss_giou_aux_dn: 1.462405 loss: 11.333145 eta: 17:33:06 batch_cost: 0.3583 data_cost: 0.0006 ips: 11.1629 images/s [05/15 08:50:30] ppdet.engine INFO: Epoch: [48] [2200/7329] learning_rate: 0.000100 loss_class: 0.614074 loss_bbox: 0.144942 loss_giou: 0.396299 loss_class_aux: 2.569879 loss_bbox_aux: 0.647192 loss_giou_aux: 1.715016 loss_class_dn: 0.322660 loss_bbox_dn: 0.156620 loss_giou_dn: 0.379342 loss_class_aux_dn: 1.073356 loss_bbox_aux_dn: 0.622146 loss_giou_aux_dn: 1.315794 loss: 10.164387 eta: 17:31:54 batch_cost: 0.3643 data_cost: 0.0007 ips: 10.9809 images/s [05/15 08:51:49] ppdet.engine INFO: Epoch: [48] [2400/7329] learning_rate: 0.000100 loss_class: 0.651021 loss_bbox: 0.149496 loss_giou: 0.435411 loss_class_aux: 2.722459 loss_bbox_aux: 0.658989 loss_giou_aux: 1.801863 loss_class_dn: 0.357771 loss_bbox_dn: 0.156192 loss_giou_dn: 0.411474 loss_class_aux_dn: 1.153589 loss_bbox_aux_dn: 0.579329 loss_giou_aux_dn: 1.460039 loss: 10.959610 eta: 17:30:40 batch_cost: 0.3576 data_cost: 0.0007 ips: 11.1853 images/s [05/15 08:53:08] ppdet.engine INFO: Epoch: [48] [2600/7329] learning_rate: 0.000100 loss_class: 0.665655 loss_bbox: 0.157762 loss_giou: 0.431376 loss_class_aux: 2.775805 loss_bbox_aux: 0.715053 loss_giou_aux: 1.876636 loss_class_dn: 0.352046 loss_bbox_dn: 0.170589 loss_giou_dn: 0.429504 loss_class_aux_dn: 1.168282 loss_bbox_aux_dn: 0.648760 loss_giou_aux_dn: 1.462571 loss: 11.250916 eta: 17:29:27 batch_cost: 0.3566 data_cost: 0.0006 ips: 11.2169 images/s [05/15 08:54:28] ppdet.engine INFO: Epoch: [48] [2800/7329] learning_rate: 0.000100 loss_class: 0.620954 loss_bbox: 0.145142 loss_giou: 0.415115 loss_class_aux: 2.692598 loss_bbox_aux: 0.649926 loss_giou_aux: 1.770860 loss_class_dn: 0.340653 loss_bbox_dn: 0.172396 loss_giou_dn: 0.393981 loss_class_aux_dn: 1.126985 loss_bbox_aux_dn: 0.654594 loss_giou_aux_dn: 1.366922 loss: 10.464372 eta: 17:28:14 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1555 images/s [05/15 08:55:47] ppdet.engine INFO: Epoch: [48] [3000/7329] learning_rate: 0.000100 loss_class: 0.655617 loss_bbox: 0.151254 loss_giou: 0.397897 loss_class_aux: 2.797909 loss_bbox_aux: 0.670920 loss_giou_aux: 1.735161 loss_class_dn: 0.351151 loss_bbox_dn: 0.171046 loss_giou_dn: 0.427337 loss_class_aux_dn: 1.174079 loss_bbox_aux_dn: 0.589889 loss_giou_aux_dn: 1.427955 loss: 11.173918 eta: 17:27:01 batch_cost: 0.3583 data_cost: 0.0006 ips: 11.1641 images/s [05/15 08:57:05] ppdet.engine INFO: Epoch: [48] [3200/7329] learning_rate: 0.000100 loss_class: 0.606585 loss_bbox: 0.139190 loss_giou: 0.400879 loss_class_aux: 2.675740 loss_bbox_aux: 0.613184 loss_giou_aux: 1.717596 loss_class_dn: 0.337046 loss_bbox_dn: 0.157735 loss_giou_dn: 0.382951 loss_class_aux_dn: 1.110077 loss_bbox_aux_dn: 0.595213 loss_giou_aux_dn: 1.344354 loss: 10.526297 eta: 17:25:47 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3120 images/s [05/15 08:58:24] ppdet.engine INFO: Epoch: [48] [3400/7329] learning_rate: 0.000100 loss_class: 0.606887 loss_bbox: 0.144604 loss_giou: 0.337059 loss_class_aux: 2.570868 loss_bbox_aux: 0.652011 loss_giou_aux: 1.507219 loss_class_dn: 0.323481 loss_bbox_dn: 0.170432 loss_giou_dn: 0.336678 loss_class_aux_dn: 1.074679 loss_bbox_aux_dn: 0.625574 loss_giou_aux_dn: 1.179205 loss: 9.700083 eta: 17:24:34 batch_cost: 0.3596 data_cost: 0.0007 ips: 11.1224 images/s [05/15 08:59:43] ppdet.engine INFO: Epoch: [48] [3600/7329] learning_rate: 0.000100 loss_class: 0.646068 loss_bbox: 0.154910 loss_giou: 0.413277 loss_class_aux: 2.735681 loss_bbox_aux: 0.660272 loss_giou_aux: 1.768148 loss_class_dn: 0.346055 loss_bbox_dn: 0.174572 loss_giou_dn: 0.412247 loss_class_aux_dn: 1.149629 loss_bbox_aux_dn: 0.631762 loss_giou_aux_dn: 1.432912 loss: 10.865120 eta: 17:23:21 batch_cost: 0.3566 data_cost: 0.0006 ips: 11.2177 images/s [05/15 09:01:03] ppdet.engine INFO: Epoch: [48] [3800/7329] learning_rate: 0.000100 loss_class: 0.616482 loss_bbox: 0.139409 loss_giou: 0.361144 loss_class_aux: 2.684029 loss_bbox_aux: 0.649621 loss_giou_aux: 1.556548 loss_class_dn: 0.333183 loss_bbox_dn: 0.149174 loss_giou_dn: 0.353921 loss_class_aux_dn: 1.131687 loss_bbox_aux_dn: 0.578247 loss_giou_aux_dn: 1.251750 loss: 10.564903 eta: 17:22:08 batch_cost: 0.3589 data_cost: 0.0006 ips: 11.1467 images/s [05/15 09:02:22] ppdet.engine INFO: Epoch: [48] [4000/7329] learning_rate: 0.000100 loss_class: 0.614024 loss_bbox: 0.136791 loss_giou: 0.373638 loss_class_aux: 2.715827 loss_bbox_aux: 0.616943 loss_giou_aux: 1.609334 loss_class_dn: 0.334947 loss_bbox_dn: 0.164412 loss_giou_dn: 0.394305 loss_class_aux_dn: 1.097316 loss_bbox_aux_dn: 0.609708 loss_giou_aux_dn: 1.358028 loss: 10.153509 eta: 17:20:54 batch_cost: 0.3586 data_cost: 0.0006 ips: 11.1534 images/s [05/15 09:03:40] ppdet.engine INFO: Epoch: [48] [4200/7329] learning_rate: 0.000100 loss_class: 0.669915 loss_bbox: 0.159311 loss_giou: 0.457792 loss_class_aux: 2.902141 loss_bbox_aux: 0.715633 loss_giou_aux: 1.953565 loss_class_dn: 0.369604 loss_bbox_dn: 0.178549 loss_giou_dn: 0.435303 loss_class_aux_dn: 1.180156 loss_bbox_aux_dn: 0.685728 loss_giou_aux_dn: 1.493798 loss: 11.686445 eta: 17:19:41 batch_cost: 0.3546 data_cost: 0.0006 ips: 11.2798 images/s [05/15 09:04:59] ppdet.engine INFO: Epoch: [48] [4400/7329] learning_rate: 0.000100 loss_class: 0.650841 loss_bbox: 0.141642 loss_giou: 0.407394 loss_class_aux: 2.736717 loss_bbox_aux: 0.665323 loss_giou_aux: 1.734576 loss_class_dn: 0.352100 loss_bbox_dn: 0.166740 loss_giou_dn: 0.390482 loss_class_aux_dn: 1.149086 loss_bbox_aux_dn: 0.615175 loss_giou_aux_dn: 1.335720 loss: 10.763683 eta: 17:18:27 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2687 images/s [05/15 09:06:18] ppdet.engine INFO: Epoch: [48] [4600/7329] learning_rate: 0.000100 loss_class: 0.600438 loss_bbox: 0.143020 loss_giou: 0.388596 loss_class_aux: 2.594969 loss_bbox_aux: 0.658164 loss_giou_aux: 1.656443 loss_class_dn: 0.328612 loss_bbox_dn: 0.162577 loss_giou_dn: 0.407301 loss_class_aux_dn: 1.077947 loss_bbox_aux_dn: 0.581868 loss_giou_aux_dn: 1.400586 loss: 10.312263 eta: 17:17:14 batch_cost: 0.3558 data_cost: 0.0008 ips: 11.2410 images/s [05/15 09:07:37] ppdet.engine INFO: Epoch: [48] [4800/7329] learning_rate: 0.000100 loss_class: 0.548433 loss_bbox: 0.137893 loss_giou: 0.358670 loss_class_aux: 2.323386 loss_bbox_aux: 0.609909 loss_giou_aux: 1.506933 loss_class_dn: 0.314035 loss_bbox_dn: 0.139439 loss_giou_dn: 0.350021 loss_class_aux_dn: 1.052309 loss_bbox_aux_dn: 0.543704 loss_giou_aux_dn: 1.191572 loss: 9.963306 eta: 17:16:01 batch_cost: 0.3605 data_cost: 0.0006 ips: 11.0952 images/s [05/15 09:08:56] ppdet.engine INFO: Epoch: [48] [5000/7329] learning_rate: 0.000100 loss_class: 0.690588 loss_bbox: 0.145953 loss_giou: 0.399311 loss_class_aux: 2.825557 loss_bbox_aux: 0.684123 loss_giou_aux: 1.735212 loss_class_dn: 0.364478 loss_bbox_dn: 0.161430 loss_giou_dn: 0.402953 loss_class_aux_dn: 1.203170 loss_bbox_aux_dn: 0.617145 loss_giou_aux_dn: 1.426076 loss: 11.130653 eta: 17:14:48 batch_cost: 0.3534 data_cost: 0.0006 ips: 11.3171 images/s [05/15 09:10:15] ppdet.engine INFO: Epoch: [48] [5200/7329] learning_rate: 0.000100 loss_class: 0.618396 loss_bbox: 0.145069 loss_giou: 0.382820 loss_class_aux: 2.594691 loss_bbox_aux: 0.657062 loss_giou_aux: 1.642546 loss_class_dn: 0.346282 loss_bbox_dn: 0.158321 loss_giou_dn: 0.376273 loss_class_aux_dn: 1.137686 loss_bbox_aux_dn: 0.586138 loss_giou_aux_dn: 1.272383 loss: 10.280590 eta: 17:13:34 batch_cost: 0.3582 data_cost: 0.0006 ips: 11.1669 images/s [05/15 09:11:33] ppdet.engine INFO: Epoch: [48] [5400/7329] learning_rate: 0.000100 loss_class: 0.703941 loss_bbox: 0.157268 loss_giou: 0.404945 loss_class_aux: 2.965185 loss_bbox_aux: 0.703638 loss_giou_aux: 1.748927 loss_class_dn: 0.352048 loss_bbox_dn: 0.179534 loss_giou_dn: 0.402072 loss_class_aux_dn: 1.167506 loss_bbox_aux_dn: 0.674481 loss_giou_aux_dn: 1.390859 loss: 11.171231 eta: 17:12:21 batch_cost: 0.3546 data_cost: 0.0006 ips: 11.2798 images/s [05/15 09:12:56] ppdet.engine INFO: Epoch: [48] [5600/7329] learning_rate: 0.000100 loss_class: 0.615921 loss_bbox: 0.149570 loss_giou: 0.400693 loss_class_aux: 2.655712 loss_bbox_aux: 0.658673 loss_giou_aux: 1.744117 loss_class_dn: 0.346292 loss_bbox_dn: 0.153751 loss_giou_dn: 0.397489 loss_class_aux_dn: 1.153533 loss_bbox_aux_dn: 0.590517 loss_giou_aux_dn: 1.397048 loss: 10.806450 eta: 17:11:09 batch_cost: 0.3681 data_cost: 0.0006 ips: 10.8674 images/s [05/15 09:14:14] ppdet.engine INFO: Epoch: [48] [5800/7329] learning_rate: 0.000100 loss_class: 0.693709 loss_bbox: 0.151084 loss_giou: 0.434673 loss_class_aux: 2.976723 loss_bbox_aux: 0.666433 loss_giou_aux: 1.898319 loss_class_dn: 0.389773 loss_bbox_dn: 0.166747 loss_giou_dn: 0.433717 loss_class_aux_dn: 1.256226 loss_bbox_aux_dn: 0.625706 loss_giou_aux_dn: 1.501112 loss: 11.735596 eta: 17:09:55 batch_cost: 0.3523 data_cost: 0.0006 ips: 11.3524 images/s [05/15 09:15:32] ppdet.engine INFO: Epoch: [48] [6000/7329] learning_rate: 0.000100 loss_class: 0.610553 loss_bbox: 0.138228 loss_giou: 0.378997 loss_class_aux: 2.625498 loss_bbox_aux: 0.660839 loss_giou_aux: 1.638717 loss_class_dn: 0.343248 loss_bbox_dn: 0.157751 loss_giou_dn: 0.393282 loss_class_aux_dn: 1.144940 loss_bbox_aux_dn: 0.598393 loss_giou_aux_dn: 1.356592 loss: 10.464783 eta: 17:08:42 batch_cost: 0.3553 data_cost: 0.0006 ips: 11.2576 images/s [05/15 09:16:51] ppdet.engine INFO: Epoch: [48] [6200/7329] learning_rate: 0.000100 loss_class: 0.668165 loss_bbox: 0.156753 loss_giou: 0.427505 loss_class_aux: 2.782830 loss_bbox_aux: 0.688002 loss_giou_aux: 1.891709 loss_class_dn: 0.364961 loss_bbox_dn: 0.166180 loss_giou_dn: 0.434098 loss_class_aux_dn: 1.193198 loss_bbox_aux_dn: 0.597632 loss_giou_aux_dn: 1.484655 loss: 11.209539 eta: 17:07:28 batch_cost: 0.3528 data_cost: 0.0008 ips: 11.3388 images/s [05/15 09:18:10] ppdet.engine INFO: Epoch: [48] [6400/7329] learning_rate: 0.000100 loss_class: 0.643520 loss_bbox: 0.143224 loss_giou: 0.388023 loss_class_aux: 2.686091 loss_bbox_aux: 0.633602 loss_giou_aux: 1.743942 loss_class_dn: 0.339289 loss_bbox_dn: 0.166071 loss_giou_dn: 0.377457 loss_class_aux_dn: 1.103432 loss_bbox_aux_dn: 0.627008 loss_giou_aux_dn: 1.287641 loss: 10.563823 eta: 17:06:15 batch_cost: 0.3567 data_cost: 0.0006 ips: 11.2124 images/s [05/15 09:19:30] ppdet.engine INFO: Epoch: [48] [6600/7329] learning_rate: 0.000100 loss_class: 0.647446 loss_bbox: 0.148862 loss_giou: 0.403940 loss_class_aux: 2.753892 loss_bbox_aux: 0.664718 loss_giou_aux: 1.766468 loss_class_dn: 0.333741 loss_bbox_dn: 0.168980 loss_giou_dn: 0.403375 loss_class_aux_dn: 1.092861 loss_bbox_aux_dn: 0.623939 loss_giou_aux_dn: 1.388288 loss: 10.478802 eta: 17:05:02 batch_cost: 0.3599 data_cost: 0.0006 ips: 11.1128 images/s [05/15 09:20:49] ppdet.engine INFO: Epoch: [48] [6800/7329] learning_rate: 0.000100 loss_class: 0.623854 loss_bbox: 0.148840 loss_giou: 0.397648 loss_class_aux: 2.694902 loss_bbox_aux: 0.669477 loss_giou_aux: 1.749070 loss_class_dn: 0.329566 loss_bbox_dn: 0.176342 loss_giou_dn: 0.396124 loss_class_aux_dn: 1.080106 loss_bbox_aux_dn: 0.647267 loss_giou_aux_dn: 1.368471 loss: 10.515364 eta: 17:03:48 batch_cost: 0.3562 data_cost: 0.0006 ips: 11.2290 images/s [05/15 09:22:07] ppdet.engine INFO: Epoch: [48] [7000/7329] learning_rate: 0.000100 loss_class: 0.654508 loss_bbox: 0.147271 loss_giou: 0.392454 loss_class_aux: 2.852899 loss_bbox_aux: 0.670305 loss_giou_aux: 1.683441 loss_class_dn: 0.338654 loss_bbox_dn: 0.169392 loss_giou_dn: 0.394695 loss_class_aux_dn: 1.128688 loss_bbox_aux_dn: 0.626088 loss_giou_aux_dn: 1.337992 loss: 10.576267 eta: 17:02:35 batch_cost: 0.3530 data_cost: 0.0006 ips: 11.3303 images/s [05/15 09:23:27] ppdet.engine INFO: Epoch: [48] [7200/7329] learning_rate: 0.000100 loss_class: 0.581476 loss_bbox: 0.134607 loss_giou: 0.321026 loss_class_aux: 2.452990 loss_bbox_aux: 0.614586 loss_giou_aux: 1.397216 loss_class_dn: 0.296656 loss_bbox_dn: 0.148333 loss_giou_dn: 0.317662 loss_class_aux_dn: 0.976990 loss_bbox_aux_dn: 0.566113 loss_giou_aux_dn: 1.095081 loss: 9.202173 eta: 17:01:22 batch_cost: 0.3614 data_cost: 0.0006 ips: 11.0684 images/s [05/15 09:24:10] ppdet.engine INFO: Eval iter: 0 [05/15 09:24:27] ppdet.engine INFO: Eval iter: 100 [05/15 09:24:34] ppdet.engine INFO: Eval iter: 200 [05/15 09:24:42] ppdet.engine INFO: Eval iter: 300 [05/15 09:24:49] ppdet.engine INFO: Eval iter: 400 [05/15 09:24:56] ppdet.engine INFO: Eval iter: 500 [05/15 09:25:03] ppdet.engine INFO: Eval iter: 600 [05/15 09:25:10] ppdet.engine INFO: Eval iter: 700 [05/15 09:25:17] ppdet.engine INFO: Eval iter: 800 [05/15 09:25:24] ppdet.engine INFO: Eval iter: 900 [05/15 09:25:31] ppdet.engine INFO: Eval iter: 1000 [05/15 09:25:39] ppdet.engine INFO: Eval iter: 1100 [05/15 09:25:46] ppdet.engine INFO: Eval iter: 1200 [05/15 09:26:10] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.47s) creating index... index created! [05/15 09:26:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.97s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=95.88s). Accumulating evaluation results... DONE (t=22.50s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.660 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.657 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 ] = 0.627 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 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.875 [05/15 09:28:24] ppdet.engine INFO: Total sample number: 5000, average FPS: 54.83777147939581 [05/15 09:28:24] ppdet.engine INFO: Best test bbox ap is 0.482. [05/15 09:28:27] ppdet.engine INFO: Epoch: [49] [ 0/7329] learning_rate: 0.000100 loss_class: 0.585092 loss_bbox: 0.133904 loss_giou: 0.355231 loss_class_aux: 2.424880 loss_bbox_aux: 0.609633 loss_giou_aux: 1.532261 loss_class_dn: 0.315957 loss_bbox_dn: 0.148884 loss_giou_dn: 0.339349 loss_class_aux_dn: 1.020809 loss_bbox_aux_dn: 0.557589 loss_giou_aux_dn: 1.163582 loss: 9.718292 eta: 17:00:34 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3016 images/s [05/15 09:29:47] ppdet.engine INFO: Epoch: [49] [ 200/7329] learning_rate: 0.000100 loss_class: 0.601809 loss_bbox: 0.137819 loss_giou: 0.384979 loss_class_aux: 2.648497 loss_bbox_aux: 0.651068 loss_giou_aux: 1.678708 loss_class_dn: 0.334476 loss_bbox_dn: 0.143075 loss_giou_dn: 0.400794 loss_class_aux_dn: 1.096459 loss_bbox_aux_dn: 0.533196 loss_giou_aux_dn: 1.359660 loss: 10.590518 eta: 16:59:21 batch_cost: 0.3593 data_cost: 0.0006 ips: 11.1336 images/s [05/15 09:31:04] ppdet.engine INFO: Epoch: [49] [ 400/7329] learning_rate: 0.000100 loss_class: 0.627936 loss_bbox: 0.160119 loss_giou: 0.374831 loss_class_aux: 2.639672 loss_bbox_aux: 0.731655 loss_giou_aux: 1.636596 loss_class_dn: 0.327015 loss_bbox_dn: 0.186042 loss_giou_dn: 0.361057 loss_class_aux_dn: 1.102123 loss_bbox_aux_dn: 0.685177 loss_giou_aux_dn: 1.285503 loss: 10.144739 eta: 16:58:08 batch_cost: 0.3507 data_cost: 0.0008 ips: 11.4066 images/s [05/15 09:32:22] ppdet.engine INFO: Epoch: [49] [ 600/7329] learning_rate: 0.000100 loss_class: 0.565259 loss_bbox: 0.139863 loss_giou: 0.355077 loss_class_aux: 2.457496 loss_bbox_aux: 0.618687 loss_giou_aux: 1.514466 loss_class_dn: 0.322724 loss_bbox_dn: 0.154832 loss_giou_dn: 0.351904 loss_class_aux_dn: 1.101639 loss_bbox_aux_dn: 0.576993 loss_giou_aux_dn: 1.236274 loss: 10.172857 eta: 16:56:54 batch_cost: 0.3512 data_cost: 0.0008 ips: 11.3900 images/s [05/15 09:33:41] ppdet.engine INFO: Epoch: [49] [ 800/7329] learning_rate: 0.000100 loss_class: 0.636222 loss_bbox: 0.139287 loss_giou: 0.409177 loss_class_aux: 2.657766 loss_bbox_aux: 0.621925 loss_giou_aux: 1.739654 loss_class_dn: 0.331454 loss_bbox_dn: 0.148971 loss_giou_dn: 0.398870 loss_class_aux_dn: 1.102724 loss_bbox_aux_dn: 0.582443 loss_giou_aux_dn: 1.371221 loss: 10.463845 eta: 16:55:40 batch_cost: 0.3551 data_cost: 0.0006 ips: 11.2640 images/s [05/15 09:34:59] ppdet.engine INFO: Epoch: [49] [1000/7329] learning_rate: 0.000100 loss_class: 0.667526 loss_bbox: 0.138048 loss_giou: 0.372757 loss_class_aux: 2.737376 loss_bbox_aux: 0.649626 loss_giou_aux: 1.639659 loss_class_dn: 0.331579 loss_bbox_dn: 0.165433 loss_giou_dn: 0.389316 loss_class_aux_dn: 1.093257 loss_bbox_aux_dn: 0.618258 loss_giou_aux_dn: 1.320066 loss: 10.090405 eta: 16:54:27 batch_cost: 0.3550 data_cost: 0.0006 ips: 11.2690 images/s [05/15 09:36:18] ppdet.engine INFO: Epoch: [49] [1200/7329] learning_rate: 0.000100 loss_class: 0.647836 loss_bbox: 0.148100 loss_giou: 0.409618 loss_class_aux: 2.817642 loss_bbox_aux: 0.669125 loss_giou_aux: 1.730982 loss_class_dn: 0.351354 loss_bbox_dn: 0.166118 loss_giou_dn: 0.397043 loss_class_aux_dn: 1.205838 loss_bbox_aux_dn: 0.617337 loss_giou_aux_dn: 1.360456 loss: 10.925602 eta: 16:53:14 batch_cost: 0.3565 data_cost: 0.0006 ips: 11.2202 images/s [05/15 09:37:37] ppdet.engine INFO: Epoch: [49] [1400/7329] learning_rate: 0.000100 loss_class: 0.588335 loss_bbox: 0.147695 loss_giou: 0.395931 loss_class_aux: 2.581814 loss_bbox_aux: 0.662623 loss_giou_aux: 1.737357 loss_class_dn: 0.341228 loss_bbox_dn: 0.163458 loss_giou_dn: 0.403014 loss_class_aux_dn: 1.114840 loss_bbox_aux_dn: 0.603282 loss_giou_aux_dn: 1.385852 loss: 10.424599 eta: 16:52:00 batch_cost: 0.3552 data_cost: 0.0006 ips: 11.2602 images/s [05/15 09:38:56] ppdet.engine INFO: Epoch: [49] [1600/7329] learning_rate: 0.000100 loss_class: 0.604373 loss_bbox: 0.152787 loss_giou: 0.360577 loss_class_aux: 2.601602 loss_bbox_aux: 0.675778 loss_giou_aux: 1.549865 loss_class_dn: 0.336893 loss_bbox_dn: 0.163454 loss_giou_dn: 0.381660 loss_class_aux_dn: 1.107744 loss_bbox_aux_dn: 0.610302 loss_giou_aux_dn: 1.320580 loss: 10.102406 eta: 16:50:47 batch_cost: 0.3590 data_cost: 0.0007 ips: 11.1416 images/s [05/15 09:40:14] ppdet.engine INFO: Epoch: [49] [1800/7329] learning_rate: 0.000100 loss_class: 0.583093 loss_bbox: 0.132707 loss_giou: 0.344647 loss_class_aux: 2.594600 loss_bbox_aux: 0.616256 loss_giou_aux: 1.486720 loss_class_dn: 0.309977 loss_bbox_dn: 0.145270 loss_giou_dn: 0.350549 loss_class_aux_dn: 1.043422 loss_bbox_aux_dn: 0.538728 loss_giou_aux_dn: 1.199724 loss: 9.918142 eta: 16:49:34 batch_cost: 0.3531 data_cost: 0.0006 ips: 11.3271 images/s [05/15 09:41:32] ppdet.engine INFO: Epoch: [49] [2000/7329] learning_rate: 0.000100 loss_class: 0.623583 loss_bbox: 0.161726 loss_giou: 0.408588 loss_class_aux: 2.790786 loss_bbox_aux: 0.711938 loss_giou_aux: 1.759488 loss_class_dn: 0.359265 loss_bbox_dn: 0.166770 loss_giou_dn: 0.389435 loss_class_aux_dn: 1.162208 loss_bbox_aux_dn: 0.629579 loss_giou_aux_dn: 1.349936 loss: 10.516869 eta: 16:48:20 batch_cost: 0.3529 data_cost: 0.0006 ips: 11.3352 images/s [05/15 09:42:51] ppdet.engine INFO: Epoch: [49] [2200/7329] learning_rate: 0.000100 loss_class: 0.627971 loss_bbox: 0.151591 loss_giou: 0.406398 loss_class_aux: 2.753516 loss_bbox_aux: 0.694449 loss_giou_aux: 1.783549 loss_class_dn: 0.332284 loss_bbox_dn: 0.172983 loss_giou_dn: 0.408348 loss_class_aux_dn: 1.108410 loss_bbox_aux_dn: 0.629897 loss_giou_aux_dn: 1.417708 loss: 10.896721 eta: 16:47:07 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2667 images/s [05/15 09:44:11] ppdet.engine INFO: Epoch: [49] [2400/7329] learning_rate: 0.000100 loss_class: 0.640625 loss_bbox: 0.154549 loss_giou: 0.436463 loss_class_aux: 2.727837 loss_bbox_aux: 0.690911 loss_giou_aux: 1.911739 loss_class_dn: 0.358607 loss_bbox_dn: 0.166692 loss_giou_dn: 0.411146 loss_class_aux_dn: 1.194703 loss_bbox_aux_dn: 0.609843 loss_giou_aux_dn: 1.413812 loss: 10.956762 eta: 16:45:54 batch_cost: 0.3603 data_cost: 0.0006 ips: 11.1031 images/s [05/15 09:45:29] ppdet.engine INFO: Epoch: [49] [2600/7329] learning_rate: 0.000100 loss_class: 0.641520 loss_bbox: 0.145508 loss_giou: 0.405426 loss_class_aux: 2.669425 loss_bbox_aux: 0.674215 loss_giou_aux: 1.757536 loss_class_dn: 0.337818 loss_bbox_dn: 0.176473 loss_giou_dn: 0.400467 loss_class_aux_dn: 1.100675 loss_bbox_aux_dn: 0.645144 loss_giou_aux_dn: 1.383810 loss: 10.497343 eta: 16:44:40 batch_cost: 0.3523 data_cost: 0.0006 ips: 11.3542 images/s [05/15 09:46:48] ppdet.engine INFO: Epoch: [49] [2800/7329] learning_rate: 0.000100 loss_class: 0.615778 loss_bbox: 0.145466 loss_giou: 0.389989 loss_class_aux: 2.663854 loss_bbox_aux: 0.637944 loss_giou_aux: 1.649272 loss_class_dn: 0.319780 loss_bbox_dn: 0.175361 loss_giou_dn: 0.393498 loss_class_aux_dn: 1.051567 loss_bbox_aux_dn: 0.640256 loss_giou_aux_dn: 1.344651 loss: 9.974960 eta: 16:43:27 batch_cost: 0.3580 data_cost: 0.0006 ips: 11.1733 images/s [05/15 09:48:06] ppdet.engine INFO: Epoch: [49] [3000/7329] learning_rate: 0.000100 loss_class: 0.674662 loss_bbox: 0.161682 loss_giou: 0.411611 loss_class_aux: 2.841303 loss_bbox_aux: 0.702216 loss_giou_aux: 1.823193 loss_class_dn: 0.369048 loss_bbox_dn: 0.166420 loss_giou_dn: 0.426134 loss_class_aux_dn: 1.227959 loss_bbox_aux_dn: 0.626754 loss_giou_aux_dn: 1.457162 loss: 11.843817 eta: 16:42:13 batch_cost: 0.3537 data_cost: 0.0006 ips: 11.3077 images/s [05/15 09:49:25] ppdet.engine INFO: Epoch: [49] [3200/7329] learning_rate: 0.000100 loss_class: 0.605042 loss_bbox: 0.137594 loss_giou: 0.345035 loss_class_aux: 2.679981 loss_bbox_aux: 0.644882 loss_giou_aux: 1.503075 loss_class_dn: 0.330236 loss_bbox_dn: 0.159227 loss_giou_dn: 0.358351 loss_class_aux_dn: 1.100445 loss_bbox_aux_dn: 0.597851 loss_giou_aux_dn: 1.243212 loss: 10.426885 eta: 16:41:00 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2814 images/s [05/15 09:50:44] ppdet.engine INFO: Epoch: [49] [3400/7329] learning_rate: 0.000100 loss_class: 0.672630 loss_bbox: 0.161631 loss_giou: 0.435012 loss_class_aux: 2.852870 loss_bbox_aux: 0.713510 loss_giou_aux: 1.888538 loss_class_dn: 0.365939 loss_bbox_dn: 0.167986 loss_giou_dn: 0.429780 loss_class_aux_dn: 1.200523 loss_bbox_aux_dn: 0.616952 loss_giou_aux_dn: 1.443772 loss: 11.479160 eta: 16:39:47 batch_cost: 0.3537 data_cost: 0.0006 ips: 11.3093 images/s [05/15 09:52:02] ppdet.engine INFO: Epoch: [49] [3600/7329] learning_rate: 0.000100 loss_class: 0.618161 loss_bbox: 0.146729 loss_giou: 0.377890 loss_class_aux: 2.693372 loss_bbox_aux: 0.682129 loss_giou_aux: 1.714345 loss_class_dn: 0.342362 loss_bbox_dn: 0.168927 loss_giou_dn: 0.377767 loss_class_aux_dn: 1.125879 loss_bbox_aux_dn: 0.647392 loss_giou_aux_dn: 1.321047 loss: 10.690090 eta: 16:38:33 batch_cost: 0.3525 data_cost: 0.0006 ips: 11.3460 images/s [05/15 09:53:21] ppdet.engine INFO: Epoch: [49] [3800/7329] learning_rate: 0.000100 loss_class: 0.627366 loss_bbox: 0.136335 loss_giou: 0.391702 loss_class_aux: 2.668786 loss_bbox_aux: 0.613179 loss_giou_aux: 1.718754 loss_class_dn: 0.328753 loss_bbox_dn: 0.142903 loss_giou_dn: 0.379936 loss_class_aux_dn: 1.075619 loss_bbox_aux_dn: 0.539225 loss_giou_aux_dn: 1.315705 loss: 10.315444 eta: 16:37:20 batch_cost: 0.3566 data_cost: 0.0006 ips: 11.2182 images/s [05/15 09:54:38] ppdet.engine INFO: Epoch: [49] [4000/7329] learning_rate: 0.000100 loss_class: 0.647450 loss_bbox: 0.148839 loss_giou: 0.482415 loss_class_aux: 2.762341 loss_bbox_aux: 0.675116 loss_giou_aux: 2.066859 loss_class_dn: 0.370718 loss_bbox_dn: 0.173961 loss_giou_dn: 0.453067 loss_class_aux_dn: 1.257568 loss_bbox_aux_dn: 0.621984 loss_giou_aux_dn: 1.497641 loss: 11.396336 eta: 16:36:06 batch_cost: 0.3509 data_cost: 0.0007 ips: 11.3983 images/s [05/15 09:55:58] ppdet.engine INFO: Epoch: [49] [4200/7329] learning_rate: 0.000100 loss_class: 0.634280 loss_bbox: 0.135406 loss_giou: 0.388122 loss_class_aux: 2.721972 loss_bbox_aux: 0.662298 loss_giou_aux: 1.721608 loss_class_dn: 0.329288 loss_bbox_dn: 0.162676 loss_giou_dn: 0.380132 loss_class_aux_dn: 1.090034 loss_bbox_aux_dn: 0.595980 loss_giou_aux_dn: 1.334152 loss: 10.495060 eta: 16:34:53 batch_cost: 0.3590 data_cost: 0.0006 ips: 11.1434 images/s [05/15 09:57:16] ppdet.engine INFO: Epoch: [49] [4400/7329] learning_rate: 0.000100 loss_class: 0.618491 loss_bbox: 0.138458 loss_giou: 0.389349 loss_class_aux: 2.624544 loss_bbox_aux: 0.608937 loss_giou_aux: 1.686947 loss_class_dn: 0.320298 loss_bbox_dn: 0.152724 loss_giou_dn: 0.374694 loss_class_aux_dn: 1.072271 loss_bbox_aux_dn: 0.576548 loss_giou_aux_dn: 1.292589 loss: 10.376435 eta: 16:33:39 batch_cost: 0.3535 data_cost: 0.0006 ips: 11.3156 images/s [05/15 09:58:34] ppdet.engine INFO: Epoch: [49] [4600/7329] learning_rate: 0.000100 loss_class: 0.655562 loss_bbox: 0.158216 loss_giou: 0.435708 loss_class_aux: 2.754159 loss_bbox_aux: 0.692663 loss_giou_aux: 1.878765 loss_class_dn: 0.344720 loss_bbox_dn: 0.161603 loss_giou_dn: 0.389872 loss_class_aux_dn: 1.150453 loss_bbox_aux_dn: 0.606607 loss_giou_aux_dn: 1.307138 loss: 10.628736 eta: 16:32:26 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3613 images/s [05/15 09:59:52] ppdet.engine INFO: Epoch: [49] [4800/7329] learning_rate: 0.000100 loss_class: 0.639055 loss_bbox: 0.151568 loss_giou: 0.366501 loss_class_aux: 2.703912 loss_bbox_aux: 0.674518 loss_giou_aux: 1.626040 loss_class_dn: 0.342955 loss_bbox_dn: 0.164003 loss_giou_dn: 0.373953 loss_class_aux_dn: 1.154819 loss_bbox_aux_dn: 0.587068 loss_giou_aux_dn: 1.321490 loss: 10.895937 eta: 16:31:12 batch_cost: 0.3525 data_cost: 0.0006 ips: 11.3465 images/s [05/15 10:01:10] ppdet.engine INFO: Epoch: [49] [5000/7329] learning_rate: 0.000100 loss_class: 0.617570 loss_bbox: 0.141106 loss_giou: 0.372580 loss_class_aux: 2.692837 loss_bbox_aux: 0.629261 loss_giou_aux: 1.605886 loss_class_dn: 0.339119 loss_bbox_dn: 0.153932 loss_giou_dn: 0.367642 loss_class_aux_dn: 1.108724 loss_bbox_aux_dn: 0.581293 loss_giou_aux_dn: 1.247398 loss: 10.116358 eta: 16:29:59 batch_cost: 0.3533 data_cost: 0.0006 ips: 11.3223 images/s [05/15 10:02:29] ppdet.engine INFO: Epoch: [49] [5200/7329] learning_rate: 0.000100 loss_class: 0.642447 loss_bbox: 0.152398 loss_giou: 0.420075 loss_class_aux: 2.737457 loss_bbox_aux: 0.680410 loss_giou_aux: 1.774260 loss_class_dn: 0.348672 loss_bbox_dn: 0.162210 loss_giou_dn: 0.405336 loss_class_aux_dn: 1.142770 loss_bbox_aux_dn: 0.626730 loss_giou_aux_dn: 1.414668 loss: 10.911157 eta: 16:28:45 batch_cost: 0.3562 data_cost: 0.0006 ips: 11.2283 images/s [05/15 10:03:48] ppdet.engine INFO: Epoch: [49] [5400/7329] learning_rate: 0.000100 loss_class: 0.634910 loss_bbox: 0.146958 loss_giou: 0.403357 loss_class_aux: 2.722482 loss_bbox_aux: 0.663454 loss_giou_aux: 1.809596 loss_class_dn: 0.362412 loss_bbox_dn: 0.172697 loss_giou_dn: 0.411295 loss_class_aux_dn: 1.177689 loss_bbox_aux_dn: 0.626291 loss_giou_aux_dn: 1.418597 loss: 10.850562 eta: 16:27:32 batch_cost: 0.3552 data_cost: 0.0006 ips: 11.2602 images/s [05/15 10:05:07] ppdet.engine INFO: Epoch: [49] [5600/7329] learning_rate: 0.000100 loss_class: 0.636302 loss_bbox: 0.140963 loss_giou: 0.363486 loss_class_aux: 2.759498 loss_bbox_aux: 0.652149 loss_giou_aux: 1.587243 loss_class_dn: 0.324796 loss_bbox_dn: 0.164904 loss_giou_dn: 0.362670 loss_class_aux_dn: 1.084741 loss_bbox_aux_dn: 0.608247 loss_giou_aux_dn: 1.237244 loss: 10.105001 eta: 16:26:19 batch_cost: 0.3577 data_cost: 0.0007 ips: 11.1833 images/s [05/15 10:06:25] ppdet.engine INFO: Epoch: [49] [5800/7329] learning_rate: 0.000100 loss_class: 0.644575 loss_bbox: 0.153842 loss_giou: 0.437661 loss_class_aux: 2.766146 loss_bbox_aux: 0.684880 loss_giou_aux: 1.882133 loss_class_dn: 0.362076 loss_bbox_dn: 0.168882 loss_giou_dn: 0.407994 loss_class_aux_dn: 1.164105 loss_bbox_aux_dn: 0.618441 loss_giou_aux_dn: 1.392757 loss: 11.352715 eta: 16:25:05 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3488 images/s [05/15 10:07:44] ppdet.engine INFO: Epoch: [49] [6000/7329] learning_rate: 0.000100 loss_class: 0.652571 loss_bbox: 0.146382 loss_giou: 0.378921 loss_class_aux: 2.805267 loss_bbox_aux: 0.680611 loss_giou_aux: 1.731779 loss_class_dn: 0.337065 loss_bbox_dn: 0.150374 loss_giou_dn: 0.383720 loss_class_aux_dn: 1.109028 loss_bbox_aux_dn: 0.587824 loss_giou_aux_dn: 1.333800 loss: 10.411781 eta: 16:23:52 batch_cost: 0.3589 data_cost: 0.0006 ips: 11.1466 images/s [05/15 10:09:03] ppdet.engine INFO: Epoch: [49] [6200/7329] learning_rate: 0.000100 loss_class: 0.647223 loss_bbox: 0.145490 loss_giou: 0.360384 loss_class_aux: 2.698779 loss_bbox_aux: 0.646778 loss_giou_aux: 1.604324 loss_class_dn: 0.331236 loss_bbox_dn: 0.167949 loss_giou_dn: 0.366103 loss_class_aux_dn: 1.106511 loss_bbox_aux_dn: 0.619331 loss_giou_aux_dn: 1.272459 loss: 10.498304 eta: 16:22:39 batch_cost: 0.3551 data_cost: 0.0006 ips: 11.2639 images/s [05/15 10:10:21] ppdet.engine INFO: Epoch: [49] [6400/7329] learning_rate: 0.000100 loss_class: 0.657027 loss_bbox: 0.150946 loss_giou: 0.437443 loss_class_aux: 2.763169 loss_bbox_aux: 0.678484 loss_giou_aux: 1.921411 loss_class_dn: 0.355484 loss_bbox_dn: 0.161301 loss_giou_dn: 0.421412 loss_class_aux_dn: 1.176567 loss_bbox_aux_dn: 0.624850 loss_giou_aux_dn: 1.441508 loss: 11.279673 eta: 16:21:25 batch_cost: 0.3507 data_cost: 0.0006 ips: 11.4045 images/s [05/15 10:11:40] ppdet.engine INFO: Epoch: [49] [6600/7329] learning_rate: 0.000100 loss_class: 0.699736 loss_bbox: 0.153780 loss_giou: 0.440041 loss_class_aux: 2.865622 loss_bbox_aux: 0.705015 loss_giou_aux: 1.928017 loss_class_dn: 0.358208 loss_bbox_dn: 0.179885 loss_giou_dn: 0.441468 loss_class_aux_dn: 1.190626 loss_bbox_aux_dn: 0.653642 loss_giou_aux_dn: 1.509783 loss: 11.097341 eta: 16:20:12 batch_cost: 0.3560 data_cost: 0.0006 ips: 11.2366 images/s [05/15 10:12:58] ppdet.engine INFO: Epoch: [49] [6800/7329] learning_rate: 0.000100 loss_class: 0.598453 loss_bbox: 0.146175 loss_giou: 0.399918 loss_class_aux: 2.546372 loss_bbox_aux: 0.659656 loss_giou_aux: 1.700101 loss_class_dn: 0.345575 loss_bbox_dn: 0.160115 loss_giou_dn: 0.384631 loss_class_aux_dn: 1.115488 loss_bbox_aux_dn: 0.594414 loss_giou_aux_dn: 1.342022 loss: 10.471678 eta: 16:18:59 batch_cost: 0.3541 data_cost: 0.0008 ips: 11.2966 images/s [05/15 10:14:17] ppdet.engine INFO: Epoch: [49] [7000/7329] learning_rate: 0.000100 loss_class: 0.624140 loss_bbox: 0.132774 loss_giou: 0.437688 loss_class_aux: 2.647985 loss_bbox_aux: 0.604357 loss_giou_aux: 1.911756 loss_class_dn: 0.331567 loss_bbox_dn: 0.152446 loss_giou_dn: 0.416194 loss_class_aux_dn: 1.117942 loss_bbox_aux_dn: 0.577097 loss_giou_aux_dn: 1.420374 loss: 10.702732 eta: 16:17:45 batch_cost: 0.3563 data_cost: 0.0006 ips: 11.2266 images/s [05/15 10:15:35] ppdet.engine INFO: Epoch: [49] [7200/7329] learning_rate: 0.000100 loss_class: 0.657126 loss_bbox: 0.154115 loss_giou: 0.447869 loss_class_aux: 2.791551 loss_bbox_aux: 0.666975 loss_giou_aux: 1.877410 loss_class_dn: 0.352610 loss_bbox_dn: 0.154298 loss_giou_dn: 0.423474 loss_class_aux_dn: 1.166924 loss_bbox_aux_dn: 0.599959 loss_giou_aux_dn: 1.473807 loss: 11.358593 eta: 16:16:32 batch_cost: 0.3532 data_cost: 0.0006 ips: 11.3263 images/s [05/15 10:16:27] ppdet.engine INFO: Eval iter: 0 [05/15 10:16:34] ppdet.engine INFO: Eval iter: 100 [05/15 10:16:40] ppdet.engine INFO: Eval iter: 200 [05/15 10:16:47] ppdet.engine INFO: Eval iter: 300 [05/15 10:16:53] ppdet.engine INFO: Eval iter: 400 [05/15 10:16:59] ppdet.engine INFO: Eval iter: 500 [05/15 10:17:06] ppdet.engine INFO: Eval iter: 600 [05/15 10:17:12] ppdet.engine INFO: Eval iter: 700 [05/15 10:17:18] ppdet.engine INFO: Eval iter: 800 [05/15 10:17:26] ppdet.engine INFO: Eval iter: 900 [05/15 10:17:32] ppdet.engine INFO: Eval iter: 1000 [05/15 10:17:38] ppdet.engine INFO: Eval iter: 1100 [05/15 10:17:45] ppdet.engine INFO: Eval iter: 1200 [05/15 10:18:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 10:18:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.21s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.56s). Accumulating evaluation results... DONE (t=22.45s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.522 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 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.369 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.627 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.695 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 ] = 0.737 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.869 [05/15 10:20:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.998415552287675 [05/15 10:20:23] ppdet.engine INFO: Best test bbox ap is 0.482. [05/15 10:20:24] ppdet.engine INFO: Epoch: [50] [ 0/7329] learning_rate: 0.000100 loss_class: 0.642951 loss_bbox: 0.132940 loss_giou: 0.393690 loss_class_aux: 2.585845 loss_bbox_aux: 0.599578 loss_giou_aux: 1.788231 loss_class_dn: 0.333199 loss_bbox_dn: 0.145155 loss_giou_dn: 0.390114 loss_class_aux_dn: 1.099145 loss_bbox_aux_dn: 0.530769 loss_giou_aux_dn: 1.342050 loss: 10.712175 eta: 16:15:44 batch_cost: 0.3520 data_cost: 0.0006 ips: 11.3635 images/s [05/15 10:21:43] ppdet.engine INFO: Epoch: [50] [ 200/7329] learning_rate: 0.000100 loss_class: 0.622259 loss_bbox: 0.127890 loss_giou: 0.396256 loss_class_aux: 2.559617 loss_bbox_aux: 0.577195 loss_giou_aux: 1.688856 loss_class_dn: 0.336209 loss_bbox_dn: 0.142972 loss_giou_dn: 0.375391 loss_class_aux_dn: 1.099190 loss_bbox_aux_dn: 0.529215 loss_giou_aux_dn: 1.310249 loss: 10.131084 eta: 16:14:31 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2067 images/s [05/15 10:23:01] ppdet.engine INFO: Epoch: [50] [ 400/7329] learning_rate: 0.000100 loss_class: 0.657445 loss_bbox: 0.164451 loss_giou: 0.389081 loss_class_aux: 2.888914 loss_bbox_aux: 0.750945 loss_giou_aux: 1.723268 loss_class_dn: 0.356510 loss_bbox_dn: 0.187413 loss_giou_dn: 0.388783 loss_class_aux_dn: 1.161599 loss_bbox_aux_dn: 0.690534 loss_giou_aux_dn: 1.358477 loss: 10.805488 eta: 16:13:18 batch_cost: 0.3516 data_cost: 0.0009 ips: 11.3756 images/s [05/15 10:24:18] ppdet.engine INFO: Epoch: [50] [ 600/7329] learning_rate: 0.000100 loss_class: 0.655917 loss_bbox: 0.161150 loss_giou: 0.401303 loss_class_aux: 2.733353 loss_bbox_aux: 0.697968 loss_giou_aux: 1.747775 loss_class_dn: 0.352606 loss_bbox_dn: 0.173096 loss_giou_dn: 0.370072 loss_class_aux_dn: 1.166952 loss_bbox_aux_dn: 0.657035 loss_giou_aux_dn: 1.289628 loss: 10.693055 eta: 16:12:04 batch_cost: 0.3497 data_cost: 0.0007 ips: 11.4386 images/s [05/15 10:25:37] ppdet.engine INFO: Epoch: [50] [ 800/7329] learning_rate: 0.000100 loss_class: 0.667249 loss_bbox: 0.145978 loss_giou: 0.441234 loss_class_aux: 2.804669 loss_bbox_aux: 0.660986 loss_giou_aux: 1.907346 loss_class_dn: 0.369111 loss_bbox_dn: 0.161306 loss_giou_dn: 0.421200 loss_class_aux_dn: 1.191324 loss_bbox_aux_dn: 0.613989 loss_giou_aux_dn: 1.461926 loss: 11.691742 eta: 16:10:51 batch_cost: 0.3562 data_cost: 0.0006 ips: 11.2287 images/s [05/15 10:26:55] ppdet.engine INFO: Epoch: [50] [1000/7329] learning_rate: 0.000100 loss_class: 0.621363 loss_bbox: 0.159447 loss_giou: 0.404640 loss_class_aux: 2.612845 loss_bbox_aux: 0.706091 loss_giou_aux: 1.790849 loss_class_dn: 0.352930 loss_bbox_dn: 0.174907 loss_giou_dn: 0.403745 loss_class_aux_dn: 1.157663 loss_bbox_aux_dn: 0.661268 loss_giou_aux_dn: 1.421695 loss: 11.005337 eta: 16:09:37 batch_cost: 0.3514 data_cost: 0.0007 ips: 11.3826 images/s [05/15 10:28:13] ppdet.engine INFO: Epoch: [50] [1200/7329] learning_rate: 0.000100 loss_class: 0.606554 loss_bbox: 0.149313 loss_giou: 0.413722 loss_class_aux: 2.618275 loss_bbox_aux: 0.669680 loss_giou_aux: 1.803666 loss_class_dn: 0.336761 loss_bbox_dn: 0.167262 loss_giou_dn: 0.384549 loss_class_aux_dn: 1.116119 loss_bbox_aux_dn: 0.633698 loss_giou_aux_dn: 1.331300 loss: 10.825761 eta: 16:08:23 batch_cost: 0.3514 data_cost: 0.0006 ips: 11.3845 images/s [05/15 10:29:32] ppdet.engine INFO: Epoch: [50] [1400/7329] learning_rate: 0.000100 loss_class: 0.671617 loss_bbox: 0.139153 loss_giou: 0.410714 loss_class_aux: 2.845785 loss_bbox_aux: 0.645268 loss_giou_aux: 1.747671 loss_class_dn: 0.353556 loss_bbox_dn: 0.148275 loss_giou_dn: 0.398809 loss_class_aux_dn: 1.156816 loss_bbox_aux_dn: 0.549980 loss_giou_aux_dn: 1.397894 loss: 10.973396 eta: 16:07:10 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1895 images/s [05/15 10:30:50] ppdet.engine INFO: Epoch: [50] [1600/7329] learning_rate: 0.000100 loss_class: 0.658477 loss_bbox: 0.148279 loss_giou: 0.417239 loss_class_aux: 2.801455 loss_bbox_aux: 0.670711 loss_giou_aux: 1.855982 loss_class_dn: 0.366096 loss_bbox_dn: 0.163780 loss_giou_dn: 0.411536 loss_class_aux_dn: 1.211561 loss_bbox_aux_dn: 0.617072 loss_giou_aux_dn: 1.443584 loss: 10.932541 eta: 16:05:57 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3451 images/s [05/15 10:32:08] ppdet.engine INFO: Epoch: [50] [1800/7329] learning_rate: 0.000100 loss_class: 0.672641 loss_bbox: 0.158313 loss_giou: 0.419378 loss_class_aux: 2.795767 loss_bbox_aux: 0.714987 loss_giou_aux: 1.797286 loss_class_dn: 0.361733 loss_bbox_dn: 0.181047 loss_giou_dn: 0.422527 loss_class_aux_dn: 1.181209 loss_bbox_aux_dn: 0.680016 loss_giou_aux_dn: 1.441037 loss: 11.020250 eta: 16:04:43 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3420 images/s [05/15 10:33:27] ppdet.engine INFO: Epoch: [50] [2000/7329] learning_rate: 0.000100 loss_class: 0.659055 loss_bbox: 0.142544 loss_giou: 0.427404 loss_class_aux: 2.733268 loss_bbox_aux: 0.619352 loss_giou_aux: 1.832158 loss_class_dn: 0.343505 loss_bbox_dn: 0.154422 loss_giou_dn: 0.410649 loss_class_aux_dn: 1.150929 loss_bbox_aux_dn: 0.581924 loss_giou_aux_dn: 1.398788 loss: 10.885013 eta: 16:03:30 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2161 images/s [05/15 10:34:44] ppdet.engine INFO: Epoch: [50] [2200/7329] learning_rate: 0.000100 loss_class: 0.610582 loss_bbox: 0.145174 loss_giou: 0.427818 loss_class_aux: 2.655682 loss_bbox_aux: 0.659802 loss_giou_aux: 1.840107 loss_class_dn: 0.344882 loss_bbox_dn: 0.161294 loss_giou_dn: 0.410969 loss_class_aux_dn: 1.142086 loss_bbox_aux_dn: 0.613628 loss_giou_aux_dn: 1.412236 loss: 10.555477 eta: 16:02:16 batch_cost: 0.3510 data_cost: 0.0007 ips: 11.3946 images/s [05/15 10:36:03] ppdet.engine INFO: Epoch: [50] [2400/7329] learning_rate: 0.000100 loss_class: 0.637402 loss_bbox: 0.148903 loss_giou: 0.393679 loss_class_aux: 2.758933 loss_bbox_aux: 0.650545 loss_giou_aux: 1.657296 loss_class_dn: 0.339982 loss_bbox_dn: 0.160499 loss_giou_dn: 0.379819 loss_class_aux_dn: 1.163824 loss_bbox_aux_dn: 0.616110 loss_giou_aux_dn: 1.331024 loss: 10.487316 eta: 16:01:03 batch_cost: 0.3537 data_cost: 0.0006 ips: 11.3104 images/s [05/15 10:37:21] ppdet.engine INFO: Epoch: [50] [2600/7329] learning_rate: 0.000100 loss_class: 0.651185 loss_bbox: 0.151857 loss_giou: 0.422014 loss_class_aux: 2.755782 loss_bbox_aux: 0.660988 loss_giou_aux: 1.825706 loss_class_dn: 0.347793 loss_bbox_dn: 0.157018 loss_giou_dn: 0.416410 loss_class_aux_dn: 1.135879 loss_bbox_aux_dn: 0.579635 loss_giou_aux_dn: 1.436149 loss: 10.970732 eta: 15:59:50 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2501 images/s [05/15 10:38:40] ppdet.engine INFO: Epoch: [50] [2800/7329] learning_rate: 0.000100 loss_class: 0.661210 loss_bbox: 0.148301 loss_giou: 0.447468 loss_class_aux: 2.821234 loss_bbox_aux: 0.652817 loss_giou_aux: 1.864761 loss_class_dn: 0.353280 loss_bbox_dn: 0.160295 loss_giou_dn: 0.415180 loss_class_aux_dn: 1.177244 loss_bbox_aux_dn: 0.594795 loss_giou_aux_dn: 1.478735 loss: 11.233479 eta: 15:58:36 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2493 images/s [05/15 10:39:59] ppdet.engine INFO: Epoch: [50] [3000/7329] learning_rate: 0.000100 loss_class: 0.616991 loss_bbox: 0.152351 loss_giou: 0.408343 loss_class_aux: 2.665765 loss_bbox_aux: 0.664609 loss_giou_aux: 1.731686 loss_class_dn: 0.351568 loss_bbox_dn: 0.161252 loss_giou_dn: 0.405313 loss_class_aux_dn: 1.161194 loss_bbox_aux_dn: 0.627026 loss_giou_aux_dn: 1.390059 loss: 10.712734 eta: 15:57:23 batch_cost: 0.3544 data_cost: 0.0006 ips: 11.2868 images/s [05/15 10:41:16] ppdet.engine INFO: Epoch: [50] [3200/7329] learning_rate: 0.000100 loss_class: 0.636305 loss_bbox: 0.140349 loss_giou: 0.392285 loss_class_aux: 2.739364 loss_bbox_aux: 0.631526 loss_giou_aux: 1.663123 loss_class_dn: 0.357423 loss_bbox_dn: 0.142890 loss_giou_dn: 0.408686 loss_class_aux_dn: 1.173271 loss_bbox_aux_dn: 0.542287 loss_giou_aux_dn: 1.355399 loss: 10.504343 eta: 15:56:10 batch_cost: 0.3514 data_cost: 0.0006 ips: 11.3828 images/s [05/15 10:42:35] ppdet.engine INFO: Epoch: [50] [3400/7329] learning_rate: 0.000100 loss_class: 0.685051 loss_bbox: 0.147663 loss_giou: 0.444081 loss_class_aux: 2.936623 loss_bbox_aux: 0.676814 loss_giou_aux: 1.889920 loss_class_dn: 0.368242 loss_bbox_dn: 0.155749 loss_giou_dn: 0.407195 loss_class_aux_dn: 1.201992 loss_bbox_aux_dn: 0.574542 loss_giou_aux_dn: 1.403125 loss: 11.008381 eta: 15:54:56 batch_cost: 0.3541 data_cost: 0.0006 ips: 11.2961 images/s [05/15 10:43:53] ppdet.engine INFO: Epoch: [50] [3600/7329] learning_rate: 0.000100 loss_class: 0.638598 loss_bbox: 0.145067 loss_giou: 0.422580 loss_class_aux: 2.715421 loss_bbox_aux: 0.656031 loss_giou_aux: 1.782307 loss_class_dn: 0.353023 loss_bbox_dn: 0.164185 loss_giou_dn: 0.420761 loss_class_aux_dn: 1.139699 loss_bbox_aux_dn: 0.614191 loss_giou_aux_dn: 1.430990 loss: 10.854726 eta: 15:53:43 batch_cost: 0.3538 data_cost: 0.0006 ips: 11.3054 images/s [05/15 10:45:11] ppdet.engine INFO: Epoch: [50] [3800/7329] learning_rate: 0.000100 loss_class: 0.650824 loss_bbox: 0.140392 loss_giou: 0.374521 loss_class_aux: 2.750340 loss_bbox_aux: 0.622367 loss_giou_aux: 1.600733 loss_class_dn: 0.327453 loss_bbox_dn: 0.146008 loss_giou_dn: 0.350286 loss_class_aux_dn: 1.095247 loss_bbox_aux_dn: 0.552684 loss_giou_aux_dn: 1.236934 loss: 10.157501 eta: 15:52:29 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3331 images/s [05/15 10:46:30] ppdet.engine INFO: Epoch: [50] [4000/7329] learning_rate: 0.000100 loss_class: 0.639390 loss_bbox: 0.145410 loss_giou: 0.394545 loss_class_aux: 2.727907 loss_bbox_aux: 0.638067 loss_giou_aux: 1.705542 loss_class_dn: 0.347842 loss_bbox_dn: 0.166389 loss_giou_dn: 0.391506 loss_class_aux_dn: 1.115861 loss_bbox_aux_dn: 0.606210 loss_giou_aux_dn: 1.343710 loss: 10.660330 eta: 15:51:16 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2569 images/s [05/15 10:47:48] ppdet.engine INFO: Epoch: [50] [4200/7329] learning_rate: 0.000100 loss_class: 0.631678 loss_bbox: 0.137559 loss_giou: 0.386072 loss_class_aux: 2.675635 loss_bbox_aux: 0.617831 loss_giou_aux: 1.683082 loss_class_dn: 0.338677 loss_bbox_dn: 0.154563 loss_giou_dn: 0.390958 loss_class_aux_dn: 1.132339 loss_bbox_aux_dn: 0.578933 loss_giou_aux_dn: 1.323807 loss: 10.492687 eta: 15:50:03 batch_cost: 0.3532 data_cost: 0.0006 ips: 11.3261 images/s [05/15 10:49:06] ppdet.engine INFO: Epoch: [50] [4400/7329] learning_rate: 0.000100 loss_class: 0.641212 loss_bbox: 0.141623 loss_giou: 0.457769 loss_class_aux: 2.701404 loss_bbox_aux: 0.644588 loss_giou_aux: 1.966787 loss_class_dn: 0.366942 loss_bbox_dn: 0.156659 loss_giou_dn: 0.424132 loss_class_aux_dn: 1.197323 loss_bbox_aux_dn: 0.589718 loss_giou_aux_dn: 1.482192 loss: 11.030026 eta: 15:48:49 batch_cost: 0.3546 data_cost: 0.0006 ips: 11.2810 images/s [05/15 10:50:24] ppdet.engine INFO: Epoch: [50] [4600/7329] learning_rate: 0.000100 loss_class: 0.683394 loss_bbox: 0.144651 loss_giou: 0.373091 loss_class_aux: 2.858619 loss_bbox_aux: 0.669166 loss_giou_aux: 1.636991 loss_class_dn: 0.362609 loss_bbox_dn: 0.161122 loss_giou_dn: 0.388154 loss_class_aux_dn: 1.193745 loss_bbox_aux_dn: 0.624591 loss_giou_aux_dn: 1.377620 loss: 10.917011 eta: 15:47:36 batch_cost: 0.3518 data_cost: 0.0006 ips: 11.3717 images/s [05/15 10:51:43] ppdet.engine INFO: Epoch: [50] [4800/7329] learning_rate: 0.000100 loss_class: 0.654430 loss_bbox: 0.141753 loss_giou: 0.428170 loss_class_aux: 2.778679 loss_bbox_aux: 0.633514 loss_giou_aux: 1.854091 loss_class_dn: 0.354898 loss_bbox_dn: 0.166811 loss_giou_dn: 0.399660 loss_class_aux_dn: 1.157049 loss_bbox_aux_dn: 0.620301 loss_giou_aux_dn: 1.412018 loss: 10.884719 eta: 15:46:23 batch_cost: 0.3553 data_cost: 0.0006 ips: 11.2595 images/s [05/15 10:53:01] ppdet.engine INFO: Epoch: [50] [5000/7329] learning_rate: 0.000100 loss_class: 0.666121 loss_bbox: 0.153742 loss_giou: 0.410549 loss_class_aux: 2.780600 loss_bbox_aux: 0.710520 loss_giou_aux: 1.817810 loss_class_dn: 0.355964 loss_bbox_dn: 0.168474 loss_giou_dn: 0.411660 loss_class_aux_dn: 1.159068 loss_bbox_aux_dn: 0.634065 loss_giou_aux_dn: 1.429253 loss: 11.062943 eta: 15:45:09 batch_cost: 0.3536 data_cost: 0.0006 ips: 11.3110 images/s [05/15 10:54:19] ppdet.engine INFO: Epoch: [50] [5200/7329] learning_rate: 0.000100 loss_class: 0.641160 loss_bbox: 0.153626 loss_giou: 0.414602 loss_class_aux: 2.804591 loss_bbox_aux: 0.686780 loss_giou_aux: 1.759507 loss_class_dn: 0.356235 loss_bbox_dn: 0.155077 loss_giou_dn: 0.400365 loss_class_aux_dn: 1.184856 loss_bbox_aux_dn: 0.583928 loss_giou_aux_dn: 1.388188 loss: 11.019207 eta: 15:43:56 batch_cost: 0.3545 data_cost: 0.0006 ips: 11.2838 images/s [05/15 10:55:37] ppdet.engine INFO: Epoch: [50] [5400/7329] learning_rate: 0.000100 loss_class: 0.632737 loss_bbox: 0.149880 loss_giou: 0.417029 loss_class_aux: 2.682379 loss_bbox_aux: 0.679125 loss_giou_aux: 1.780217 loss_class_dn: 0.346946 loss_bbox_dn: 0.171071 loss_giou_dn: 0.416623 loss_class_aux_dn: 1.137669 loss_bbox_aux_dn: 0.649310 loss_giou_aux_dn: 1.399445 loss: 10.851173 eta: 15:42:42 batch_cost: 0.3514 data_cost: 0.0006 ips: 11.3825 images/s [05/15 10:56:55] ppdet.engine INFO: Epoch: [50] [5600/7329] learning_rate: 0.000100 loss_class: 0.695109 loss_bbox: 0.149249 loss_giou: 0.485288 loss_class_aux: 2.926524 loss_bbox_aux: 0.688211 loss_giou_aux: 2.160379 loss_class_dn: 0.371762 loss_bbox_dn: 0.163166 loss_giou_dn: 0.450902 loss_class_aux_dn: 1.231657 loss_bbox_aux_dn: 0.627241 loss_giou_aux_dn: 1.581809 loss: 11.708509 eta: 15:41:29 batch_cost: 0.3511 data_cost: 0.0006 ips: 11.3936 images/s [05/15 10:58:14] ppdet.engine INFO: Epoch: [50] [5800/7329] learning_rate: 0.000100 loss_class: 0.646208 loss_bbox: 0.155013 loss_giou: 0.414055 loss_class_aux: 2.777971 loss_bbox_aux: 0.683147 loss_giou_aux: 1.778641 loss_class_dn: 0.354523 loss_bbox_dn: 0.161985 loss_giou_dn: 0.396140 loss_class_aux_dn: 1.168234 loss_bbox_aux_dn: 0.613118 loss_giou_aux_dn: 1.408588 loss: 10.676756 eta: 15:40:16 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1893 images/s [05/15 10:59:34] ppdet.engine INFO: Epoch: [50] [6000/7329] learning_rate: 0.000100 loss_class: 0.628681 loss_bbox: 0.138354 loss_giou: 0.374642 loss_class_aux: 2.683486 loss_bbox_aux: 0.634328 loss_giou_aux: 1.707411 loss_class_dn: 0.339178 loss_bbox_dn: 0.161998 loss_giou_dn: 0.374829 loss_class_aux_dn: 1.120597 loss_bbox_aux_dn: 0.599901 loss_giou_aux_dn: 1.307569 loss: 10.402077 eta: 15:39:03 batch_cost: 0.3613 data_cost: 0.0006 ips: 11.0698 images/s [05/15 11:00:53] ppdet.engine INFO: Epoch: [50] [6200/7329] learning_rate: 0.000100 loss_class: 0.611473 loss_bbox: 0.134522 loss_giou: 0.368774 loss_class_aux: 2.520447 loss_bbox_aux: 0.604067 loss_giou_aux: 1.610581 loss_class_dn: 0.313970 loss_bbox_dn: 0.148516 loss_giou_dn: 0.372872 loss_class_aux_dn: 1.018852 loss_bbox_aux_dn: 0.574825 loss_giou_aux_dn: 1.310646 loss: 9.842233 eta: 15:37:50 batch_cost: 0.3581 data_cost: 0.0006 ips: 11.1694 images/s [05/15 11:02:11] ppdet.engine INFO: Epoch: [50] [6400/7329] learning_rate: 0.000100 loss_class: 0.646394 loss_bbox: 0.149131 loss_giou: 0.408016 loss_class_aux: 2.804294 loss_bbox_aux: 0.674139 loss_giou_aux: 1.760079 loss_class_dn: 0.367024 loss_bbox_dn: 0.157935 loss_giou_dn: 0.397683 loss_class_aux_dn: 1.219112 loss_bbox_aux_dn: 0.610260 loss_giou_aux_dn: 1.379655 loss: 11.363485 eta: 15:36:37 batch_cost: 0.3535 data_cost: 0.0006 ips: 11.3155 images/s [05/15 11:03:30] ppdet.engine INFO: Epoch: [50] [6600/7329] learning_rate: 0.000100 loss_class: 0.651160 loss_bbox: 0.149495 loss_giou: 0.388847 loss_class_aux: 2.745210 loss_bbox_aux: 0.694438 loss_giou_aux: 1.743418 loss_class_dn: 0.343153 loss_bbox_dn: 0.164683 loss_giou_dn: 0.397934 loss_class_aux_dn: 1.171569 loss_bbox_aux_dn: 0.615922 loss_giou_aux_dn: 1.362385 loss: 10.973239 eta: 15:35:23 batch_cost: 0.3539 data_cost: 0.0006 ips: 11.3030 images/s [05/15 11:04:49] ppdet.engine INFO: Epoch: [50] [6800/7329] learning_rate: 0.000100 loss_class: 0.663314 loss_bbox: 0.151982 loss_giou: 0.448647 loss_class_aux: 2.811971 loss_bbox_aux: 0.666429 loss_giou_aux: 1.894894 loss_class_dn: 0.362445 loss_bbox_dn: 0.164023 loss_giou_dn: 0.423220 loss_class_aux_dn: 1.174168 loss_bbox_aux_dn: 0.621496 loss_giou_aux_dn: 1.438131 loss: 11.239511 eta: 15:34:10 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2019 images/s [05/15 11:06:07] ppdet.engine INFO: Epoch: [50] [7000/7329] learning_rate: 0.000100 loss_class: 0.625073 loss_bbox: 0.140667 loss_giou: 0.428251 loss_class_aux: 2.696548 loss_bbox_aux: 0.629962 loss_giou_aux: 1.863458 loss_class_dn: 0.351519 loss_bbox_dn: 0.154187 loss_giou_dn: 0.412219 loss_class_aux_dn: 1.143754 loss_bbox_aux_dn: 0.571988 loss_giou_aux_dn: 1.427073 loss: 10.759119 eta: 15:32:57 batch_cost: 0.3538 data_cost: 0.0006 ips: 11.3064 images/s [05/15 11:07:25] ppdet.engine INFO: Epoch: [50] [7200/7329] learning_rate: 0.000100 loss_class: 0.645064 loss_bbox: 0.140392 loss_giou: 0.433838 loss_class_aux: 2.777708 loss_bbox_aux: 0.634730 loss_giou_aux: 1.891192 loss_class_dn: 0.364142 loss_bbox_dn: 0.149009 loss_giou_dn: 0.437569 loss_class_aux_dn: 1.175909 loss_bbox_aux_dn: 0.589221 loss_giou_aux_dn: 1.490515 loss: 11.644930 eta: 15:31:44 batch_cost: 0.3545 data_cost: 0.0006 ips: 11.2826 images/s [05/15 11:08:19] ppdet.engine INFO: Eval iter: 0 [05/15 11:08:25] ppdet.engine INFO: Eval iter: 100 [05/15 11:08:32] ppdet.engine INFO: Eval iter: 200 [05/15 11:08:38] ppdet.engine INFO: Eval iter: 300 [05/15 11:08:44] ppdet.engine INFO: Eval iter: 400 [05/15 11:08:51] ppdet.engine INFO: Eval iter: 500 [05/15 11:08:58] ppdet.engine INFO: Eval iter: 600 [05/15 11:09:04] ppdet.engine INFO: Eval iter: 700 [05/15 11:09:11] ppdet.engine INFO: Eval iter: 800 [05/15 11:09:18] ppdet.engine INFO: Eval iter: 900 [05/15 11:09:25] ppdet.engine INFO: Eval iter: 1000 [05/15 11:09:31] ppdet.engine INFO: Eval iter: 1100 [05/15 11:09:38] ppdet.engine INFO: Eval iter: 1200 [05/15 11:10:01] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 11:10:02] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.56s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.62s). Accumulating evaluation results... DONE (t=22.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.301 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.657 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 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.505 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/15 11:12:16] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.964079973440896 [05/15 11:12:16] ppdet.engine INFO: Best test bbox ap is 0.482. [05/15 11:12:19] ppdet.engine INFO: Epoch: [51] [ 0/7329] learning_rate: 0.000100 loss_class: 0.609550 loss_bbox: 0.143814 loss_giou: 0.411572 loss_class_aux: 2.663057 loss_bbox_aux: 0.634830 loss_giou_aux: 1.795597 loss_class_dn: 0.344639 loss_bbox_dn: 0.154457 loss_giou_dn: 0.405117 loss_class_aux_dn: 1.139230 loss_bbox_aux_dn: 0.595369 loss_giou_aux_dn: 1.421360 loss: 10.670260 eta: 15:30:56 batch_cost: 0.3569 data_cost: 0.0006 ips: 11.2070 images/s [05/15 11:13:38] ppdet.engine INFO: Epoch: [51] [ 200/7329] learning_rate: 0.000100 loss_class: 0.618073 loss_bbox: 0.139145 loss_giou: 0.357997 loss_class_aux: 2.584417 loss_bbox_aux: 0.640861 loss_giou_aux: 1.589357 loss_class_dn: 0.319246 loss_bbox_dn: 0.153163 loss_giou_dn: 0.363097 loss_class_aux_dn: 1.065667 loss_bbox_aux_dn: 0.580865 loss_giou_aux_dn: 1.273211 loss: 9.979256 eta: 15:29:43 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1937 images/s [05/15 11:14:57] ppdet.engine INFO: Epoch: [51] [ 400/7329] learning_rate: 0.000100 loss_class: 0.597359 loss_bbox: 0.135952 loss_giou: 0.370282 loss_class_aux: 2.571551 loss_bbox_aux: 0.621843 loss_giou_aux: 1.613354 loss_class_dn: 0.328803 loss_bbox_dn: 0.146935 loss_giou_dn: 0.378101 loss_class_aux_dn: 1.079423 loss_bbox_aux_dn: 0.564979 loss_giou_aux_dn: 1.305094 loss: 10.121808 eta: 15:28:30 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3157 images/s [05/15 11:16:15] ppdet.engine INFO: Epoch: [51] [ 600/7329] learning_rate: 0.000100 loss_class: 0.590197 loss_bbox: 0.140172 loss_giou: 0.371508 loss_class_aux: 2.534781 loss_bbox_aux: 0.611564 loss_giou_aux: 1.631794 loss_class_dn: 0.330276 loss_bbox_dn: 0.142863 loss_giou_dn: 0.363410 loss_class_aux_dn: 1.079845 loss_bbox_aux_dn: 0.530190 loss_giou_aux_dn: 1.272361 loss: 9.954700 eta: 15:27:17 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2652 images/s [05/15 11:17:34] ppdet.engine INFO: Epoch: [51] [ 800/7329] learning_rate: 0.000100 loss_class: 0.623939 loss_bbox: 0.140582 loss_giou: 0.381176 loss_class_aux: 2.723013 loss_bbox_aux: 0.622097 loss_giou_aux: 1.672925 loss_class_dn: 0.336376 loss_bbox_dn: 0.160760 loss_giou_dn: 0.372395 loss_class_aux_dn: 1.112242 loss_bbox_aux_dn: 0.591349 loss_giou_aux_dn: 1.291901 loss: 10.008247 eta: 15:26:03 batch_cost: 0.3537 data_cost: 0.0006 ips: 11.3085 images/s [05/15 11:18:52] ppdet.engine INFO: Epoch: [51] [1000/7329] learning_rate: 0.000100 loss_class: 0.662312 loss_bbox: 0.157332 loss_giou: 0.452199 loss_class_aux: 2.815784 loss_bbox_aux: 0.690689 loss_giou_aux: 1.945623 loss_class_dn: 0.358832 loss_bbox_dn: 0.166828 loss_giou_dn: 0.429203 loss_class_aux_dn: 1.185647 loss_bbox_aux_dn: 0.611652 loss_giou_aux_dn: 1.484726 loss: 11.336843 eta: 15:24:50 batch_cost: 0.3545 data_cost: 0.0006 ips: 11.2827 images/s [05/15 11:20:13] ppdet.engine INFO: Epoch: [51] [1200/7329] learning_rate: 0.000100 loss_class: 0.640608 loss_bbox: 0.134997 loss_giou: 0.409884 loss_class_aux: 2.742768 loss_bbox_aux: 0.605147 loss_giou_aux: 1.791923 loss_class_dn: 0.350248 loss_bbox_dn: 0.148664 loss_giou_dn: 0.409396 loss_class_aux_dn: 1.140471 loss_bbox_aux_dn: 0.571474 loss_giou_aux_dn: 1.407646 loss: 10.729975 eta: 15:23:37 batch_cost: 0.3606 data_cost: 0.0006 ips: 11.0918 images/s [05/15 11:21:31] ppdet.engine INFO: Epoch: [51] [1400/7329] learning_rate: 0.000100 loss_class: 0.655810 loss_bbox: 0.147663 loss_giou: 0.419260 loss_class_aux: 2.781169 loss_bbox_aux: 0.660028 loss_giou_aux: 1.805729 loss_class_dn: 0.359314 loss_bbox_dn: 0.157828 loss_giou_dn: 0.395768 loss_class_aux_dn: 1.161368 loss_bbox_aux_dn: 0.602201 loss_giou_aux_dn: 1.357420 loss: 10.792570 eta: 15:22:24 batch_cost: 0.3561 data_cost: 0.0006 ips: 11.2329 images/s [05/15 11:22:50] ppdet.engine INFO: Epoch: [51] [1600/7329] learning_rate: 0.000100 loss_class: 0.609362 loss_bbox: 0.138691 loss_giou: 0.383504 loss_class_aux: 2.549346 loss_bbox_aux: 0.619242 loss_giou_aux: 1.672133 loss_class_dn: 0.327905 loss_bbox_dn: 0.152157 loss_giou_dn: 0.399224 loss_class_aux_dn: 1.047924 loss_bbox_aux_dn: 0.551561 loss_giou_aux_dn: 1.393108 loss: 10.386858 eta: 15:21:11 batch_cost: 0.3550 data_cost: 0.0006 ips: 11.2669 images/s [05/15 11:24:09] ppdet.engine INFO: Epoch: [51] [1800/7329] learning_rate: 0.000100 loss_class: 0.592849 loss_bbox: 0.140136 loss_giou: 0.366936 loss_class_aux: 2.516995 loss_bbox_aux: 0.611361 loss_giou_aux: 1.614994 loss_class_dn: 0.306812 loss_bbox_dn: 0.154068 loss_giou_dn: 0.343142 loss_class_aux_dn: 1.032539 loss_bbox_aux_dn: 0.598868 loss_giou_aux_dn: 1.213146 loss: 9.752380 eta: 15:19:58 batch_cost: 0.3568 data_cost: 0.0006 ips: 11.2113 images/s [05/15 11:25:28] ppdet.engine INFO: Epoch: [51] [2000/7329] learning_rate: 0.000100 loss_class: 0.602510 loss_bbox: 0.144485 loss_giou: 0.372118 loss_class_aux: 2.555472 loss_bbox_aux: 0.686574 loss_giou_aux: 1.578786 loss_class_dn: 0.318015 loss_bbox_dn: 0.161496 loss_giou_dn: 0.361455 loss_class_aux_dn: 1.058716 loss_bbox_aux_dn: 0.606440 loss_giou_aux_dn: 1.270925 loss: 9.774464 eta: 15:18:45 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2403 images/s [05/15 11:26:46] ppdet.engine INFO: Epoch: [51] [2200/7329] learning_rate: 0.000100 loss_class: 0.667380 loss_bbox: 0.149280 loss_giou: 0.462909 loss_class_aux: 2.786071 loss_bbox_aux: 0.642609 loss_giou_aux: 2.020968 loss_class_dn: 0.378134 loss_bbox_dn: 0.161389 loss_giou_dn: 0.430256 loss_class_aux_dn: 1.233337 loss_bbox_aux_dn: 0.594104 loss_giou_aux_dn: 1.467151 loss: 11.387431 eta: 15:17:32 batch_cost: 0.3553 data_cost: 0.0006 ips: 11.2579 images/s [05/15 11:28:05] ppdet.engine INFO: Epoch: [51] [2400/7329] learning_rate: 0.000100 loss_class: 0.620585 loss_bbox: 0.148522 loss_giou: 0.432662 loss_class_aux: 2.576885 loss_bbox_aux: 0.665382 loss_giou_aux: 1.860835 loss_class_dn: 0.327666 loss_bbox_dn: 0.166164 loss_giou_dn: 0.403725 loss_class_aux_dn: 1.093039 loss_bbox_aux_dn: 0.642590 loss_giou_aux_dn: 1.374246 loss: 10.516397 eta: 15:16:18 batch_cost: 0.3533 data_cost: 0.0006 ips: 11.3212 images/s [05/15 11:29:24] ppdet.engine INFO: Epoch: [51] [2600/7329] learning_rate: 0.000100 loss_class: 0.644007 loss_bbox: 0.145961 loss_giou: 0.399141 loss_class_aux: 2.675993 loss_bbox_aux: 0.630376 loss_giou_aux: 1.783001 loss_class_dn: 0.337692 loss_bbox_dn: 0.162243 loss_giou_dn: 0.408759 loss_class_aux_dn: 1.129936 loss_bbox_aux_dn: 0.609996 loss_giou_aux_dn: 1.386086 loss: 10.244873 eta: 15:15:05 batch_cost: 0.3570 data_cost: 0.0006 ips: 11.2045 images/s [05/15 11:30:42] ppdet.engine INFO: Epoch: [51] [2800/7329] learning_rate: 0.000100 loss_class: 0.616871 loss_bbox: 0.147173 loss_giou: 0.390053 loss_class_aux: 2.657998 loss_bbox_aux: 0.651514 loss_giou_aux: 1.659619 loss_class_dn: 0.338479 loss_bbox_dn: 0.161278 loss_giou_dn: 0.363893 loss_class_aux_dn: 1.105822 loss_bbox_aux_dn: 0.630217 loss_giou_aux_dn: 1.306619 loss: 10.226320 eta: 15:13:52 batch_cost: 0.3543 data_cost: 0.0006 ips: 11.2889 images/s [05/15 11:32:00] ppdet.engine INFO: Epoch: [51] [3000/7329] learning_rate: 0.000100 loss_class: 0.617646 loss_bbox: 0.132177 loss_giou: 0.399408 loss_class_aux: 2.625945 loss_bbox_aux: 0.605692 loss_giou_aux: 1.705644 loss_class_dn: 0.336082 loss_bbox_dn: 0.148692 loss_giou_dn: 0.375235 loss_class_aux_dn: 1.086167 loss_bbox_aux_dn: 0.578283 loss_giou_aux_dn: 1.301072 loss: 10.300915 eta: 15:12:39 batch_cost: 0.3523 data_cost: 0.0006 ips: 11.3546 images/s [05/15 11:33:19] ppdet.engine INFO: Epoch: [51] [3200/7329] learning_rate: 0.000100 loss_class: 0.612250 loss_bbox: 0.149585 loss_giou: 0.367589 loss_class_aux: 2.657999 loss_bbox_aux: 0.671760 loss_giou_aux: 1.647673 loss_class_dn: 0.331343 loss_bbox_dn: 0.167861 loss_giou_dn: 0.370597 loss_class_aux_dn: 1.081091 loss_bbox_aux_dn: 0.637500 loss_giou_aux_dn: 1.285121 loss: 10.304090 eta: 15:11:26 batch_cost: 0.3575 data_cost: 0.0006 ips: 11.1882 images/s [05/15 11:34:38] ppdet.engine INFO: Epoch: [51] [3400/7329] learning_rate: 0.000100 loss_class: 0.643290 loss_bbox: 0.144793 loss_giou: 0.406639 loss_class_aux: 2.703982 loss_bbox_aux: 0.665473 loss_giou_aux: 1.726585 loss_class_dn: 0.362887 loss_bbox_dn: 0.160696 loss_giou_dn: 0.409217 loss_class_aux_dn: 1.193306 loss_bbox_aux_dn: 0.597834 loss_giou_aux_dn: 1.429043 loss: 10.987375 eta: 15:10:12 batch_cost: 0.3558 data_cost: 0.0006 ips: 11.2430 images/s [05/15 11:35:56] ppdet.engine INFO: Epoch: [51] [3600/7329] learning_rate: 0.000100 loss_class: 0.689259 loss_bbox: 0.156888 loss_giou: 0.503109 loss_class_aux: 2.912568 loss_bbox_aux: 0.719120 loss_giou_aux: 2.168126 loss_class_dn: 0.385063 loss_bbox_dn: 0.175314 loss_giou_dn: 0.489420 loss_class_aux_dn: 1.261647 loss_bbox_aux_dn: 0.667631 loss_giou_aux_dn: 1.669279 loss: 11.893462 eta: 15:08:59 batch_cost: 0.3552 data_cost: 0.0006 ips: 11.2616 images/s [05/15 11:37:15] ppdet.engine INFO: Epoch: [51] [3800/7329] learning_rate: 0.000100 loss_class: 0.600504 loss_bbox: 0.152539 loss_giou: 0.426845 loss_class_aux: 2.615396 loss_bbox_aux: 0.669963 loss_giou_aux: 1.824693 loss_class_dn: 0.350586 loss_bbox_dn: 0.160385 loss_giou_dn: 0.409428 loss_class_aux_dn: 1.146038 loss_bbox_aux_dn: 0.579324 loss_giou_aux_dn: 1.419128 loss: 10.563032 eta: 15:07:46 batch_cost: 0.3560 data_cost: 0.0006 ips: 11.2373 images/s [05/15 11:38:33] ppdet.engine INFO: Epoch: [51] [4000/7329] learning_rate: 0.000100 loss_class: 0.692481 loss_bbox: 0.147301 loss_giou: 0.407932 loss_class_aux: 2.927611 loss_bbox_aux: 0.666907 loss_giou_aux: 1.764623 loss_class_dn: 0.357088 loss_bbox_dn: 0.167186 loss_giou_dn: 0.394981 loss_class_aux_dn: 1.177187 loss_bbox_aux_dn: 0.624427 loss_giou_aux_dn: 1.390333 loss: 10.988031 eta: 15:06:33 batch_cost: 0.3503 data_cost: 0.0006 ips: 11.4182 images/s [05/15 11:39:52] ppdet.engine INFO: Epoch: [51] [4200/7329] learning_rate: 0.000100 loss_class: 0.620472 loss_bbox: 0.143589 loss_giou: 0.374756 loss_class_aux: 2.682029 loss_bbox_aux: 0.638259 loss_giou_aux: 1.639720 loss_class_dn: 0.340151 loss_bbox_dn: 0.160282 loss_giou_dn: 0.382045 loss_class_aux_dn: 1.107713 loss_bbox_aux_dn: 0.607672 loss_giou_aux_dn: 1.318847 loss: 10.658356 eta: 15:05:20 batch_cost: 0.3573 data_cost: 0.0006 ips: 11.1940 images/s [05/15 11:41:11] ppdet.engine INFO: Epoch: [51] [4400/7329] learning_rate: 0.000100 loss_class: 0.647912 loss_bbox: 0.140900 loss_giou: 0.412948 loss_class_aux: 2.666928 loss_bbox_aux: 0.640938 loss_giou_aux: 1.802611 loss_class_dn: 0.357243 loss_bbox_dn: 0.156212 loss_giou_dn: 0.397479 loss_class_aux_dn: 1.176095 loss_bbox_aux_dn: 0.573900 loss_giou_aux_dn: 1.392645 loss: 10.619872 eta: 15:04:07 batch_cost: 0.3569 data_cost: 0.0006 ips: 11.2066 images/s [05/15 11:42:29] ppdet.engine INFO: Epoch: [51] [4600/7329] learning_rate: 0.000100 loss_class: 0.639917 loss_bbox: 0.144609 loss_giou: 0.423236 loss_class_aux: 2.795405 loss_bbox_aux: 0.649610 loss_giou_aux: 1.759376 loss_class_dn: 0.334332 loss_bbox_dn: 0.163297 loss_giou_dn: 0.403925 loss_class_aux_dn: 1.100563 loss_bbox_aux_dn: 0.610124 loss_giou_aux_dn: 1.395859 loss: 10.828962 eta: 15:02:53 batch_cost: 0.3564 data_cost: 0.0006 ips: 11.2240 images/s [05/15 11:43:48] ppdet.engine INFO: Epoch: [51] [4800/7329] learning_rate: 0.000100 loss_class: 0.592492 loss_bbox: 0.128083 loss_giou: 0.356933 loss_class_aux: 2.442381 loss_bbox_aux: 0.576859 loss_giou_aux: 1.566781 loss_class_dn: 0.301562 loss_bbox_dn: 0.148981 loss_giou_dn: 0.347949 loss_class_aux_dn: 1.027494 loss_bbox_aux_dn: 0.580940 loss_giou_aux_dn: 1.254895 loss: 9.359718 eta: 15:01:40 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3124 images/s [05/15 11:45:05] ppdet.engine INFO: Epoch: [51] [5000/7329] learning_rate: 0.000100 loss_class: 0.633695 loss_bbox: 0.144237 loss_giou: 0.440654 loss_class_aux: 2.660438 loss_bbox_aux: 0.648364 loss_giou_aux: 1.897000 loss_class_dn: 0.349111 loss_bbox_dn: 0.154823 loss_giou_dn: 0.424182 loss_class_aux_dn: 1.146801 loss_bbox_aux_dn: 0.588168 loss_giou_aux_dn: 1.446474 loss: 10.889032 eta: 15:00:27 batch_cost: 0.3500 data_cost: 0.0007 ips: 11.4293 images/s [05/15 11:46:24] ppdet.engine INFO: Epoch: [51] [5200/7329] learning_rate: 0.000100 loss_class: 0.610743 loss_bbox: 0.143747 loss_giou: 0.393207 loss_class_aux: 2.710602 loss_bbox_aux: 0.655950 loss_giou_aux: 1.697136 loss_class_dn: 0.328450 loss_bbox_dn: 0.159289 loss_giou_dn: 0.376220 loss_class_aux_dn: 1.106713 loss_bbox_aux_dn: 0.621826 loss_giou_aux_dn: 1.320137 loss: 10.107609 eta: 14:59:13 batch_cost: 0.3551 data_cost: 0.0006 ips: 11.2636 images/s [05/15 11:47:42] ppdet.engine INFO: Epoch: [51] [5400/7329] learning_rate: 0.000100 loss_class: 0.629219 loss_bbox: 0.145218 loss_giou: 0.420473 loss_class_aux: 2.750414 loss_bbox_aux: 0.668114 loss_giou_aux: 1.807852 loss_class_dn: 0.354011 loss_bbox_dn: 0.168595 loss_giou_dn: 0.399994 loss_class_aux_dn: 1.162023 loss_bbox_aux_dn: 0.652813 loss_giou_aux_dn: 1.338039 loss: 10.741953 eta: 14:58:00 batch_cost: 0.3557 data_cost: 0.0006 ips: 11.2463 images/s [05/15 11:49:00] ppdet.engine INFO: Epoch: [51] [5600/7329] learning_rate: 0.000100 loss_class: 0.655562 loss_bbox: 0.138249 loss_giou: 0.376666 loss_class_aux: 2.814668 loss_bbox_aux: 0.629048 loss_giou_aux: 1.640126 loss_class_dn: 0.337977 loss_bbox_dn: 0.162900 loss_giou_dn: 0.369951 loss_class_aux_dn: 1.116060 loss_bbox_aux_dn: 0.592803 loss_giou_aux_dn: 1.295084 loss: 10.785213 eta: 14:56:47 batch_cost: 0.3494 data_cost: 0.0006 ips: 11.4496 images/s [05/15 11:50:19] ppdet.engine INFO: Epoch: [51] [5800/7329] learning_rate: 0.000100 loss_class: 0.583526 loss_bbox: 0.134319 loss_giou: 0.370101 loss_class_aux: 2.449447 loss_bbox_aux: 0.613447 loss_giou_aux: 1.618016 loss_class_dn: 0.304364 loss_bbox_dn: 0.134456 loss_giou_dn: 0.359786 loss_class_aux_dn: 1.005533 loss_bbox_aux_dn: 0.520636 loss_giou_aux_dn: 1.237549 loss: 9.503572 eta: 14:55:34 batch_cost: 0.3567 data_cost: 0.0006 ips: 11.2131 images/s [05/15 11:51:37] ppdet.engine INFO: Epoch: [51] [6000/7329] learning_rate: 0.000100 loss_class: 0.670443 loss_bbox: 0.157949 loss_giou: 0.388403 loss_class_aux: 2.835879 loss_bbox_aux: 0.725487 loss_giou_aux: 1.656246 loss_class_dn: 0.352448 loss_bbox_dn: 0.181849 loss_giou_dn: 0.385544 loss_class_aux_dn: 1.156421 loss_bbox_aux_dn: 0.662253 loss_giou_aux_dn: 1.315073 loss: 10.979805 eta: 14:54:20 batch_cost: 0.3545 data_cost: 0.0006 ips: 11.2834 images/s [05/15 11:52:56] ppdet.engine INFO: Epoch: [51] [6200/7329] learning_rate: 0.000100 loss_class: 0.672664 loss_bbox: 0.153342 loss_giou: 0.452520 loss_class_aux: 2.844246 loss_bbox_aux: 0.680186 loss_giou_aux: 1.870227 loss_class_dn: 0.373780 loss_bbox_dn: 0.162483 loss_giou_dn: 0.445324 loss_class_aux_dn: 1.228266 loss_bbox_aux_dn: 0.587684 loss_giou_aux_dn: 1.540791 loss: 11.418146 eta: 14:53:07 batch_cost: 0.3558 data_cost: 0.0006 ips: 11.2417 images/s [05/15 11:54:14] ppdet.engine INFO: Epoch: [51] [6400/7329] learning_rate: 0.000100 loss_class: 0.665162 loss_bbox: 0.147955 loss_giou: 0.438833 loss_class_aux: 2.915892 loss_bbox_aux: 0.678582 loss_giou_aux: 1.891571 loss_class_dn: 0.374996 loss_bbox_dn: 0.167765 loss_giou_dn: 0.444265 loss_class_aux_dn: 1.227579 loss_bbox_aux_dn: 0.616328 loss_giou_aux_dn: 1.518602 loss: 11.560419 eta: 14:51:54 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3168 images/s [05/15 11:55:32] ppdet.engine INFO: Epoch: [51] [6600/7329] learning_rate: 0.000100 loss_class: 0.645581 loss_bbox: 0.140982 loss_giou: 0.390550 loss_class_aux: 2.673118 loss_bbox_aux: 0.636796 loss_giou_aux: 1.728742 loss_class_dn: 0.332637 loss_bbox_dn: 0.155818 loss_giou_dn: 0.391257 loss_class_aux_dn: 1.115026 loss_bbox_aux_dn: 0.580532 loss_giou_aux_dn: 1.316316 loss: 10.422621 eta: 14:50:41 batch_cost: 0.3525 data_cost: 0.0006 ips: 11.3481 images/s [05/15 11:56:51] ppdet.engine INFO: Epoch: [51] [6800/7329] learning_rate: 0.000100 loss_class: 0.618624 loss_bbox: 0.139993 loss_giou: 0.412787 loss_class_aux: 2.596043 loss_bbox_aux: 0.642191 loss_giou_aux: 1.778134 loss_class_dn: 0.345961 loss_bbox_dn: 0.157498 loss_giou_dn: 0.398502 loss_class_aux_dn: 1.127384 loss_bbox_aux_dn: 0.586216 loss_giou_aux_dn: 1.349765 loss: 10.314682 eta: 14:49:28 batch_cost: 0.3547 data_cost: 0.0006 ips: 11.2775 images/s [05/15 11:58:12] ppdet.engine INFO: Epoch: [51] [7000/7329] learning_rate: 0.000100 loss_class: 0.616294 loss_bbox: 0.132951 loss_giou: 0.403525 loss_class_aux: 2.748844 loss_bbox_aux: 0.607592 loss_giou_aux: 1.740322 loss_class_dn: 0.341721 loss_bbox_dn: 0.147632 loss_giou_dn: 0.384479 loss_class_aux_dn: 1.123030 loss_bbox_aux_dn: 0.534897 loss_giou_aux_dn: 1.310620 loss: 10.171038 eta: 14:48:15 batch_cost: 0.3606 data_cost: 0.0007 ips: 11.0912 images/s [05/15 11:59:33] ppdet.engine INFO: Epoch: [51] [7200/7329] learning_rate: 0.000100 loss_class: 0.649447 loss_bbox: 0.159841 loss_giou: 0.440003 loss_class_aux: 2.784686 loss_bbox_aux: 0.713374 loss_giou_aux: 1.885983 loss_class_dn: 0.364580 loss_bbox_dn: 0.171876 loss_giou_dn: 0.429493 loss_class_aux_dn: 1.206262 loss_bbox_aux_dn: 0.626586 loss_giou_aux_dn: 1.483600 loss: 11.074335 eta: 14:47:02 batch_cost: 0.3655 data_cost: 0.0007 ips: 10.9438 images/s [05/15 12:00:26] ppdet.engine INFO: Eval iter: 0 [05/15 12:00:33] ppdet.engine INFO: Eval iter: 100 [05/15 12:00:40] ppdet.engine INFO: Eval iter: 200 [05/15 12:00:48] ppdet.engine INFO: Eval iter: 300 [05/15 12:00:55] ppdet.engine INFO: Eval iter: 400 [05/15 12:01:02] ppdet.engine INFO: Eval iter: 500 [05/15 12:01:09] ppdet.engine INFO: Eval iter: 600 [05/15 12:01:17] ppdet.engine INFO: Eval iter: 700 [05/15 12:01:24] ppdet.engine INFO: Eval iter: 800 [05/15 12:01:32] ppdet.engine INFO: Eval iter: 900 [05/15 12:01:39] ppdet.engine INFO: Eval iter: 1000 [05/15 12:01:47] ppdet.engine INFO: Eval iter: 1100 [05/15 12:01:55] ppdet.engine INFO: Eval iter: 1200 [05/15 12:02:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/15 12:02:19] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.94s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.42s). Accumulating evaluation results... DONE (t=22.81s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.302 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.369 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 ] = 0.696 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.870 [05/15 12:04:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.745673812469434 [05/15 12:04:32] ppdet.engine INFO: Best test bbox ap is 0.482. [05/15 12:04:35] ppdet.engine INFO: Epoch: [52] [ 0/7329] learning_rate: 0.000100 loss_class: 0.600456 loss_bbox: 0.151234 loss_giou: 0.417225 loss_class_aux: 2.641689 loss_bbox_aux: 0.657665 loss_giou_aux: 1.770656 loss_class_dn: 0.341826 loss_bbox_dn: 0.162878 loss_giou_dn: 0.391873 loss_class_aux_dn: 1.126552 loss_bbox_aux_dn: 0.609060 loss_giou_aux_dn: 1.385892 loss: 10.763561 eta: 14:46:15 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3097 images/s [05/15 12:05:54] ppdet.engine INFO: Epoch: [52] [ 200/7329] learning_rate: 0.000100 loss_class: 0.630321 loss_bbox: 0.135825 loss_giou: 0.400055 loss_class_aux: 2.638020 loss_bbox_aux: 0.625742 loss_giou_aux: 1.738188 loss_class_dn: 0.338147 loss_bbox_dn: 0.155140 loss_giou_dn: 0.388890 loss_class_aux_dn: 1.131679 loss_bbox_aux_dn: 0.582923 loss_giou_aux_dn: 1.339358 loss: 10.312214 eta: 14:45:02 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2834 images/s [05/15 12:07:12] ppdet.engine INFO: Epoch: [52] [ 400/7329] learning_rate: 0.000100 loss_class: 0.632356 loss_bbox: 0.137985 loss_giou: 0.368585 loss_class_aux: 2.664438 loss_bbox_aux: 0.637305 loss_giou_aux: 1.681203 loss_class_dn: 0.325837 loss_bbox_dn: 0.159146 loss_giou_dn: 0.382164 loss_class_aux_dn: 1.070337 loss_bbox_aux_dn: 0.589675 loss_giou_aux_dn: 1.310859 loss: 10.325687 eta: 14:43:49 batch_cost: 0.3528 data_cost: 0.0006 ips: 11.3387 images/s [05/15 12:08:31] ppdet.engine INFO: Epoch: [52] [ 600/7329] learning_rate: 0.000100 loss_class: 0.648430 loss_bbox: 0.152412 loss_giou: 0.402671 loss_class_aux: 2.720179 loss_bbox_aux: 0.684001 loss_giou_aux: 1.700947 loss_class_dn: 0.341498 loss_bbox_dn: 0.171139 loss_giou_dn: 0.394916 loss_class_aux_dn: 1.124967 loss_bbox_aux_dn: 0.623702 loss_giou_aux_dn: 1.371812 loss: 11.277121 eta: 14:42:35 batch_cost: 0.3544 data_cost: 0.0006 ips: 11.2857 images/s [05/15 12:09:49] ppdet.engine INFO: Epoch: [52] [ 800/7329] learning_rate: 0.000100 loss_class: 0.615887 loss_bbox: 0.146956 loss_giou: 0.393782 loss_class_aux: 2.656522 loss_bbox_aux: 0.667365 loss_giou_aux: 1.699132 loss_class_dn: 0.337305 loss_bbox_dn: 0.155812 loss_giou_dn: 0.382621 loss_class_aux_dn: 1.122927 loss_bbox_aux_dn: 0.564175 loss_giou_aux_dn: 1.316073 loss: 10.418603 eta: 14:41:22 batch_cost: 0.3535 data_cost: 0.0006 ips: 11.3164 images/s [05/15 12:11:08] ppdet.engine INFO: Epoch: [52] [1000/7329] learning_rate: 0.000100 loss_class: 0.672194 loss_bbox: 0.151203 loss_giou: 0.434129 loss_class_aux: 2.921506 loss_bbox_aux: 0.684099 loss_giou_aux: 1.919831 loss_class_dn: 0.374052 loss_bbox_dn: 0.156147 loss_giou_dn: 0.425350 loss_class_aux_dn: 1.262472 loss_bbox_aux_dn: 0.585314 loss_giou_aux_dn: 1.470310 loss: 11.212173 eta: 14:40:09 batch_cost: 0.3585 data_cost: 0.0006 ips: 11.1567 images/s [05/15 12:12:27] ppdet.engine INFO: Epoch: [52] [1200/7329] learning_rate: 0.000100 loss_class: 0.661245 loss_bbox: 0.147020 loss_giou: 0.422686 loss_class_aux: 2.848153 loss_bbox_aux: 0.677748 loss_giou_aux: 1.812605 loss_class_dn: 0.344022 loss_bbox_dn: 0.177066 loss_giou_dn: 0.390799 loss_class_aux_dn: 1.164250 loss_bbox_aux_dn: 0.647872 loss_giou_aux_dn: 1.353707 loss: 10.917564 eta: 14:38:56 batch_cost: 0.3550 data_cost: 0.0006 ips: 11.2684 images/s [05/15 12:13:46] ppdet.engine INFO: Epoch: [52] [1400/7329] learning_rate: 0.000100 loss_class: 0.605810 loss_bbox: 0.145180 loss_giou: 0.402657 loss_class_aux: 2.633072 loss_bbox_aux: 0.656991 loss_giou_aux: 1.754310 loss_class_dn: 0.340754 loss_bbox_dn: 0.154828 loss_giou_dn: 0.381865 loss_class_aux_dn: 1.115211 loss_bbox_aux_dn: 0.592536 loss_giou_aux_dn: 1.347493 loss: 10.701128 eta: 14:37:43 batch_cost: 0.3564 data_cost: 0.0006 ips: 11.2239 images/s [05/15 12:15:07] ppdet.engine INFO: Epoch: [52] [1600/7329] learning_rate: 0.000100 loss_class: 0.631464 loss_bbox: 0.138944 loss_giou: 0.407539 loss_class_aux: 2.769717 loss_bbox_aux: 0.662387 loss_giou_aux: 1.703990 loss_class_dn: 0.344432 loss_bbox_dn: 0.176273 loss_giou_dn: 0.405197 loss_class_aux_dn: 1.144566 loss_bbox_aux_dn: 0.639793 loss_giou_aux_dn: 1.380239 loss: 11.287378 eta: 14:36:30 batch_cost: 0.3617 data_cost: 0.0007 ips: 11.0591 images/s [05/15 12:16:26] ppdet.engine INFO: Epoch: [52] [1800/7329] learning_rate: 0.000100 loss_class: 0.601694 loss_bbox: 0.139333 loss_giou: 0.374242 loss_class_aux: 2.527838 loss_bbox_aux: 0.618850 loss_giou_aux: 1.659548 loss_class_dn: 0.340045 loss_bbox_dn: 0.150360 loss_giou_dn: 0.393771 loss_class_aux_dn: 1.125247 loss_bbox_aux_dn: 0.578751 loss_giou_aux_dn: 1.355890 loss: 10.471756 eta: 14:35:18 batch_cost: 0.3587 data_cost: 0.0006 ips: 11.1515 images/s [05/15 12:17:45] ppdet.engine INFO: Epoch: [52] [2000/7329] learning_rate: 0.000100 loss_class: 0.685135 loss_bbox: 0.152805 loss_giou: 0.446698 loss_class_aux: 2.971769 loss_bbox_aux: 0.672201 loss_giou_aux: 1.922250 loss_class_dn: 0.375497 loss_bbox_dn: 0.165363 loss_giou_dn: 0.446955 loss_class_aux_dn: 1.228712 loss_bbox_aux_dn: 0.612311 loss_giou_aux_dn: 1.530758 loss: 11.911684 eta: 14:34:05 batch_cost: 0.3585 data_cost: 0.0006 ips: 11.1561 images/s [05/15 12:19:04] ppdet.engine INFO: Epoch: [52] [2200/7329] learning_rate: 0.000100 loss_class: 0.689030 loss_bbox: 0.150650 loss_giou: 0.453847 loss_class_aux: 2.990660 loss_bbox_aux: 0.673514 loss_giou_aux: 1.967910 loss_class_dn: 0.382901 loss_bbox_dn: 0.165955 loss_giou_dn: 0.454373 loss_class_aux_dn: 1.263684 loss_bbox_aux_dn: 0.610817 loss_giou_aux_dn: 1.562385 loss: 11.592989 eta: 14:32:52 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2165 images/s [05/15 12:20:24] ppdet.engine INFO: Epoch: [52] [2400/7329] learning_rate: 0.000100 loss_class: 0.643857 loss_bbox: 0.141626 loss_giou: 0.419318 loss_class_aux: 2.854524 loss_bbox_aux: 0.631315 loss_giou_aux: 1.763722 loss_class_dn: 0.337328 loss_bbox_dn: 0.154711 loss_giou_dn: 0.401115 loss_class_aux_dn: 1.111223 loss_bbox_aux_dn: 0.615140 loss_giou_aux_dn: 1.376558 loss: 10.747505 eta: 14:31:39 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1075 images/s [05/15 12:21:43] ppdet.engine INFO: Epoch: [52] [2600/7329] learning_rate: 0.000100 loss_class: 0.611516 loss_bbox: 0.134045 loss_giou: 0.380443 loss_class_aux: 2.640454 loss_bbox_aux: 0.630676 loss_giou_aux: 1.641716 loss_class_dn: 0.340539 loss_bbox_dn: 0.159744 loss_giou_dn: 0.385777 loss_class_aux_dn: 1.106059 loss_bbox_aux_dn: 0.594562 loss_giou_aux_dn: 1.323616 loss: 10.067994 eta: 14:30:26 batch_cost: 0.3596 data_cost: 0.0006 ips: 11.1240 images/s [05/15 12:23:02] ppdet.engine INFO: Epoch: [52] [2800/7329] learning_rate: 0.000100 loss_class: 0.624719 loss_bbox: 0.153414 loss_giou: 0.374409 loss_class_aux: 2.702747 loss_bbox_aux: 0.643705 loss_giou_aux: 1.690457 loss_class_dn: 0.330950 loss_bbox_dn: 0.169092 loss_giou_dn: 0.373536 loss_class_aux_dn: 1.108106 loss_bbox_aux_dn: 0.635230 loss_giou_aux_dn: 1.299996 loss: 10.482810 eta: 14:29:13 batch_cost: 0.3583 data_cost: 0.0006 ips: 11.1642 images/s [05/15 12:24:21] ppdet.engine INFO: Epoch: [52] [3000/7329] learning_rate: 0.000100 loss_class: 0.590037 loss_bbox: 0.147762 loss_giou: 0.415969 loss_class_aux: 2.509145 loss_bbox_aux: 0.660178 loss_giou_aux: 1.750554 loss_class_dn: 0.337861 loss_bbox_dn: 0.156396 loss_giou_dn: 0.389588 loss_class_aux_dn: 1.100791 loss_bbox_aux_dn: 0.593756 loss_giou_aux_dn: 1.365328 loss: 10.453846 eta: 14:28:00 batch_cost: 0.3550 data_cost: 0.0006 ips: 11.2687 images/s [05/15 12:25:40] ppdet.engine INFO: Epoch: [52] [3200/7329] learning_rate: 0.000100 loss_class: 0.568946 loss_bbox: 0.144609 loss_giou: 0.341312 loss_class_aux: 2.480047 loss_bbox_aux: 0.636933 loss_giou_aux: 1.509728 loss_class_dn: 0.304747 loss_bbox_dn: 0.157750 loss_giou_dn: 0.327208 loss_class_aux_dn: 1.023425 loss_bbox_aux_dn: 0.579364 loss_giou_aux_dn: 1.165964 loss: 9.800667 eta: 14:26:47 batch_cost: 0.3560 data_cost: 0.0006 ips: 11.2368 images/s [05/15 12:26:58] ppdet.engine INFO: Epoch: [52] [3400/7329] learning_rate: 0.000100 loss_class: 0.599631 loss_bbox: 0.142110 loss_giou: 0.367239 loss_class_aux: 2.651624 loss_bbox_aux: 0.618187 loss_giou_aux: 1.543414 loss_class_dn: 0.314841 loss_bbox_dn: 0.158532 loss_giou_dn: 0.372800 loss_class_aux_dn: 1.055187 loss_bbox_aux_dn: 0.570338 loss_giou_aux_dn: 1.242991 loss: 9.472105 eta: 14:25:34 batch_cost: 0.3528 data_cost: 0.0006 ips: 11.3376 images/s [05/15 12:28:16] ppdet.engine INFO: Epoch: [52] [3600/7329] learning_rate: 0.000100 loss_class: 0.627821 loss_bbox: 0.152254 loss_giou: 0.373432 loss_class_aux: 2.701813 loss_bbox_aux: 0.669107 loss_giou_aux: 1.585258 loss_class_dn: 0.329781 loss_bbox_dn: 0.165282 loss_giou_dn: 0.369216 loss_class_aux_dn: 1.090601 loss_bbox_aux_dn: 0.608139 loss_giou_aux_dn: 1.268599 loss: 10.097868 eta: 14:24:21 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2545 images/s [05/15 12:29:36] ppdet.engine INFO: Epoch: [52] [3800/7329] learning_rate: 0.000100 loss_class: 0.641238 loss_bbox: 0.149589 loss_giou: 0.437245 loss_class_aux: 2.747153 loss_bbox_aux: 0.678184 loss_giou_aux: 1.867815 loss_class_dn: 0.350649 loss_bbox_dn: 0.156605 loss_giou_dn: 0.403804 loss_class_aux_dn: 1.132063 loss_bbox_aux_dn: 0.588515 loss_giou_aux_dn: 1.403558 loss: 10.888156 eta: 14:23:08 batch_cost: 0.3567 data_cost: 0.0008 ips: 11.2134 images/s [05/15 12:30:55] ppdet.engine INFO: Epoch: [52] [4000/7329] learning_rate: 0.000100 loss_class: 0.645668 loss_bbox: 0.148924 loss_giou: 0.384335 loss_class_aux: 2.690909 loss_bbox_aux: 0.680071 loss_giou_aux: 1.705153 loss_class_dn: 0.330077 loss_bbox_dn: 0.173576 loss_giou_dn: 0.369423 loss_class_aux_dn: 1.083329 loss_bbox_aux_dn: 0.642016 loss_giou_aux_dn: 1.326327 loss: 10.439632 eta: 14:21:55 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1495 images/s [05/15 12:32:15] ppdet.engine INFO: Epoch: [52] [4200/7329] learning_rate: 0.000100 loss_class: 0.565894 loss_bbox: 0.143014 loss_giou: 0.337513 loss_class_aux: 2.473486 loss_bbox_aux: 0.642476 loss_giou_aux: 1.477315 loss_class_dn: 0.300635 loss_bbox_dn: 0.157130 loss_giou_dn: 0.346565 loss_class_aux_dn: 0.991036 loss_bbox_aux_dn: 0.608488 loss_giou_aux_dn: 1.207880 loss: 9.670715 eta: 14:20:42 batch_cost: 0.3601 data_cost: 0.0006 ips: 11.1075 images/s [05/15 12:33:33] ppdet.engine INFO: Epoch: [52] [4400/7329] learning_rate: 0.000100 loss_class: 0.619444 loss_bbox: 0.152316 loss_giou: 0.409838 loss_class_aux: 2.627341 loss_bbox_aux: 0.687831 loss_giou_aux: 1.719187 loss_class_dn: 0.325457 loss_bbox_dn: 0.172771 loss_giou_dn: 0.379843 loss_class_aux_dn: 1.073401 loss_bbox_aux_dn: 0.641665 loss_giou_aux_dn: 1.329911 loss: 10.399794 eta: 14:19:29 batch_cost: 0.3548 data_cost: 0.0006 ips: 11.2727 images/s [05/15 12:34:52] ppdet.engine INFO: Epoch: [52] [4600/7329] learning_rate: 0.000100 loss_class: 0.577314 loss_bbox: 0.144148 loss_giou: 0.369195 loss_class_aux: 2.487494 loss_bbox_aux: 0.624366 loss_giou_aux: 1.599293 loss_class_dn: 0.328473 loss_bbox_dn: 0.158610 loss_giou_dn: 0.359040 loss_class_aux_dn: 1.080962 loss_bbox_aux_dn: 0.605289 loss_giou_aux_dn: 1.257665 loss: 10.020508 eta: 14:18:16 batch_cost: 0.3556 data_cost: 0.0006 ips: 11.2496 images/s [05/15 12:36:11] ppdet.engine INFO: Epoch: [52] [4800/7329] learning_rate: 0.000100 loss_class: 0.607926 loss_bbox: 0.136608 loss_giou: 0.388158 loss_class_aux: 2.568086 loss_bbox_aux: 0.612171 loss_giou_aux: 1.687806 loss_class_dn: 0.320203 loss_bbox_dn: 0.151680 loss_giou_dn: 0.370013 loss_class_aux_dn: 1.059416 loss_bbox_aux_dn: 0.571149 loss_giou_aux_dn: 1.300716 loss: 10.125848 eta: 14:17:03 batch_cost: 0.3589 data_cost: 0.0006 ips: 11.1447 images/s [05/15 12:37:30] ppdet.engine INFO: Epoch: [52] [5000/7329] learning_rate: 0.000100 loss_class: 0.607805 loss_bbox: 0.136795 loss_giou: 0.388744 loss_class_aux: 2.596604 loss_bbox_aux: 0.612870 loss_giou_aux: 1.703484 loss_class_dn: 0.349478 loss_bbox_dn: 0.161985 loss_giou_dn: 0.386242 loss_class_aux_dn: 1.128381 loss_bbox_aux_dn: 0.577013 loss_giou_aux_dn: 1.329878 loss: 10.768450 eta: 14:15:50 batch_cost: 0.3555 data_cost: 0.0006 ips: 11.2519 images/s [05/15 12:38:49] ppdet.engine INFO: Epoch: [52] [5200/7329] learning_rate: 0.000100 loss_class: 0.670185 loss_bbox: 0.155073 loss_giou: 0.411087 loss_class_aux: 2.811685 loss_bbox_aux: 0.686892 loss_giou_aux: 1.757221 loss_class_dn: 0.336306 loss_bbox_dn: 0.169870 loss_giou_dn: 0.374032 loss_class_aux_dn: 1.123496 loss_bbox_aux_dn: 0.622060 loss_giou_aux_dn: 1.286008 loss: 10.630705 eta: 14:14:37 batch_cost: 0.3567 data_cost: 0.0006 ips: 11.2148 images/s [05/15 12:40:08] ppdet.engine INFO: Epoch: [52] [5400/7329] learning_rate: 0.000100 loss_class: 0.609964 loss_bbox: 0.152903 loss_giou: 0.428305 loss_class_aux: 2.658450 loss_bbox_aux: 0.649695 loss_giou_aux: 1.785418 loss_class_dn: 0.341281 loss_bbox_dn: 0.160597 loss_giou_dn: 0.420484 loss_class_aux_dn: 1.137778 loss_bbox_aux_dn: 0.599682 loss_giou_aux_dn: 1.466897 loss: 11.039362 eta: 14:13:24 batch_cost: 0.3552 data_cost: 0.0006 ips: 11.2602 images/s [05/15 12:41:26] ppdet.engine INFO: Epoch: [52] [5600/7329] learning_rate: 0.000100 loss_class: 0.627103 loss_bbox: 0.136985 loss_giou: 0.392022 loss_class_aux: 2.609504 loss_bbox_aux: 0.650977 loss_giou_aux: 1.703717 loss_class_dn: 0.339082 loss_bbox_dn: 0.143572 loss_giou_dn: 0.383333 loss_class_aux_dn: 1.128220 loss_bbox_aux_dn: 0.552233 loss_giou_aux_dn: 1.361805 loss: 10.576144 eta: 14:12:11 batch_cost: 0.3555 data_cost: 0.0006 ips: 11.2514 images/s [05/15 12:42:46] ppdet.engine INFO: Epoch: [52] [5800/7329] learning_rate: 0.000100 loss_class: 0.657119 loss_bbox: 0.152822 loss_giou: 0.419824 loss_class_aux: 2.855243 loss_bbox_aux: 0.696696 loss_giou_aux: 1.859681 loss_class_dn: 0.346286 loss_bbox_dn: 0.161551 loss_giou_dn: 0.418594 loss_class_aux_dn: 1.147333 loss_bbox_aux_dn: 0.612743 loss_giou_aux_dn: 1.450530 loss: 11.400901 eta: 14:10:58 batch_cost: 0.3578 data_cost: 0.0006 ips: 11.1783 images/s [05/15 12:44:04] ppdet.engine INFO: Epoch: [52] [6000/7329] learning_rate: 0.000100 loss_class: 0.601873 loss_bbox: 0.149173 loss_giou: 0.410789 loss_class_aux: 2.622066 loss_bbox_aux: 0.663446 loss_giou_aux: 1.810703 loss_class_dn: 0.327985 loss_bbox_dn: 0.166723 loss_giou_dn: 0.374407 loss_class_aux_dn: 1.066689 loss_bbox_aux_dn: 0.628497 loss_giou_aux_dn: 1.312463 loss: 9.980157 eta: 14:09:45 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3655 images/s [05/15 12:45:23] ppdet.engine INFO: Epoch: [52] [6200/7329] learning_rate: 0.000100 loss_class: 0.624983 loss_bbox: 0.149404 loss_giou: 0.408163 loss_class_aux: 2.762091 loss_bbox_aux: 0.676131 loss_giou_aux: 1.807318 loss_class_dn: 0.335290 loss_bbox_dn: 0.167415 loss_giou_dn: 0.388918 loss_class_aux_dn: 1.103797 loss_bbox_aux_dn: 0.623294 loss_giou_aux_dn: 1.320519 loss: 10.238564 eta: 14:08:32 batch_cost: 0.3595 data_cost: 0.0006 ips: 11.1271 images/s [05/15 12:46:42] ppdet.engine INFO: Epoch: [52] [6400/7329] learning_rate: 0.000100 loss_class: 0.620061 loss_bbox: 0.147570 loss_giou: 0.375025 loss_class_aux: 2.696447 loss_bbox_aux: 0.659055 loss_giou_aux: 1.614637 loss_class_dn: 0.341528 loss_bbox_dn: 0.156027 loss_giou_dn: 0.384511 loss_class_aux_dn: 1.128543 loss_bbox_aux_dn: 0.605408 loss_giou_aux_dn: 1.361693 loss: 10.542568 eta: 14:07:19 batch_cost: 0.3559 data_cost: 0.0006 ips: 11.2377 images/s [05/15 12:48:00] ppdet.engine INFO: Epoch: [52] [6600/7329] learning_rate: 0.000100 loss_class: 0.608998 loss_bbox: 0.147292 loss_giou: 0.416507 loss_class_aux: 2.547908 loss_bbox_aux: 0.660022 loss_giou_aux: 1.766004 loss_class_dn: 0.327802 loss_bbox_dn: 0.170260 loss_giou_dn: 0.378039 loss_class_aux_dn: 1.111726 loss_bbox_aux_dn: 0.616550 loss_giou_aux_dn: 1.326891 loss: 10.401901 eta: 14:06:06 batch_cost: 0.3560 data_cost: 0.0006 ips: 11.2360 images/s [05/15 12:49:20] ppdet.engine INFO: Epoch: [52] [6800/7329] learning_rate: 0.000100 loss_class: 0.604165 loss_bbox: 0.139356 loss_giou: 0.411995 loss_class_aux: 2.539491 loss_bbox_aux: 0.645868 loss_giou_aux: 1.770618 loss_class_dn: 0.341777 loss_bbox_dn: 0.148954 loss_giou_dn: 0.380908 loss_class_aux_dn: 1.093692 loss_bbox_aux_dn: 0.569411 loss_giou_aux_dn: 1.314552 loss: 10.431623 eta: 14:04:53 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1600 images/s [05/15 12:50:39] ppdet.engine INFO: Epoch: [52] [7000/7329] learning_rate: 0.000100 loss_class: 0.606955 loss_bbox: 0.130716 loss_giou: 0.373704 loss_class_aux: 2.610529 loss_bbox_aux: 0.595837 loss_giou_aux: 1.551388 loss_class_dn: 0.318620 loss_bbox_dn: 0.151028 loss_giou_dn: 0.357080 loss_class_aux_dn: 1.078461 loss_bbox_aux_dn: 0.567150 loss_giou_aux_dn: 1.249356 loss: 10.060045 eta: 14:03:40 batch_cost: 0.3566 data_cost: 0.0006 ips: 11.2157 images/s [05/15 12:51:58] ppdet.engine INFO: Epoch: [52] [7200/7329] learning_rate: 0.000100 loss_class: 0.596839 loss_bbox: 0.137327 loss_giou: 0.385574 loss_class_aux: 2.576735 loss_bbox_aux: 0.646005 loss_giou_aux: 1.638077 loss_class_dn: 0.309005 loss_bbox_dn: 0.161576 loss_giou_dn: 0.371578 loss_class_aux_dn: 1.018926 loss_bbox_aux_dn: 0.616795 loss_giou_aux_dn: 1.295630 loss: 10.048553 eta: 14:02:27 batch_cost: 0.3586 data_cost: 0.0006 ips: 11.1540 images/s [05/15 12:52:51] ppdet.engine INFO: Eval iter: 0 [05/15 12:52:58] ppdet.engine INFO: Eval iter: 100 [05/15 12:53:05] ppdet.engine INFO: Eval iter: 200 [05/15 12:53:13] ppdet.engine INFO: Eval iter: 300 [05/15 12:53:20] ppdet.engine INFO: Eval iter: 400 [05/15 12:53:27] ppdet.engine INFO: Eval iter: 500 [05/15 12:53:34] ppdet.engine INFO: Eval iter: 600 [05/15 12:53:42] ppdet.engine INFO: Eval iter: 700 [05/15 12:53:49] ppdet.engine INFO: Eval iter: 800 [05/15 12:53:56] ppdet.engine INFO: Eval iter: 900 [05/15 12:54:03] ppdet.engine INFO: Eval iter: 1000 [05/15 12:54:11] ppdet.engine INFO: Eval iter: 1100 [05/15 12:54:18] ppdet.engine INFO: Eval iter: 1200 [05/15 12:54:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/15 12:54:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.63s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=92.63s). Accumulating evaluation results... DONE (t=22.78s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.483 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.661 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.302 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.654 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 ] = 0.629 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 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864 [05/15 12:56:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 54.57127763715178 [05/15 12:56:55] ppdet.engine INFO: Best test bbox ap is 0.483. [05/15 12:56:58] ppdet.engine INFO: Epoch: [53] [ 0/7329] learning_rate: 0.000100 loss_class: 0.631774 loss_bbox: 0.147240 loss_giou: 0.385656 loss_class_aux: 2.731345 loss_bbox_aux: 0.672587 loss_giou_aux: 1.686468 loss_class_dn: 0.334482 loss_bbox_dn: 0.163496 loss_giou_dn: 0.384967 loss_class_aux_dn: 1.101429 loss_bbox_aux_dn: 0.625780 loss_giou_aux_dn: 1.330429 loss: 10.325455 eta: 14:01:40 batch_cost: 0.3560 data_cost: 0.0006 ips: 11.2346 images/s [05/15 12:58:17] ppdet.engine INFO: Epoch: [53] [ 200/7329] learning_rate: 0.000100 loss_class: 0.614665 loss_bbox: 0.129794 loss_giou: 0.425736 loss_class_aux: 2.702402 loss_bbox_aux: 0.578913 loss_giou_aux: 1.871900 loss_class_dn: 0.335441 loss_bbox_dn: 0.143802 loss_giou_dn: 0.412249 loss_class_aux_dn: 1.112952 loss_bbox_aux_dn: 0.549876 loss_giou_aux_dn: 1.417033 loss: 10.600214 eta: 14:00:27 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1954 images/s [05/15 12:59:36] ppdet.engine INFO: Epoch: [53] [ 400/7329] learning_rate: 0.000100 loss_class: 0.632767 loss_bbox: 0.142854 loss_giou: 0.383999 loss_class_aux: 2.703218 loss_bbox_aux: 0.657753 loss_giou_aux: 1.651164 loss_class_dn: 0.340153 loss_bbox_dn: 0.165394 loss_giou_dn: 0.373308 loss_class_aux_dn: 1.116466 loss_bbox_aux_dn: 0.595958 loss_giou_aux_dn: 1.305866 loss: 10.245985 eta: 13:59:14 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2036 images/s [05/15 13:00:56] ppdet.engine INFO: Epoch: [53] [ 600/7329] learning_rate: 0.000100 loss_class: 0.633449 loss_bbox: 0.143691 loss_giou: 0.445424 loss_class_aux: 2.707599 loss_bbox_aux: 0.642870 loss_giou_aux: 1.885255 loss_class_dn: 0.346714 loss_bbox_dn: 0.167680 loss_giou_dn: 0.416221 loss_class_aux_dn: 1.166259 loss_bbox_aux_dn: 0.639283 loss_giou_aux_dn: 1.422402 loss: 11.209887 eta: 13:58:02 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1579 images/s [05/15 13:02:15] ppdet.engine INFO: Epoch: [53] [ 800/7329] learning_rate: 0.000100 loss_class: 0.646325 loss_bbox: 0.142588 loss_giou: 0.383469 loss_class_aux: 2.744628 loss_bbox_aux: 0.649102 loss_giou_aux: 1.678142 loss_class_dn: 0.329620 loss_bbox_dn: 0.170424 loss_giou_dn: 0.369654 loss_class_aux_dn: 1.097810 loss_bbox_aux_dn: 0.645716 loss_giou_aux_dn: 1.313425 loss: 10.109802 eta: 13:56:49 batch_cost: 0.3599 data_cost: 0.0007 ips: 11.1148 images/s [05/15 13:03:35] ppdet.engine INFO: Epoch: [53] [1000/7329] learning_rate: 0.000100 loss_class: 0.576479 loss_bbox: 0.138647 loss_giou: 0.359398 loss_class_aux: 2.475435 loss_bbox_aux: 0.620594 loss_giou_aux: 1.602742 loss_class_dn: 0.326938 loss_bbox_dn: 0.154988 loss_giou_dn: 0.359652 loss_class_aux_dn: 1.078696 loss_bbox_aux_dn: 0.577778 loss_giou_aux_dn: 1.263046 loss: 10.072515 eta: 13:55:36 batch_cost: 0.3594 data_cost: 0.0007 ips: 11.1282 images/s [05/15 13:04:54] ppdet.engine INFO: Epoch: [53] [1200/7329] learning_rate: 0.000100 loss_class: 0.652847 loss_bbox: 0.150224 loss_giou: 0.434394 loss_class_aux: 2.719754 loss_bbox_aux: 0.701318 loss_giou_aux: 1.888517 loss_class_dn: 0.346503 loss_bbox_dn: 0.169993 loss_giou_dn: 0.396926 loss_class_aux_dn: 1.146519 loss_bbox_aux_dn: 0.631654 loss_giou_aux_dn: 1.397978 loss: 10.980501 eta: 13:54:23 batch_cost: 0.3583 data_cost: 0.0007 ips: 11.1646 images/s [05/15 13:06:13] ppdet.engine INFO: Epoch: [53] [1400/7329] learning_rate: 0.000100 loss_class: 0.596031 loss_bbox: 0.143853 loss_giou: 0.369548 loss_class_aux: 2.604702 loss_bbox_aux: 0.639953 loss_giou_aux: 1.603999 loss_class_dn: 0.303715 loss_bbox_dn: 0.157942 loss_giou_dn: 0.352026 loss_class_aux_dn: 1.012109 loss_bbox_aux_dn: 0.595548 loss_giou_aux_dn: 1.222335 loss: 9.840328 eta: 13:53:10 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2655 images/s [05/15 13:07:35] ppdet.engine INFO: Epoch: [53] [1600/7329] learning_rate: 0.000100 loss_class: 0.621984 loss_bbox: 0.141791 loss_giou: 0.421613 loss_class_aux: 2.639327 loss_bbox_aux: 0.645938 loss_giou_aux: 1.846955 loss_class_dn: 0.332672 loss_bbox_dn: 0.156933 loss_giou_dn: 0.385136 loss_class_aux_dn: 1.098007 loss_bbox_aux_dn: 0.607952 loss_giou_aux_dn: 1.338921 loss: 10.241841 eta: 13:51:58 batch_cost: 0.3668 data_cost: 0.0007 ips: 10.9038 images/s [05/15 13:08:54] ppdet.engine INFO: Epoch: [53] [1800/7329] learning_rate: 0.000100 loss_class: 0.611449 loss_bbox: 0.152707 loss_giou: 0.393838 loss_class_aux: 2.657279 loss_bbox_aux: 0.671002 loss_giou_aux: 1.757448 loss_class_dn: 0.348728 loss_bbox_dn: 0.163840 loss_giou_dn: 0.378434 loss_class_aux_dn: 1.145755 loss_bbox_aux_dn: 0.622936 loss_giou_aux_dn: 1.314639 loss: 10.932467 eta: 13:50:45 batch_cost: 0.3593 data_cost: 0.0007 ips: 11.1313 images/s [05/15 13:10:16] ppdet.engine INFO: Epoch: [53] [2000/7329] learning_rate: 0.000100 loss_class: 0.659794 loss_bbox: 0.151584 loss_giou: 0.454066 loss_class_aux: 2.769349 loss_bbox_aux: 0.676754 loss_giou_aux: 1.913157 loss_class_dn: 0.361383 loss_bbox_dn: 0.157584 loss_giou_dn: 0.413662 loss_class_aux_dn: 1.181561 loss_bbox_aux_dn: 0.592735 loss_giou_aux_dn: 1.459371 loss: 11.258471 eta: 13:49:33 batch_cost: 0.3638 data_cost: 0.0006 ips: 10.9945 images/s [05/15 13:11:38] ppdet.engine INFO: Epoch: [53] [2200/7329] learning_rate: 0.000100 loss_class: 0.601705 loss_bbox: 0.140370 loss_giou: 0.402790 loss_class_aux: 2.620039 loss_bbox_aux: 0.642062 loss_giou_aux: 1.753477 loss_class_dn: 0.344225 loss_bbox_dn: 0.149476 loss_giou_dn: 0.386491 loss_class_aux_dn: 1.145786 loss_bbox_aux_dn: 0.568450 loss_giou_aux_dn: 1.337120 loss: 10.465033 eta: 13:48:20 batch_cost: 0.3656 data_cost: 0.0007 ips: 10.9394 images/s [05/15 13:12:56] ppdet.engine INFO: Epoch: [53] [2400/7329] learning_rate: 0.000100 loss_class: 0.611105 loss_bbox: 0.141772 loss_giou: 0.341492 loss_class_aux: 2.566299 loss_bbox_aux: 0.646259 loss_giou_aux: 1.488302 loss_class_dn: 0.300122 loss_bbox_dn: 0.151820 loss_giou_dn: 0.345914 loss_class_aux_dn: 1.007825 loss_bbox_aux_dn: 0.602981 loss_giou_aux_dn: 1.223665 loss: 10.103013 eta: 13:47:07 batch_cost: 0.3544 data_cost: 0.0006 ips: 11.2869 images/s [05/15 13:14:16] ppdet.engine INFO: Epoch: [53] [2600/7329] learning_rate: 0.000100 loss_class: 0.659511 loss_bbox: 0.138808 loss_giou: 0.406411 loss_class_aux: 2.763549 loss_bbox_aux: 0.619216 loss_giou_aux: 1.746094 loss_class_dn: 0.343657 loss_bbox_dn: 0.150439 loss_giou_dn: 0.391968 loss_class_aux_dn: 1.129249 loss_bbox_aux_dn: 0.580275 loss_giou_aux_dn: 1.342134 loss: 10.326515 eta: 13:45:54 batch_cost: 0.3581 data_cost: 0.0007 ips: 11.1692 images/s [05/15 13:15:36] ppdet.engine INFO: Epoch: [53] [2800/7329] learning_rate: 0.000100 loss_class: 0.656088 loss_bbox: 0.152530 loss_giou: 0.403792 loss_class_aux: 2.855051 loss_bbox_aux: 0.669518 loss_giou_aux: 1.748100 loss_class_dn: 0.363976 loss_bbox_dn: 0.162700 loss_giou_dn: 0.397275 loss_class_aux_dn: 1.185610 loss_bbox_aux_dn: 0.581730 loss_giou_aux_dn: 1.368728 loss: 11.409128 eta: 13:44:42 batch_cost: 0.3617 data_cost: 0.0006 ips: 11.0577 images/s [05/15 13:16:56] ppdet.engine INFO: Epoch: [53] [3000/7329] learning_rate: 0.000100 loss_class: 0.612078 loss_bbox: 0.150505 loss_giou: 0.375322 loss_class_aux: 2.646913 loss_bbox_aux: 0.652489 loss_giou_aux: 1.596073 loss_class_dn: 0.347714 loss_bbox_dn: 0.163112 loss_giou_dn: 0.373388 loss_class_aux_dn: 1.138705 loss_bbox_aux_dn: 0.617678 loss_giou_aux_dn: 1.293912 loss: 10.620306 eta: 13:43:29 batch_cost: 0.3598 data_cost: 0.0008 ips: 11.1169 images/s [05/15 13:18:15] ppdet.engine INFO: Epoch: [53] [3200/7329] learning_rate: 0.000100 loss_class: 0.584938 loss_bbox: 0.150217 loss_giou: 0.390379 loss_class_aux: 2.515971 loss_bbox_aux: 0.656221 loss_giou_aux: 1.704412 loss_class_dn: 0.315579 loss_bbox_dn: 0.156683 loss_giou_dn: 0.370286 loss_class_aux_dn: 1.053325 loss_bbox_aux_dn: 0.571917 loss_giou_aux_dn: 1.295118 loss: 10.062153 eta: 13:42:16 batch_cost: 0.3587 data_cost: 0.0006 ips: 11.1517 images/s [05/15 13:19:35] ppdet.engine INFO: Epoch: [53] [3400/7329] learning_rate: 0.000100 loss_class: 0.589371 loss_bbox: 0.140087 loss_giou: 0.377066 loss_class_aux: 2.553244 loss_bbox_aux: 0.644706 loss_giou_aux: 1.631479 loss_class_dn: 0.335779 loss_bbox_dn: 0.160694 loss_giou_dn: 0.365400 loss_class_aux_dn: 1.099517 loss_bbox_aux_dn: 0.605097 loss_giou_aux_dn: 1.271321 loss: 10.066856 eta: 13:41:04 batch_cost: 0.3602 data_cost: 0.0007 ips: 11.1056 images/s [05/15 13:20:54] ppdet.engine INFO: Epoch: [53] [3600/7329] learning_rate: 0.000100 loss_class: 0.656927 loss_bbox: 0.147825 loss_giou: 0.394140 loss_class_aux: 2.801904 loss_bbox_aux: 0.672963 loss_giou_aux: 1.744211 loss_class_dn: 0.347464 loss_bbox_dn: 0.154016 loss_giou_dn: 0.385971 loss_class_aux_dn: 1.129913 loss_bbox_aux_dn: 0.593383 loss_giou_aux_dn: 1.350594 loss: 10.461470 eta: 13:39:51 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2217 images/s [05/15 13:22:13] ppdet.engine INFO: Epoch: [53] [3800/7329] learning_rate: 0.000100 loss_class: 0.628219 loss_bbox: 0.151340 loss_giou: 0.374543 loss_class_aux: 2.591458 loss_bbox_aux: 0.673618 loss_giou_aux: 1.624609 loss_class_dn: 0.341034 loss_bbox_dn: 0.176726 loss_giou_dn: 0.381707 loss_class_aux_dn: 1.120709 loss_bbox_aux_dn: 0.648978 loss_giou_aux_dn: 1.328109 loss: 10.315538 eta: 13:38:38 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2803 images/s [05/15 13:23:32] ppdet.engine INFO: Epoch: [53] [4000/7329] learning_rate: 0.000100 loss_class: 0.620711 loss_bbox: 0.136833 loss_giou: 0.355568 loss_class_aux: 2.646531 loss_bbox_aux: 0.629351 loss_giou_aux: 1.575204 loss_class_dn: 0.333541 loss_bbox_dn: 0.158336 loss_giou_dn: 0.353763 loss_class_aux_dn: 1.098320 loss_bbox_aux_dn: 0.584653 loss_giou_aux_dn: 1.228474 loss: 10.084705 eta: 13:37:25 batch_cost: 0.3565 data_cost: 0.0006 ips: 11.2196 images/s [05/15 13:24:50] ppdet.engine INFO: Epoch: [53] [4200/7329] learning_rate: 0.000100 loss_class: 0.679372 loss_bbox: 0.153480 loss_giou: 0.452390 loss_class_aux: 2.940227 loss_bbox_aux: 0.672048 loss_giou_aux: 1.990067 loss_class_dn: 0.376852 loss_bbox_dn: 0.153536 loss_giou_dn: 0.417599 loss_class_aux_dn: 1.229037 loss_bbox_aux_dn: 0.601637 loss_giou_aux_dn: 1.470760 loss: 11.673215 eta: 13:36:12 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2303 images/s [05/15 13:26:10] ppdet.engine INFO: Epoch: [53] [4400/7329] learning_rate: 0.000100 loss_class: 0.656290 loss_bbox: 0.146901 loss_giou: 0.411077 loss_class_aux: 2.820808 loss_bbox_aux: 0.651721 loss_giou_aux: 1.767984 loss_class_dn: 0.359863 loss_bbox_dn: 0.157366 loss_giou_dn: 0.404087 loss_class_aux_dn: 1.203838 loss_bbox_aux_dn: 0.604816 loss_giou_aux_dn: 1.414140 loss: 10.919477 eta: 13:34:59 batch_cost: 0.3575 data_cost: 0.0006 ips: 11.1884 images/s [05/15 13:27:29] ppdet.engine INFO: Epoch: [53] [4600/7329] learning_rate: 0.000100 loss_class: 0.658452 loss_bbox: 0.142443 loss_giou: 0.380812 loss_class_aux: 2.780794 loss_bbox_aux: 0.636007 loss_giou_aux: 1.622179 loss_class_dn: 0.355195 loss_bbox_dn: 0.154209 loss_giou_dn: 0.373181 loss_class_aux_dn: 1.165518 loss_bbox_aux_dn: 0.584532 loss_giou_aux_dn: 1.326720 loss: 10.479392 eta: 13:33:46 batch_cost: 0.3586 data_cost: 0.0006 ips: 11.1551 images/s [05/15 13:28:49] ppdet.engine INFO: Epoch: [53] [4800/7329] learning_rate: 0.000100 loss_class: 0.590110 loss_bbox: 0.134834 loss_giou: 0.346756 loss_class_aux: 2.503502 loss_bbox_aux: 0.622589 loss_giou_aux: 1.499755 loss_class_dn: 0.315655 loss_bbox_dn: 0.161248 loss_giou_dn: 0.328679 loss_class_aux_dn: 1.048319 loss_bbox_aux_dn: 0.615399 loss_giou_aux_dn: 1.158095 loss: 9.703365 eta: 13:32:33 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1090 images/s [05/15 13:30:08] ppdet.engine INFO: Epoch: [53] [5000/7329] learning_rate: 0.000100 loss_class: 0.605623 loss_bbox: 0.133370 loss_giou: 0.430588 loss_class_aux: 2.521032 loss_bbox_aux: 0.596115 loss_giou_aux: 1.897434 loss_class_dn: 0.330748 loss_bbox_dn: 0.153902 loss_giou_dn: 0.409732 loss_class_aux_dn: 1.085495 loss_bbox_aux_dn: 0.597986 loss_giou_aux_dn: 1.426257 loss: 10.539299 eta: 13:31:21 batch_cost: 0.3590 data_cost: 0.0006 ips: 11.1430 images/s [05/15 13:31:27] ppdet.engine INFO: Epoch: [53] [5200/7329] learning_rate: 0.000100 loss_class: 0.640259 loss_bbox: 0.134920 loss_giou: 0.377608 loss_class_aux: 2.604857 loss_bbox_aux: 0.610426 loss_giou_aux: 1.693891 loss_class_dn: 0.332832 loss_bbox_dn: 0.157493 loss_giou_dn: 0.373073 loss_class_aux_dn: 1.117104 loss_bbox_aux_dn: 0.567651 loss_giou_aux_dn: 1.268163 loss: 9.749737 eta: 13:30:08 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1952 images/s [05/15 13:32:46] ppdet.engine INFO: Epoch: [53] [5400/7329] learning_rate: 0.000100 loss_class: 0.663769 loss_bbox: 0.150785 loss_giou: 0.426598 loss_class_aux: 2.838431 loss_bbox_aux: 0.698777 loss_giou_aux: 1.836978 loss_class_dn: 0.366356 loss_bbox_dn: 0.159415 loss_giou_dn: 0.406987 loss_class_aux_dn: 1.195005 loss_bbox_aux_dn: 0.592083 loss_giou_aux_dn: 1.418008 loss: 11.469000 eta: 13:28:55 batch_cost: 0.3559 data_cost: 0.0006 ips: 11.2397 images/s [05/15 13:34:06] ppdet.engine INFO: Epoch: [53] [5600/7329] learning_rate: 0.000100 loss_class: 0.585429 loss_bbox: 0.125880 loss_giou: 0.325936 loss_class_aux: 2.454485 loss_bbox_aux: 0.567013 loss_giou_aux: 1.450532 loss_class_dn: 0.299015 loss_bbox_dn: 0.146002 loss_giou_dn: 0.318431 loss_class_aux_dn: 0.996449 loss_bbox_aux_dn: 0.552888 loss_giou_aux_dn: 1.108449 loss: 9.147473 eta: 13:27:42 batch_cost: 0.3627 data_cost: 0.0007 ips: 11.0275 images/s [05/15 13:35:26] ppdet.engine INFO: Epoch: [53] [5800/7329] learning_rate: 0.000100 loss_class: 0.587701 loss_bbox: 0.140644 loss_giou: 0.368941 loss_class_aux: 2.528500 loss_bbox_aux: 0.646358 loss_giou_aux: 1.605641 loss_class_dn: 0.321668 loss_bbox_dn: 0.153445 loss_giou_dn: 0.350883 loss_class_aux_dn: 1.052829 loss_bbox_aux_dn: 0.578447 loss_giou_aux_dn: 1.217290 loss: 10.004711 eta: 13:26:29 batch_cost: 0.3604 data_cost: 0.0006 ips: 11.0988 images/s [05/15 13:36:45] ppdet.engine INFO: Epoch: [53] [6000/7329] learning_rate: 0.000100 loss_class: 0.648616 loss_bbox: 0.141883 loss_giou: 0.428697 loss_class_aux: 2.790486 loss_bbox_aux: 0.627561 loss_giou_aux: 1.851246 loss_class_dn: 0.361940 loss_bbox_dn: 0.153433 loss_giou_dn: 0.426207 loss_class_aux_dn: 1.166672 loss_bbox_aux_dn: 0.575037 loss_giou_aux_dn: 1.442597 loss: 11.132756 eta: 13:25:17 batch_cost: 0.3594 data_cost: 0.0006 ips: 11.1283 images/s [05/15 13:38:04] ppdet.engine INFO: Epoch: [53] [6200/7329] learning_rate: 0.000100 loss_class: 0.638283 loss_bbox: 0.143641 loss_giou: 0.405509 loss_class_aux: 2.762776 loss_bbox_aux: 0.644162 loss_giou_aux: 1.753111 loss_class_dn: 0.344734 loss_bbox_dn: 0.158233 loss_giou_dn: 0.390694 loss_class_aux_dn: 1.129500 loss_bbox_aux_dn: 0.601670 loss_giou_aux_dn: 1.318882 loss: 10.169025 eta: 13:24:04 batch_cost: 0.3549 data_cost: 0.0006 ips: 11.2722 images/s [05/15 13:39:23] ppdet.engine INFO: Epoch: [53] [6400/7329] learning_rate: 0.000100 loss_class: 0.594297 loss_bbox: 0.136997 loss_giou: 0.363181 loss_class_aux: 2.495396 loss_bbox_aux: 0.594817 loss_giou_aux: 1.583547 loss_class_dn: 0.312246 loss_bbox_dn: 0.152484 loss_giou_dn: 0.352293 loss_class_aux_dn: 1.057626 loss_bbox_aux_dn: 0.577372 loss_giou_aux_dn: 1.207392 loss: 9.517090 eta: 13:22:51 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2195 images/s [05/15 13:40:43] ppdet.engine INFO: Epoch: [53] [6600/7329] learning_rate: 0.000100 loss_class: 0.605281 loss_bbox: 0.143536 loss_giou: 0.372231 loss_class_aux: 2.668498 loss_bbox_aux: 0.644467 loss_giou_aux: 1.620218 loss_class_dn: 0.329086 loss_bbox_dn: 0.155932 loss_giou_dn: 0.356134 loss_class_aux_dn: 1.092001 loss_bbox_aux_dn: 0.580028 loss_giou_aux_dn: 1.203457 loss: 10.170228 eta: 13:21:38 batch_cost: 0.3585 data_cost: 0.0006 ips: 11.1563 images/s [05/15 13:42:04] ppdet.engine INFO: Epoch: [53] [6800/7329] learning_rate: 0.000100 loss_class: 0.676535 loss_bbox: 0.143755 loss_giou: 0.406859 loss_class_aux: 2.833045 loss_bbox_aux: 0.667277 loss_giou_aux: 1.784261 loss_class_dn: 0.358839 loss_bbox_dn: 0.159062 loss_giou_dn: 0.413788 loss_class_aux_dn: 1.197439 loss_bbox_aux_dn: 0.616917 loss_giou_aux_dn: 1.425461 loss: 10.946402 eta: 13:20:26 batch_cost: 0.3638 data_cost: 0.0006 ips: 10.9949 images/s [05/15 13:43:22] ppdet.engine INFO: Epoch: [53] [7000/7329] learning_rate: 0.000100 loss_class: 0.592748 loss_bbox: 0.153871 loss_giou: 0.419380 loss_class_aux: 2.516487 loss_bbox_aux: 0.657185 loss_giou_aux: 1.844452 loss_class_dn: 0.332539 loss_bbox_dn: 0.157656 loss_giou_dn: 0.396781 loss_class_aux_dn: 1.089519 loss_bbox_aux_dn: 0.582186 loss_giou_aux_dn: 1.351634 loss: 10.420704 eta: 13:19:12 batch_cost: 0.3542 data_cost: 0.0006 ips: 11.2926 images/s [05/15 13:44:42] ppdet.engine INFO: Epoch: [53] [7200/7329] learning_rate: 0.000100 loss_class: 0.623976 loss_bbox: 0.143266 loss_giou: 0.398541 loss_class_aux: 2.624380 loss_bbox_aux: 0.633570 loss_giou_aux: 1.699829 loss_class_dn: 0.348411 loss_bbox_dn: 0.157001 loss_giou_dn: 0.401062 loss_class_aux_dn: 1.138249 loss_bbox_aux_dn: 0.602288 loss_giou_aux_dn: 1.420934 loss: 10.777238 eta: 13:18:00 batch_cost: 0.3589 data_cost: 0.0007 ips: 11.1454 images/s [05/15 13:45:35] ppdet.engine INFO: Eval iter: 0 [05/15 13:45:41] ppdet.engine INFO: Eval iter: 100 [05/15 13:45:48] ppdet.engine INFO: Eval iter: 200 [05/15 13:45:54] ppdet.engine INFO: Eval iter: 300 [05/15 13:46:01] ppdet.engine INFO: Eval iter: 400 [05/15 13:46:08] ppdet.engine INFO: Eval iter: 500 [05/15 13:46:14] ppdet.engine INFO: Eval iter: 600 [05/15 13:46:21] ppdet.engine INFO: Eval iter: 700 [05/15 13:46:28] ppdet.engine INFO: Eval iter: 800 [05/15 13:46:35] ppdet.engine INFO: Eval iter: 900 [05/15 13:46:41] ppdet.engine INFO: Eval iter: 1000 [05/15 13:46:47] ppdet.engine INFO: Eval iter: 1100 [05/15 13:46:54] ppdet.engine INFO: Eval iter: 1200 [05/15 13:47:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.48s) creating index... index created! [05/15 13:47:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.46s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.37s). Accumulating evaluation results... DONE (t=22.33s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.484 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.662 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.523 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 ] = 0.516 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.369 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 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/15 13:49:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.215407951498555 [05/15 13:49:32] ppdet.engine INFO: Best test bbox ap is 0.484. [05/15 13:49:35] ppdet.engine INFO: Epoch: [54] [ 0/7329] learning_rate: 0.000100 loss_class: 0.642925 loss_bbox: 0.151698 loss_giou: 0.405172 loss_class_aux: 2.704005 loss_bbox_aux: 0.671515 loss_giou_aux: 1.736228 loss_class_dn: 0.341185 loss_bbox_dn: 0.167355 loss_giou_dn: 0.392610 loss_class_aux_dn: 1.124844 loss_bbox_aux_dn: 0.630049 loss_giou_aux_dn: 1.339401 loss: 10.516891 eta: 13:17:13 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1922 images/s [05/15 13:50:53] ppdet.engine INFO: Epoch: [54] [ 200/7329] learning_rate: 0.000100 loss_class: 0.634164 loss_bbox: 0.139025 loss_giou: 0.410502 loss_class_aux: 2.592589 loss_bbox_aux: 0.617129 loss_giou_aux: 1.802002 loss_class_dn: 0.334673 loss_bbox_dn: 0.153265 loss_giou_dn: 0.403972 loss_class_aux_dn: 1.101055 loss_bbox_aux_dn: 0.586336 loss_giou_aux_dn: 1.390211 loss: 10.388849 eta: 13:16:00 batch_cost: 0.3556 data_cost: 0.0006 ips: 11.2479 images/s [05/15 13:52:12] ppdet.engine INFO: Epoch: [54] [ 400/7329] learning_rate: 0.000100 loss_class: 0.654183 loss_bbox: 0.155207 loss_giou: 0.425859 loss_class_aux: 2.825428 loss_bbox_aux: 0.674505 loss_giou_aux: 1.834871 loss_class_dn: 0.357284 loss_bbox_dn: 0.169643 loss_giou_dn: 0.405605 loss_class_aux_dn: 1.178817 loss_bbox_aux_dn: 0.644550 loss_giou_aux_dn: 1.385951 loss: 11.031696 eta: 13:14:46 batch_cost: 0.3527 data_cost: 0.0006 ips: 11.3415 images/s [05/15 13:53:31] ppdet.engine INFO: Epoch: [54] [ 600/7329] learning_rate: 0.000100 loss_class: 0.618980 loss_bbox: 0.134770 loss_giou: 0.435782 loss_class_aux: 2.676420 loss_bbox_aux: 0.620622 loss_giou_aux: 1.843524 loss_class_dn: 0.354121 loss_bbox_dn: 0.151040 loss_giou_dn: 0.430473 loss_class_aux_dn: 1.157548 loss_bbox_aux_dn: 0.545967 loss_giou_aux_dn: 1.465447 loss: 10.583560 eta: 13:13:34 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1964 images/s [05/15 13:54:50] ppdet.engine INFO: Epoch: [54] [ 800/7329] learning_rate: 0.000100 loss_class: 0.638395 loss_bbox: 0.144708 loss_giou: 0.416976 loss_class_aux: 2.743043 loss_bbox_aux: 0.657091 loss_giou_aux: 1.781032 loss_class_dn: 0.345023 loss_bbox_dn: 0.157076 loss_giou_dn: 0.399592 loss_class_aux_dn: 1.121807 loss_bbox_aux_dn: 0.583136 loss_giou_aux_dn: 1.389750 loss: 10.749267 eta: 13:12:21 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1387 images/s [05/15 13:56:09] ppdet.engine INFO: Epoch: [54] [1000/7329] learning_rate: 0.000100 loss_class: 0.616864 loss_bbox: 0.146517 loss_giou: 0.400574 loss_class_aux: 2.609368 loss_bbox_aux: 0.664962 loss_giou_aux: 1.790249 loss_class_dn: 0.334479 loss_bbox_dn: 0.150620 loss_giou_dn: 0.402534 loss_class_aux_dn: 1.133090 loss_bbox_aux_dn: 0.563562 loss_giou_aux_dn: 1.399969 loss: 10.948067 eta: 13:11:08 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2068 images/s [05/15 13:57:28] ppdet.engine INFO: Epoch: [54] [1200/7329] learning_rate: 0.000100 loss_class: 0.675166 loss_bbox: 0.148957 loss_giou: 0.451005 loss_class_aux: 2.855966 loss_bbox_aux: 0.665607 loss_giou_aux: 1.991060 loss_class_dn: 0.381113 loss_bbox_dn: 0.154204 loss_giou_dn: 0.439676 loss_class_aux_dn: 1.247111 loss_bbox_aux_dn: 0.600856 loss_giou_aux_dn: 1.520288 loss: 11.838387 eta: 13:09:55 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2765 images/s [05/15 13:58:46] ppdet.engine INFO: Epoch: [54] [1400/7329] learning_rate: 0.000100 loss_class: 0.614249 loss_bbox: 0.128199 loss_giou: 0.376288 loss_class_aux: 2.582911 loss_bbox_aux: 0.568828 loss_giou_aux: 1.645682 loss_class_dn: 0.334774 loss_bbox_dn: 0.139332 loss_giou_dn: 0.375660 loss_class_aux_dn: 1.118430 loss_bbox_aux_dn: 0.534316 loss_giou_aux_dn: 1.279730 loss: 10.212034 eta: 13:08:42 batch_cost: 0.3546 data_cost: 0.0006 ips: 11.2817 images/s [05/15 14:00:07] ppdet.engine INFO: Epoch: [54] [1600/7329] learning_rate: 0.000100 loss_class: 0.617512 loss_bbox: 0.145061 loss_giou: 0.363827 loss_class_aux: 2.604563 loss_bbox_aux: 0.657472 loss_giou_aux: 1.547053 loss_class_dn: 0.323582 loss_bbox_dn: 0.164491 loss_giou_dn: 0.378531 loss_class_aux_dn: 1.084318 loss_bbox_aux_dn: 0.612836 loss_giou_aux_dn: 1.316304 loss: 10.366675 eta: 13:07:29 batch_cost: 0.3604 data_cost: 0.0007 ips: 11.0983 images/s [05/15 14:01:25] ppdet.engine INFO: Epoch: [54] [1800/7329] learning_rate: 0.000100 loss_class: 0.651089 loss_bbox: 0.151271 loss_giou: 0.426578 loss_class_aux: 2.829393 loss_bbox_aux: 0.681597 loss_giou_aux: 1.911211 loss_class_dn: 0.343340 loss_bbox_dn: 0.147712 loss_giou_dn: 0.403507 loss_class_aux_dn: 1.126019 loss_bbox_aux_dn: 0.571213 loss_giou_aux_dn: 1.382354 loss: 10.444632 eta: 13:06:16 batch_cost: 0.3524 data_cost: 0.0006 ips: 11.3494 images/s [05/15 14:02:43] ppdet.engine INFO: Epoch: [54] [2000/7329] learning_rate: 0.000100 loss_class: 0.607393 loss_bbox: 0.139998 loss_giou: 0.377259 loss_class_aux: 2.642554 loss_bbox_aux: 0.649349 loss_giou_aux: 1.644383 loss_class_dn: 0.333985 loss_bbox_dn: 0.155059 loss_giou_dn: 0.371580 loss_class_aux_dn: 1.104526 loss_bbox_aux_dn: 0.586009 loss_giou_aux_dn: 1.268746 loss: 10.564917 eta: 13:05:03 batch_cost: 0.3541 data_cost: 0.0006 ips: 11.2965 images/s [05/15 14:04:02] ppdet.engine INFO: Epoch: [54] [2200/7329] learning_rate: 0.000100 loss_class: 0.626990 loss_bbox: 0.146282 loss_giou: 0.400286 loss_class_aux: 2.622940 loss_bbox_aux: 0.667740 loss_giou_aux: 1.687548 loss_class_dn: 0.325187 loss_bbox_dn: 0.152137 loss_giou_dn: 0.379234 loss_class_aux_dn: 1.091501 loss_bbox_aux_dn: 0.566934 loss_giou_aux_dn: 1.301956 loss: 10.459398 eta: 13:03:50 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2498 images/s [05/15 14:05:20] ppdet.engine INFO: Epoch: [54] [2400/7329] learning_rate: 0.000100 loss_class: 0.695498 loss_bbox: 0.153343 loss_giou: 0.413510 loss_class_aux: 2.959262 loss_bbox_aux: 0.681259 loss_giou_aux: 1.784313 loss_class_dn: 0.359738 loss_bbox_dn: 0.171515 loss_giou_dn: 0.396167 loss_class_aux_dn: 1.181409 loss_bbox_aux_dn: 0.646691 loss_giou_aux_dn: 1.391598 loss: 11.184361 eta: 13:02:37 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3852 images/s [05/15 14:06:39] ppdet.engine INFO: Epoch: [54] [2600/7329] learning_rate: 0.000100 loss_class: 0.674619 loss_bbox: 0.160428 loss_giou: 0.412894 loss_class_aux: 2.942185 loss_bbox_aux: 0.718836 loss_giou_aux: 1.817030 loss_class_dn: 0.365921 loss_bbox_dn: 0.179640 loss_giou_dn: 0.420034 loss_class_aux_dn: 1.194236 loss_bbox_aux_dn: 0.672870 loss_giou_aux_dn: 1.463133 loss: 11.399892 eta: 13:01:24 batch_cost: 0.3578 data_cost: 0.0006 ips: 11.1790 images/s [05/15 14:07:57] ppdet.engine INFO: Epoch: [54] [2800/7329] learning_rate: 0.000100 loss_class: 0.676250 loss_bbox: 0.148235 loss_giou: 0.434867 loss_class_aux: 2.880358 loss_bbox_aux: 0.666145 loss_giou_aux: 1.880982 loss_class_dn: 0.367639 loss_bbox_dn: 0.174094 loss_giou_dn: 0.398441 loss_class_aux_dn: 1.204287 loss_bbox_aux_dn: 0.646561 loss_giou_aux_dn: 1.416541 loss: 11.189184 eta: 13:00:11 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3112 images/s [05/15 14:09:16] ppdet.engine INFO: Epoch: [54] [3000/7329] learning_rate: 0.000100 loss_class: 0.636493 loss_bbox: 0.142701 loss_giou: 0.412906 loss_class_aux: 2.764804 loss_bbox_aux: 0.632796 loss_giou_aux: 1.804010 loss_class_dn: 0.349928 loss_bbox_dn: 0.160779 loss_giou_dn: 0.412344 loss_class_aux_dn: 1.143507 loss_bbox_aux_dn: 0.591982 loss_giou_aux_dn: 1.394155 loss: 10.401653 eta: 12:58:58 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2153 images/s [05/15 14:10:35] ppdet.engine INFO: Epoch: [54] [3200/7329] learning_rate: 0.000100 loss_class: 0.651567 loss_bbox: 0.137185 loss_giou: 0.405527 loss_class_aux: 2.719969 loss_bbox_aux: 0.636880 loss_giou_aux: 1.769510 loss_class_dn: 0.343091 loss_bbox_dn: 0.164416 loss_giou_dn: 0.396063 loss_class_aux_dn: 1.131782 loss_bbox_aux_dn: 0.616885 loss_giou_aux_dn: 1.345577 loss: 10.463036 eta: 12:57:45 batch_cost: 0.3562 data_cost: 0.0006 ips: 11.2291 images/s [05/15 14:11:53] ppdet.engine INFO: Epoch: [54] [3400/7329] learning_rate: 0.000100 loss_class: 0.570086 loss_bbox: 0.141460 loss_giou: 0.382068 loss_class_aux: 2.493598 loss_bbox_aux: 0.610053 loss_giou_aux: 1.600830 loss_class_dn: 0.306990 loss_bbox_dn: 0.140899 loss_giou_dn: 0.355580 loss_class_aux_dn: 1.027520 loss_bbox_aux_dn: 0.521526 loss_giou_aux_dn: 1.219834 loss: 9.657692 eta: 12:56:32 batch_cost: 0.3547 data_cost: 0.0006 ips: 11.2761 images/s [05/15 14:13:12] ppdet.engine INFO: Epoch: [54] [3600/7329] learning_rate: 0.000100 loss_class: 0.605356 loss_bbox: 0.132436 loss_giou: 0.352777 loss_class_aux: 2.556756 loss_bbox_aux: 0.619731 loss_giou_aux: 1.537356 loss_class_dn: 0.318336 loss_bbox_dn: 0.150403 loss_giou_dn: 0.363891 loss_class_aux_dn: 1.042777 loss_bbox_aux_dn: 0.574001 loss_giou_aux_dn: 1.283857 loss: 10.139353 eta: 12:55:19 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1953 images/s [05/15 14:14:30] ppdet.engine INFO: Epoch: [54] [3800/7329] learning_rate: 0.000100 loss_class: 0.595883 loss_bbox: 0.139180 loss_giou: 0.382142 loss_class_aux: 2.559821 loss_bbox_aux: 0.643830 loss_giou_aux: 1.654181 loss_class_dn: 0.324950 loss_bbox_dn: 0.153072 loss_giou_dn: 0.371533 loss_class_aux_dn: 1.068572 loss_bbox_aux_dn: 0.600203 loss_giou_aux_dn: 1.297383 loss: 10.137028 eta: 12:54:06 batch_cost: 0.3537 data_cost: 0.0006 ips: 11.3104 images/s [05/15 14:15:50] ppdet.engine INFO: Epoch: [54] [4000/7329] learning_rate: 0.000100 loss_class: 0.614503 loss_bbox: 0.131755 loss_giou: 0.386632 loss_class_aux: 2.722364 loss_bbox_aux: 0.600267 loss_giou_aux: 1.666357 loss_class_dn: 0.320472 loss_bbox_dn: 0.145600 loss_giou_dn: 0.365501 loss_class_aux_dn: 1.065070 loss_bbox_aux_dn: 0.550848 loss_giou_aux_dn: 1.306536 loss: 10.236835 eta: 12:52:53 batch_cost: 0.3581 data_cost: 0.0006 ips: 11.1716 images/s [05/15 14:17:10] ppdet.engine INFO: Epoch: [54] [4200/7329] learning_rate: 0.000100 loss_class: 0.607592 loss_bbox: 0.132356 loss_giou: 0.370946 loss_class_aux: 2.521341 loss_bbox_aux: 0.626565 loss_giou_aux: 1.604177 loss_class_dn: 0.333688 loss_bbox_dn: 0.156210 loss_giou_dn: 0.353206 loss_class_aux_dn: 1.074730 loss_bbox_aux_dn: 0.579592 loss_giou_aux_dn: 1.251643 loss: 9.943973 eta: 12:51:41 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1746 images/s [05/15 14:18:28] ppdet.engine INFO: Epoch: [54] [4400/7329] learning_rate: 0.000100 loss_class: 0.595090 loss_bbox: 0.134650 loss_giou: 0.389768 loss_class_aux: 2.590036 loss_bbox_aux: 0.598783 loss_giou_aux: 1.701006 loss_class_dn: 0.332505 loss_bbox_dn: 0.146682 loss_giou_dn: 0.402195 loss_class_aux_dn: 1.126473 loss_bbox_aux_dn: 0.566779 loss_giou_aux_dn: 1.361708 loss: 10.457939 eta: 12:50:27 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3647 images/s [05/15 14:19:46] ppdet.engine INFO: Epoch: [54] [4600/7329] learning_rate: 0.000100 loss_class: 0.646505 loss_bbox: 0.140780 loss_giou: 0.408931 loss_class_aux: 2.746644 loss_bbox_aux: 0.619371 loss_giou_aux: 1.850090 loss_class_dn: 0.340256 loss_bbox_dn: 0.155184 loss_giou_dn: 0.414350 loss_class_aux_dn: 1.117623 loss_bbox_aux_dn: 0.559952 loss_giou_aux_dn: 1.414262 loss: 10.709589 eta: 12:49:15 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2011 images/s [05/15 14:21:04] ppdet.engine INFO: Epoch: [54] [4800/7329] learning_rate: 0.000100 loss_class: 0.568366 loss_bbox: 0.139903 loss_giou: 0.372097 loss_class_aux: 2.454758 loss_bbox_aux: 0.637722 loss_giou_aux: 1.608818 loss_class_dn: 0.304977 loss_bbox_dn: 0.158365 loss_giou_dn: 0.366678 loss_class_aux_dn: 1.011775 loss_bbox_aux_dn: 0.615103 loss_giou_aux_dn: 1.248131 loss: 9.588648 eta: 12:48:01 batch_cost: 0.3523 data_cost: 0.0006 ips: 11.3528 images/s [05/15 14:22:23] ppdet.engine INFO: Epoch: [54] [5000/7329] learning_rate: 0.000100 loss_class: 0.637162 loss_bbox: 0.152451 loss_giou: 0.382178 loss_class_aux: 2.723636 loss_bbox_aux: 0.713930 loss_giou_aux: 1.688945 loss_class_dn: 0.332870 loss_bbox_dn: 0.172329 loss_giou_dn: 0.371835 loss_class_aux_dn: 1.079599 loss_bbox_aux_dn: 0.634613 loss_giou_aux_dn: 1.306228 loss: 10.381735 eta: 12:46:48 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2458 images/s [05/15 14:23:43] ppdet.engine INFO: Epoch: [54] [5200/7329] learning_rate: 0.000100 loss_class: 0.660029 loss_bbox: 0.145791 loss_giou: 0.447096 loss_class_aux: 2.723208 loss_bbox_aux: 0.645783 loss_giou_aux: 1.867665 loss_class_dn: 0.378676 loss_bbox_dn: 0.152716 loss_giou_dn: 0.441559 loss_class_aux_dn: 1.215878 loss_bbox_aux_dn: 0.576541 loss_giou_aux_dn: 1.531706 loss: 11.367359 eta: 12:45:36 batch_cost: 0.3586 data_cost: 0.0006 ips: 11.1542 images/s [05/15 14:25:01] ppdet.engine INFO: Epoch: [54] [5400/7329] learning_rate: 0.000100 loss_class: 0.607974 loss_bbox: 0.149046 loss_giou: 0.392407 loss_class_aux: 2.557867 loss_bbox_aux: 0.654526 loss_giou_aux: 1.699537 loss_class_dn: 0.333644 loss_bbox_dn: 0.165052 loss_giou_dn: 0.387644 loss_class_aux_dn: 1.089867 loss_bbox_aux_dn: 0.603340 loss_giou_aux_dn: 1.331789 loss: 10.288330 eta: 12:44:23 batch_cost: 0.3525 data_cost: 0.0006 ips: 11.3478 images/s [05/15 14:26:20] ppdet.engine INFO: Epoch: [54] [5600/7329] learning_rate: 0.000100 loss_class: 0.615660 loss_bbox: 0.136650 loss_giou: 0.387588 loss_class_aux: 2.651690 loss_bbox_aux: 0.600775 loss_giou_aux: 1.674450 loss_class_dn: 0.334075 loss_bbox_dn: 0.150790 loss_giou_dn: 0.371216 loss_class_aux_dn: 1.091627 loss_bbox_aux_dn: 0.572914 loss_giou_aux_dn: 1.304190 loss: 10.214965 eta: 12:43:10 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2258 images/s [05/15 14:27:39] ppdet.engine INFO: Epoch: [54] [5800/7329] learning_rate: 0.000100 loss_class: 0.630208 loss_bbox: 0.145860 loss_giou: 0.390496 loss_class_aux: 2.662317 loss_bbox_aux: 0.658243 loss_giou_aux: 1.644793 loss_class_dn: 0.323205 loss_bbox_dn: 0.167979 loss_giou_dn: 0.363749 loss_class_aux_dn: 1.065832 loss_bbox_aux_dn: 0.619241 loss_giou_aux_dn: 1.264032 loss: 10.414750 eta: 12:41:57 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1404 images/s [05/15 14:28:58] ppdet.engine INFO: Epoch: [54] [6000/7329] learning_rate: 0.000100 loss_class: 0.601049 loss_bbox: 0.143540 loss_giou: 0.390922 loss_class_aux: 2.509050 loss_bbox_aux: 0.637861 loss_giou_aux: 1.628510 loss_class_dn: 0.329002 loss_bbox_dn: 0.161831 loss_giou_dn: 0.381977 loss_class_aux_dn: 1.082285 loss_bbox_aux_dn: 0.609187 loss_giou_aux_dn: 1.332738 loss: 10.326896 eta: 12:40:44 batch_cost: 0.3549 data_cost: 0.0006 ips: 11.2711 images/s [05/15 14:30:17] ppdet.engine INFO: Epoch: [54] [6200/7329] learning_rate: 0.000100 loss_class: 0.624602 loss_bbox: 0.147048 loss_giou: 0.425388 loss_class_aux: 2.709092 loss_bbox_aux: 0.664699 loss_giou_aux: 1.831300 loss_class_dn: 0.353842 loss_bbox_dn: 0.155614 loss_giou_dn: 0.425792 loss_class_aux_dn: 1.181936 loss_bbox_aux_dn: 0.591796 loss_giou_aux_dn: 1.460957 loss: 10.603098 eta: 12:39:31 batch_cost: 0.3595 data_cost: 0.0006 ips: 11.1272 images/s [05/15 14:31:36] ppdet.engine INFO: Epoch: [54] [6400/7329] learning_rate: 0.000100 loss_class: 0.646098 loss_bbox: 0.161570 loss_giou: 0.424679 loss_class_aux: 2.715232 loss_bbox_aux: 0.702520 loss_giou_aux: 1.893214 loss_class_dn: 0.372217 loss_bbox_dn: 0.166923 loss_giou_dn: 0.410329 loss_class_aux_dn: 1.216259 loss_bbox_aux_dn: 0.641091 loss_giou_aux_dn: 1.418078 loss: 11.460070 eta: 12:38:18 batch_cost: 0.3567 data_cost: 0.0006 ips: 11.2125 images/s [05/15 14:32:55] ppdet.engine INFO: Epoch: [54] [6600/7329] learning_rate: 0.000100 loss_class: 0.633066 loss_bbox: 0.141972 loss_giou: 0.385620 loss_class_aux: 2.757565 loss_bbox_aux: 0.632114 loss_giou_aux: 1.672922 loss_class_dn: 0.348784 loss_bbox_dn: 0.156237 loss_giou_dn: 0.397428 loss_class_aux_dn: 1.179380 loss_bbox_aux_dn: 0.591872 loss_giou_aux_dn: 1.397667 loss: 10.651926 eta: 12:37:06 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1181 images/s [05/15 14:34:15] ppdet.engine INFO: Epoch: [54] [6800/7329] learning_rate: 0.000100 loss_class: 0.660225 loss_bbox: 0.141897 loss_giou: 0.425010 loss_class_aux: 2.794309 loss_bbox_aux: 0.637857 loss_giou_aux: 1.855284 loss_class_dn: 0.356698 loss_bbox_dn: 0.167453 loss_giou_dn: 0.387799 loss_class_aux_dn: 1.184334 loss_bbox_aux_dn: 0.614285 loss_giou_aux_dn: 1.338716 loss: 11.052389 eta: 12:35:53 batch_cost: 0.3607 data_cost: 0.0007 ips: 11.0905 images/s [05/15 14:35:33] ppdet.engine INFO: Epoch: [54] [7000/7329] learning_rate: 0.000100 loss_class: 0.628664 loss_bbox: 0.149773 loss_giou: 0.421416 loss_class_aux: 2.658953 loss_bbox_aux: 0.692434 loss_giou_aux: 1.796783 loss_class_dn: 0.335265 loss_bbox_dn: 0.168081 loss_giou_dn: 0.406670 loss_class_aux_dn: 1.116395 loss_bbox_aux_dn: 0.636536 loss_giou_aux_dn: 1.386670 loss: 10.995763 eta: 12:34:40 batch_cost: 0.3549 data_cost: 0.0006 ips: 11.2695 images/s [05/15 14:36:53] ppdet.engine INFO: Epoch: [54] [7200/7329] learning_rate: 0.000100 loss_class: 0.603798 loss_bbox: 0.133089 loss_giou: 0.374618 loss_class_aux: 2.552116 loss_bbox_aux: 0.610872 loss_giou_aux: 1.661339 loss_class_dn: 0.344138 loss_bbox_dn: 0.144120 loss_giou_dn: 0.366994 loss_class_aux_dn: 1.115291 loss_bbox_aux_dn: 0.556846 loss_giou_aux_dn: 1.274031 loss: 10.375793 eta: 12:33:28 batch_cost: 0.3595 data_cost: 0.0006 ips: 11.1257 images/s [05/15 14:37:46] ppdet.engine INFO: Eval iter: 0 [05/15 14:37:53] ppdet.engine INFO: Eval iter: 100 [05/15 14:38:00] ppdet.engine INFO: Eval iter: 200 [05/15 14:38:06] ppdet.engine INFO: Eval iter: 300 [05/15 14:38:13] ppdet.engine INFO: Eval iter: 400 [05/15 14:38:19] ppdet.engine INFO: Eval iter: 500 [05/15 14:38:25] ppdet.engine INFO: Eval iter: 600 [05/15 14:38:32] ppdet.engine INFO: Eval iter: 700 [05/15 14:38:39] ppdet.engine INFO: Eval iter: 800 [05/15 14:38:46] ppdet.engine INFO: Eval iter: 900 [05/15 14:38:52] ppdet.engine INFO: Eval iter: 1000 [05/15 14:38:59] ppdet.engine INFO: Eval iter: 1100 [05/15 14:39:05] ppdet.engine INFO: Eval iter: 1200 [05/15 14:39:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.48s) creating index... index created! [05/15 14:39:30] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.61s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.81s). Accumulating evaluation results... DONE (t=26.91s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.484 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.662 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.523 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 ] = 0.517 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.369 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 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865 [05/15 14:41:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.52192862082031 [05/15 14:41:47] ppdet.engine INFO: Best test bbox ap is 0.484. [05/15 14:41:40] ppdet.engine INFO: Epoch: [55] [ 0/7329] learning_rate: 0.000100 loss_class: 0.582626 loss_bbox: 0.132877 loss_giou: 0.410163 loss_class_aux: 2.468954 loss_bbox_aux: 0.585443 loss_giou_aux: 1.714641 loss_class_dn: 0.321121 loss_bbox_dn: 0.142002 loss_giou_dn: 0.377319 loss_class_aux_dn: 1.056427 loss_bbox_aux_dn: 0.535914 loss_giou_aux_dn: 1.287175 loss: 9.774819 eta: 12:32:41 batch_cost: 0.3590 data_cost: 0.0007 ips: 11.1415 images/s [05/15 14:43:08] ppdet.engine INFO: Epoch: [55] [ 200/7329] learning_rate: 0.000100 loss_class: 0.639490 loss_bbox: 0.147899 loss_giou: 0.408558 loss_class_aux: 2.675690 loss_bbox_aux: 0.697956 loss_giou_aux: 1.702200 loss_class_dn: 0.341395 loss_bbox_dn: 0.158922 loss_giou_dn: 0.383805 loss_class_aux_dn: 1.133725 loss_bbox_aux_dn: 0.596137 loss_giou_aux_dn: 1.319365 loss: 10.593756 eta: 12:31:28 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2616 images/s [05/15 14:44:27] ppdet.engine INFO: Epoch: [55] [ 400/7329] learning_rate: 0.000100 loss_class: 0.574506 loss_bbox: 0.132165 loss_giou: 0.346873 loss_class_aux: 2.485107 loss_bbox_aux: 0.579750 loss_giou_aux: 1.510368 loss_class_dn: 0.306045 loss_bbox_dn: 0.144620 loss_giou_dn: 0.336825 loss_class_aux_dn: 1.003402 loss_bbox_aux_dn: 0.551551 loss_giou_aux_dn: 1.159046 loss: 9.453776 eta: 12:30:15 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2179 images/s [05/15 14:45:47] ppdet.engine INFO: Epoch: [55] [ 600/7329] learning_rate: 0.000100 loss_class: 0.599536 loss_bbox: 0.135580 loss_giou: 0.347877 loss_class_aux: 2.621096 loss_bbox_aux: 0.599206 loss_giou_aux: 1.532270 loss_class_dn: 0.319991 loss_bbox_dn: 0.144075 loss_giou_dn: 0.353066 loss_class_aux_dn: 1.050894 loss_bbox_aux_dn: 0.528578 loss_giou_aux_dn: 1.229413 loss: 9.546486 eta: 12:29:02 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1481 images/s [05/15 14:47:05] ppdet.engine INFO: Epoch: [55] [ 800/7329] learning_rate: 0.000100 loss_class: 0.613252 loss_bbox: 0.161516 loss_giou: 0.422671 loss_class_aux: 2.642688 loss_bbox_aux: 0.684819 loss_giou_aux: 1.849645 loss_class_dn: 0.346632 loss_bbox_dn: 0.156322 loss_giou_dn: 0.410817 loss_class_aux_dn: 1.132802 loss_bbox_aux_dn: 0.583822 loss_giou_aux_dn: 1.414133 loss: 10.683725 eta: 12:27:49 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2647 images/s [05/15 14:48:24] ppdet.engine INFO: Epoch: [55] [1000/7329] learning_rate: 0.000100 loss_class: 0.610163 loss_bbox: 0.142000 loss_giou: 0.325620 loss_class_aux: 2.570592 loss_bbox_aux: 0.631929 loss_giou_aux: 1.388553 loss_class_dn: 0.310537 loss_bbox_dn: 0.153596 loss_giou_dn: 0.339987 loss_class_aux_dn: 1.043761 loss_bbox_aux_dn: 0.597197 loss_giou_aux_dn: 1.202315 loss: 9.762286 eta: 12:26:36 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2935 images/s [05/15 14:49:43] ppdet.engine INFO: Epoch: [55] [1200/7329] learning_rate: 0.000100 loss_class: 0.608966 loss_bbox: 0.136721 loss_giou: 0.374773 loss_class_aux: 2.635874 loss_bbox_aux: 0.623373 loss_giou_aux: 1.682872 loss_class_dn: 0.324474 loss_bbox_dn: 0.165507 loss_giou_dn: 0.356109 loss_class_aux_dn: 1.069767 loss_bbox_aux_dn: 0.599782 loss_giou_aux_dn: 1.258847 loss: 10.114138 eta: 12:25:23 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2572 images/s [05/15 14:51:01] ppdet.engine INFO: Epoch: [55] [1400/7329] learning_rate: 0.000100 loss_class: 0.601455 loss_bbox: 0.150484 loss_giou: 0.343292 loss_class_aux: 2.554318 loss_bbox_aux: 0.685946 loss_giou_aux: 1.547827 loss_class_dn: 0.308404 loss_bbox_dn: 0.157686 loss_giou_dn: 0.352414 loss_class_aux_dn: 1.030771 loss_bbox_aux_dn: 0.616406 loss_giou_aux_dn: 1.221838 loss: 9.789207 eta: 12:24:10 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2428 images/s [05/15 14:52:20] ppdet.engine INFO: Epoch: [55] [1600/7329] learning_rate: 0.000100 loss_class: 0.613398 loss_bbox: 0.147794 loss_giou: 0.377182 loss_class_aux: 2.665357 loss_bbox_aux: 0.655260 loss_giou_aux: 1.626863 loss_class_dn: 0.324292 loss_bbox_dn: 0.158027 loss_giou_dn: 0.363782 loss_class_aux_dn: 1.108265 loss_bbox_aux_dn: 0.596975 loss_giou_aux_dn: 1.282849 loss: 10.078808 eta: 12:22:57 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2927 images/s [05/15 14:53:39] ppdet.engine INFO: Epoch: [55] [1800/7329] learning_rate: 0.000100 loss_class: 0.579713 loss_bbox: 0.130074 loss_giou: 0.337611 loss_class_aux: 2.462531 loss_bbox_aux: 0.586576 loss_giou_aux: 1.480392 loss_class_dn: 0.309794 loss_bbox_dn: 0.151691 loss_giou_dn: 0.344811 loss_class_aux_dn: 1.020138 loss_bbox_aux_dn: 0.567461 loss_giou_aux_dn: 1.187178 loss: 9.695805 eta: 12:21:45 batch_cost: 0.3566 data_cost: 0.0006 ips: 11.2155 images/s [05/15 14:54:57] ppdet.engine INFO: Epoch: [55] [2000/7329] learning_rate: 0.000100 loss_class: 0.629809 loss_bbox: 0.140993 loss_giou: 0.401090 loss_class_aux: 2.670460 loss_bbox_aux: 0.638754 loss_giou_aux: 1.784099 loss_class_dn: 0.344412 loss_bbox_dn: 0.152561 loss_giou_dn: 0.391979 loss_class_aux_dn: 1.152503 loss_bbox_aux_dn: 0.559382 loss_giou_aux_dn: 1.391761 loss: 10.542356 eta: 12:20:32 batch_cost: 0.3545 data_cost: 0.0006 ips: 11.2846 images/s [05/15 14:56:19] ppdet.engine INFO: Epoch: [55] [2200/7329] learning_rate: 0.000100 loss_class: 0.635485 loss_bbox: 0.144798 loss_giou: 0.450223 loss_class_aux: 2.716645 loss_bbox_aux: 0.646705 loss_giou_aux: 1.915298 loss_class_dn: 0.347721 loss_bbox_dn: 0.160474 loss_giou_dn: 0.416465 loss_class_aux_dn: 1.137549 loss_bbox_aux_dn: 0.587296 loss_giou_aux_dn: 1.423482 loss: 10.334291 eta: 12:19:19 batch_cost: 0.3649 data_cost: 0.0007 ips: 10.9627 images/s [05/15 14:57:39] ppdet.engine INFO: Epoch: [55] [2400/7329] learning_rate: 0.000100 loss_class: 0.628480 loss_bbox: 0.145220 loss_giou: 0.354896 loss_class_aux: 2.660898 loss_bbox_aux: 0.637584 loss_giou_aux: 1.600503 loss_class_dn: 0.335560 loss_bbox_dn: 0.163479 loss_giou_dn: 0.361840 loss_class_aux_dn: 1.124623 loss_bbox_aux_dn: 0.614743 loss_giou_aux_dn: 1.241560 loss: 10.281455 eta: 12:18:06 batch_cost: 0.3584 data_cost: 0.0006 ips: 11.1613 images/s [05/15 14:58:58] ppdet.engine INFO: Epoch: [55] [2600/7329] learning_rate: 0.000100 loss_class: 0.657524 loss_bbox: 0.151003 loss_giou: 0.457712 loss_class_aux: 2.822893 loss_bbox_aux: 0.669520 loss_giou_aux: 2.022442 loss_class_dn: 0.368448 loss_bbox_dn: 0.160370 loss_giou_dn: 0.425013 loss_class_aux_dn: 1.216480 loss_bbox_aux_dn: 0.591026 loss_giou_aux_dn: 1.442684 loss: 11.250613 eta: 12:16:54 batch_cost: 0.3573 data_cost: 0.0006 ips: 11.1944 images/s [05/15 15:00:17] ppdet.engine INFO: Epoch: [55] [2800/7329] learning_rate: 0.000100 loss_class: 0.568873 loss_bbox: 0.145940 loss_giou: 0.342207 loss_class_aux: 2.466547 loss_bbox_aux: 0.651168 loss_giou_aux: 1.437460 loss_class_dn: 0.315512 loss_bbox_dn: 0.151866 loss_giou_dn: 0.340371 loss_class_aux_dn: 1.034290 loss_bbox_aux_dn: 0.588432 loss_giou_aux_dn: 1.161860 loss: 9.533470 eta: 12:15:41 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1657 images/s [05/15 15:01:35] ppdet.engine INFO: Epoch: [55] [3000/7329] learning_rate: 0.000100 loss_class: 0.599899 loss_bbox: 0.135881 loss_giou: 0.378711 loss_class_aux: 2.516407 loss_bbox_aux: 0.616488 loss_giou_aux: 1.635238 loss_class_dn: 0.330794 loss_bbox_dn: 0.145379 loss_giou_dn: 0.352967 loss_class_aux_dn: 1.084674 loss_bbox_aux_dn: 0.557263 loss_giou_aux_dn: 1.247991 loss: 10.153098 eta: 12:14:28 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3276 images/s [05/15 15:02:53] ppdet.engine INFO: Epoch: [55] [3200/7329] learning_rate: 0.000100 loss_class: 0.636441 loss_bbox: 0.131312 loss_giou: 0.399037 loss_class_aux: 2.716685 loss_bbox_aux: 0.629377 loss_giou_aux: 1.715986 loss_class_dn: 0.338069 loss_bbox_dn: 0.160817 loss_giou_dn: 0.384954 loss_class_aux_dn: 1.112139 loss_bbox_aux_dn: 0.594157 loss_giou_aux_dn: 1.346741 loss: 10.700113 eta: 12:13:15 batch_cost: 0.3551 data_cost: 0.0006 ips: 11.2634 images/s [05/15 15:04:13] ppdet.engine INFO: Epoch: [55] [3400/7329] learning_rate: 0.000100 loss_class: 0.657056 loss_bbox: 0.153173 loss_giou: 0.420542 loss_class_aux: 2.739726 loss_bbox_aux: 0.691757 loss_giou_aux: 1.780108 loss_class_dn: 0.347399 loss_bbox_dn: 0.166623 loss_giou_dn: 0.391565 loss_class_aux_dn: 1.148344 loss_bbox_aux_dn: 0.595923 loss_giou_aux_dn: 1.336014 loss: 10.875742 eta: 12:12:02 batch_cost: 0.3599 data_cost: 0.0007 ips: 11.1135 images/s [05/15 15:05:31] ppdet.engine INFO: Epoch: [55] [3600/7329] learning_rate: 0.000100 loss_class: 0.635840 loss_bbox: 0.150357 loss_giou: 0.374746 loss_class_aux: 2.748778 loss_bbox_aux: 0.648049 loss_giou_aux: 1.654127 loss_class_dn: 0.356982 loss_bbox_dn: 0.150550 loss_giou_dn: 0.373172 loss_class_aux_dn: 1.215734 loss_bbox_aux_dn: 0.562938 loss_giou_aux_dn: 1.313842 loss: 10.936049 eta: 12:10:49 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3062 images/s [05/15 15:06:51] ppdet.engine INFO: Epoch: [55] [3800/7329] learning_rate: 0.000100 loss_class: 0.649483 loss_bbox: 0.146048 loss_giou: 0.345603 loss_class_aux: 2.714741 loss_bbox_aux: 0.650757 loss_giou_aux: 1.529848 loss_class_dn: 0.324362 loss_bbox_dn: 0.163378 loss_giou_dn: 0.349060 loss_class_aux_dn: 1.092971 loss_bbox_aux_dn: 0.635213 loss_giou_aux_dn: 1.237699 loss: 10.168005 eta: 12:09:37 batch_cost: 0.3592 data_cost: 0.0006 ips: 11.1371 images/s [05/15 15:08:09] ppdet.engine INFO: Epoch: [55] [4000/7329] learning_rate: 0.000100 loss_class: 0.580456 loss_bbox: 0.143251 loss_giou: 0.372434 loss_class_aux: 2.520824 loss_bbox_aux: 0.619634 loss_giou_aux: 1.579801 loss_class_dn: 0.318673 loss_bbox_dn: 0.149068 loss_giou_dn: 0.373131 loss_class_aux_dn: 1.068460 loss_bbox_aux_dn: 0.566237 loss_giou_aux_dn: 1.306812 loss: 9.922491 eta: 12:08:24 batch_cost: 0.3535 data_cost: 0.0006 ips: 11.3163 images/s [05/15 15:09:27] ppdet.engine INFO: Epoch: [55] [4200/7329] learning_rate: 0.000100 loss_class: 0.596062 loss_bbox: 0.141947 loss_giou: 0.375940 loss_class_aux: 2.505137 loss_bbox_aux: 0.634387 loss_giou_aux: 1.623332 loss_class_dn: 0.305468 loss_bbox_dn: 0.156091 loss_giou_dn: 0.360909 loss_class_aux_dn: 1.043305 loss_bbox_aux_dn: 0.592123 loss_giou_aux_dn: 1.246501 loss: 9.890347 eta: 12:07:11 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3475 images/s [05/15 15:10:45] ppdet.engine INFO: Epoch: [55] [4400/7329] learning_rate: 0.000100 loss_class: 0.622844 loss_bbox: 0.139999 loss_giou: 0.378085 loss_class_aux: 2.590094 loss_bbox_aux: 0.649177 loss_giou_aux: 1.578905 loss_class_dn: 0.315303 loss_bbox_dn: 0.160888 loss_giou_dn: 0.341615 loss_class_aux_dn: 1.062489 loss_bbox_aux_dn: 0.599110 loss_giou_aux_dn: 1.235894 loss: 9.855528 eta: 12:05:57 batch_cost: 0.3512 data_cost: 0.0006 ips: 11.3887 images/s [05/15 15:12:02] ppdet.engine INFO: Epoch: [55] [4600/7329] learning_rate: 0.000100 loss_class: 0.698171 loss_bbox: 0.143664 loss_giou: 0.415696 loss_class_aux: 2.927542 loss_bbox_aux: 0.664539 loss_giou_aux: 1.781607 loss_class_dn: 0.354326 loss_bbox_dn: 0.155302 loss_giou_dn: 0.394075 loss_class_aux_dn: 1.163848 loss_bbox_aux_dn: 0.565838 loss_giou_aux_dn: 1.374781 loss: 10.833563 eta: 12:04:44 batch_cost: 0.3510 data_cost: 0.0006 ips: 11.3954 images/s [05/15 15:13:21] ppdet.engine INFO: Epoch: [55] [4800/7329] learning_rate: 0.000100 loss_class: 0.611411 loss_bbox: 0.135285 loss_giou: 0.387330 loss_class_aux: 2.555600 loss_bbox_aux: 0.612507 loss_giou_aux: 1.679578 loss_class_dn: 0.320678 loss_bbox_dn: 0.149535 loss_giou_dn: 0.340009 loss_class_aux_dn: 1.069455 loss_bbox_aux_dn: 0.551375 loss_giou_aux_dn: 1.211809 loss: 9.967455 eta: 12:03:31 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2333 images/s [05/15 15:14:41] ppdet.engine INFO: Epoch: [55] [5000/7329] learning_rate: 0.000100 loss_class: 0.654163 loss_bbox: 0.145125 loss_giou: 0.411117 loss_class_aux: 2.798285 loss_bbox_aux: 0.648304 loss_giou_aux: 1.768496 loss_class_dn: 0.353118 loss_bbox_dn: 0.155474 loss_giou_dn: 0.394903 loss_class_aux_dn: 1.197611 loss_bbox_aux_dn: 0.570210 loss_giou_aux_dn: 1.352049 loss: 10.940232 eta: 12:02:19 batch_cost: 0.3607 data_cost: 0.0007 ips: 11.0892 images/s [05/15 15:16:00] ppdet.engine INFO: Epoch: [55] [5200/7329] learning_rate: 0.000100 loss_class: 0.619654 loss_bbox: 0.136272 loss_giou: 0.347829 loss_class_aux: 2.640663 loss_bbox_aux: 0.611321 loss_giou_aux: 1.452794 loss_class_dn: 0.331224 loss_bbox_dn: 0.153803 loss_giou_dn: 0.345262 loss_class_aux_dn: 1.109521 loss_bbox_aux_dn: 0.589592 loss_giou_aux_dn: 1.210085 loss: 9.927194 eta: 12:01:06 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1498 images/s [05/15 15:17:20] ppdet.engine INFO: Epoch: [55] [5400/7329] learning_rate: 0.000100 loss_class: 0.678083 loss_bbox: 0.152843 loss_giou: 0.433637 loss_class_aux: 2.887149 loss_bbox_aux: 0.671633 loss_giou_aux: 1.899785 loss_class_dn: 0.374265 loss_bbox_dn: 0.165983 loss_giou_dn: 0.412733 loss_class_aux_dn: 1.215404 loss_bbox_aux_dn: 0.615637 loss_giou_aux_dn: 1.417678 loss: 11.177814 eta: 11:59:54 batch_cost: 0.3592 data_cost: 0.0006 ips: 11.1350 images/s [05/15 15:18:40] ppdet.engine INFO: Epoch: [55] [5600/7329] learning_rate: 0.000100 loss_class: 0.630803 loss_bbox: 0.149536 loss_giou: 0.380381 loss_class_aux: 2.730563 loss_bbox_aux: 0.660841 loss_giou_aux: 1.614065 loss_class_dn: 0.333764 loss_bbox_dn: 0.171641 loss_giou_dn: 0.392029 loss_class_aux_dn: 1.131055 loss_bbox_aux_dn: 0.626999 loss_giou_aux_dn: 1.363613 loss: 10.710691 eta: 11:58:41 batch_cost: 0.3620 data_cost: 0.0007 ips: 11.0489 images/s [05/15 15:19:59] ppdet.engine INFO: Epoch: [55] [5800/7329] learning_rate: 0.000100 loss_class: 0.657056 loss_bbox: 0.149755 loss_giou: 0.419315 loss_class_aux: 2.785901 loss_bbox_aux: 0.684555 loss_giou_aux: 1.854296 loss_class_dn: 0.356395 loss_bbox_dn: 0.158153 loss_giou_dn: 0.407800 loss_class_aux_dn: 1.168463 loss_bbox_aux_dn: 0.570669 loss_giou_aux_dn: 1.365226 loss: 11.182968 eta: 11:57:28 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1795 images/s [05/15 15:21:18] ppdet.engine INFO: Epoch: [55] [6000/7329] learning_rate: 0.000100 loss_class: 0.588271 loss_bbox: 0.139447 loss_giou: 0.380630 loss_class_aux: 2.608870 loss_bbox_aux: 0.645710 loss_giou_aux: 1.681078 loss_class_dn: 0.318592 loss_bbox_dn: 0.156269 loss_giou_dn: 0.361786 loss_class_aux_dn: 1.057331 loss_bbox_aux_dn: 0.601283 loss_giou_aux_dn: 1.254527 loss: 10.027435 eta: 11:56:15 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2233 images/s [05/15 15:22:37] ppdet.engine INFO: Epoch: [55] [6200/7329] learning_rate: 0.000100 loss_class: 0.619402 loss_bbox: 0.147560 loss_giou: 0.396684 loss_class_aux: 2.722705 loss_bbox_aux: 0.671802 loss_giou_aux: 1.713199 loss_class_dn: 0.324746 loss_bbox_dn: 0.161771 loss_giou_dn: 0.383192 loss_class_aux_dn: 1.065876 loss_bbox_aux_dn: 0.605806 loss_giou_aux_dn: 1.295412 loss: 10.334111 eta: 11:55:03 batch_cost: 0.3546 data_cost: 0.0006 ips: 11.2811 images/s [05/15 15:23:55] ppdet.engine INFO: Epoch: [55] [6400/7329] learning_rate: 0.000100 loss_class: 0.670239 loss_bbox: 0.154925 loss_giou: 0.447755 loss_class_aux: 2.846216 loss_bbox_aux: 0.715513 loss_giou_aux: 1.926259 loss_class_dn: 0.376506 loss_bbox_dn: 0.171746 loss_giou_dn: 0.440773 loss_class_aux_dn: 1.227152 loss_bbox_aux_dn: 0.635565 loss_giou_aux_dn: 1.485254 loss: 11.596474 eta: 11:53:50 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2201 images/s [05/15 15:25:14] ppdet.engine INFO: Epoch: [55] [6600/7329] learning_rate: 0.000100 loss_class: 0.594134 loss_bbox: 0.137823 loss_giou: 0.421448 loss_class_aux: 2.530760 loss_bbox_aux: 0.626265 loss_giou_aux: 1.736964 loss_class_dn: 0.331610 loss_bbox_dn: 0.157887 loss_giou_dn: 0.378339 loss_class_aux_dn: 1.099153 loss_bbox_aux_dn: 0.587401 loss_giou_aux_dn: 1.271078 loss: 10.334660 eta: 11:52:37 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2720 images/s [05/15 15:26:32] ppdet.engine INFO: Epoch: [55] [6800/7329] learning_rate: 0.000100 loss_class: 0.661162 loss_bbox: 0.145097 loss_giou: 0.421127 loss_class_aux: 2.769692 loss_bbox_aux: 0.663607 loss_giou_aux: 1.838125 loss_class_dn: 0.359148 loss_bbox_dn: 0.165652 loss_giou_dn: 0.401598 loss_class_aux_dn: 1.189066 loss_bbox_aux_dn: 0.606397 loss_giou_aux_dn: 1.385326 loss: 11.132374 eta: 11:51:24 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3201 images/s [05/15 15:27:51] ppdet.engine INFO: Epoch: [55] [7000/7329] learning_rate: 0.000100 loss_class: 0.649860 loss_bbox: 0.144830 loss_giou: 0.387841 loss_class_aux: 2.684022 loss_bbox_aux: 0.647474 loss_giou_aux: 1.679655 loss_class_dn: 0.349829 loss_bbox_dn: 0.159995 loss_giou_dn: 0.377852 loss_class_aux_dn: 1.161488 loss_bbox_aux_dn: 0.571507 loss_giou_aux_dn: 1.368447 loss: 10.617929 eta: 11:50:11 batch_cost: 0.3551 data_cost: 0.0006 ips: 11.2632 images/s [05/15 15:29:09] ppdet.engine INFO: Epoch: [55] [7200/7329] learning_rate: 0.000100 loss_class: 0.637553 loss_bbox: 0.140788 loss_giou: 0.435495 loss_class_aux: 2.742285 loss_bbox_aux: 0.637969 loss_giou_aux: 1.860611 loss_class_dn: 0.357298 loss_bbox_dn: 0.157812 loss_giou_dn: 0.417729 loss_class_aux_dn: 1.171878 loss_bbox_aux_dn: 0.573638 loss_giou_aux_dn: 1.418353 loss: 10.821119 eta: 11:48:58 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3227 images/s [05/15 15:30:02] ppdet.engine INFO: Eval iter: 0 [05/15 15:30:08] ppdet.engine INFO: Eval iter: 100 [05/15 15:30:15] ppdet.engine INFO: Eval iter: 200 [05/15 15:30:21] ppdet.engine INFO: Eval iter: 300 [05/15 15:30:28] ppdet.engine INFO: Eval iter: 400 [05/15 15:30:34] ppdet.engine INFO: Eval iter: 500 [05/15 15:30:40] ppdet.engine INFO: Eval iter: 600 [05/15 15:30:47] ppdet.engine INFO: Eval iter: 700 [05/15 15:30:53] ppdet.engine INFO: Eval iter: 800 [05/15 15:31:00] ppdet.engine INFO: Eval iter: 900 [05/15 15:31:06] ppdet.engine INFO: Eval iter: 1000 [05/15 15:31:12] ppdet.engine INFO: Eval iter: 1100 [05/15 15:31:19] ppdet.engine INFO: Eval iter: 1200 [05/15 15:31:43] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/15 15:31:43] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.15s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.84s). Accumulating evaluation results... DONE (t=23.42s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.663 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.630 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 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867 [05/15 15:33:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.14582189756815 [05/15 15:34:00] ppdet.engine INFO: Best test bbox ap is 0.485. [05/15 15:34:03] ppdet.engine INFO: Epoch: [56] [ 0/7329] learning_rate: 0.000100 loss_class: 0.658347 loss_bbox: 0.153413 loss_giou: 0.463355 loss_class_aux: 2.822239 loss_bbox_aux: 0.684528 loss_giou_aux: 1.994907 loss_class_dn: 0.365678 loss_bbox_dn: 0.162564 loss_giou_dn: 0.430184 loss_class_aux_dn: 1.209161 loss_bbox_aux_dn: 0.609620 loss_giou_aux_dn: 1.495543 loss: 10.994015 eta: 11:48:11 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3075 images/s [05/15 15:35:21] ppdet.engine INFO: Epoch: [56] [ 200/7329] learning_rate: 0.000100 loss_class: 0.593803 loss_bbox: 0.143841 loss_giou: 0.383811 loss_class_aux: 2.602828 loss_bbox_aux: 0.631863 loss_giou_aux: 1.672648 loss_class_dn: 0.326858 loss_bbox_dn: 0.155725 loss_giou_dn: 0.367582 loss_class_aux_dn: 1.086081 loss_bbox_aux_dn: 0.591575 loss_giou_aux_dn: 1.271270 loss: 10.563131 eta: 11:46:58 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2730 images/s [05/15 15:36:40] ppdet.engine INFO: Epoch: [56] [ 400/7329] learning_rate: 0.000100 loss_class: 0.597034 loss_bbox: 0.132696 loss_giou: 0.372233 loss_class_aux: 2.598377 loss_bbox_aux: 0.597924 loss_giou_aux: 1.585127 loss_class_dn: 0.322414 loss_bbox_dn: 0.156097 loss_giou_dn: 0.365429 loss_class_aux_dn: 1.081966 loss_bbox_aux_dn: 0.588791 loss_giou_aux_dn: 1.281342 loss: 10.277696 eta: 11:45:45 batch_cost: 0.3578 data_cost: 0.0006 ips: 11.1805 images/s [05/15 15:38:00] ppdet.engine INFO: Epoch: [56] [ 600/7329] learning_rate: 0.000100 loss_class: 0.618400 loss_bbox: 0.144475 loss_giou: 0.428252 loss_class_aux: 2.633731 loss_bbox_aux: 0.629829 loss_giou_aux: 1.840881 loss_class_dn: 0.344849 loss_bbox_dn: 0.146050 loss_giou_dn: 0.406513 loss_class_aux_dn: 1.138205 loss_bbox_aux_dn: 0.561175 loss_giou_aux_dn: 1.414626 loss: 10.589352 eta: 11:44:32 batch_cost: 0.3573 data_cost: 0.0006 ips: 11.1954 images/s [05/15 15:39:18] ppdet.engine INFO: Epoch: [56] [ 800/7329] learning_rate: 0.000100 loss_class: 0.636501 loss_bbox: 0.130976 loss_giou: 0.417008 loss_class_aux: 2.618037 loss_bbox_aux: 0.576400 loss_giou_aux: 1.791508 loss_class_dn: 0.336790 loss_bbox_dn: 0.154016 loss_giou_dn: 0.399668 loss_class_aux_dn: 1.121527 loss_bbox_aux_dn: 0.552040 loss_giou_aux_dn: 1.358476 loss: 10.350727 eta: 11:43:19 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3290 images/s [05/15 15:40:36] ppdet.engine INFO: Epoch: [56] [1000/7329] learning_rate: 0.000100 loss_class: 0.642944 loss_bbox: 0.142855 loss_giou: 0.387357 loss_class_aux: 2.688081 loss_bbox_aux: 0.653982 loss_giou_aux: 1.662059 loss_class_dn: 0.328631 loss_bbox_dn: 0.164910 loss_giou_dn: 0.362740 loss_class_aux_dn: 1.079060 loss_bbox_aux_dn: 0.624705 loss_giou_aux_dn: 1.247620 loss: 9.926878 eta: 11:42:07 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3039 images/s [05/15 15:41:56] ppdet.engine INFO: Epoch: [56] [1200/7329] learning_rate: 0.000100 loss_class: 0.642979 loss_bbox: 0.139869 loss_giou: 0.416223 loss_class_aux: 2.849202 loss_bbox_aux: 0.651251 loss_giou_aux: 1.795128 loss_class_dn: 0.361873 loss_bbox_dn: 0.158736 loss_giou_dn: 0.414954 loss_class_aux_dn: 1.208668 loss_bbox_aux_dn: 0.604644 loss_giou_aux_dn: 1.464975 loss: 11.294016 eta: 11:40:54 batch_cost: 0.3571 data_cost: 0.0006 ips: 11.2014 images/s [05/15 15:43:14] ppdet.engine INFO: Epoch: [56] [1400/7329] learning_rate: 0.000100 loss_class: 0.621074 loss_bbox: 0.135238 loss_giou: 0.400617 loss_class_aux: 2.681506 loss_bbox_aux: 0.611262 loss_giou_aux: 1.748893 loss_class_dn: 0.353787 loss_bbox_dn: 0.153217 loss_giou_dn: 0.393288 loss_class_aux_dn: 1.136821 loss_bbox_aux_dn: 0.576440 loss_giou_aux_dn: 1.342857 loss: 10.768258 eta: 11:39:41 batch_cost: 0.3564 data_cost: 0.0006 ips: 11.2236 images/s [05/15 15:44:33] ppdet.engine INFO: Epoch: [56] [1600/7329] learning_rate: 0.000100 loss_class: 0.613720 loss_bbox: 0.140710 loss_giou: 0.380941 loss_class_aux: 2.764842 loss_bbox_aux: 0.628129 loss_giou_aux: 1.668328 loss_class_dn: 0.342735 loss_bbox_dn: 0.151459 loss_giou_dn: 0.387431 loss_class_aux_dn: 1.147458 loss_bbox_aux_dn: 0.585976 loss_giou_aux_dn: 1.339500 loss: 10.330143 eta: 11:38:28 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2869 images/s [05/15 15:45:52] ppdet.engine INFO: Epoch: [56] [1800/7329] learning_rate: 0.000100 loss_class: 0.657953 loss_bbox: 0.148773 loss_giou: 0.435928 loss_class_aux: 2.785951 loss_bbox_aux: 0.655837 loss_giou_aux: 1.882658 loss_class_dn: 0.343560 loss_bbox_dn: 0.163181 loss_giou_dn: 0.424964 loss_class_aux_dn: 1.129680 loss_bbox_aux_dn: 0.603940 loss_giou_aux_dn: 1.438323 loss: 10.933628 eta: 11:37:15 batch_cost: 0.3567 data_cost: 0.0006 ips: 11.2128 images/s [05/15 15:47:11] ppdet.engine INFO: Epoch: [56] [2000/7329] learning_rate: 0.000100 loss_class: 0.678448 loss_bbox: 0.142385 loss_giou: 0.412952 loss_class_aux: 2.878237 loss_bbox_aux: 0.668497 loss_giou_aux: 1.785272 loss_class_dn: 0.358854 loss_bbox_dn: 0.157820 loss_giou_dn: 0.400103 loss_class_aux_dn: 1.152395 loss_bbox_aux_dn: 0.578839 loss_giou_aux_dn: 1.361683 loss: 10.872673 eta: 11:36:02 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2238 images/s [05/15 15:48:30] ppdet.engine INFO: Epoch: [56] [2200/7329] learning_rate: 0.000100 loss_class: 0.599077 loss_bbox: 0.131045 loss_giou: 0.375943 loss_class_aux: 2.587162 loss_bbox_aux: 0.595083 loss_giou_aux: 1.566782 loss_class_dn: 0.314229 loss_bbox_dn: 0.144781 loss_giou_dn: 0.331265 loss_class_aux_dn: 1.048311 loss_bbox_aux_dn: 0.566267 loss_giou_aux_dn: 1.170775 loss: 9.597846 eta: 11:34:50 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1367 images/s [05/15 15:49:50] ppdet.engine INFO: Epoch: [56] [2400/7329] learning_rate: 0.000100 loss_class: 0.618456 loss_bbox: 0.140673 loss_giou: 0.377639 loss_class_aux: 2.719248 loss_bbox_aux: 0.636352 loss_giou_aux: 1.649028 loss_class_dn: 0.343657 loss_bbox_dn: 0.144104 loss_giou_dn: 0.378776 loss_class_aux_dn: 1.113249 loss_bbox_aux_dn: 0.557805 loss_giou_aux_dn: 1.347205 loss: 10.477375 eta: 11:33:37 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1175 images/s [05/15 15:51:08] ppdet.engine INFO: Epoch: [56] [2600/7329] learning_rate: 0.000100 loss_class: 0.672288 loss_bbox: 0.141080 loss_giou: 0.417361 loss_class_aux: 2.847652 loss_bbox_aux: 0.616148 loss_giou_aux: 1.850567 loss_class_dn: 0.360495 loss_bbox_dn: 0.146732 loss_giou_dn: 0.404248 loss_class_aux_dn: 1.196619 loss_bbox_aux_dn: 0.566967 loss_giou_aux_dn: 1.417617 loss: 11.194059 eta: 11:32:24 batch_cost: 0.3522 data_cost: 0.0006 ips: 11.3587 images/s [05/15 15:52:27] ppdet.engine INFO: Epoch: [56] [2800/7329] learning_rate: 0.000100 loss_class: 0.641628 loss_bbox: 0.138807 loss_giou: 0.391827 loss_class_aux: 2.670250 loss_bbox_aux: 0.610910 loss_giou_aux: 1.663369 loss_class_dn: 0.314952 loss_bbox_dn: 0.152863 loss_giou_dn: 0.363291 loss_class_aux_dn: 1.080919 loss_bbox_aux_dn: 0.570511 loss_giou_aux_dn: 1.270858 loss: 10.150204 eta: 11:31:11 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2021 images/s [05/15 15:53:45] ppdet.engine INFO: Epoch: [56] [3000/7329] learning_rate: 0.000100 loss_class: 0.584750 loss_bbox: 0.143544 loss_giou: 0.347442 loss_class_aux: 2.475574 loss_bbox_aux: 0.627794 loss_giou_aux: 1.489287 loss_class_dn: 0.316807 loss_bbox_dn: 0.161077 loss_giou_dn: 0.345156 loss_class_aux_dn: 1.050052 loss_bbox_aux_dn: 0.615571 loss_giou_aux_dn: 1.219836 loss: 9.836033 eta: 11:29:58 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3268 images/s [05/15 15:55:04] ppdet.engine INFO: Epoch: [56] [3200/7329] learning_rate: 0.000100 loss_class: 0.612494 loss_bbox: 0.149970 loss_giou: 0.392163 loss_class_aux: 2.654729 loss_bbox_aux: 0.649087 loss_giou_aux: 1.720485 loss_class_dn: 0.337799 loss_bbox_dn: 0.145252 loss_giou_dn: 0.383628 loss_class_aux_dn: 1.132975 loss_bbox_aux_dn: 0.560823 loss_giou_aux_dn: 1.312525 loss: 10.449545 eta: 11:28:46 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3015 images/s [05/15 15:56:27] ppdet.engine INFO: Epoch: [56] [3400/7329] learning_rate: 0.000100 loss_class: 0.642520 loss_bbox: 0.143424 loss_giou: 0.410995 loss_class_aux: 2.671841 loss_bbox_aux: 0.650492 loss_giou_aux: 1.755257 loss_class_dn: 0.333869 loss_bbox_dn: 0.159486 loss_giou_dn: 0.404511 loss_class_aux_dn: 1.070065 loss_bbox_aux_dn: 0.592988 loss_giou_aux_dn: 1.396611 loss: 10.944761 eta: 11:27:34 batch_cost: 0.3696 data_cost: 0.0007 ips: 10.8225 images/s [05/15 15:57:47] ppdet.engine INFO: Epoch: [56] [3600/7329] learning_rate: 0.000100 loss_class: 0.655350 loss_bbox: 0.141220 loss_giou: 0.414757 loss_class_aux: 2.850337 loss_bbox_aux: 0.628471 loss_giou_aux: 1.872232 loss_class_dn: 0.371070 loss_bbox_dn: 0.154547 loss_giou_dn: 0.429178 loss_class_aux_dn: 1.238877 loss_bbox_aux_dn: 0.609117 loss_giou_aux_dn: 1.471504 loss: 11.262752 eta: 11:26:21 batch_cost: 0.3615 data_cost: 0.0006 ips: 11.0655 images/s [05/15 15:59:06] ppdet.engine INFO: Epoch: [56] [3800/7329] learning_rate: 0.000100 loss_class: 0.611864 loss_bbox: 0.156125 loss_giou: 0.411446 loss_class_aux: 2.631800 loss_bbox_aux: 0.706651 loss_giou_aux: 1.804749 loss_class_dn: 0.332901 loss_bbox_dn: 0.171041 loss_giou_dn: 0.398909 loss_class_aux_dn: 1.109576 loss_bbox_aux_dn: 0.631062 loss_giou_aux_dn: 1.375137 loss: 10.523600 eta: 11:25:08 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2660 images/s [05/15 16:00:25] ppdet.engine INFO: Epoch: [56] [4000/7329] learning_rate: 0.000100 loss_class: 0.642341 loss_bbox: 0.141293 loss_giou: 0.444257 loss_class_aux: 2.729861 loss_bbox_aux: 0.649014 loss_giou_aux: 1.951898 loss_class_dn: 0.345719 loss_bbox_dn: 0.157547 loss_giou_dn: 0.429088 loss_class_aux_dn: 1.126044 loss_bbox_aux_dn: 0.601310 loss_giou_aux_dn: 1.473428 loss: 11.012557 eta: 11:23:55 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1668 images/s [05/15 16:01:45] ppdet.engine INFO: Epoch: [56] [4200/7329] learning_rate: 0.000100 loss_class: 0.647599 loss_bbox: 0.153669 loss_giou: 0.451946 loss_class_aux: 2.815291 loss_bbox_aux: 0.694860 loss_giou_aux: 1.913833 loss_class_dn: 0.382873 loss_bbox_dn: 0.151702 loss_giou_dn: 0.433341 loss_class_aux_dn: 1.242294 loss_bbox_aux_dn: 0.560518 loss_giou_aux_dn: 1.519338 loss: 11.353023 eta: 11:22:43 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1916 images/s [05/15 16:03:03] ppdet.engine INFO: Epoch: [56] [4400/7329] learning_rate: 0.000100 loss_class: 0.634395 loss_bbox: 0.146068 loss_giou: 0.414182 loss_class_aux: 2.824615 loss_bbox_aux: 0.650876 loss_giou_aux: 1.731247 loss_class_dn: 0.345913 loss_bbox_dn: 0.154061 loss_giou_dn: 0.378193 loss_class_aux_dn: 1.131772 loss_bbox_aux_dn: 0.621354 loss_giou_aux_dn: 1.310840 loss: 10.892586 eta: 11:21:30 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2352 images/s [05/15 16:04:22] ppdet.engine INFO: Epoch: [56] [4600/7329] learning_rate: 0.000100 loss_class: 0.664752 loss_bbox: 0.155567 loss_giou: 0.430020 loss_class_aux: 2.779491 loss_bbox_aux: 0.689601 loss_giou_aux: 1.891389 loss_class_dn: 0.347672 loss_bbox_dn: 0.168003 loss_giou_dn: 0.415580 loss_class_aux_dn: 1.154355 loss_bbox_aux_dn: 0.642426 loss_giou_aux_dn: 1.465280 loss: 11.086000 eta: 11:20:17 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2249 images/s [05/15 16:05:41] ppdet.engine INFO: Epoch: [56] [4800/7329] learning_rate: 0.000100 loss_class: 0.626415 loss_bbox: 0.141141 loss_giou: 0.402880 loss_class_aux: 2.649816 loss_bbox_aux: 0.640812 loss_giou_aux: 1.735201 loss_class_dn: 0.348832 loss_bbox_dn: 0.152510 loss_giou_dn: 0.391627 loss_class_aux_dn: 1.147762 loss_bbox_aux_dn: 0.582338 loss_giou_aux_dn: 1.360852 loss: 10.700470 eta: 11:19:04 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3101 images/s [05/15 16:07:00] ppdet.engine INFO: Epoch: [56] [5000/7329] learning_rate: 0.000100 loss_class: 0.657375 loss_bbox: 0.150506 loss_giou: 0.450606 loss_class_aux: 2.897449 loss_bbox_aux: 0.658339 loss_giou_aux: 1.941750 loss_class_dn: 0.372670 loss_bbox_dn: 0.165566 loss_giou_dn: 0.441845 loss_class_aux_dn: 1.234475 loss_bbox_aux_dn: 0.631619 loss_giou_aux_dn: 1.515526 loss: 11.460684 eta: 11:17:52 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1183 images/s [05/15 16:08:25] ppdet.engine INFO: Epoch: [56] [5200/7329] learning_rate: 0.000100 loss_class: 0.615589 loss_bbox: 0.130499 loss_giou: 0.370567 loss_class_aux: 2.660443 loss_bbox_aux: 0.613816 loss_giou_aux: 1.585968 loss_class_dn: 0.308888 loss_bbox_dn: 0.159128 loss_giou_dn: 0.339452 loss_class_aux_dn: 1.029168 loss_bbox_aux_dn: 0.617509 loss_giou_aux_dn: 1.183416 loss: 9.626453 eta: 11:16:40 batch_cost: 0.3721 data_cost: 0.0007 ips: 10.7489 images/s [05/15 16:09:45] ppdet.engine INFO: Epoch: [56] [5400/7329] learning_rate: 0.000100 loss_class: 0.607438 loss_bbox: 0.133050 loss_giou: 0.354144 loss_class_aux: 2.602891 loss_bbox_aux: 0.595584 loss_giou_aux: 1.538970 loss_class_dn: 0.330239 loss_bbox_dn: 0.152070 loss_giou_dn: 0.357377 loss_class_aux_dn: 1.090146 loss_bbox_aux_dn: 0.553268 loss_giou_aux_dn: 1.248222 loss: 9.765743 eta: 11:15:27 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1178 images/s [05/15 16:11:04] ppdet.engine INFO: Epoch: [56] [5600/7329] learning_rate: 0.000100 loss_class: 0.609610 loss_bbox: 0.152999 loss_giou: 0.395471 loss_class_aux: 2.684870 loss_bbox_aux: 0.673850 loss_giou_aux: 1.716715 loss_class_dn: 0.343278 loss_bbox_dn: 0.169899 loss_giou_dn: 0.388061 loss_class_aux_dn: 1.131290 loss_bbox_aux_dn: 0.638755 loss_giou_aux_dn: 1.344196 loss: 10.835295 eta: 11:14:14 batch_cost: 0.3589 data_cost: 0.0007 ips: 11.1437 images/s [05/15 16:12:24] ppdet.engine INFO: Epoch: [56] [5800/7329] learning_rate: 0.000100 loss_class: 0.670526 loss_bbox: 0.143650 loss_giou: 0.391676 loss_class_aux: 2.851154 loss_bbox_aux: 0.622704 loss_giou_aux: 1.690480 loss_class_dn: 0.351625 loss_bbox_dn: 0.155545 loss_giou_dn: 0.374065 loss_class_aux_dn: 1.132753 loss_bbox_aux_dn: 0.592452 loss_giou_aux_dn: 1.327181 loss: 10.859024 eta: 11:13:02 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1991 images/s [05/15 16:13:43] ppdet.engine INFO: Epoch: [56] [6000/7329] learning_rate: 0.000100 loss_class: 0.626276 loss_bbox: 0.153383 loss_giou: 0.384283 loss_class_aux: 2.624748 loss_bbox_aux: 0.698961 loss_giou_aux: 1.661426 loss_class_dn: 0.333263 loss_bbox_dn: 0.180878 loss_giou_dn: 0.396059 loss_class_aux_dn: 1.103624 loss_bbox_aux_dn: 0.650313 loss_giou_aux_dn: 1.372865 loss: 10.593956 eta: 11:11:49 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1589 images/s [05/15 16:15:02] ppdet.engine INFO: Epoch: [56] [6200/7329] learning_rate: 0.000100 loss_class: 0.630349 loss_bbox: 0.151764 loss_giou: 0.406807 loss_class_aux: 2.745247 loss_bbox_aux: 0.654091 loss_giou_aux: 1.772001 loss_class_dn: 0.331087 loss_bbox_dn: 0.165682 loss_giou_dn: 0.370174 loss_class_aux_dn: 1.091586 loss_bbox_aux_dn: 0.599905 loss_giou_aux_dn: 1.306252 loss: 10.370883 eta: 11:10:36 batch_cost: 0.3544 data_cost: 0.0006 ips: 11.2871 images/s [05/15 16:16:20] ppdet.engine INFO: Epoch: [56] [6400/7329] learning_rate: 0.000100 loss_class: 0.638493 loss_bbox: 0.146492 loss_giou: 0.385845 loss_class_aux: 2.655217 loss_bbox_aux: 0.675724 loss_giou_aux: 1.689219 loss_class_dn: 0.353421 loss_bbox_dn: 0.168556 loss_giou_dn: 0.379572 loss_class_aux_dn: 1.147172 loss_bbox_aux_dn: 0.615745 loss_giou_aux_dn: 1.344824 loss: 10.904555 eta: 11:09:23 batch_cost: 0.3548 data_cost: 0.0006 ips: 11.2741 images/s [05/15 16:17:39] ppdet.engine INFO: Epoch: [56] [6600/7329] learning_rate: 0.000100 loss_class: 0.652291 loss_bbox: 0.145634 loss_giou: 0.387577 loss_class_aux: 2.713732 loss_bbox_aux: 0.687635 loss_giou_aux: 1.691216 loss_class_dn: 0.347553 loss_bbox_dn: 0.170593 loss_giou_dn: 0.398279 loss_class_aux_dn: 1.135836 loss_bbox_aux_dn: 0.638305 loss_giou_aux_dn: 1.353745 loss: 10.897448 eta: 11:08:11 batch_cost: 0.3567 data_cost: 0.0006 ips: 11.2141 images/s [05/15 16:18:59] ppdet.engine INFO: Epoch: [56] [6800/7329] learning_rate: 0.000100 loss_class: 0.678550 loss_bbox: 0.152818 loss_giou: 0.452847 loss_class_aux: 2.800918 loss_bbox_aux: 0.711434 loss_giou_aux: 1.943527 loss_class_dn: 0.381931 loss_bbox_dn: 0.158934 loss_giou_dn: 0.422848 loss_class_aux_dn: 1.247978 loss_bbox_aux_dn: 0.603399 loss_giou_aux_dn: 1.468503 loss: 11.805475 eta: 11:06:58 batch_cost: 0.3579 data_cost: 0.0009 ips: 11.1748 images/s [05/15 16:20:18] ppdet.engine INFO: Epoch: [56] [7000/7329] learning_rate: 0.000100 loss_class: 0.614573 loss_bbox: 0.135323 loss_giou: 0.365383 loss_class_aux: 2.573169 loss_bbox_aux: 0.605091 loss_giou_aux: 1.603356 loss_class_dn: 0.316462 loss_bbox_dn: 0.152229 loss_giou_dn: 0.360912 loss_class_aux_dn: 1.051237 loss_bbox_aux_dn: 0.587651 loss_giou_aux_dn: 1.232873 loss: 9.770826 eta: 11:05:45 batch_cost: 0.3573 data_cost: 0.0009 ips: 11.1952 images/s [05/15 16:21:38] ppdet.engine INFO: Epoch: [56] [7200/7329] learning_rate: 0.000100 loss_class: 0.651010 loss_bbox: 0.147617 loss_giou: 0.422959 loss_class_aux: 2.797474 loss_bbox_aux: 0.651390 loss_giou_aux: 1.789665 loss_class_dn: 0.337864 loss_bbox_dn: 0.168953 loss_giou_dn: 0.400590 loss_class_aux_dn: 1.100202 loss_bbox_aux_dn: 0.634967 loss_giou_aux_dn: 1.397004 loss: 11.058720 eta: 11:04:33 batch_cost: 0.3607 data_cost: 0.0007 ips: 11.0884 images/s [05/15 16:22:31] ppdet.engine INFO: Eval iter: 0 [05/15 16:22:37] ppdet.engine INFO: Eval iter: 100 [05/15 16:22:44] ppdet.engine INFO: Eval iter: 200 [05/15 16:22:50] ppdet.engine INFO: Eval iter: 300 [05/15 16:22:56] ppdet.engine INFO: Eval iter: 400 [05/15 16:23:02] ppdet.engine INFO: Eval iter: 500 [05/15 16:23:09] ppdet.engine INFO: Eval iter: 600 [05/15 16:23:15] ppdet.engine INFO: Eval iter: 700 [05/15 16:23:21] ppdet.engine INFO: Eval iter: 800 [05/15 16:23:28] ppdet.engine INFO: Eval iter: 900 [05/15 16:23:35] ppdet.engine INFO: Eval iter: 1000 [05/15 16:23:41] ppdet.engine INFO: Eval iter: 1100 [05/15 16:23:48] ppdet.engine INFO: Eval iter: 1200 [05/15 16:24:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 16:24:12] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.21s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=96.98s). Accumulating evaluation results... DONE (t=22.75s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.663 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.301 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.629 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 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867 [05/15 16:26:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.029121972707514 [05/15 16:26:28] ppdet.engine INFO: Best test bbox ap is 0.485. [05/15 16:26:31] ppdet.engine INFO: Epoch: [57] [ 0/7329] learning_rate: 0.000100 loss_class: 0.596869 loss_bbox: 0.150453 loss_giou: 0.373950 loss_class_aux: 2.581416 loss_bbox_aux: 0.648568 loss_giou_aux: 1.647636 loss_class_dn: 0.319247 loss_bbox_dn: 0.162010 loss_giou_dn: 0.361113 loss_class_aux_dn: 1.053609 loss_bbox_aux_dn: 0.597841 loss_giou_aux_dn: 1.254316 loss: 10.226322 eta: 11:03:46 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2677 images/s [05/15 16:27:49] ppdet.engine INFO: Epoch: [57] [ 200/7329] learning_rate: 0.000100 loss_class: 0.620782 loss_bbox: 0.143257 loss_giou: 0.395004 loss_class_aux: 2.665596 loss_bbox_aux: 0.622070 loss_giou_aux: 1.717868 loss_class_dn: 0.336824 loss_bbox_dn: 0.145346 loss_giou_dn: 0.360718 loss_class_aux_dn: 1.127822 loss_bbox_aux_dn: 0.557430 loss_giou_aux_dn: 1.306182 loss: 10.251318 eta: 11:02:33 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3633 images/s [05/15 16:29:07] ppdet.engine INFO: Epoch: [57] [ 400/7329] learning_rate: 0.000100 loss_class: 0.605656 loss_bbox: 0.148619 loss_giou: 0.372767 loss_class_aux: 2.645786 loss_bbox_aux: 0.672377 loss_giou_aux: 1.630844 loss_class_dn: 0.333944 loss_bbox_dn: 0.153766 loss_giou_dn: 0.357389 loss_class_aux_dn: 1.110052 loss_bbox_aux_dn: 0.575915 loss_giou_aux_dn: 1.271888 loss: 10.501009 eta: 11:01:20 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3670 images/s [05/15 16:30:26] ppdet.engine INFO: Epoch: [57] [ 600/7329] learning_rate: 0.000100 loss_class: 0.615163 loss_bbox: 0.139099 loss_giou: 0.446539 loss_class_aux: 2.654653 loss_bbox_aux: 0.648760 loss_giou_aux: 1.896255 loss_class_dn: 0.345112 loss_bbox_dn: 0.149054 loss_giou_dn: 0.402036 loss_class_aux_dn: 1.115036 loss_bbox_aux_dn: 0.573341 loss_giou_aux_dn: 1.408665 loss: 10.687262 eta: 11:00:07 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2608 images/s [05/15 16:31:44] ppdet.engine INFO: Epoch: [57] [ 800/7329] learning_rate: 0.000100 loss_class: 0.578022 loss_bbox: 0.126848 loss_giou: 0.373456 loss_class_aux: 2.553540 loss_bbox_aux: 0.589009 loss_giou_aux: 1.676953 loss_class_dn: 0.322970 loss_bbox_dn: 0.140284 loss_giou_dn: 0.363341 loss_class_aux_dn: 1.055390 loss_bbox_aux_dn: 0.532459 loss_giou_aux_dn: 1.261997 loss: 9.644221 eta: 10:58:54 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3378 images/s [05/15 16:33:03] ppdet.engine INFO: Epoch: [57] [1000/7329] learning_rate: 0.000100 loss_class: 0.579083 loss_bbox: 0.122018 loss_giou: 0.325254 loss_class_aux: 2.418168 loss_bbox_aux: 0.568485 loss_giou_aux: 1.411723 loss_class_dn: 0.300752 loss_bbox_dn: 0.128003 loss_giou_dn: 0.321024 loss_class_aux_dn: 0.998561 loss_bbox_aux_dn: 0.501245 loss_giou_aux_dn: 1.115960 loss: 8.938656 eta: 10:57:41 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1938 images/s [05/15 16:34:22] ppdet.engine INFO: Epoch: [57] [1200/7329] learning_rate: 0.000100 loss_class: 0.625885 loss_bbox: 0.144336 loss_giou: 0.352120 loss_class_aux: 2.629514 loss_bbox_aux: 0.650368 loss_giou_aux: 1.583115 loss_class_dn: 0.313069 loss_bbox_dn: 0.168807 loss_giou_dn: 0.360022 loss_class_aux_dn: 1.033846 loss_bbox_aux_dn: 0.603630 loss_giou_aux_dn: 1.260292 loss: 10.065832 eta: 10:56:28 batch_cost: 0.3537 data_cost: 0.0008 ips: 11.3106 images/s [05/15 16:35:40] ppdet.engine INFO: Epoch: [57] [1400/7329] learning_rate: 0.000100 loss_class: 0.650790 loss_bbox: 0.139874 loss_giou: 0.442959 loss_class_aux: 2.749644 loss_bbox_aux: 0.627486 loss_giou_aux: 1.905383 loss_class_dn: 0.350166 loss_bbox_dn: 0.160124 loss_giou_dn: 0.417819 loss_class_aux_dn: 1.143272 loss_bbox_aux_dn: 0.600980 loss_giou_aux_dn: 1.414924 loss: 10.960265 eta: 10:55:15 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3283 images/s [05/15 16:36:59] ppdet.engine INFO: Epoch: [57] [1600/7329] learning_rate: 0.000100 loss_class: 0.607639 loss_bbox: 0.138448 loss_giou: 0.359122 loss_class_aux: 2.697303 loss_bbox_aux: 0.649573 loss_giou_aux: 1.561781 loss_class_dn: 0.315486 loss_bbox_dn: 0.167079 loss_giou_dn: 0.353556 loss_class_aux_dn: 1.054187 loss_bbox_aux_dn: 0.638086 loss_giou_aux_dn: 1.224577 loss: 9.936675 eta: 10:54:02 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2667 images/s [05/15 16:38:17] ppdet.engine INFO: Epoch: [57] [1800/7329] learning_rate: 0.000100 loss_class: 0.594741 loss_bbox: 0.140616 loss_giou: 0.391968 loss_class_aux: 2.614153 loss_bbox_aux: 0.646881 loss_giou_aux: 1.709859 loss_class_dn: 0.315012 loss_bbox_dn: 0.158645 loss_giou_dn: 0.396188 loss_class_aux_dn: 1.077793 loss_bbox_aux_dn: 0.573321 loss_giou_aux_dn: 1.343328 loss: 9.938498 eta: 10:52:50 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2863 images/s [05/15 16:39:38] ppdet.engine INFO: Epoch: [57] [2000/7329] learning_rate: 0.000100 loss_class: 0.670674 loss_bbox: 0.145624 loss_giou: 0.410424 loss_class_aux: 2.801935 loss_bbox_aux: 0.633979 loss_giou_aux: 1.758358 loss_class_dn: 0.350498 loss_bbox_dn: 0.157789 loss_giou_dn: 0.382657 loss_class_aux_dn: 1.158372 loss_bbox_aux_dn: 0.602313 loss_giou_aux_dn: 1.334635 loss: 10.792767 eta: 10:51:37 batch_cost: 0.3609 data_cost: 0.0008 ips: 11.0834 images/s [05/15 16:40:56] ppdet.engine INFO: Epoch: [57] [2200/7329] learning_rate: 0.000100 loss_class: 0.589514 loss_bbox: 0.146819 loss_giou: 0.364161 loss_class_aux: 2.463417 loss_bbox_aux: 0.652936 loss_giou_aux: 1.637831 loss_class_dn: 0.326112 loss_bbox_dn: 0.156584 loss_giou_dn: 0.359105 loss_class_aux_dn: 1.074029 loss_bbox_aux_dn: 0.593526 loss_giou_aux_dn: 1.256273 loss: 10.033463 eta: 10:50:24 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2923 images/s [05/15 16:42:15] ppdet.engine INFO: Epoch: [57] [2400/7329] learning_rate: 0.000100 loss_class: 0.583116 loss_bbox: 0.138753 loss_giou: 0.370425 loss_class_aux: 2.525628 loss_bbox_aux: 0.624065 loss_giou_aux: 1.586594 loss_class_dn: 0.330973 loss_bbox_dn: 0.154128 loss_giou_dn: 0.363202 loss_class_aux_dn: 1.080245 loss_bbox_aux_dn: 0.574640 loss_giou_aux_dn: 1.253451 loss: 10.404375 eta: 10:49:11 batch_cost: 0.3547 data_cost: 0.0008 ips: 11.2787 images/s [05/15 16:43:34] ppdet.engine INFO: Epoch: [57] [2600/7329] learning_rate: 0.000100 loss_class: 0.649588 loss_bbox: 0.139130 loss_giou: 0.478454 loss_class_aux: 2.795930 loss_bbox_aux: 0.621833 loss_giou_aux: 2.014134 loss_class_dn: 0.350339 loss_bbox_dn: 0.158519 loss_giou_dn: 0.421126 loss_class_aux_dn: 1.188535 loss_bbox_aux_dn: 0.590000 loss_giou_aux_dn: 1.464017 loss: 11.003174 eta: 10:47:59 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2546 images/s [05/15 16:44:53] ppdet.engine INFO: Epoch: [57] [2800/7329] learning_rate: 0.000100 loss_class: 0.653439 loss_bbox: 0.146272 loss_giou: 0.401641 loss_class_aux: 2.745502 loss_bbox_aux: 0.645009 loss_giou_aux: 1.765680 loss_class_dn: 0.337487 loss_bbox_dn: 0.157230 loss_giou_dn: 0.393203 loss_class_aux_dn: 1.099686 loss_bbox_aux_dn: 0.592458 loss_giou_aux_dn: 1.342310 loss: 10.287003 eta: 10:46:46 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2654 images/s [05/15 16:46:11] ppdet.engine INFO: Epoch: [57] [3000/7329] learning_rate: 0.000100 loss_class: 0.655191 loss_bbox: 0.167567 loss_giou: 0.408607 loss_class_aux: 2.853430 loss_bbox_aux: 0.730954 loss_giou_aux: 1.719926 loss_class_dn: 0.350346 loss_bbox_dn: 0.172308 loss_giou_dn: 0.392189 loss_class_aux_dn: 1.150525 loss_bbox_aux_dn: 0.654919 loss_giou_aux_dn: 1.391556 loss: 10.827703 eta: 10:45:33 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3062 images/s [05/15 16:47:30] ppdet.engine INFO: Epoch: [57] [3200/7329] learning_rate: 0.000100 loss_class: 0.618080 loss_bbox: 0.152152 loss_giou: 0.369022 loss_class_aux: 2.596338 loss_bbox_aux: 0.699696 loss_giou_aux: 1.587092 loss_class_dn: 0.322199 loss_bbox_dn: 0.163295 loss_giou_dn: 0.348038 loss_class_aux_dn: 1.069054 loss_bbox_aux_dn: 0.598432 loss_giou_aux_dn: 1.249400 loss: 9.962458 eta: 10:44:20 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2078 images/s [05/15 16:48:49] ppdet.engine INFO: Epoch: [57] [3400/7329] learning_rate: 0.000100 loss_class: 0.619539 loss_bbox: 0.152866 loss_giou: 0.424842 loss_class_aux: 2.744017 loss_bbox_aux: 0.685715 loss_giou_aux: 1.792191 loss_class_dn: 0.351641 loss_bbox_dn: 0.167774 loss_giou_dn: 0.397653 loss_class_aux_dn: 1.150984 loss_bbox_aux_dn: 0.630280 loss_giou_aux_dn: 1.396812 loss: 10.897699 eta: 10:43:07 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2308 images/s [05/15 16:50:07] ppdet.engine INFO: Epoch: [57] [3600/7329] learning_rate: 0.000100 loss_class: 0.616813 loss_bbox: 0.146782 loss_giou: 0.395463 loss_class_aux: 2.612460 loss_bbox_aux: 0.625894 loss_giou_aux: 1.659985 loss_class_dn: 0.327573 loss_bbox_dn: 0.153839 loss_giou_dn: 0.367093 loss_class_aux_dn: 1.086193 loss_bbox_aux_dn: 0.595216 loss_giou_aux_dn: 1.298280 loss: 9.810646 eta: 10:41:55 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2888 images/s [05/15 16:51:26] ppdet.engine INFO: Epoch: [57] [3800/7329] learning_rate: 0.000100 loss_class: 0.643342 loss_bbox: 0.147808 loss_giou: 0.392158 loss_class_aux: 2.652792 loss_bbox_aux: 0.622991 loss_giou_aux: 1.726297 loss_class_dn: 0.329315 loss_bbox_dn: 0.161844 loss_giou_dn: 0.363248 loss_class_aux_dn: 1.087742 loss_bbox_aux_dn: 0.623515 loss_giou_aux_dn: 1.272915 loss: 10.260279 eta: 10:40:42 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2446 images/s [05/15 16:52:46] ppdet.engine INFO: Epoch: [57] [4000/7329] learning_rate: 0.000100 loss_class: 0.617027 loss_bbox: 0.135639 loss_giou: 0.359884 loss_class_aux: 2.658601 loss_bbox_aux: 0.590122 loss_giou_aux: 1.630714 loss_class_dn: 0.319223 loss_bbox_dn: 0.152981 loss_giou_dn: 0.365780 loss_class_aux_dn: 1.084271 loss_bbox_aux_dn: 0.600540 loss_giou_aux_dn: 1.270021 loss: 9.950617 eta: 10:39:29 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1996 images/s [05/15 16:54:05] ppdet.engine INFO: Epoch: [57] [4200/7329] learning_rate: 0.000100 loss_class: 0.638803 loss_bbox: 0.154963 loss_giou: 0.433658 loss_class_aux: 2.799068 loss_bbox_aux: 0.706912 loss_giou_aux: 1.876864 loss_class_dn: 0.355862 loss_bbox_dn: 0.161754 loss_giou_dn: 0.406851 loss_class_aux_dn: 1.175247 loss_bbox_aux_dn: 0.602627 loss_giou_aux_dn: 1.420897 loss: 10.973572 eta: 10:38:17 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1738 images/s [05/15 16:55:24] ppdet.engine INFO: Epoch: [57] [4400/7329] learning_rate: 0.000100 loss_class: 0.616393 loss_bbox: 0.130322 loss_giou: 0.342543 loss_class_aux: 2.603528 loss_bbox_aux: 0.585988 loss_giou_aux: 1.468075 loss_class_dn: 0.325334 loss_bbox_dn: 0.145970 loss_giou_dn: 0.339375 loss_class_aux_dn: 1.064106 loss_bbox_aux_dn: 0.545110 loss_giou_aux_dn: 1.202778 loss: 9.492102 eta: 10:37:04 batch_cost: 0.3576 data_cost: 0.0007 ips: 11.1845 images/s [05/15 16:56:44] ppdet.engine INFO: Epoch: [57] [4600/7329] learning_rate: 0.000100 loss_class: 0.645266 loss_bbox: 0.137775 loss_giou: 0.378608 loss_class_aux: 2.786444 loss_bbox_aux: 0.619946 loss_giou_aux: 1.655541 loss_class_dn: 0.349295 loss_bbox_dn: 0.155757 loss_giou_dn: 0.388077 loss_class_aux_dn: 1.135641 loss_bbox_aux_dn: 0.574857 loss_giou_aux_dn: 1.359967 loss: 10.656860 eta: 10:35:51 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1601 images/s [05/15 16:58:04] ppdet.engine INFO: Epoch: [57] [4800/7329] learning_rate: 0.000100 loss_class: 0.699624 loss_bbox: 0.151611 loss_giou: 0.394322 loss_class_aux: 2.926161 loss_bbox_aux: 0.694018 loss_giou_aux: 1.657868 loss_class_dn: 0.353923 loss_bbox_dn: 0.174004 loss_giou_dn: 0.376983 loss_class_aux_dn: 1.170745 loss_bbox_aux_dn: 0.651414 loss_giou_aux_dn: 1.329829 loss: 10.565935 eta: 10:34:39 batch_cost: 0.3609 data_cost: 0.0007 ips: 11.0823 images/s [05/15 16:59:24] ppdet.engine INFO: Epoch: [57] [5000/7329] learning_rate: 0.000100 loss_class: 0.642722 loss_bbox: 0.138514 loss_giou: 0.374630 loss_class_aux: 2.810647 loss_bbox_aux: 0.630988 loss_giou_aux: 1.622940 loss_class_dn: 0.326910 loss_bbox_dn: 0.156653 loss_giou_dn: 0.369397 loss_class_aux_dn: 1.077405 loss_bbox_aux_dn: 0.581497 loss_giou_aux_dn: 1.256577 loss: 9.965306 eta: 10:33:26 batch_cost: 0.3635 data_cost: 0.0007 ips: 11.0041 images/s [05/15 17:00:43] ppdet.engine INFO: Epoch: [57] [5200/7329] learning_rate: 0.000100 loss_class: 0.641881 loss_bbox: 0.144128 loss_giou: 0.383736 loss_class_aux: 2.750972 loss_bbox_aux: 0.670453 loss_giou_aux: 1.681285 loss_class_dn: 0.337531 loss_bbox_dn: 0.164528 loss_giou_dn: 0.375260 loss_class_aux_dn: 1.119860 loss_bbox_aux_dn: 0.622920 loss_giou_aux_dn: 1.320055 loss: 10.544228 eta: 10:32:14 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2135 images/s [05/15 17:02:01] ppdet.engine INFO: Epoch: [57] [5400/7329] learning_rate: 0.000100 loss_class: 0.637898 loss_bbox: 0.147270 loss_giou: 0.429048 loss_class_aux: 2.741248 loss_bbox_aux: 0.645575 loss_giou_aux: 1.832217 loss_class_dn: 0.361163 loss_bbox_dn: 0.150184 loss_giou_dn: 0.423838 loss_class_aux_dn: 1.185928 loss_bbox_aux_dn: 0.566048 loss_giou_aux_dn: 1.449125 loss: 11.013913 eta: 10:31:01 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3386 images/s [05/15 17:03:22] ppdet.engine INFO: Epoch: [57] [5600/7329] learning_rate: 0.000100 loss_class: 0.629572 loss_bbox: 0.145170 loss_giou: 0.416045 loss_class_aux: 2.826003 loss_bbox_aux: 0.663640 loss_giou_aux: 1.839322 loss_class_dn: 0.352498 loss_bbox_dn: 0.150367 loss_giou_dn: 0.407627 loss_class_aux_dn: 1.168827 loss_bbox_aux_dn: 0.557657 loss_giou_aux_dn: 1.412319 loss: 11.218929 eta: 10:29:48 batch_cost: 0.3617 data_cost: 0.0007 ips: 11.0604 images/s [05/15 17:04:42] ppdet.engine INFO: Epoch: [57] [5800/7329] learning_rate: 0.000100 loss_class: 0.622854 loss_bbox: 0.142533 loss_giou: 0.398599 loss_class_aux: 2.612604 loss_bbox_aux: 0.667795 loss_giou_aux: 1.764726 loss_class_dn: 0.348355 loss_bbox_dn: 0.145399 loss_giou_dn: 0.398847 loss_class_aux_dn: 1.154569 loss_bbox_aux_dn: 0.549412 loss_giou_aux_dn: 1.397096 loss: 10.742414 eta: 10:28:36 batch_cost: 0.3622 data_cost: 0.0008 ips: 11.0450 images/s [05/15 17:06:02] ppdet.engine INFO: Epoch: [57] [6000/7329] learning_rate: 0.000100 loss_class: 0.595276 loss_bbox: 0.137676 loss_giou: 0.366749 loss_class_aux: 2.547821 loss_bbox_aux: 0.635451 loss_giou_aux: 1.586807 loss_class_dn: 0.328850 loss_bbox_dn: 0.149517 loss_giou_dn: 0.363297 loss_class_aux_dn: 1.092554 loss_bbox_aux_dn: 0.571630 loss_giou_aux_dn: 1.272340 loss: 9.984551 eta: 10:27:23 batch_cost: 0.3616 data_cost: 0.0007 ips: 11.0615 images/s [05/15 17:07:20] ppdet.engine INFO: Epoch: [57] [6200/7329] learning_rate: 0.000100 loss_class: 0.605008 loss_bbox: 0.136309 loss_giou: 0.383690 loss_class_aux: 2.622127 loss_bbox_aux: 0.634699 loss_giou_aux: 1.637663 loss_class_dn: 0.334905 loss_bbox_dn: 0.155347 loss_giou_dn: 0.348261 loss_class_aux_dn: 1.110530 loss_bbox_aux_dn: 0.581823 loss_giou_aux_dn: 1.213487 loss: 10.207033 eta: 10:26:10 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3612 images/s [05/15 17:08:40] ppdet.engine INFO: Epoch: [57] [6400/7329] learning_rate: 0.000100 loss_class: 0.625375 loss_bbox: 0.152654 loss_giou: 0.407130 loss_class_aux: 2.676497 loss_bbox_aux: 0.666021 loss_giou_aux: 1.787733 loss_class_dn: 0.343588 loss_bbox_dn: 0.168323 loss_giou_dn: 0.408072 loss_class_aux_dn: 1.114334 loss_bbox_aux_dn: 0.623361 loss_giou_aux_dn: 1.382859 loss: 10.663254 eta: 10:24:58 batch_cost: 0.3602 data_cost: 0.0007 ips: 11.1044 images/s [05/15 17:09:59] ppdet.engine INFO: Epoch: [57] [6600/7329] learning_rate: 0.000100 loss_class: 0.660783 loss_bbox: 0.159377 loss_giou: 0.403852 loss_class_aux: 2.803376 loss_bbox_aux: 0.720527 loss_giou_aux: 1.701337 loss_class_dn: 0.355779 loss_bbox_dn: 0.170524 loss_giou_dn: 0.392106 loss_class_aux_dn: 1.181013 loss_bbox_aux_dn: 0.655061 loss_giou_aux_dn: 1.345226 loss: 11.097963 eta: 10:23:45 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1793 images/s [05/15 17:11:18] ppdet.engine INFO: Epoch: [57] [6800/7329] learning_rate: 0.000100 loss_class: 0.626034 loss_bbox: 0.144241 loss_giou: 0.372913 loss_class_aux: 2.634762 loss_bbox_aux: 0.665768 loss_giou_aux: 1.624755 loss_class_dn: 0.317594 loss_bbox_dn: 0.176087 loss_giou_dn: 0.355683 loss_class_aux_dn: 1.081697 loss_bbox_aux_dn: 0.641794 loss_giou_aux_dn: 1.229243 loss: 9.606743 eta: 10:22:32 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2823 images/s [05/15 17:12:37] ppdet.engine INFO: Epoch: [57] [7000/7329] learning_rate: 0.000100 loss_class: 0.646102 loss_bbox: 0.154171 loss_giou: 0.413096 loss_class_aux: 2.804743 loss_bbox_aux: 0.689748 loss_giou_aux: 1.853802 loss_class_dn: 0.357583 loss_bbox_dn: 0.169625 loss_giou_dn: 0.403378 loss_class_aux_dn: 1.178326 loss_bbox_aux_dn: 0.630017 loss_giou_aux_dn: 1.410108 loss: 11.169595 eta: 10:21:20 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2083 images/s [05/15 17:13:57] ppdet.engine INFO: Epoch: [57] [7200/7329] learning_rate: 0.000100 loss_class: 0.599883 loss_bbox: 0.136302 loss_giou: 0.436776 loss_class_aux: 2.602798 loss_bbox_aux: 0.602804 loss_giou_aux: 1.792871 loss_class_dn: 0.330659 loss_bbox_dn: 0.144265 loss_giou_dn: 0.369582 loss_class_aux_dn: 1.074275 loss_bbox_aux_dn: 0.537695 loss_giou_aux_dn: 1.291641 loss: 10.022792 eta: 10:20:07 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1278 images/s [05/15 17:14:50] ppdet.engine INFO: Eval iter: 0 [05/15 17:14:57] ppdet.engine INFO: Eval iter: 100 [05/15 17:15:04] ppdet.engine INFO: Eval iter: 200 [05/15 17:15:11] ppdet.engine INFO: Eval iter: 300 [05/15 17:15:18] ppdet.engine INFO: Eval iter: 400 [05/15 17:15:25] ppdet.engine INFO: Eval iter: 500 [05/15 17:15:32] ppdet.engine INFO: Eval iter: 600 [05/15 17:15:39] ppdet.engine INFO: Eval iter: 700 [05/15 17:15:46] ppdet.engine INFO: Eval iter: 800 [05/15 17:15:53] ppdet.engine INFO: Eval iter: 900 [05/15 17:16:01] ppdet.engine INFO: Eval iter: 1000 [05/15 17:16:09] ppdet.engine INFO: Eval iter: 1100 [05/15 17:16:16] ppdet.engine INFO: Eval iter: 1200 [05/15 17:16:39] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/15 17:16:40] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.73s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.92s). Accumulating evaluation results... DONE (t=23.81s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.665 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.526 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 ] = 0.520 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.630 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 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/15 17:18:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 55.342353690759616 [05/15 17:18:55] ppdet.engine INFO: Best test bbox ap is 0.486. [05/15 17:18:58] ppdet.engine INFO: Epoch: [58] [ 0/7329] learning_rate: 0.000100 loss_class: 0.578535 loss_bbox: 0.137486 loss_giou: 0.386009 loss_class_aux: 2.514604 loss_bbox_aux: 0.629267 loss_giou_aux: 1.768631 loss_class_dn: 0.339047 loss_bbox_dn: 0.148828 loss_giou_dn: 0.375109 loss_class_aux_dn: 1.096281 loss_bbox_aux_dn: 0.561004 loss_giou_aux_dn: 1.330223 loss: 10.084850 eta: 10:19:20 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2237 images/s [05/15 17:20:17] ppdet.engine INFO: Epoch: [58] [ 200/7329] learning_rate: 0.000100 loss_class: 0.622999 loss_bbox: 0.144213 loss_giou: 0.386210 loss_class_aux: 2.663438 loss_bbox_aux: 0.664187 loss_giou_aux: 1.653097 loss_class_dn: 0.341388 loss_bbox_dn: 0.168480 loss_giou_dn: 0.390936 loss_class_aux_dn: 1.129517 loss_bbox_aux_dn: 0.620929 loss_giou_aux_dn: 1.365044 loss: 10.542915 eta: 10:18:07 batch_cost: 0.3540 data_cost: 0.0008 ips: 11.3003 images/s [05/15 17:21:36] ppdet.engine INFO: Epoch: [58] [ 400/7329] learning_rate: 0.000100 loss_class: 0.596059 loss_bbox: 0.137967 loss_giou: 0.346520 loss_class_aux: 2.599962 loss_bbox_aux: 0.654579 loss_giou_aux: 1.500994 loss_class_dn: 0.316222 loss_bbox_dn: 0.152785 loss_giou_dn: 0.347679 loss_class_aux_dn: 1.034548 loss_bbox_aux_dn: 0.564990 loss_giou_aux_dn: 1.213128 loss: 9.848982 eta: 10:16:55 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1563 images/s [05/15 17:22:55] ppdet.engine INFO: Epoch: [58] [ 600/7329] learning_rate: 0.000100 loss_class: 0.559543 loss_bbox: 0.126961 loss_giou: 0.419466 loss_class_aux: 2.350421 loss_bbox_aux: 0.584464 loss_giou_aux: 1.801821 loss_class_dn: 0.317507 loss_bbox_dn: 0.141875 loss_giou_dn: 0.379052 loss_class_aux_dn: 1.048281 loss_bbox_aux_dn: 0.571617 loss_giou_aux_dn: 1.275294 loss: 9.697941 eta: 10:15:42 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2147 images/s [05/15 17:24:14] ppdet.engine INFO: Epoch: [58] [ 800/7329] learning_rate: 0.000100 loss_class: 0.619708 loss_bbox: 0.135586 loss_giou: 0.393113 loss_class_aux: 2.639844 loss_bbox_aux: 0.634288 loss_giou_aux: 1.709612 loss_class_dn: 0.332419 loss_bbox_dn: 0.152488 loss_giou_dn: 0.388986 loss_class_aux_dn: 1.104728 loss_bbox_aux_dn: 0.578774 loss_giou_aux_dn: 1.364347 loss: 10.753084 eta: 10:14:29 batch_cost: 0.3555 data_cost: 0.0008 ips: 11.2520 images/s [05/15 17:25:34] ppdet.engine INFO: Epoch: [58] [1000/7329] learning_rate: 0.000100 loss_class: 0.627578 loss_bbox: 0.144248 loss_giou: 0.439147 loss_class_aux: 2.630457 loss_bbox_aux: 0.688458 loss_giou_aux: 1.859285 loss_class_dn: 0.329168 loss_bbox_dn: 0.156038 loss_giou_dn: 0.401987 loss_class_aux_dn: 1.101545 loss_bbox_aux_dn: 0.583608 loss_giou_aux_dn: 1.356216 loss: 10.366083 eta: 10:13:17 batch_cost: 0.3581 data_cost: 0.0007 ips: 11.1700 images/s [05/15 17:26:53] ppdet.engine INFO: Epoch: [58] [1200/7329] learning_rate: 0.000100 loss_class: 0.644496 loss_bbox: 0.141541 loss_giou: 0.431946 loss_class_aux: 2.657676 loss_bbox_aux: 0.641647 loss_giou_aux: 1.867222 loss_class_dn: 0.357526 loss_bbox_dn: 0.155974 loss_giou_dn: 0.424435 loss_class_aux_dn: 1.189500 loss_bbox_aux_dn: 0.603644 loss_giou_aux_dn: 1.472668 loss: 10.736748 eta: 10:12:04 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2334 images/s [05/15 17:28:11] ppdet.engine INFO: Epoch: [58] [1400/7329] learning_rate: 0.000100 loss_class: 0.595686 loss_bbox: 0.134716 loss_giou: 0.377481 loss_class_aux: 2.624828 loss_bbox_aux: 0.610742 loss_giou_aux: 1.681201 loss_class_dn: 0.322106 loss_bbox_dn: 0.145664 loss_giou_dn: 0.359961 loss_class_aux_dn: 1.078912 loss_bbox_aux_dn: 0.535845 loss_giou_aux_dn: 1.243701 loss: 10.025144 eta: 10:10:51 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2736 images/s [05/15 17:29:30] ppdet.engine INFO: Epoch: [58] [1600/7329] learning_rate: 0.000100 loss_class: 0.657162 loss_bbox: 0.146527 loss_giou: 0.421342 loss_class_aux: 2.659310 loss_bbox_aux: 0.673511 loss_giou_aux: 1.736169 loss_class_dn: 0.350424 loss_bbox_dn: 0.164549 loss_giou_dn: 0.397516 loss_class_aux_dn: 1.135626 loss_bbox_aux_dn: 0.621054 loss_giou_aux_dn: 1.395359 loss: 10.983908 eta: 10:09:38 batch_cost: 0.3507 data_cost: 0.0007 ips: 11.4050 images/s [05/15 17:30:49] ppdet.engine INFO: Epoch: [58] [1800/7329] learning_rate: 0.000100 loss_class: 0.611530 loss_bbox: 0.136084 loss_giou: 0.350017 loss_class_aux: 2.605825 loss_bbox_aux: 0.622384 loss_giou_aux: 1.499128 loss_class_dn: 0.321850 loss_bbox_dn: 0.157465 loss_giou_dn: 0.352157 loss_class_aux_dn: 1.071095 loss_bbox_aux_dn: 0.607524 loss_giou_aux_dn: 1.214514 loss: 9.969141 eta: 10:08:26 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1803 images/s [05/15 17:32:09] ppdet.engine INFO: Epoch: [58] [2000/7329] learning_rate: 0.000100 loss_class: 0.635930 loss_bbox: 0.137223 loss_giou: 0.403978 loss_class_aux: 2.631372 loss_bbox_aux: 0.595882 loss_giou_aux: 1.747482 loss_class_dn: 0.348602 loss_bbox_dn: 0.138144 loss_giou_dn: 0.402485 loss_class_aux_dn: 1.143148 loss_bbox_aux_dn: 0.514547 loss_giou_aux_dn: 1.407642 loss: 10.657251 eta: 10:07:13 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1068 images/s [05/15 17:33:28] ppdet.engine INFO: Epoch: [58] [2200/7329] learning_rate: 0.000100 loss_class: 0.643010 loss_bbox: 0.146432 loss_giou: 0.435854 loss_class_aux: 2.690673 loss_bbox_aux: 0.667387 loss_giou_aux: 1.835060 loss_class_dn: 0.345513 loss_bbox_dn: 0.168101 loss_giou_dn: 0.395699 loss_class_aux_dn: 1.163375 loss_bbox_aux_dn: 0.655626 loss_giou_aux_dn: 1.368748 loss: 10.690811 eta: 10:06:00 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1761 images/s [05/15 17:34:47] ppdet.engine INFO: Epoch: [58] [2400/7329] learning_rate: 0.000100 loss_class: 0.647969 loss_bbox: 0.130668 loss_giou: 0.411236 loss_class_aux: 2.668413 loss_bbox_aux: 0.611713 loss_giou_aux: 1.756279 loss_class_dn: 0.354680 loss_bbox_dn: 0.149213 loss_giou_dn: 0.391041 loss_class_aux_dn: 1.161098 loss_bbox_aux_dn: 0.545279 loss_giou_aux_dn: 1.382579 loss: 10.706900 eta: 10:04:48 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3003 images/s [05/15 17:36:06] ppdet.engine INFO: Epoch: [58] [2600/7329] learning_rate: 0.000100 loss_class: 0.626384 loss_bbox: 0.143519 loss_giou: 0.379626 loss_class_aux: 2.635696 loss_bbox_aux: 0.619129 loss_giou_aux: 1.602040 loss_class_dn: 0.328641 loss_bbox_dn: 0.150000 loss_giou_dn: 0.365206 loss_class_aux_dn: 1.073212 loss_bbox_aux_dn: 0.578734 loss_giou_aux_dn: 1.263623 loss: 10.297727 eta: 10:03:35 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2714 images/s [05/15 17:37:25] ppdet.engine INFO: Epoch: [58] [2800/7329] learning_rate: 0.000100 loss_class: 0.629067 loss_bbox: 0.135582 loss_giou: 0.412481 loss_class_aux: 2.614584 loss_bbox_aux: 0.630414 loss_giou_aux: 1.754128 loss_class_dn: 0.318987 loss_bbox_dn: 0.158175 loss_giou_dn: 0.366879 loss_class_aux_dn: 1.070368 loss_bbox_aux_dn: 0.588668 loss_giou_aux_dn: 1.258334 loss: 10.258614 eta: 10:02:22 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2570 images/s [05/15 17:38:46] ppdet.engine INFO: Epoch: [58] [3000/7329] learning_rate: 0.000100 loss_class: 0.636644 loss_bbox: 0.146300 loss_giou: 0.429419 loss_class_aux: 2.738485 loss_bbox_aux: 0.608788 loss_giou_aux: 1.787511 loss_class_dn: 0.347510 loss_bbox_dn: 0.155793 loss_giou_dn: 0.407526 loss_class_aux_dn: 1.148476 loss_bbox_aux_dn: 0.590983 loss_giou_aux_dn: 1.381746 loss: 10.651686 eta: 10:01:10 batch_cost: 0.3613 data_cost: 0.0007 ips: 11.0711 images/s [05/15 17:40:04] ppdet.engine INFO: Epoch: [58] [3200/7329] learning_rate: 0.000100 loss_class: 0.645881 loss_bbox: 0.149107 loss_giou: 0.401853 loss_class_aux: 2.826035 loss_bbox_aux: 0.648683 loss_giou_aux: 1.674136 loss_class_dn: 0.350537 loss_bbox_dn: 0.153489 loss_giou_dn: 0.382685 loss_class_aux_dn: 1.157480 loss_bbox_aux_dn: 0.588463 loss_giou_aux_dn: 1.330307 loss: 10.424522 eta: 9:59:57 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3358 images/s [05/15 17:41:23] ppdet.engine INFO: Epoch: [58] [3400/7329] learning_rate: 0.000100 loss_class: 0.601754 loss_bbox: 0.135561 loss_giou: 0.364194 loss_class_aux: 2.545791 loss_bbox_aux: 0.643884 loss_giou_aux: 1.566667 loss_class_dn: 0.328313 loss_bbox_dn: 0.164119 loss_giou_dn: 0.356562 loss_class_aux_dn: 1.098039 loss_bbox_aux_dn: 0.614580 loss_giou_aux_dn: 1.242130 loss: 10.289709 eta: 9:58:44 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1556 images/s [05/15 17:42:42] ppdet.engine INFO: Epoch: [58] [3600/7329] learning_rate: 0.000100 loss_class: 0.595032 loss_bbox: 0.137149 loss_giou: 0.343830 loss_class_aux: 2.565894 loss_bbox_aux: 0.621697 loss_giou_aux: 1.542038 loss_class_dn: 0.319653 loss_bbox_dn: 0.146113 loss_giou_dn: 0.351274 loss_class_aux_dn: 1.043118 loss_bbox_aux_dn: 0.555861 loss_giou_aux_dn: 1.237336 loss: 9.852075 eta: 9:57:31 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2687 images/s [05/15 17:44:01] ppdet.engine INFO: Epoch: [58] [3800/7329] learning_rate: 0.000100 loss_class: 0.629049 loss_bbox: 0.147888 loss_giou: 0.409595 loss_class_aux: 2.696533 loss_bbox_aux: 0.665946 loss_giou_aux: 1.737981 loss_class_dn: 0.335074 loss_bbox_dn: 0.169554 loss_giou_dn: 0.387148 loss_class_aux_dn: 1.131084 loss_bbox_aux_dn: 0.625665 loss_giou_aux_dn: 1.316761 loss: 10.540956 eta: 9:56:19 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3050 images/s [05/15 17:45:20] ppdet.engine INFO: Epoch: [58] [4000/7329] learning_rate: 0.000100 loss_class: 0.599094 loss_bbox: 0.142234 loss_giou: 0.366883 loss_class_aux: 2.541761 loss_bbox_aux: 0.613677 loss_giou_aux: 1.601791 loss_class_dn: 0.328449 loss_bbox_dn: 0.159730 loss_giou_dn: 0.341640 loss_class_aux_dn: 1.071080 loss_bbox_aux_dn: 0.624074 loss_giou_aux_dn: 1.197804 loss: 9.998289 eta: 9:55:06 batch_cost: 0.3586 data_cost: 0.0008 ips: 11.1542 images/s [05/15 17:46:39] ppdet.engine INFO: Epoch: [58] [4200/7329] learning_rate: 0.000100 loss_class: 0.619946 loss_bbox: 0.147647 loss_giou: 0.403173 loss_class_aux: 2.690054 loss_bbox_aux: 0.628866 loss_giou_aux: 1.756170 loss_class_dn: 0.337696 loss_bbox_dn: 0.162879 loss_giou_dn: 0.383102 loss_class_aux_dn: 1.147196 loss_bbox_aux_dn: 0.624405 loss_giou_aux_dn: 1.299516 loss: 10.255550 eta: 9:53:53 batch_cost: 0.3567 data_cost: 0.0008 ips: 11.2149 images/s [05/15 17:47:58] ppdet.engine INFO: Epoch: [58] [4400/7329] learning_rate: 0.000100 loss_class: 0.619152 loss_bbox: 0.148687 loss_giou: 0.387835 loss_class_aux: 2.690299 loss_bbox_aux: 0.656527 loss_giou_aux: 1.659998 loss_class_dn: 0.334918 loss_bbox_dn: 0.166172 loss_giou_dn: 0.385221 loss_class_aux_dn: 1.115559 loss_bbox_aux_dn: 0.642750 loss_giou_aux_dn: 1.331635 loss: 10.498446 eta: 9:52:41 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1913 images/s [05/15 17:49:18] ppdet.engine INFO: Epoch: [58] [4600/7329] learning_rate: 0.000100 loss_class: 0.619991 loss_bbox: 0.149489 loss_giou: 0.407256 loss_class_aux: 2.627837 loss_bbox_aux: 0.668841 loss_giou_aux: 1.758594 loss_class_dn: 0.344176 loss_bbox_dn: 0.167390 loss_giou_dn: 0.396582 loss_class_aux_dn: 1.140913 loss_bbox_aux_dn: 0.619862 loss_giou_aux_dn: 1.347487 loss: 10.810652 eta: 9:51:28 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1902 images/s [05/15 17:50:37] ppdet.engine INFO: Epoch: [58] [4800/7329] learning_rate: 0.000100 loss_class: 0.596793 loss_bbox: 0.139040 loss_giou: 0.360743 loss_class_aux: 2.541193 loss_bbox_aux: 0.634511 loss_giou_aux: 1.561982 loss_class_dn: 0.337041 loss_bbox_dn: 0.162248 loss_giou_dn: 0.354453 loss_class_aux_dn: 1.116907 loss_bbox_aux_dn: 0.621161 loss_giou_aux_dn: 1.253096 loss: 10.139311 eta: 9:50:15 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2521 images/s [05/15 17:51:55] ppdet.engine INFO: Epoch: [58] [5000/7329] learning_rate: 0.000100 loss_class: 0.633493 loss_bbox: 0.142365 loss_giou: 0.361461 loss_class_aux: 2.690831 loss_bbox_aux: 0.606547 loss_giou_aux: 1.520465 loss_class_dn: 0.331034 loss_bbox_dn: 0.148208 loss_giou_dn: 0.366344 loss_class_aux_dn: 1.093393 loss_bbox_aux_dn: 0.565301 loss_giou_aux_dn: 1.278161 loss: 10.167877 eta: 9:49:03 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3105 images/s [05/15 17:53:14] ppdet.engine INFO: Epoch: [58] [5200/7329] learning_rate: 0.000100 loss_class: 0.672660 loss_bbox: 0.146853 loss_giou: 0.427704 loss_class_aux: 2.927004 loss_bbox_aux: 0.668272 loss_giou_aux: 1.842849 loss_class_dn: 0.367084 loss_bbox_dn: 0.169611 loss_giou_dn: 0.418804 loss_class_aux_dn: 1.204152 loss_bbox_aux_dn: 0.640382 loss_giou_aux_dn: 1.435653 loss: 11.767740 eta: 9:47:50 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2212 images/s [05/15 17:54:33] ppdet.engine INFO: Epoch: [58] [5400/7329] learning_rate: 0.000100 loss_class: 0.623615 loss_bbox: 0.137931 loss_giou: 0.389632 loss_class_aux: 2.568948 loss_bbox_aux: 0.624394 loss_giou_aux: 1.713590 loss_class_dn: 0.332124 loss_bbox_dn: 0.148385 loss_giou_dn: 0.351344 loss_class_aux_dn: 1.096053 loss_bbox_aux_dn: 0.542251 loss_giou_aux_dn: 1.222391 loss: 9.939852 eta: 9:46:37 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2542 images/s [05/15 17:55:51] ppdet.engine INFO: Epoch: [58] [5600/7329] learning_rate: 0.000100 loss_class: 0.589823 loss_bbox: 0.146320 loss_giou: 0.389104 loss_class_aux: 2.571727 loss_bbox_aux: 0.653506 loss_giou_aux: 1.688921 loss_class_dn: 0.330206 loss_bbox_dn: 0.157735 loss_giou_dn: 0.369522 loss_class_aux_dn: 1.070641 loss_bbox_aux_dn: 0.587251 loss_giou_aux_dn: 1.280775 loss: 9.723721 eta: 9:45:24 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3633 images/s [05/15 17:57:12] ppdet.engine INFO: Epoch: [58] [5800/7329] learning_rate: 0.000100 loss_class: 0.613145 loss_bbox: 0.139398 loss_giou: 0.410400 loss_class_aux: 2.621773 loss_bbox_aux: 0.596233 loss_giou_aux: 1.776300 loss_class_dn: 0.333096 loss_bbox_dn: 0.147071 loss_giou_dn: 0.389836 loss_class_aux_dn: 1.096363 loss_bbox_aux_dn: 0.563168 loss_giou_aux_dn: 1.334243 loss: 10.139312 eta: 9:44:12 batch_cost: 0.3616 data_cost: 0.0007 ips: 11.0632 images/s [05/15 17:58:30] ppdet.engine INFO: Epoch: [58] [6000/7329] learning_rate: 0.000100 loss_class: 0.671322 loss_bbox: 0.148350 loss_giou: 0.447687 loss_class_aux: 2.820478 loss_bbox_aux: 0.665410 loss_giou_aux: 1.919377 loss_class_dn: 0.354788 loss_bbox_dn: 0.161213 loss_giou_dn: 0.428595 loss_class_aux_dn: 1.160803 loss_bbox_aux_dn: 0.594024 loss_giou_aux_dn: 1.489420 loss: 10.805721 eta: 9:42:59 batch_cost: 0.3507 data_cost: 0.0007 ips: 11.4063 images/s [05/15 17:59:50] ppdet.engine INFO: Epoch: [58] [6200/7329] learning_rate: 0.000100 loss_class: 0.629146 loss_bbox: 0.150248 loss_giou: 0.399294 loss_class_aux: 2.695784 loss_bbox_aux: 0.672123 loss_giou_aux: 1.673531 loss_class_dn: 0.344844 loss_bbox_dn: 0.159088 loss_giou_dn: 0.380981 loss_class_aux_dn: 1.128509 loss_bbox_aux_dn: 0.611510 loss_giou_aux_dn: 1.356269 loss: 10.630861 eta: 9:41:47 batch_cost: 0.3627 data_cost: 0.0007 ips: 11.0284 images/s [05/15 18:01:08] ppdet.engine INFO: Epoch: [58] [6400/7329] learning_rate: 0.000100 loss_class: 0.610688 loss_bbox: 0.154382 loss_giou: 0.368035 loss_class_aux: 2.524343 loss_bbox_aux: 0.657460 loss_giou_aux: 1.609677 loss_class_dn: 0.312125 loss_bbox_dn: 0.174314 loss_giou_dn: 0.355969 loss_class_aux_dn: 1.024179 loss_bbox_aux_dn: 0.639706 loss_giou_aux_dn: 1.206122 loss: 10.092386 eta: 9:40:34 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3295 images/s [05/15 18:02:27] ppdet.engine INFO: Epoch: [58] [6600/7329] learning_rate: 0.000100 loss_class: 0.642904 loss_bbox: 0.139109 loss_giou: 0.400219 loss_class_aux: 2.712022 loss_bbox_aux: 0.631091 loss_giou_aux: 1.723710 loss_class_dn: 0.345545 loss_bbox_dn: 0.148118 loss_giou_dn: 0.391334 loss_class_aux_dn: 1.136883 loss_bbox_aux_dn: 0.562964 loss_giou_aux_dn: 1.340771 loss: 10.491896 eta: 9:39:21 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3043 images/s [05/15 18:03:45] ppdet.engine INFO: Epoch: [58] [6800/7329] learning_rate: 0.000100 loss_class: 0.674041 loss_bbox: 0.139826 loss_giou: 0.428077 loss_class_aux: 2.809459 loss_bbox_aux: 0.638167 loss_giou_aux: 1.796430 loss_class_dn: 0.365975 loss_bbox_dn: 0.157341 loss_giou_dn: 0.401037 loss_class_aux_dn: 1.206425 loss_bbox_aux_dn: 0.591592 loss_giou_aux_dn: 1.380916 loss: 11.109660 eta: 9:38:08 batch_cost: 0.3532 data_cost: 0.0007 ips: 11.3260 images/s [05/15 18:05:05] ppdet.engine INFO: Epoch: [58] [7000/7329] learning_rate: 0.000100 loss_class: 0.594012 loss_bbox: 0.141195 loss_giou: 0.373844 loss_class_aux: 2.549741 loss_bbox_aux: 0.657747 loss_giou_aux: 1.576324 loss_class_dn: 0.321283 loss_bbox_dn: 0.158509 loss_giou_dn: 0.362189 loss_class_aux_dn: 1.067508 loss_bbox_aux_dn: 0.592548 loss_giou_aux_dn: 1.250006 loss: 10.206776 eta: 9:36:56 batch_cost: 0.3601 data_cost: 0.0008 ips: 11.1071 images/s [05/15 18:06:24] ppdet.engine INFO: Epoch: [58] [7200/7329] learning_rate: 0.000100 loss_class: 0.616269 loss_bbox: 0.143245 loss_giou: 0.442974 loss_class_aux: 2.604271 loss_bbox_aux: 0.639847 loss_giou_aux: 1.858683 loss_class_dn: 0.342229 loss_bbox_dn: 0.153664 loss_giou_dn: 0.418754 loss_class_aux_dn: 1.115581 loss_bbox_aux_dn: 0.591089 loss_giou_aux_dn: 1.447698 loss: 10.382053 eta: 9:35:43 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2573 images/s [05/15 18:07:17] ppdet.engine INFO: Eval iter: 0 [05/15 18:07:24] ppdet.engine INFO: Eval iter: 100 [05/15 18:07:30] ppdet.engine INFO: Eval iter: 200 [05/15 18:07:37] ppdet.engine INFO: Eval iter: 300 [05/15 18:07:44] ppdet.engine INFO: Eval iter: 400 [05/15 18:07:50] ppdet.engine INFO: Eval iter: 500 [05/15 18:07:57] ppdet.engine INFO: Eval iter: 600 [05/15 18:08:04] ppdet.engine INFO: Eval iter: 700 [05/15 18:08:11] ppdet.engine INFO: Eval iter: 800 [05/15 18:08:17] ppdet.engine INFO: Eval iter: 900 [05/15 18:08:24] ppdet.engine INFO: Eval iter: 1000 [05/15 18:08:31] ppdet.engine INFO: Eval iter: 1100 [05/15 18:08:38] ppdet.engine INFO: Eval iter: 1200 [05/15 18:09:01] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/15 18:09:02] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.50s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=94.89s). Accumulating evaluation results... DONE (t=23.59s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.663 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.526 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 ] = 0.520 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.657 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 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.501 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 ] = 0.867 [05/15 18:11:19] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.01402417708967 [05/15 18:11:19] ppdet.engine INFO: Best test bbox ap is 0.486. [05/15 18:11:20] ppdet.engine INFO: Epoch: [59] [ 0/7329] learning_rate: 0.000100 loss_class: 0.633944 loss_bbox: 0.147158 loss_giou: 0.465908 loss_class_aux: 2.774630 loss_bbox_aux: 0.667037 loss_giou_aux: 1.978262 loss_class_dn: 0.349515 loss_bbox_dn: 0.165055 loss_giou_dn: 0.424595 loss_class_aux_dn: 1.127636 loss_bbox_aux_dn: 0.609699 loss_giou_aux_dn: 1.470557 loss: 10.721259 eta: 9:34:56 batch_cost: 0.3557 data_cost: 0.0008 ips: 11.2443 images/s [05/15 18:12:39] ppdet.engine INFO: Epoch: [59] [ 200/7329] learning_rate: 0.000100 loss_class: 0.570147 loss_bbox: 0.140441 loss_giou: 0.363840 loss_class_aux: 2.488883 loss_bbox_aux: 0.626144 loss_giou_aux: 1.599624 loss_class_dn: 0.308251 loss_bbox_dn: 0.148294 loss_giou_dn: 0.355488 loss_class_aux_dn: 1.020702 loss_bbox_aux_dn: 0.579269 loss_giou_aux_dn: 1.233428 loss: 9.468021 eta: 9:33:43 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2726 images/s [05/15 18:13:57] ppdet.engine INFO: Epoch: [59] [ 400/7329] learning_rate: 0.000100 loss_class: 0.605683 loss_bbox: 0.144520 loss_giou: 0.329531 loss_class_aux: 2.553710 loss_bbox_aux: 0.647283 loss_giou_aux: 1.439819 loss_class_dn: 0.312589 loss_bbox_dn: 0.159001 loss_giou_dn: 0.322343 loss_class_aux_dn: 1.034497 loss_bbox_aux_dn: 0.593465 loss_giou_aux_dn: 1.127398 loss: 9.367575 eta: 9:32:31 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2902 images/s [05/15 18:15:16] ppdet.engine INFO: Epoch: [59] [ 600/7329] learning_rate: 0.000100 loss_class: 0.635038 loss_bbox: 0.151610 loss_giou: 0.414052 loss_class_aux: 2.811065 loss_bbox_aux: 0.661581 loss_giou_aux: 1.744095 loss_class_dn: 0.338253 loss_bbox_dn: 0.151726 loss_giou_dn: 0.386204 loss_class_aux_dn: 1.129178 loss_bbox_aux_dn: 0.591942 loss_giou_aux_dn: 1.329774 loss: 10.205425 eta: 9:31:18 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2381 images/s [05/15 18:16:36] ppdet.engine INFO: Epoch: [59] [ 800/7329] learning_rate: 0.000100 loss_class: 0.648538 loss_bbox: 0.145394 loss_giou: 0.391807 loss_class_aux: 2.843477 loss_bbox_aux: 0.653117 loss_giou_aux: 1.667403 loss_class_dn: 0.337642 loss_bbox_dn: 0.153096 loss_giou_dn: 0.382589 loss_class_aux_dn: 1.114941 loss_bbox_aux_dn: 0.597444 loss_giou_aux_dn: 1.340293 loss: 10.732782 eta: 9:30:05 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1613 images/s [05/15 18:17:54] ppdet.engine INFO: Epoch: [59] [1000/7329] learning_rate: 0.000100 loss_class: 0.639693 loss_bbox: 0.129226 loss_giou: 0.407329 loss_class_aux: 2.714765 loss_bbox_aux: 0.602426 loss_giou_aux: 1.762739 loss_class_dn: 0.350478 loss_bbox_dn: 0.150808 loss_giou_dn: 0.399361 loss_class_aux_dn: 1.161016 loss_bbox_aux_dn: 0.545208 loss_giou_aux_dn: 1.366652 loss: 10.987269 eta: 9:28:53 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3035 images/s [05/15 18:19:14] ppdet.engine INFO: Epoch: [59] [1200/7329] learning_rate: 0.000100 loss_class: 0.635533 loss_bbox: 0.145524 loss_giou: 0.398634 loss_class_aux: 2.722365 loss_bbox_aux: 0.644981 loss_giou_aux: 1.717758 loss_class_dn: 0.329679 loss_bbox_dn: 0.152473 loss_giou_dn: 0.382206 loss_class_aux_dn: 1.089361 loss_bbox_aux_dn: 0.588544 loss_giou_aux_dn: 1.358329 loss: 10.467983 eta: 9:27:40 batch_cost: 0.3596 data_cost: 0.0008 ips: 11.1242 images/s [05/15 18:20:33] ppdet.engine INFO: Epoch: [59] [1400/7329] learning_rate: 0.000100 loss_class: 0.604842 loss_bbox: 0.142247 loss_giou: 0.380345 loss_class_aux: 2.580721 loss_bbox_aux: 0.638715 loss_giou_aux: 1.596329 loss_class_dn: 0.336126 loss_bbox_dn: 0.151034 loss_giou_dn: 0.358938 loss_class_aux_dn: 1.089792 loss_bbox_aux_dn: 0.556114 loss_giou_aux_dn: 1.259109 loss: 10.111113 eta: 9:26:27 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2550 images/s [05/15 18:21:52] ppdet.engine INFO: Epoch: [59] [1600/7329] learning_rate: 0.000100 loss_class: 0.626125 loss_bbox: 0.149187 loss_giou: 0.404699 loss_class_aux: 2.648591 loss_bbox_aux: 0.699798 loss_giou_aux: 1.765494 loss_class_dn: 0.337931 loss_bbox_dn: 0.171031 loss_giou_dn: 0.396070 loss_class_aux_dn: 1.133704 loss_bbox_aux_dn: 0.629061 loss_giou_aux_dn: 1.333403 loss: 10.784883 eta: 9:25:15 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2546 images/s [05/15 18:23:10] ppdet.engine INFO: Epoch: [59] [1800/7329] learning_rate: 0.000100 loss_class: 0.696710 loss_bbox: 0.153403 loss_giou: 0.427390 loss_class_aux: 2.891556 loss_bbox_aux: 0.694786 loss_giou_aux: 1.822708 loss_class_dn: 0.369292 loss_bbox_dn: 0.172574 loss_giou_dn: 0.410584 loss_class_aux_dn: 1.209224 loss_bbox_aux_dn: 0.655199 loss_giou_aux_dn: 1.439369 loss: 11.053083 eta: 9:24:02 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2417 images/s [05/15 18:24:29] ppdet.engine INFO: Epoch: [59] [2000/7329] learning_rate: 0.000100 loss_class: 0.645097 loss_bbox: 0.139309 loss_giou: 0.430241 loss_class_aux: 2.637639 loss_bbox_aux: 0.622305 loss_giou_aux: 1.816366 loss_class_dn: 0.341866 loss_bbox_dn: 0.151591 loss_giou_dn: 0.399618 loss_class_aux_dn: 1.114601 loss_bbox_aux_dn: 0.543402 loss_giou_aux_dn: 1.395695 loss: 10.756933 eta: 9:22:49 batch_cost: 0.3548 data_cost: 0.0008 ips: 11.2740 images/s [05/15 18:25:49] ppdet.engine INFO: Epoch: [59] [2200/7329] learning_rate: 0.000100 loss_class: 0.601536 loss_bbox: 0.144849 loss_giou: 0.402875 loss_class_aux: 2.551275 loss_bbox_aux: 0.667703 loss_giou_aux: 1.759219 loss_class_dn: 0.348221 loss_bbox_dn: 0.151766 loss_giou_dn: 0.377446 loss_class_aux_dn: 1.161173 loss_bbox_aux_dn: 0.568892 loss_giou_aux_dn: 1.324865 loss: 10.883463 eta: 9:21:37 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2066 images/s [05/15 18:27:08] ppdet.engine INFO: Epoch: [59] [2400/7329] learning_rate: 0.000100 loss_class: 0.622231 loss_bbox: 0.136113 loss_giou: 0.415027 loss_class_aux: 2.690292 loss_bbox_aux: 0.629457 loss_giou_aux: 1.782094 loss_class_dn: 0.356409 loss_bbox_dn: 0.157492 loss_giou_dn: 0.392707 loss_class_aux_dn: 1.159287 loss_bbox_aux_dn: 0.576740 loss_giou_aux_dn: 1.413317 loss: 10.892622 eta: 9:20:24 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2538 images/s [05/15 18:28:27] ppdet.engine INFO: Epoch: [59] [2600/7329] learning_rate: 0.000100 loss_class: 0.625347 loss_bbox: 0.132373 loss_giou: 0.422422 loss_class_aux: 2.711345 loss_bbox_aux: 0.589563 loss_giou_aux: 1.786994 loss_class_dn: 0.342051 loss_bbox_dn: 0.144208 loss_giou_dn: 0.391394 loss_class_aux_dn: 1.132734 loss_bbox_aux_dn: 0.552451 loss_giou_aux_dn: 1.364806 loss: 10.531478 eta: 9:19:11 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2131 images/s [05/15 18:29:46] ppdet.engine INFO: Epoch: [59] [2800/7329] learning_rate: 0.000100 loss_class: 0.626593 loss_bbox: 0.133374 loss_giou: 0.404880 loss_class_aux: 2.724197 loss_bbox_aux: 0.596045 loss_giou_aux: 1.719941 loss_class_dn: 0.350621 loss_bbox_dn: 0.140102 loss_giou_dn: 0.399436 loss_class_aux_dn: 1.155686 loss_bbox_aux_dn: 0.527025 loss_giou_aux_dn: 1.382696 loss: 10.397687 eta: 9:17:59 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2258 images/s [05/15 18:31:07] ppdet.engine INFO: Epoch: [59] [3000/7329] learning_rate: 0.000100 loss_class: 0.604011 loss_bbox: 0.130049 loss_giou: 0.365280 loss_class_aux: 2.599543 loss_bbox_aux: 0.592616 loss_giou_aux: 1.613885 loss_class_dn: 0.321720 loss_bbox_dn: 0.142815 loss_giou_dn: 0.357753 loss_class_aux_dn: 1.077888 loss_bbox_aux_dn: 0.551490 loss_giou_aux_dn: 1.256283 loss: 9.884112 eta: 9:16:46 batch_cost: 0.3608 data_cost: 0.0007 ips: 11.0862 images/s [05/15 18:32:26] ppdet.engine INFO: Epoch: [59] [3200/7329] learning_rate: 0.000100 loss_class: 0.619402 loss_bbox: 0.140652 loss_giou: 0.360523 loss_class_aux: 2.687493 loss_bbox_aux: 0.633524 loss_giou_aux: 1.529700 loss_class_dn: 0.325122 loss_bbox_dn: 0.157908 loss_giou_dn: 0.359997 loss_class_aux_dn: 1.092972 loss_bbox_aux_dn: 0.581379 loss_giou_aux_dn: 1.267661 loss: 9.959614 eta: 9:15:34 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2521 images/s [05/15 18:33:44] ppdet.engine INFO: Epoch: [59] [3400/7329] learning_rate: 0.000100 loss_class: 0.645613 loss_bbox: 0.156207 loss_giou: 0.377959 loss_class_aux: 2.775335 loss_bbox_aux: 0.678612 loss_giou_aux: 1.631691 loss_class_dn: 0.350490 loss_bbox_dn: 0.159728 loss_giou_dn: 0.389331 loss_class_aux_dn: 1.146937 loss_bbox_aux_dn: 0.597703 loss_giou_aux_dn: 1.333522 loss: 10.797142 eta: 9:14:21 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2554 images/s [05/15 18:35:05] ppdet.engine INFO: Epoch: [59] [3600/7329] learning_rate: 0.000100 loss_class: 0.658165 loss_bbox: 0.158864 loss_giou: 0.446011 loss_class_aux: 2.818699 loss_bbox_aux: 0.697114 loss_giou_aux: 1.929595 loss_class_dn: 0.379098 loss_bbox_dn: 0.166596 loss_giou_dn: 0.425208 loss_class_aux_dn: 1.243091 loss_bbox_aux_dn: 0.612635 loss_giou_aux_dn: 1.484371 loss: 11.260958 eta: 9:13:08 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1197 images/s [05/15 18:36:23] ppdet.engine INFO: Epoch: [59] [3800/7329] learning_rate: 0.000100 loss_class: 0.639104 loss_bbox: 0.159584 loss_giou: 0.391993 loss_class_aux: 2.696980 loss_bbox_aux: 0.677224 loss_giou_aux: 1.722617 loss_class_dn: 0.328843 loss_bbox_dn: 0.169091 loss_giou_dn: 0.389989 loss_class_aux_dn: 1.108700 loss_bbox_aux_dn: 0.638898 loss_giou_aux_dn: 1.353352 loss: 10.585381 eta: 9:11:56 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3434 images/s [05/15 18:37:42] ppdet.engine INFO: Epoch: [59] [4000/7329] learning_rate: 0.000100 loss_class: 0.603590 loss_bbox: 0.139558 loss_giou: 0.369756 loss_class_aux: 2.636886 loss_bbox_aux: 0.607302 loss_giou_aux: 1.608459 loss_class_dn: 0.332367 loss_bbox_dn: 0.137093 loss_giou_dn: 0.345136 loss_class_aux_dn: 1.110810 loss_bbox_aux_dn: 0.523761 loss_giou_aux_dn: 1.213190 loss: 9.846390 eta: 9:10:43 batch_cost: 0.3568 data_cost: 0.0007 ips: 11.2102 images/s [05/15 18:39:01] ppdet.engine INFO: Epoch: [59] [4200/7329] learning_rate: 0.000100 loss_class: 0.662047 loss_bbox: 0.147848 loss_giou: 0.403064 loss_class_aux: 2.847807 loss_bbox_aux: 0.629839 loss_giou_aux: 1.761078 loss_class_dn: 0.347996 loss_bbox_dn: 0.160909 loss_giou_dn: 0.386117 loss_class_aux_dn: 1.137140 loss_bbox_aux_dn: 0.585898 loss_giou_aux_dn: 1.364439 loss: 10.619556 eta: 9:09:30 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3223 images/s [05/15 18:40:20] ppdet.engine INFO: Epoch: [59] [4400/7329] learning_rate: 0.000100 loss_class: 0.582400 loss_bbox: 0.124787 loss_giou: 0.346488 loss_class_aux: 2.478798 loss_bbox_aux: 0.598411 loss_giou_aux: 1.536537 loss_class_dn: 0.301078 loss_bbox_dn: 0.141320 loss_giou_dn: 0.334915 loss_class_aux_dn: 1.012020 loss_bbox_aux_dn: 0.520846 loss_giou_aux_dn: 1.166316 loss: 9.368193 eta: 9:08:18 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1892 images/s [05/15 18:41:40] ppdet.engine INFO: Epoch: [59] [4600/7329] learning_rate: 0.000100 loss_class: 0.645155 loss_bbox: 0.147812 loss_giou: 0.426234 loss_class_aux: 2.661619 loss_bbox_aux: 0.652184 loss_giou_aux: 1.887844 loss_class_dn: 0.361939 loss_bbox_dn: 0.154319 loss_giou_dn: 0.391390 loss_class_aux_dn: 1.213849 loss_bbox_aux_dn: 0.591281 loss_giou_aux_dn: 1.386558 loss: 10.501812 eta: 9:07:05 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2057 images/s [05/15 18:42:58] ppdet.engine INFO: Epoch: [59] [4800/7329] learning_rate: 0.000100 loss_class: 0.657231 loss_bbox: 0.144629 loss_giou: 0.409919 loss_class_aux: 2.722597 loss_bbox_aux: 0.636241 loss_giou_aux: 1.756896 loss_class_dn: 0.345507 loss_bbox_dn: 0.153683 loss_giou_dn: 0.395166 loss_class_aux_dn: 1.129383 loss_bbox_aux_dn: 0.579379 loss_giou_aux_dn: 1.370466 loss: 10.756364 eta: 9:05:52 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2630 images/s [05/15 18:44:18] ppdet.engine INFO: Epoch: [59] [5000/7329] learning_rate: 0.000100 loss_class: 0.621895 loss_bbox: 0.149899 loss_giou: 0.404816 loss_class_aux: 2.554076 loss_bbox_aux: 0.654968 loss_giou_aux: 1.754161 loss_class_dn: 0.335345 loss_bbox_dn: 0.159540 loss_giou_dn: 0.383529 loss_class_aux_dn: 1.116690 loss_bbox_aux_dn: 0.605049 loss_giou_aux_dn: 1.329447 loss: 10.297396 eta: 9:04:40 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1722 images/s [05/15 18:45:39] ppdet.engine INFO: Epoch: [59] [5200/7329] learning_rate: 0.000100 loss_class: 0.613467 loss_bbox: 0.132213 loss_giou: 0.410721 loss_class_aux: 2.646626 loss_bbox_aux: 0.605352 loss_giou_aux: 1.750897 loss_class_dn: 0.342269 loss_bbox_dn: 0.153615 loss_giou_dn: 0.375772 loss_class_aux_dn: 1.115059 loss_bbox_aux_dn: 0.595353 loss_giou_aux_dn: 1.325257 loss: 10.102602 eta: 9:03:27 batch_cost: 0.3607 data_cost: 0.0007 ips: 11.0886 images/s [05/15 18:46:57] ppdet.engine INFO: Epoch: [59] [5400/7329] learning_rate: 0.000100 loss_class: 0.596497 loss_bbox: 0.137721 loss_giou: 0.358855 loss_class_aux: 2.485381 loss_bbox_aux: 0.637950 loss_giou_aux: 1.544879 loss_class_dn: 0.330384 loss_bbox_dn: 0.161389 loss_giou_dn: 0.348200 loss_class_aux_dn: 1.069568 loss_bbox_aux_dn: 0.598135 loss_giou_aux_dn: 1.214163 loss: 9.946946 eta: 9:02:15 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3046 images/s [05/15 18:48:16] ppdet.engine INFO: Epoch: [59] [5600/7329] learning_rate: 0.000100 loss_class: 0.596929 loss_bbox: 0.139571 loss_giou: 0.385370 loss_class_aux: 2.563288 loss_bbox_aux: 0.646327 loss_giou_aux: 1.681160 loss_class_dn: 0.334822 loss_bbox_dn: 0.149847 loss_giou_dn: 0.364245 loss_class_aux_dn: 1.087780 loss_bbox_aux_dn: 0.574711 loss_giou_aux_dn: 1.261409 loss: 10.185948 eta: 9:01:02 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1995 images/s [05/15 18:49:35] ppdet.engine INFO: Epoch: [59] [5800/7329] learning_rate: 0.000100 loss_class: 0.627718 loss_bbox: 0.141926 loss_giou: 0.418847 loss_class_aux: 2.627190 loss_bbox_aux: 0.643330 loss_giou_aux: 1.773158 loss_class_dn: 0.335648 loss_bbox_dn: 0.161282 loss_giou_dn: 0.383773 loss_class_aux_dn: 1.129312 loss_bbox_aux_dn: 0.613312 loss_giou_aux_dn: 1.317443 loss: 10.283596 eta: 8:59:49 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2946 images/s [05/15 18:50:53] ppdet.engine INFO: Epoch: [59] [6000/7329] learning_rate: 0.000100 loss_class: 0.642303 loss_bbox: 0.149697 loss_giou: 0.422205 loss_class_aux: 2.739101 loss_bbox_aux: 0.664167 loss_giou_aux: 1.817468 loss_class_dn: 0.356464 loss_bbox_dn: 0.150317 loss_giou_dn: 0.395181 loss_class_aux_dn: 1.153180 loss_bbox_aux_dn: 0.577483 loss_giou_aux_dn: 1.364550 loss: 10.785610 eta: 8:58:36 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3097 images/s [05/15 18:52:12] ppdet.engine INFO: Epoch: [59] [6200/7329] learning_rate: 0.000100 loss_class: 0.589042 loss_bbox: 0.133567 loss_giou: 0.374811 loss_class_aux: 2.555156 loss_bbox_aux: 0.605131 loss_giou_aux: 1.646488 loss_class_dn: 0.317762 loss_bbox_dn: 0.141430 loss_giou_dn: 0.365207 loss_class_aux_dn: 1.088837 loss_bbox_aux_dn: 0.547454 loss_giou_aux_dn: 1.243726 loss: 9.573967 eta: 8:57:24 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3096 images/s [05/15 18:53:30] ppdet.engine INFO: Epoch: [59] [6400/7329] learning_rate: 0.000100 loss_class: 0.690372 loss_bbox: 0.161592 loss_giou: 0.405175 loss_class_aux: 2.958861 loss_bbox_aux: 0.740607 loss_giou_aux: 1.740977 loss_class_dn: 0.363694 loss_bbox_dn: 0.182385 loss_giou_dn: 0.404498 loss_class_aux_dn: 1.208002 loss_bbox_aux_dn: 0.670993 loss_giou_aux_dn: 1.385604 loss: 11.079929 eta: 8:56:11 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2771 images/s [05/15 18:54:49] ppdet.engine INFO: Epoch: [59] [6600/7329] learning_rate: 0.000100 loss_class: 0.600360 loss_bbox: 0.139929 loss_giou: 0.434929 loss_class_aux: 2.600111 loss_bbox_aux: 0.653600 loss_giou_aux: 1.840199 loss_class_dn: 0.349768 loss_bbox_dn: 0.154165 loss_giou_dn: 0.393552 loss_class_aux_dn: 1.151008 loss_bbox_aux_dn: 0.581307 loss_giou_aux_dn: 1.346595 loss: 10.824558 eta: 8:54:58 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3223 images/s [05/15 18:56:07] ppdet.engine INFO: Epoch: [59] [6800/7329] learning_rate: 0.000100 loss_class: 0.625274 loss_bbox: 0.138751 loss_giou: 0.406399 loss_class_aux: 2.612298 loss_bbox_aux: 0.600864 loss_giou_aux: 1.721717 loss_class_dn: 0.330528 loss_bbox_dn: 0.152329 loss_giou_dn: 0.394785 loss_class_aux_dn: 1.097237 loss_bbox_aux_dn: 0.555634 loss_giou_aux_dn: 1.361402 loss: 10.192375 eta: 8:53:46 batch_cost: 0.3535 data_cost: 0.0008 ips: 11.3155 images/s [05/15 18:57:26] ppdet.engine INFO: Epoch: [59] [7000/7329] learning_rate: 0.000100 loss_class: 0.604047 loss_bbox: 0.140789 loss_giou: 0.382902 loss_class_aux: 2.636984 loss_bbox_aux: 0.620802 loss_giou_aux: 1.685482 loss_class_dn: 0.337383 loss_bbox_dn: 0.151361 loss_giou_dn: 0.392266 loss_class_aux_dn: 1.104468 loss_bbox_aux_dn: 0.586053 loss_giou_aux_dn: 1.343560 loss: 10.437243 eta: 8:52:33 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2889 images/s [05/15 18:58:44] ppdet.engine INFO: Epoch: [59] [7200/7329] learning_rate: 0.000100 loss_class: 0.649120 loss_bbox: 0.161174 loss_giou: 0.412425 loss_class_aux: 2.772711 loss_bbox_aux: 0.703516 loss_giou_aux: 1.768275 loss_class_dn: 0.361704 loss_bbox_dn: 0.166428 loss_giou_dn: 0.391326 loss_class_aux_dn: 1.183962 loss_bbox_aux_dn: 0.626847 loss_giou_aux_dn: 1.388453 loss: 10.782274 eta: 8:51:20 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3163 images/s [05/15 18:59:37] ppdet.engine INFO: Eval iter: 0 [05/15 18:59:44] ppdet.engine INFO: Eval iter: 100 [05/15 18:59:50] ppdet.engine INFO: Eval iter: 200 [05/15 18:59:56] ppdet.engine INFO: Eval iter: 300 [05/15 19:00:03] ppdet.engine INFO: Eval iter: 400 [05/15 19:00:09] ppdet.engine INFO: Eval iter: 500 [05/15 19:00:15] ppdet.engine INFO: Eval iter: 600 [05/15 19:00:22] ppdet.engine INFO: Eval iter: 700 [05/15 19:00:29] ppdet.engine INFO: Eval iter: 800 [05/15 19:00:35] ppdet.engine INFO: Eval iter: 900 [05/15 19:00:43] ppdet.engine INFO: Eval iter: 1000 [05/15 19:00:49] ppdet.engine INFO: Eval iter: 1100 [05/15 19:00:55] ppdet.engine INFO: Eval iter: 1200 [05/15 19:01:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/15 19:01:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.10s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.42s). Accumulating evaluation results... DONE (t=23.75s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.664 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.659 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 ] = 0.631 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 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864 [05/15 19:03:39] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.2787855314991 [05/15 19:03:39] ppdet.engine INFO: Best test bbox ap is 0.486. [05/15 19:03:40] ppdet.engine INFO: Epoch: [60] [ 0/7329] learning_rate: 0.000100 loss_class: 0.646021 loss_bbox: 0.160339 loss_giou: 0.407697 loss_class_aux: 2.782277 loss_bbox_aux: 0.702459 loss_giou_aux: 1.768134 loss_class_dn: 0.352296 loss_bbox_dn: 0.166849 loss_giou_dn: 0.385411 loss_class_aux_dn: 1.175970 loss_bbox_aux_dn: 0.644121 loss_giou_aux_dn: 1.324291 loss: 10.558652 eta: 8:50:33 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3613 images/s [05/15 19:04:59] ppdet.engine INFO: Epoch: [60] [ 200/7329] learning_rate: 0.000100 loss_class: 0.696320 loss_bbox: 0.149195 loss_giou: 0.428794 loss_class_aux: 2.875774 loss_bbox_aux: 0.697034 loss_giou_aux: 1.865719 loss_class_dn: 0.366432 loss_bbox_dn: 0.180800 loss_giou_dn: 0.403115 loss_class_aux_dn: 1.204049 loss_bbox_aux_dn: 0.661235 loss_giou_aux_dn: 1.398401 loss: 11.253475 eta: 8:49:21 batch_cost: 0.3572 data_cost: 0.0008 ips: 11.1989 images/s [05/15 19:06:18] ppdet.engine INFO: Epoch: [60] [ 400/7329] learning_rate: 0.000100 loss_class: 0.593374 loss_bbox: 0.153131 loss_giou: 0.392400 loss_class_aux: 2.525020 loss_bbox_aux: 0.679268 loss_giou_aux: 1.666107 loss_class_dn: 0.334201 loss_bbox_dn: 0.164684 loss_giou_dn: 0.376400 loss_class_aux_dn: 1.111228 loss_bbox_aux_dn: 0.583044 loss_giou_aux_dn: 1.302748 loss: 10.225163 eta: 8:48:08 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2265 images/s [05/15 19:07:38] ppdet.engine INFO: Epoch: [60] [ 600/7329] learning_rate: 0.000100 loss_class: 0.629292 loss_bbox: 0.147276 loss_giou: 0.383821 loss_class_aux: 2.723230 loss_bbox_aux: 0.659133 loss_giou_aux: 1.679181 loss_class_dn: 0.362425 loss_bbox_dn: 0.160253 loss_giou_dn: 0.387854 loss_class_aux_dn: 1.179105 loss_bbox_aux_dn: 0.604907 loss_giou_aux_dn: 1.359006 loss: 10.824261 eta: 8:46:55 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1472 images/s [05/15 19:08:58] ppdet.engine INFO: Epoch: [60] [ 800/7329] learning_rate: 0.000100 loss_class: 0.595463 loss_bbox: 0.133252 loss_giou: 0.359746 loss_class_aux: 2.547925 loss_bbox_aux: 0.600047 loss_giou_aux: 1.612524 loss_class_dn: 0.315874 loss_bbox_dn: 0.141930 loss_giou_dn: 0.352114 loss_class_aux_dn: 1.055835 loss_bbox_aux_dn: 0.532375 loss_giou_aux_dn: 1.234701 loss: 9.760509 eta: 8:45:43 batch_cost: 0.3569 data_cost: 0.0008 ips: 11.2091 images/s [05/15 19:10:17] ppdet.engine INFO: Epoch: [60] [1000/7329] learning_rate: 0.000100 loss_class: 0.595234 loss_bbox: 0.144799 loss_giou: 0.361272 loss_class_aux: 2.567878 loss_bbox_aux: 0.636738 loss_giou_aux: 1.571377 loss_class_dn: 0.323945 loss_bbox_dn: 0.162095 loss_giou_dn: 0.348666 loss_class_aux_dn: 1.048659 loss_bbox_aux_dn: 0.592000 loss_giou_aux_dn: 1.237202 loss: 9.911219 eta: 8:44:30 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2088 images/s [05/15 19:11:36] ppdet.engine INFO: Epoch: [60] [1200/7329] learning_rate: 0.000100 loss_class: 0.620289 loss_bbox: 0.130486 loss_giou: 0.398019 loss_class_aux: 2.697202 loss_bbox_aux: 0.596355 loss_giou_aux: 1.748101 loss_class_dn: 0.321709 loss_bbox_dn: 0.136173 loss_giou_dn: 0.366306 loss_class_aux_dn: 1.057315 loss_bbox_aux_dn: 0.538220 loss_giou_aux_dn: 1.281562 loss: 10.126778 eta: 8:43:18 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2433 images/s [05/15 19:12:57] ppdet.engine INFO: Epoch: [60] [1400/7329] learning_rate: 0.000100 loss_class: 0.655350 loss_bbox: 0.152372 loss_giou: 0.391671 loss_class_aux: 2.733748 loss_bbox_aux: 0.690675 loss_giou_aux: 1.651727 loss_class_dn: 0.350584 loss_bbox_dn: 0.163719 loss_giou_dn: 0.387562 loss_class_aux_dn: 1.146944 loss_bbox_aux_dn: 0.599862 loss_giou_aux_dn: 1.336900 loss: 10.790638 eta: 8:42:05 batch_cost: 0.3629 data_cost: 0.0008 ips: 11.0221 images/s [05/15 19:14:16] ppdet.engine INFO: Epoch: [60] [1600/7329] learning_rate: 0.000100 loss_class: 0.555783 loss_bbox: 0.129747 loss_giou: 0.348370 loss_class_aux: 2.403604 loss_bbox_aux: 0.585472 loss_giou_aux: 1.475568 loss_class_dn: 0.296258 loss_bbox_dn: 0.153560 loss_giou_dn: 0.339523 loss_class_aux_dn: 0.979418 loss_bbox_aux_dn: 0.544712 loss_giou_aux_dn: 1.191721 loss: 9.572290 eta: 8:40:53 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3277 images/s [05/15 19:15:34] ppdet.engine INFO: Epoch: [60] [1800/7329] learning_rate: 0.000100 loss_class: 0.614224 loss_bbox: 0.140052 loss_giou: 0.379167 loss_class_aux: 2.638776 loss_bbox_aux: 0.624622 loss_giou_aux: 1.646409 loss_class_dn: 0.326368 loss_bbox_dn: 0.154343 loss_giou_dn: 0.364193 loss_class_aux_dn: 1.077224 loss_bbox_aux_dn: 0.569851 loss_giou_aux_dn: 1.266067 loss: 9.726217 eta: 8:39:40 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3145 images/s [05/15 19:16:53] ppdet.engine INFO: Epoch: [60] [2000/7329] learning_rate: 0.000100 loss_class: 0.615858 loss_bbox: 0.143463 loss_giou: 0.400880 loss_class_aux: 2.634921 loss_bbox_aux: 0.659431 loss_giou_aux: 1.753481 loss_class_dn: 0.332300 loss_bbox_dn: 0.162668 loss_giou_dn: 0.380941 loss_class_aux_dn: 1.097616 loss_bbox_aux_dn: 0.625627 loss_giou_aux_dn: 1.291123 loss: 10.264277 eta: 8:38:27 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1939 images/s [05/15 19:18:13] ppdet.engine INFO: Epoch: [60] [2200/7329] learning_rate: 0.000100 loss_class: 0.663874 loss_bbox: 0.143035 loss_giou: 0.420581 loss_class_aux: 2.771558 loss_bbox_aux: 0.640174 loss_giou_aux: 1.806223 loss_class_dn: 0.358135 loss_bbox_dn: 0.159820 loss_giou_dn: 0.418017 loss_class_aux_dn: 1.176218 loss_bbox_aux_dn: 0.581260 loss_giou_aux_dn: 1.434466 loss: 10.716698 eta: 8:37:15 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2272 images/s [05/15 19:19:31] ppdet.engine INFO: Epoch: [60] [2400/7329] learning_rate: 0.000100 loss_class: 0.657837 loss_bbox: 0.137187 loss_giou: 0.418452 loss_class_aux: 2.699119 loss_bbox_aux: 0.622029 loss_giou_aux: 1.840671 loss_class_dn: 0.351200 loss_bbox_dn: 0.156294 loss_giou_dn: 0.396811 loss_class_aux_dn: 1.150720 loss_bbox_aux_dn: 0.599998 loss_giou_aux_dn: 1.370198 loss: 11.031959 eta: 8:36:02 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2803 images/s [05/15 19:20:52] ppdet.engine INFO: Epoch: [60] [2600/7329] learning_rate: 0.000100 loss_class: 0.631660 loss_bbox: 0.146098 loss_giou: 0.400486 loss_class_aux: 2.661582 loss_bbox_aux: 0.641199 loss_giou_aux: 1.685369 loss_class_dn: 0.349374 loss_bbox_dn: 0.159209 loss_giou_dn: 0.394114 loss_class_aux_dn: 1.141657 loss_bbox_aux_dn: 0.599539 loss_giou_aux_dn: 1.341747 loss: 10.497595 eta: 8:34:50 batch_cost: 0.3600 data_cost: 0.0007 ips: 11.1108 images/s [05/15 19:22:10] ppdet.engine INFO: Epoch: [60] [2800/7329] learning_rate: 0.000100 loss_class: 0.583509 loss_bbox: 0.150481 loss_giou: 0.387208 loss_class_aux: 2.532785 loss_bbox_aux: 0.676355 loss_giou_aux: 1.677655 loss_class_dn: 0.323457 loss_bbox_dn: 0.165458 loss_giou_dn: 0.367943 loss_class_aux_dn: 1.067081 loss_bbox_aux_dn: 0.612593 loss_giou_aux_dn: 1.275447 loss: 10.149118 eta: 8:33:37 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3622 images/s [05/15 19:23:29] ppdet.engine INFO: Epoch: [60] [3000/7329] learning_rate: 0.000100 loss_class: 0.661823 loss_bbox: 0.146800 loss_giou: 0.432957 loss_class_aux: 2.832861 loss_bbox_aux: 0.664750 loss_giou_aux: 1.936858 loss_class_dn: 0.362505 loss_bbox_dn: 0.165202 loss_giou_dn: 0.430933 loss_class_aux_dn: 1.163825 loss_bbox_aux_dn: 0.619080 loss_giou_aux_dn: 1.480502 loss: 11.364098 eta: 8:32:24 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2359 images/s [05/15 19:24:48] ppdet.engine INFO: Epoch: [60] [3200/7329] learning_rate: 0.000100 loss_class: 0.576706 loss_bbox: 0.127496 loss_giou: 0.341136 loss_class_aux: 2.401742 loss_bbox_aux: 0.579293 loss_giou_aux: 1.469326 loss_class_dn: 0.298405 loss_bbox_dn: 0.151271 loss_giou_dn: 0.323064 loss_class_aux_dn: 1.004046 loss_bbox_aux_dn: 0.556660 loss_giou_aux_dn: 1.119542 loss: 9.130739 eta: 8:31:11 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2988 images/s [05/15 19:26:06] ppdet.engine INFO: Epoch: [60] [3400/7329] learning_rate: 0.000100 loss_class: 0.645062 loss_bbox: 0.147612 loss_giou: 0.432316 loss_class_aux: 2.784173 loss_bbox_aux: 0.701297 loss_giou_aux: 1.886737 loss_class_dn: 0.364066 loss_bbox_dn: 0.165419 loss_giou_dn: 0.412673 loss_class_aux_dn: 1.211071 loss_bbox_aux_dn: 0.597799 loss_giou_aux_dn: 1.443448 loss: 10.978258 eta: 8:29:59 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3672 images/s [05/15 19:27:26] ppdet.engine INFO: Epoch: [60] [3600/7329] learning_rate: 0.000100 loss_class: 0.621232 loss_bbox: 0.138209 loss_giou: 0.385369 loss_class_aux: 2.626888 loss_bbox_aux: 0.616028 loss_giou_aux: 1.657621 loss_class_dn: 0.325307 loss_bbox_dn: 0.153466 loss_giou_dn: 0.378963 loss_class_aux_dn: 1.082112 loss_bbox_aux_dn: 0.600817 loss_giou_aux_dn: 1.339195 loss: 10.416327 eta: 8:28:46 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1726 images/s [05/15 19:28:44] ppdet.engine INFO: Epoch: [60] [3800/7329] learning_rate: 0.000100 loss_class: 0.622936 loss_bbox: 0.137274 loss_giou: 0.387487 loss_class_aux: 2.603586 loss_bbox_aux: 0.636419 loss_giou_aux: 1.677756 loss_class_dn: 0.333020 loss_bbox_dn: 0.150037 loss_giou_dn: 0.380592 loss_class_aux_dn: 1.102786 loss_bbox_aux_dn: 0.567584 loss_giou_aux_dn: 1.308613 loss: 9.820929 eta: 8:27:33 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3224 images/s [05/15 19:30:04] ppdet.engine INFO: Epoch: [60] [4000/7329] learning_rate: 0.000100 loss_class: 0.669182 loss_bbox: 0.145541 loss_giou: 0.415239 loss_class_aux: 2.800835 loss_bbox_aux: 0.653483 loss_giou_aux: 1.759793 loss_class_dn: 0.365857 loss_bbox_dn: 0.160622 loss_giou_dn: 0.399532 loss_class_aux_dn: 1.218084 loss_bbox_aux_dn: 0.596675 loss_giou_aux_dn: 1.355057 loss: 10.913925 eta: 8:26:21 batch_cost: 0.3587 data_cost: 0.0008 ips: 11.1521 images/s [05/15 19:31:22] ppdet.engine INFO: Epoch: [60] [4200/7329] learning_rate: 0.000100 loss_class: 0.615375 loss_bbox: 0.139317 loss_giou: 0.347726 loss_class_aux: 2.627993 loss_bbox_aux: 0.630397 loss_giou_aux: 1.523218 loss_class_dn: 0.320737 loss_bbox_dn: 0.149050 loss_giou_dn: 0.347056 loss_class_aux_dn: 1.063147 loss_bbox_aux_dn: 0.560017 loss_giou_aux_dn: 1.203969 loss: 9.910645 eta: 8:25:08 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4027 images/s [05/15 19:32:40] ppdet.engine INFO: Epoch: [60] [4400/7329] learning_rate: 0.000100 loss_class: 0.577322 loss_bbox: 0.128480 loss_giou: 0.380148 loss_class_aux: 2.562723 loss_bbox_aux: 0.597540 loss_giou_aux: 1.695480 loss_class_dn: 0.327362 loss_bbox_dn: 0.135558 loss_giou_dn: 0.384039 loss_class_aux_dn: 1.056464 loss_bbox_aux_dn: 0.507654 loss_giou_aux_dn: 1.319465 loss: 10.251577 eta: 8:23:55 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4114 images/s [05/15 19:33:59] ppdet.engine INFO: Epoch: [60] [4600/7329] learning_rate: 0.000100 loss_class: 0.612877 loss_bbox: 0.130698 loss_giou: 0.351820 loss_class_aux: 2.559171 loss_bbox_aux: 0.626157 loss_giou_aux: 1.551516 loss_class_dn: 0.306743 loss_bbox_dn: 0.150292 loss_giou_dn: 0.328871 loss_class_aux_dn: 1.028797 loss_bbox_aux_dn: 0.573581 loss_giou_aux_dn: 1.156060 loss: 9.553824 eta: 8:22:43 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2904 images/s [05/15 19:35:17] ppdet.engine INFO: Epoch: [60] [4800/7329] learning_rate: 0.000100 loss_class: 0.648892 loss_bbox: 0.154639 loss_giou: 0.446685 loss_class_aux: 2.751386 loss_bbox_aux: 0.688880 loss_giou_aux: 1.941993 loss_class_dn: 0.367893 loss_bbox_dn: 0.159748 loss_giou_dn: 0.427307 loss_class_aux_dn: 1.189480 loss_bbox_aux_dn: 0.600957 loss_giou_aux_dn: 1.470369 loss: 11.155820 eta: 8:21:30 batch_cost: 0.3552 data_cost: 0.0008 ips: 11.2599 images/s [05/15 19:36:36] ppdet.engine INFO: Epoch: [60] [5000/7329] learning_rate: 0.000100 loss_class: 0.710979 loss_bbox: 0.155851 loss_giou: 0.468859 loss_class_aux: 3.006835 loss_bbox_aux: 0.682680 loss_giou_aux: 1.977776 loss_class_dn: 0.361649 loss_bbox_dn: 0.170455 loss_giou_dn: 0.431748 loss_class_aux_dn: 1.199829 loss_bbox_aux_dn: 0.618587 loss_giou_aux_dn: 1.481465 loss: 11.408114 eta: 8:20:17 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2787 images/s [05/15 19:37:54] ppdet.engine INFO: Epoch: [60] [5200/7329] learning_rate: 0.000100 loss_class: 0.649132 loss_bbox: 0.143403 loss_giou: 0.393395 loss_class_aux: 2.665920 loss_bbox_aux: 0.632135 loss_giou_aux: 1.726874 loss_class_dn: 0.334638 loss_bbox_dn: 0.159100 loss_giou_dn: 0.410240 loss_class_aux_dn: 1.102055 loss_bbox_aux_dn: 0.623301 loss_giou_aux_dn: 1.396939 loss: 10.911350 eta: 8:19:05 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3724 images/s [05/15 19:39:13] ppdet.engine INFO: Epoch: [60] [5400/7329] learning_rate: 0.000100 loss_class: 0.557229 loss_bbox: 0.135650 loss_giou: 0.309730 loss_class_aux: 2.395686 loss_bbox_aux: 0.621883 loss_giou_aux: 1.413170 loss_class_dn: 0.309146 loss_bbox_dn: 0.148705 loss_giou_dn: 0.308388 loss_class_aux_dn: 1.003273 loss_bbox_aux_dn: 0.566062 loss_giou_aux_dn: 1.099355 loss: 9.283102 eta: 8:17:52 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2754 images/s [05/15 19:40:32] ppdet.engine INFO: Epoch: [60] [5600/7329] learning_rate: 0.000100 loss_class: 0.619829 loss_bbox: 0.147911 loss_giou: 0.396868 loss_class_aux: 2.704688 loss_bbox_aux: 0.648821 loss_giou_aux: 1.700329 loss_class_dn: 0.337956 loss_bbox_dn: 0.152381 loss_giou_dn: 0.383294 loss_class_aux_dn: 1.123841 loss_bbox_aux_dn: 0.573706 loss_giou_aux_dn: 1.296881 loss: 10.290836 eta: 8:16:39 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2908 images/s [05/15 19:41:50] ppdet.engine INFO: Epoch: [60] [5800/7329] learning_rate: 0.000100 loss_class: 0.610720 loss_bbox: 0.138912 loss_giou: 0.387111 loss_class_aux: 2.611820 loss_bbox_aux: 0.630827 loss_giou_aux: 1.718338 loss_class_dn: 0.326873 loss_bbox_dn: 0.145975 loss_giou_dn: 0.362881 loss_class_aux_dn: 1.093424 loss_bbox_aux_dn: 0.556499 loss_giou_aux_dn: 1.271260 loss: 10.299110 eta: 8:15:27 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3352 images/s [05/15 19:43:08] ppdet.engine INFO: Epoch: [60] [6000/7329] learning_rate: 0.000100 loss_class: 0.608094 loss_bbox: 0.147972 loss_giou: 0.404544 loss_class_aux: 2.624822 loss_bbox_aux: 0.651332 loss_giou_aux: 1.754175 loss_class_dn: 0.346668 loss_bbox_dn: 0.152979 loss_giou_dn: 0.409856 loss_class_aux_dn: 1.173188 loss_bbox_aux_dn: 0.576040 loss_giou_aux_dn: 1.441712 loss: 10.796498 eta: 8:14:14 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3468 images/s [05/15 19:44:27] ppdet.engine INFO: Epoch: [60] [6200/7329] learning_rate: 0.000100 loss_class: 0.642081 loss_bbox: 0.158171 loss_giou: 0.408461 loss_class_aux: 2.761449 loss_bbox_aux: 0.684829 loss_giou_aux: 1.802207 loss_class_dn: 0.365672 loss_bbox_dn: 0.159681 loss_giou_dn: 0.409824 loss_class_aux_dn: 1.209440 loss_bbox_aux_dn: 0.619936 loss_giou_aux_dn: 1.428430 loss: 11.336891 eta: 8:13:01 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2825 images/s [05/15 19:45:47] ppdet.engine INFO: Epoch: [60] [6400/7329] learning_rate: 0.000100 loss_class: 0.680151 loss_bbox: 0.153840 loss_giou: 0.456154 loss_class_aux: 2.861185 loss_bbox_aux: 0.696218 loss_giou_aux: 1.947959 loss_class_dn: 0.369374 loss_bbox_dn: 0.168242 loss_giou_dn: 0.436366 loss_class_aux_dn: 1.193110 loss_bbox_aux_dn: 0.618264 loss_giou_aux_dn: 1.535444 loss: 11.848564 eta: 8:11:49 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1404 images/s [05/15 19:47:05] ppdet.engine INFO: Epoch: [60] [6600/7329] learning_rate: 0.000100 loss_class: 0.659329 loss_bbox: 0.149881 loss_giou: 0.392827 loss_class_aux: 2.849498 loss_bbox_aux: 0.673364 loss_giou_aux: 1.707672 loss_class_dn: 0.353973 loss_bbox_dn: 0.174091 loss_giou_dn: 0.384911 loss_class_aux_dn: 1.173166 loss_bbox_aux_dn: 0.653911 loss_giou_aux_dn: 1.368542 loss: 11.073862 eta: 8:10:36 batch_cost: 0.3483 data_cost: 0.0007 ips: 11.4836 images/s [05/15 19:48:24] ppdet.engine INFO: Epoch: [60] [6800/7329] learning_rate: 0.000100 loss_class: 0.621214 loss_bbox: 0.148793 loss_giou: 0.385488 loss_class_aux: 2.511784 loss_bbox_aux: 0.643968 loss_giou_aux: 1.643150 loss_class_dn: 0.312943 loss_bbox_dn: 0.146077 loss_giou_dn: 0.368401 loss_class_aux_dn: 1.033413 loss_bbox_aux_dn: 0.540151 loss_giou_aux_dn: 1.262816 loss: 9.757883 eta: 8:09:23 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2858 images/s [05/15 19:49:43] ppdet.engine INFO: Epoch: [60] [7000/7329] learning_rate: 0.000100 loss_class: 0.621581 loss_bbox: 0.138150 loss_giou: 0.400218 loss_class_aux: 2.677474 loss_bbox_aux: 0.649417 loss_giou_aux: 1.746191 loss_class_dn: 0.344769 loss_bbox_dn: 0.145671 loss_giou_dn: 0.400322 loss_class_aux_dn: 1.141156 loss_bbox_aux_dn: 0.574065 loss_giou_aux_dn: 1.377092 loss: 10.749352 eta: 8:08:11 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2513 images/s [05/15 19:51:01] ppdet.engine INFO: Epoch: [60] [7200/7329] learning_rate: 0.000100 loss_class: 0.641716 loss_bbox: 0.152516 loss_giou: 0.394460 loss_class_aux: 2.738609 loss_bbox_aux: 0.666979 loss_giou_aux: 1.701357 loss_class_dn: 0.355065 loss_bbox_dn: 0.163541 loss_giou_dn: 0.378557 loss_class_aux_dn: 1.184900 loss_bbox_aux_dn: 0.625559 loss_giou_aux_dn: 1.322822 loss: 10.667394 eta: 8:06:58 batch_cost: 0.3542 data_cost: 0.0008 ips: 11.2926 images/s [05/15 19:51:55] ppdet.engine INFO: Eval iter: 0 [05/15 19:52:03] ppdet.engine INFO: Eval iter: 100 [05/15 19:52:10] ppdet.engine INFO: Eval iter: 200 [05/15 19:52:18] ppdet.engine INFO: Eval iter: 300 [05/15 19:52:25] ppdet.engine INFO: Eval iter: 400 [05/15 19:52:32] ppdet.engine INFO: Eval iter: 500 [05/15 19:52:40] ppdet.engine INFO: Eval iter: 600 [05/15 19:52:47] ppdet.engine INFO: Eval iter: 700 [05/15 19:52:54] ppdet.engine INFO: Eval iter: 800 [05/15 19:53:02] ppdet.engine INFO: Eval iter: 900 [05/15 19:53:09] ppdet.engine INFO: Eval iter: 1000 [05/15 19:53:16] ppdet.engine INFO: Eval iter: 1100 [05/15 19:53:25] ppdet.engine INFO: Eval iter: 1200 [05/15 19:53:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 19:53:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.18s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=94.57s). Accumulating evaluation results... DONE (t=23.47s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.664 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/15 19:56:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 53.38527650573587 [05/15 19:56:05] ppdet.engine INFO: Best test bbox ap is 0.486. [05/15 19:56:06] ppdet.engine INFO: Epoch: [61] [ 0/7329] learning_rate: 0.000100 loss_class: 0.604540 loss_bbox: 0.142517 loss_giou: 0.382380 loss_class_aux: 2.581184 loss_bbox_aux: 0.647437 loss_giou_aux: 1.638777 loss_class_dn: 0.323412 loss_bbox_dn: 0.154539 loss_giou_dn: 0.361617 loss_class_aux_dn: 1.078953 loss_bbox_aux_dn: 0.575728 loss_giou_aux_dn: 1.263193 loss: 10.259401 eta: 8:06:11 batch_cost: 0.3565 data_cost: 0.0009 ips: 11.2204 images/s [05/15 19:57:26] ppdet.engine INFO: Epoch: [61] [ 200/7329] learning_rate: 0.000100 loss_class: 0.613026 loss_bbox: 0.137670 loss_giou: 0.367322 loss_class_aux: 2.575898 loss_bbox_aux: 0.633687 loss_giou_aux: 1.617603 loss_class_dn: 0.337539 loss_bbox_dn: 0.146175 loss_giou_dn: 0.367809 loss_class_aux_dn: 1.080820 loss_bbox_aux_dn: 0.566368 loss_giou_aux_dn: 1.318785 loss: 10.370974 eta: 8:04:59 batch_cost: 0.3588 data_cost: 0.0008 ips: 11.1489 images/s [05/15 19:58:45] ppdet.engine INFO: Epoch: [61] [ 400/7329] learning_rate: 0.000100 loss_class: 0.677659 loss_bbox: 0.156984 loss_giou: 0.494745 loss_class_aux: 2.868865 loss_bbox_aux: 0.690469 loss_giou_aux: 2.112813 loss_class_dn: 0.360349 loss_bbox_dn: 0.160991 loss_giou_dn: 0.459733 loss_class_aux_dn: 1.186278 loss_bbox_aux_dn: 0.617343 loss_giou_aux_dn: 1.572522 loss: 11.607264 eta: 8:03:46 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2822 images/s [05/15 20:00:04] ppdet.engine INFO: Epoch: [61] [ 600/7329] learning_rate: 0.000100 loss_class: 0.595709 loss_bbox: 0.141569 loss_giou: 0.364128 loss_class_aux: 2.601669 loss_bbox_aux: 0.641845 loss_giou_aux: 1.548397 loss_class_dn: 0.337546 loss_bbox_dn: 0.147172 loss_giou_dn: 0.359745 loss_class_aux_dn: 1.128869 loss_bbox_aux_dn: 0.562973 loss_giou_aux_dn: 1.242530 loss: 10.343879 eta: 8:02:34 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2382 images/s [05/15 20:01:23] ppdet.engine INFO: Epoch: [61] [ 800/7329] learning_rate: 0.000100 loss_class: 0.601079 loss_bbox: 0.131658 loss_giou: 0.341085 loss_class_aux: 2.585953 loss_bbox_aux: 0.609094 loss_giou_aux: 1.531839 loss_class_dn: 0.320888 loss_bbox_dn: 0.145305 loss_giou_dn: 0.346959 loss_class_aux_dn: 1.052667 loss_bbox_aux_dn: 0.532765 loss_giou_aux_dn: 1.237011 loss: 9.799510 eta: 8:01:21 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3003 images/s [05/15 20:02:42] ppdet.engine INFO: Epoch: [61] [1000/7329] learning_rate: 0.000100 loss_class: 0.606043 loss_bbox: 0.146501 loss_giou: 0.394867 loss_class_aux: 2.512157 loss_bbox_aux: 0.662281 loss_giou_aux: 1.712203 loss_class_dn: 0.337766 loss_bbox_dn: 0.163942 loss_giou_dn: 0.372840 loss_class_aux_dn: 1.128173 loss_bbox_aux_dn: 0.598998 loss_giou_aux_dn: 1.314604 loss: 10.385696 eta: 8:00:08 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3164 images/s [05/15 20:04:00] ppdet.engine INFO: Epoch: [61] [1200/7329] learning_rate: 0.000100 loss_class: 0.614640 loss_bbox: 0.135910 loss_giou: 0.378749 loss_class_aux: 2.595669 loss_bbox_aux: 0.619032 loss_giou_aux: 1.675034 loss_class_dn: 0.332774 loss_bbox_dn: 0.147844 loss_giou_dn: 0.382598 loss_class_aux_dn: 1.105665 loss_bbox_aux_dn: 0.554111 loss_giou_aux_dn: 1.351748 loss: 10.370918 eta: 7:58:56 batch_cost: 0.3540 data_cost: 0.0008 ips: 11.2980 images/s [05/15 20:05:19] ppdet.engine INFO: Epoch: [61] [1400/7329] learning_rate: 0.000100 loss_class: 0.623292 loss_bbox: 0.144409 loss_giou: 0.398404 loss_class_aux: 2.622399 loss_bbox_aux: 0.651552 loss_giou_aux: 1.736038 loss_class_dn: 0.339290 loss_bbox_dn: 0.162005 loss_giou_dn: 0.375457 loss_class_aux_dn: 1.088346 loss_bbox_aux_dn: 0.606754 loss_giou_aux_dn: 1.305070 loss: 10.464970 eta: 7:57:43 batch_cost: 0.3543 data_cost: 0.0008 ips: 11.2913 images/s [05/15 20:06:38] ppdet.engine INFO: Epoch: [61] [1600/7329] learning_rate: 0.000100 loss_class: 0.650981 loss_bbox: 0.140460 loss_giou: 0.430919 loss_class_aux: 2.766601 loss_bbox_aux: 0.631842 loss_giou_aux: 1.775873 loss_class_dn: 0.360376 loss_bbox_dn: 0.165449 loss_giou_dn: 0.403495 loss_class_aux_dn: 1.202625 loss_bbox_aux_dn: 0.612093 loss_giou_aux_dn: 1.405053 loss: 10.638817 eta: 7:56:30 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3092 images/s [05/15 20:07:56] ppdet.engine INFO: Epoch: [61] [1800/7329] learning_rate: 0.000100 loss_class: 0.642191 loss_bbox: 0.137500 loss_giou: 0.394767 loss_class_aux: 2.692901 loss_bbox_aux: 0.629396 loss_giou_aux: 1.692716 loss_class_dn: 0.346681 loss_bbox_dn: 0.148373 loss_giou_dn: 0.375034 loss_class_aux_dn: 1.117023 loss_bbox_aux_dn: 0.565838 loss_giou_aux_dn: 1.321114 loss: 10.459485 eta: 7:55:18 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3743 images/s [05/15 20:09:15] ppdet.engine INFO: Epoch: [61] [2000/7329] learning_rate: 0.000100 loss_class: 0.593746 loss_bbox: 0.135765 loss_giou: 0.364821 loss_class_aux: 2.599689 loss_bbox_aux: 0.618018 loss_giou_aux: 1.625252 loss_class_dn: 0.314172 loss_bbox_dn: 0.144201 loss_giou_dn: 0.351567 loss_class_aux_dn: 1.044586 loss_bbox_aux_dn: 0.535499 loss_giou_aux_dn: 1.217078 loss: 9.757988 eta: 7:54:05 batch_cost: 0.3557 data_cost: 0.0008 ips: 11.2453 images/s [05/15 20:10:33] ppdet.engine INFO: Epoch: [61] [2200/7329] learning_rate: 0.000100 loss_class: 0.586689 loss_bbox: 0.125671 loss_giou: 0.375586 loss_class_aux: 2.470912 loss_bbox_aux: 0.579674 loss_giou_aux: 1.634682 loss_class_dn: 0.308928 loss_bbox_dn: 0.140291 loss_giou_dn: 0.355207 loss_class_aux_dn: 1.001389 loss_bbox_aux_dn: 0.528867 loss_giou_aux_dn: 1.248380 loss: 9.378275 eta: 7:52:52 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2933 images/s [05/15 20:11:53] ppdet.engine INFO: Epoch: [61] [2400/7329] learning_rate: 0.000100 loss_class: 0.623768 loss_bbox: 0.151700 loss_giou: 0.367868 loss_class_aux: 2.686297 loss_bbox_aux: 0.689811 loss_giou_aux: 1.625263 loss_class_dn: 0.344694 loss_bbox_dn: 0.160944 loss_giou_dn: 0.363338 loss_class_aux_dn: 1.151510 loss_bbox_aux_dn: 0.603484 loss_giou_aux_dn: 1.256603 loss: 10.470942 eta: 7:51:40 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2214 images/s [05/15 20:13:11] ppdet.engine INFO: Epoch: [61] [2600/7329] learning_rate: 0.000100 loss_class: 0.643783 loss_bbox: 0.141514 loss_giou: 0.398673 loss_class_aux: 2.652393 loss_bbox_aux: 0.664733 loss_giou_aux: 1.751828 loss_class_dn: 0.338642 loss_bbox_dn: 0.156920 loss_giou_dn: 0.363519 loss_class_aux_dn: 1.128446 loss_bbox_aux_dn: 0.577026 loss_giou_aux_dn: 1.287196 loss: 10.320704 eta: 7:50:27 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3862 images/s [05/15 20:14:29] ppdet.engine INFO: Epoch: [61] [2800/7329] learning_rate: 0.000100 loss_class: 0.629620 loss_bbox: 0.138272 loss_giou: 0.389106 loss_class_aux: 2.699360 loss_bbox_aux: 0.637678 loss_giou_aux: 1.676797 loss_class_dn: 0.338898 loss_bbox_dn: 0.153237 loss_giou_dn: 0.386108 loss_class_aux_dn: 1.113667 loss_bbox_aux_dn: 0.603194 loss_giou_aux_dn: 1.324639 loss: 10.348969 eta: 7:49:14 batch_cost: 0.3489 data_cost: 0.0007 ips: 11.4652 images/s [05/15 20:15:48] ppdet.engine INFO: Epoch: [61] [3000/7329] learning_rate: 0.000100 loss_class: 0.590840 loss_bbox: 0.138795 loss_giou: 0.379503 loss_class_aux: 2.501951 loss_bbox_aux: 0.660219 loss_giou_aux: 1.669499 loss_class_dn: 0.328547 loss_bbox_dn: 0.157900 loss_giou_dn: 0.360743 loss_class_aux_dn: 1.071188 loss_bbox_aux_dn: 0.632472 loss_giou_aux_dn: 1.256907 loss: 10.099625 eta: 7:48:02 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2516 images/s [05/15 20:17:08] ppdet.engine INFO: Epoch: [61] [3200/7329] learning_rate: 0.000100 loss_class: 0.620958 loss_bbox: 0.149180 loss_giou: 0.368901 loss_class_aux: 2.667721 loss_bbox_aux: 0.680197 loss_giou_aux: 1.577737 loss_class_dn: 0.336969 loss_bbox_dn: 0.163810 loss_giou_dn: 0.360776 loss_class_aux_dn: 1.105534 loss_bbox_aux_dn: 0.617272 loss_giou_aux_dn: 1.288776 loss: 10.377254 eta: 7:46:49 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1473 images/s [05/15 20:18:26] ppdet.engine INFO: Epoch: [61] [3400/7329] learning_rate: 0.000100 loss_class: 0.659849 loss_bbox: 0.140359 loss_giou: 0.396981 loss_class_aux: 2.846564 loss_bbox_aux: 0.669494 loss_giou_aux: 1.707264 loss_class_dn: 0.357051 loss_bbox_dn: 0.159570 loss_giou_dn: 0.400150 loss_class_aux_dn: 1.149528 loss_bbox_aux_dn: 0.607379 loss_giou_aux_dn: 1.400089 loss: 10.977677 eta: 7:45:37 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3274 images/s [05/15 20:19:45] ppdet.engine INFO: Epoch: [61] [3600/7329] learning_rate: 0.000100 loss_class: 0.675011 loss_bbox: 0.143952 loss_giou: 0.444476 loss_class_aux: 2.832608 loss_bbox_aux: 0.648182 loss_giou_aux: 1.858421 loss_class_dn: 0.349763 loss_bbox_dn: 0.150215 loss_giou_dn: 0.411426 loss_class_aux_dn: 1.157600 loss_bbox_aux_dn: 0.560497 loss_giou_aux_dn: 1.412254 loss: 10.813190 eta: 7:44:24 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3105 images/s [05/15 20:21:03] ppdet.engine INFO: Epoch: [61] [3800/7329] learning_rate: 0.000100 loss_class: 0.643271 loss_bbox: 0.151958 loss_giou: 0.417259 loss_class_aux: 2.797174 loss_bbox_aux: 0.681800 loss_giou_aux: 1.807222 loss_class_dn: 0.350545 loss_bbox_dn: 0.166953 loss_giou_dn: 0.396217 loss_class_aux_dn: 1.149555 loss_bbox_aux_dn: 0.619217 loss_giou_aux_dn: 1.370060 loss: 10.831089 eta: 7:43:11 batch_cost: 0.3531 data_cost: 0.0009 ips: 11.3268 images/s [05/15 20:22:21] ppdet.engine INFO: Epoch: [61] [4000/7329] learning_rate: 0.000100 loss_class: 0.579806 loss_bbox: 0.136794 loss_giou: 0.359363 loss_class_aux: 2.443763 loss_bbox_aux: 0.610988 loss_giou_aux: 1.531302 loss_class_dn: 0.315573 loss_bbox_dn: 0.145592 loss_giou_dn: 0.335885 loss_class_aux_dn: 1.052526 loss_bbox_aux_dn: 0.538275 loss_giou_aux_dn: 1.149132 loss: 9.757287 eta: 7:41:59 batch_cost: 0.3527 data_cost: 0.0008 ips: 11.3423 images/s [05/15 20:23:40] ppdet.engine INFO: Epoch: [61] [4200/7329] learning_rate: 0.000100 loss_class: 0.611162 loss_bbox: 0.140613 loss_giou: 0.395723 loss_class_aux: 2.580070 loss_bbox_aux: 0.633083 loss_giou_aux: 1.665328 loss_class_dn: 0.357676 loss_bbox_dn: 0.156693 loss_giou_dn: 0.396666 loss_class_aux_dn: 1.200489 loss_bbox_aux_dn: 0.599655 loss_giou_aux_dn: 1.400285 loss: 10.768255 eta: 7:40:46 batch_cost: 0.3551 data_cost: 0.0008 ips: 11.2631 images/s [05/15 20:24:59] ppdet.engine INFO: Epoch: [61] [4400/7329] learning_rate: 0.000100 loss_class: 0.618793 loss_bbox: 0.144589 loss_giou: 0.407008 loss_class_aux: 2.594617 loss_bbox_aux: 0.629073 loss_giou_aux: 1.744398 loss_class_dn: 0.345597 loss_bbox_dn: 0.153479 loss_giou_dn: 0.392769 loss_class_aux_dn: 1.120848 loss_bbox_aux_dn: 0.595313 loss_giou_aux_dn: 1.360000 loss: 10.633907 eta: 7:39:33 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2969 images/s [05/15 20:26:17] ppdet.engine INFO: Epoch: [61] [4600/7329] learning_rate: 0.000100 loss_class: 0.639387 loss_bbox: 0.156933 loss_giou: 0.427344 loss_class_aux: 2.709964 loss_bbox_aux: 0.699149 loss_giou_aux: 1.832097 loss_class_dn: 0.369768 loss_bbox_dn: 0.156116 loss_giou_dn: 0.394963 loss_class_aux_dn: 1.187227 loss_bbox_aux_dn: 0.593850 loss_giou_aux_dn: 1.388199 loss: 11.099545 eta: 7:38:21 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3146 images/s [05/15 20:27:36] ppdet.engine INFO: Epoch: [61] [4800/7329] learning_rate: 0.000100 loss_class: 0.627030 loss_bbox: 0.137678 loss_giou: 0.370093 loss_class_aux: 2.732142 loss_bbox_aux: 0.604966 loss_giou_aux: 1.582234 loss_class_dn: 0.327403 loss_bbox_dn: 0.150591 loss_giou_dn: 0.351716 loss_class_aux_dn: 1.072045 loss_bbox_aux_dn: 0.565419 loss_giou_aux_dn: 1.255947 loss: 10.244732 eta: 7:37:08 batch_cost: 0.3541 data_cost: 0.0008 ips: 11.2967 images/s [05/15 20:28:54] ppdet.engine INFO: Epoch: [61] [5000/7329] learning_rate: 0.000100 loss_class: 0.639675 loss_bbox: 0.138171 loss_giou: 0.392661 loss_class_aux: 2.657627 loss_bbox_aux: 0.630011 loss_giou_aux: 1.677062 loss_class_dn: 0.334172 loss_bbox_dn: 0.147776 loss_giou_dn: 0.366436 loss_class_aux_dn: 1.098073 loss_bbox_aux_dn: 0.573723 loss_giou_aux_dn: 1.264248 loss: 10.462940 eta: 7:35:56 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3587 images/s [05/15 20:30:13] ppdet.engine INFO: Epoch: [61] [5200/7329] learning_rate: 0.000100 loss_class: 0.619634 loss_bbox: 0.145434 loss_giou: 0.371068 loss_class_aux: 2.645222 loss_bbox_aux: 0.671179 loss_giou_aux: 1.604315 loss_class_dn: 0.348385 loss_bbox_dn: 0.159625 loss_giou_dn: 0.380447 loss_class_aux_dn: 1.138373 loss_bbox_aux_dn: 0.594107 loss_giou_aux_dn: 1.325739 loss: 10.992027 eta: 7:34:43 batch_cost: 0.3530 data_cost: 0.0008 ips: 11.3325 images/s [05/15 20:31:31] ppdet.engine INFO: Epoch: [61] [5400/7329] learning_rate: 0.000100 loss_class: 0.610025 loss_bbox: 0.145276 loss_giou: 0.392006 loss_class_aux: 2.732403 loss_bbox_aux: 0.653849 loss_giou_aux: 1.699284 loss_class_dn: 0.333403 loss_bbox_dn: 0.150772 loss_giou_dn: 0.389656 loss_class_aux_dn: 1.110246 loss_bbox_aux_dn: 0.576485 loss_giou_aux_dn: 1.365695 loss: 10.529186 eta: 7:33:30 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3889 images/s [05/15 20:32:50] ppdet.engine INFO: Epoch: [61] [5600/7329] learning_rate: 0.000100 loss_class: 0.600313 loss_bbox: 0.142247 loss_giou: 0.368197 loss_class_aux: 2.595338 loss_bbox_aux: 0.629777 loss_giou_aux: 1.588166 loss_class_dn: 0.321585 loss_bbox_dn: 0.160483 loss_giou_dn: 0.359823 loss_class_aux_dn: 1.043583 loss_bbox_aux_dn: 0.593389 loss_giou_aux_dn: 1.234823 loss: 9.775367 eta: 7:32:18 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2495 images/s [05/15 20:34:08] ppdet.engine INFO: Epoch: [61] [5800/7329] learning_rate: 0.000100 loss_class: 0.570274 loss_bbox: 0.120743 loss_giou: 0.392261 loss_class_aux: 2.454961 loss_bbox_aux: 0.563893 loss_giou_aux: 1.664704 loss_class_dn: 0.317687 loss_bbox_dn: 0.138894 loss_giou_dn: 0.359949 loss_class_aux_dn: 1.047800 loss_bbox_aux_dn: 0.528403 loss_giou_aux_dn: 1.262637 loss: 9.273550 eta: 7:31:05 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3527 images/s [05/15 20:35:28] ppdet.engine INFO: Epoch: [61] [6000/7329] learning_rate: 0.000100 loss_class: 0.632695 loss_bbox: 0.139194 loss_giou: 0.385697 loss_class_aux: 2.725154 loss_bbox_aux: 0.602144 loss_giou_aux: 1.674147 loss_class_dn: 0.335805 loss_bbox_dn: 0.141642 loss_giou_dn: 0.359729 loss_class_aux_dn: 1.114678 loss_bbox_aux_dn: 0.560712 loss_giou_aux_dn: 1.263323 loss: 10.276192 eta: 7:29:53 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1359 images/s [05/15 20:36:47] ppdet.engine INFO: Epoch: [61] [6200/7329] learning_rate: 0.000100 loss_class: 0.592411 loss_bbox: 0.138616 loss_giou: 0.404313 loss_class_aux: 2.522884 loss_bbox_aux: 0.634518 loss_giou_aux: 1.732069 loss_class_dn: 0.316676 loss_bbox_dn: 0.140058 loss_giou_dn: 0.379895 loss_class_aux_dn: 1.040947 loss_bbox_aux_dn: 0.543853 loss_giou_aux_dn: 1.309025 loss: 9.707376 eta: 7:28:40 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3375 images/s [05/15 20:38:06] ppdet.engine INFO: Epoch: [61] [6400/7329] learning_rate: 0.000100 loss_class: 0.601920 loss_bbox: 0.135385 loss_giou: 0.405290 loss_class_aux: 2.611206 loss_bbox_aux: 0.595104 loss_giou_aux: 1.700221 loss_class_dn: 0.337173 loss_bbox_dn: 0.153393 loss_giou_dn: 0.383568 loss_class_aux_dn: 1.102555 loss_bbox_aux_dn: 0.563906 loss_giou_aux_dn: 1.322478 loss: 10.659411 eta: 7:27:27 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2240 images/s [05/15 20:39:25] ppdet.engine INFO: Epoch: [61] [6600/7329] learning_rate: 0.000100 loss_class: 0.649887 loss_bbox: 0.147323 loss_giou: 0.404128 loss_class_aux: 2.806815 loss_bbox_aux: 0.682851 loss_giou_aux: 1.747401 loss_class_dn: 0.359674 loss_bbox_dn: 0.159795 loss_giou_dn: 0.396153 loss_class_aux_dn: 1.197714 loss_bbox_aux_dn: 0.602172 loss_giou_aux_dn: 1.396627 loss: 10.851621 eta: 7:26:15 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2494 images/s [05/15 20:40:44] ppdet.engine INFO: Epoch: [61] [6800/7329] learning_rate: 0.000100 loss_class: 0.612661 loss_bbox: 0.147773 loss_giou: 0.394154 loss_class_aux: 2.642947 loss_bbox_aux: 0.656678 loss_giou_aux: 1.728205 loss_class_dn: 0.340528 loss_bbox_dn: 0.152279 loss_giou_dn: 0.361714 loss_class_aux_dn: 1.118276 loss_bbox_aux_dn: 0.545650 loss_giou_aux_dn: 1.253464 loss: 10.529293 eta: 7:25:02 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2439 images/s [05/15 20:42:02] ppdet.engine INFO: Epoch: [61] [7000/7329] learning_rate: 0.000100 loss_class: 0.703653 loss_bbox: 0.152018 loss_giou: 0.427336 loss_class_aux: 2.990768 loss_bbox_aux: 0.653778 loss_giou_aux: 1.858412 loss_class_dn: 0.372322 loss_bbox_dn: 0.152160 loss_giou_dn: 0.401281 loss_class_aux_dn: 1.256796 loss_bbox_aux_dn: 0.567401 loss_giou_aux_dn: 1.419858 loss: 11.237631 eta: 7:23:50 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2736 images/s [05/15 20:43:22] ppdet.engine INFO: Epoch: [61] [7200/7329] learning_rate: 0.000100 loss_class: 0.662453 loss_bbox: 0.152333 loss_giou: 0.408371 loss_class_aux: 2.823338 loss_bbox_aux: 0.693084 loss_giou_aux: 1.810269 loss_class_dn: 0.372593 loss_bbox_dn: 0.155290 loss_giou_dn: 0.395245 loss_class_aux_dn: 1.202875 loss_bbox_aux_dn: 0.591198 loss_giou_aux_dn: 1.372244 loss: 10.992967 eta: 7:22:37 batch_cost: 0.3582 data_cost: 0.0008 ips: 11.1679 images/s [05/15 20:44:16] ppdet.engine INFO: Eval iter: 0 [05/15 20:44:23] ppdet.engine INFO: Eval iter: 100 [05/15 20:44:30] ppdet.engine INFO: Eval iter: 200 [05/15 20:44:38] ppdet.engine INFO: Eval iter: 300 [05/15 20:44:45] ppdet.engine INFO: Eval iter: 400 [05/15 20:44:53] ppdet.engine INFO: Eval iter: 500 [05/15 20:45:01] ppdet.engine INFO: Eval iter: 600 [05/15 20:45:08] ppdet.engine INFO: Eval iter: 700 [05/15 20:45:16] ppdet.engine INFO: Eval iter: 800 [05/15 20:45:24] ppdet.engine INFO: Eval iter: 900 [05/15 20:45:31] ppdet.engine INFO: Eval iter: 1000 [05/15 20:45:39] ppdet.engine INFO: Eval iter: 1100 [05/15 20:45:46] ppdet.engine INFO: Eval iter: 1200 [05/15 20:46:10] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 20:46:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.11s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=95.82s). Accumulating evaluation results... DONE (t=24.04s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.664 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.307 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.659 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 ] = 0.628 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 ] = 0.501 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 ] = 0.866 [05/15 20:48:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 52.60852822475139 [05/15 20:48:28] ppdet.engine INFO: Best test bbox ap is 0.486. [05/15 20:48:31] ppdet.engine INFO: Epoch: [62] [ 0/7329] learning_rate: 0.000100 loss_class: 0.681166 loss_bbox: 0.153775 loss_giou: 0.442963 loss_class_aux: 2.995324 loss_bbox_aux: 0.694087 loss_giou_aux: 1.914133 loss_class_dn: 0.386643 loss_bbox_dn: 0.152068 loss_giou_dn: 0.415697 loss_class_aux_dn: 1.270797 loss_bbox_aux_dn: 0.577551 loss_giou_aux_dn: 1.463089 loss: 11.654339 eta: 7:21:50 batch_cost: 0.3547 data_cost: 0.0009 ips: 11.2784 images/s [05/15 20:49:51] ppdet.engine INFO: Epoch: [62] [ 200/7329] learning_rate: 0.000100 loss_class: 0.618168 loss_bbox: 0.147058 loss_giou: 0.418089 loss_class_aux: 2.617931 loss_bbox_aux: 0.660005 loss_giou_aux: 1.813620 loss_class_dn: 0.336172 loss_bbox_dn: 0.163350 loss_giou_dn: 0.411297 loss_class_aux_dn: 1.115251 loss_bbox_aux_dn: 0.596499 loss_giou_aux_dn: 1.407176 loss: 10.426128 eta: 7:20:38 batch_cost: 0.3564 data_cost: 0.0008 ips: 11.2235 images/s [05/15 20:51:13] ppdet.engine INFO: Epoch: [62] [ 400/7329] learning_rate: 0.000100 loss_class: 0.632242 loss_bbox: 0.136978 loss_giou: 0.420545 loss_class_aux: 2.668488 loss_bbox_aux: 0.622076 loss_giou_aux: 1.773551 loss_class_dn: 0.351998 loss_bbox_dn: 0.145489 loss_giou_dn: 0.397887 loss_class_aux_dn: 1.142033 loss_bbox_aux_dn: 0.569750 loss_giou_aux_dn: 1.370228 loss: 10.375450 eta: 7:19:26 batch_cost: 0.3653 data_cost: 0.0007 ips: 10.9502 images/s [05/15 20:52:31] ppdet.engine INFO: Epoch: [62] [ 600/7329] learning_rate: 0.000100 loss_class: 0.623209 loss_bbox: 0.132587 loss_giou: 0.365587 loss_class_aux: 2.593440 loss_bbox_aux: 0.598513 loss_giou_aux: 1.595949 loss_class_dn: 0.318710 loss_bbox_dn: 0.143866 loss_giou_dn: 0.378944 loss_class_aux_dn: 1.032176 loss_bbox_aux_dn: 0.547928 loss_giou_aux_dn: 1.310832 loss: 10.166931 eta: 7:18:13 batch_cost: 0.3530 data_cost: 0.0008 ips: 11.3303 images/s [05/15 20:53:50] ppdet.engine INFO: Epoch: [62] [ 800/7329] learning_rate: 0.000100 loss_class: 0.656081 loss_bbox: 0.152175 loss_giou: 0.399426 loss_class_aux: 2.722651 loss_bbox_aux: 0.675964 loss_giou_aux: 1.763312 loss_class_dn: 0.340523 loss_bbox_dn: 0.169959 loss_giou_dn: 0.389092 loss_class_aux_dn: 1.117328 loss_bbox_aux_dn: 0.613924 loss_giou_aux_dn: 1.391367 loss: 10.659425 eta: 7:17:01 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2541 images/s [05/15 20:55:08] ppdet.engine INFO: Epoch: [62] [1000/7329] learning_rate: 0.000100 loss_class: 0.617931 loss_bbox: 0.143449 loss_giou: 0.411659 loss_class_aux: 2.583139 loss_bbox_aux: 0.652054 loss_giou_aux: 1.788919 loss_class_dn: 0.359561 loss_bbox_dn: 0.151610 loss_giou_dn: 0.385003 loss_class_aux_dn: 1.177555 loss_bbox_aux_dn: 0.589714 loss_giou_aux_dn: 1.324145 loss: 10.516167 eta: 7:15:48 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3697 images/s [05/15 20:56:27] ppdet.engine INFO: Epoch: [62] [1200/7329] learning_rate: 0.000100 loss_class: 0.619396 loss_bbox: 0.135761 loss_giou: 0.383316 loss_class_aux: 2.657448 loss_bbox_aux: 0.634187 loss_giou_aux: 1.673315 loss_class_dn: 0.327618 loss_bbox_dn: 0.147992 loss_giou_dn: 0.364776 loss_class_aux_dn: 1.098663 loss_bbox_aux_dn: 0.580159 loss_giou_aux_dn: 1.240508 loss: 10.217672 eta: 7:14:35 batch_cost: 0.3511 data_cost: 0.0007 ips: 11.3916 images/s [05/15 20:57:45] ppdet.engine INFO: Epoch: [62] [1400/7329] learning_rate: 0.000100 loss_class: 0.623458 loss_bbox: 0.146175 loss_giou: 0.408639 loss_class_aux: 2.680420 loss_bbox_aux: 0.648221 loss_giou_aux: 1.769704 loss_class_dn: 0.342820 loss_bbox_dn: 0.161976 loss_giou_dn: 0.398621 loss_class_aux_dn: 1.111862 loss_bbox_aux_dn: 0.589725 loss_giou_aux_dn: 1.355009 loss: 10.484654 eta: 7:13:23 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.3009 images/s [05/15 20:59:04] ppdet.engine INFO: Epoch: [62] [1600/7329] learning_rate: 0.000100 loss_class: 0.612063 loss_bbox: 0.144020 loss_giou: 0.376651 loss_class_aux: 2.632275 loss_bbox_aux: 0.633671 loss_giou_aux: 1.697702 loss_class_dn: 0.338610 loss_bbox_dn: 0.161841 loss_giou_dn: 0.377118 loss_class_aux_dn: 1.126422 loss_bbox_aux_dn: 0.627296 loss_giou_aux_dn: 1.288788 loss: 10.288351 eta: 7:12:10 batch_cost: 0.3543 data_cost: 0.0008 ips: 11.2892 images/s [05/15 21:00:22] ppdet.engine INFO: Epoch: [62] [1800/7329] learning_rate: 0.000100 loss_class: 0.621445 loss_bbox: 0.139808 loss_giou: 0.405304 loss_class_aux: 2.675206 loss_bbox_aux: 0.629030 loss_giou_aux: 1.733179 loss_class_dn: 0.340605 loss_bbox_dn: 0.151708 loss_giou_dn: 0.387244 loss_class_aux_dn: 1.126376 loss_bbox_aux_dn: 0.571983 loss_giou_aux_dn: 1.372270 loss: 10.622192 eta: 7:10:57 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4131 images/s [05/15 21:01:41] ppdet.engine INFO: Epoch: [62] [2000/7329] learning_rate: 0.000100 loss_class: 0.620830 loss_bbox: 0.140452 loss_giou: 0.378101 loss_class_aux: 2.641641 loss_bbox_aux: 0.656918 loss_giou_aux: 1.652857 loss_class_dn: 0.336896 loss_bbox_dn: 0.157027 loss_giou_dn: 0.363412 loss_class_aux_dn: 1.113548 loss_bbox_aux_dn: 0.605940 loss_giou_aux_dn: 1.239629 loss: 10.110020 eta: 7:09:45 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2301 images/s [05/15 21:03:00] ppdet.engine INFO: Epoch: [62] [2200/7329] learning_rate: 0.000100 loss_class: 0.603729 loss_bbox: 0.144790 loss_giou: 0.383790 loss_class_aux: 2.597311 loss_bbox_aux: 0.653659 loss_giou_aux: 1.610415 loss_class_dn: 0.319765 loss_bbox_dn: 0.154782 loss_giou_dn: 0.348519 loss_class_aux_dn: 1.068340 loss_bbox_aux_dn: 0.598498 loss_giou_aux_dn: 1.221287 loss: 9.878399 eta: 7:08:32 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3154 images/s [05/15 21:04:19] ppdet.engine INFO: Epoch: [62] [2400/7329] learning_rate: 0.000100 loss_class: 0.602651 loss_bbox: 0.143730 loss_giou: 0.399119 loss_class_aux: 2.563793 loss_bbox_aux: 0.629059 loss_giou_aux: 1.729124 loss_class_dn: 0.340740 loss_bbox_dn: 0.153681 loss_giou_dn: 0.382896 loss_class_aux_dn: 1.132314 loss_bbox_aux_dn: 0.606923 loss_giou_aux_dn: 1.317207 loss: 10.460481 eta: 7:07:20 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3281 images/s [05/15 21:05:37] ppdet.engine INFO: Epoch: [62] [2600/7329] learning_rate: 0.000100 loss_class: 0.621963 loss_bbox: 0.146585 loss_giou: 0.409371 loss_class_aux: 2.691888 loss_bbox_aux: 0.657397 loss_giou_aux: 1.770874 loss_class_dn: 0.341753 loss_bbox_dn: 0.159010 loss_giou_dn: 0.382449 loss_class_aux_dn: 1.138985 loss_bbox_aux_dn: 0.595373 loss_giou_aux_dn: 1.340704 loss: 10.583490 eta: 7:06:07 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2484 images/s [05/15 21:06:56] ppdet.engine INFO: Epoch: [62] [2800/7329] learning_rate: 0.000100 loss_class: 0.600289 loss_bbox: 0.122728 loss_giou: 0.313423 loss_class_aux: 2.457149 loss_bbox_aux: 0.544941 loss_giou_aux: 1.386556 loss_class_dn: 0.289784 loss_bbox_dn: 0.139688 loss_giou_dn: 0.311601 loss_class_aux_dn: 0.962690 loss_bbox_aux_dn: 0.554120 loss_giou_aux_dn: 1.093172 loss: 8.974306 eta: 7:04:55 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3079 images/s [05/15 21:08:14] ppdet.engine INFO: Epoch: [62] [3000/7329] learning_rate: 0.000100 loss_class: 0.593777 loss_bbox: 0.148563 loss_giou: 0.378104 loss_class_aux: 2.526896 loss_bbox_aux: 0.658138 loss_giou_aux: 1.613192 loss_class_dn: 0.331508 loss_bbox_dn: 0.153800 loss_giou_dn: 0.370461 loss_class_aux_dn: 1.084359 loss_bbox_aux_dn: 0.594189 loss_giou_aux_dn: 1.302422 loss: 10.457061 eta: 7:03:42 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3123 images/s [05/15 21:09:33] ppdet.engine INFO: Epoch: [62] [3200/7329] learning_rate: 0.000100 loss_class: 0.611526 loss_bbox: 0.144082 loss_giou: 0.406981 loss_class_aux: 2.582842 loss_bbox_aux: 0.653384 loss_giou_aux: 1.734806 loss_class_dn: 0.334025 loss_bbox_dn: 0.156827 loss_giou_dn: 0.379348 loss_class_aux_dn: 1.111443 loss_bbox_aux_dn: 0.569258 loss_giou_aux_dn: 1.303168 loss: 10.466461 eta: 7:02:29 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3068 images/s [05/15 21:10:51] ppdet.engine INFO: Epoch: [62] [3400/7329] learning_rate: 0.000100 loss_class: 0.650411 loss_bbox: 0.166682 loss_giou: 0.397621 loss_class_aux: 2.760719 loss_bbox_aux: 0.686607 loss_giou_aux: 1.664920 loss_class_dn: 0.355631 loss_bbox_dn: 0.159508 loss_giou_dn: 0.395681 loss_class_aux_dn: 1.159381 loss_bbox_aux_dn: 0.594950 loss_giou_aux_dn: 1.357304 loss: 11.009362 eta: 7:01:17 batch_cost: 0.3492 data_cost: 0.0007 ips: 11.4533 images/s [05/15 21:12:10] ppdet.engine INFO: Epoch: [62] [3600/7329] learning_rate: 0.000100 loss_class: 0.631537 loss_bbox: 0.150289 loss_giou: 0.405807 loss_class_aux: 2.682586 loss_bbox_aux: 0.675732 loss_giou_aux: 1.777086 loss_class_dn: 0.341976 loss_bbox_dn: 0.157808 loss_giou_dn: 0.387717 loss_class_aux_dn: 1.122018 loss_bbox_aux_dn: 0.606921 loss_giou_aux_dn: 1.362825 loss: 10.700102 eta: 7:00:04 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1900 images/s [05/15 21:13:29] ppdet.engine INFO: Epoch: [62] [3800/7329] learning_rate: 0.000100 loss_class: 0.682853 loss_bbox: 0.154484 loss_giou: 0.453832 loss_class_aux: 2.873158 loss_bbox_aux: 0.660534 loss_giou_aux: 1.927952 loss_class_dn: 0.368343 loss_bbox_dn: 0.151420 loss_giou_dn: 0.426195 loss_class_aux_dn: 1.179486 loss_bbox_aux_dn: 0.600385 loss_giou_aux_dn: 1.473918 loss: 11.257189 eta: 6:58:52 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3109 images/s [05/15 21:14:47] ppdet.engine INFO: Epoch: [62] [4000/7329] learning_rate: 0.000100 loss_class: 0.629581 loss_bbox: 0.152623 loss_giou: 0.382954 loss_class_aux: 2.690378 loss_bbox_aux: 0.658969 loss_giou_aux: 1.644831 loss_class_dn: 0.333493 loss_bbox_dn: 0.148304 loss_giou_dn: 0.375161 loss_class_aux_dn: 1.093363 loss_bbox_aux_dn: 0.560012 loss_giou_aux_dn: 1.272202 loss: 10.408318 eta: 6:57:39 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3199 images/s [05/15 21:16:06] ppdet.engine INFO: Epoch: [62] [4200/7329] learning_rate: 0.000100 loss_class: 0.634248 loss_bbox: 0.138279 loss_giou: 0.383786 loss_class_aux: 2.659981 loss_bbox_aux: 0.636394 loss_giou_aux: 1.678640 loss_class_dn: 0.336579 loss_bbox_dn: 0.152156 loss_giou_dn: 0.374415 loss_class_aux_dn: 1.106700 loss_bbox_aux_dn: 0.576118 loss_giou_aux_dn: 1.327025 loss: 10.402346 eta: 6:56:26 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3572 images/s [05/15 21:17:24] ppdet.engine INFO: Epoch: [62] [4400/7329] learning_rate: 0.000100 loss_class: 0.683540 loss_bbox: 0.142851 loss_giou: 0.486252 loss_class_aux: 2.929312 loss_bbox_aux: 0.648561 loss_giou_aux: 2.054348 loss_class_dn: 0.386290 loss_bbox_dn: 0.162358 loss_giou_dn: 0.449267 loss_class_aux_dn: 1.258964 loss_bbox_aux_dn: 0.631708 loss_giou_aux_dn: 1.577626 loss: 11.918274 eta: 6:55:14 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2861 images/s [05/15 21:18:45] ppdet.engine INFO: Epoch: [62] [4600/7329] learning_rate: 0.000100 loss_class: 0.607262 loss_bbox: 0.134990 loss_giou: 0.407250 loss_class_aux: 2.565605 loss_bbox_aux: 0.579940 loss_giou_aux: 1.759633 loss_class_dn: 0.326697 loss_bbox_dn: 0.137755 loss_giou_dn: 0.385790 loss_class_aux_dn: 1.080319 loss_bbox_aux_dn: 0.529872 loss_giou_aux_dn: 1.342033 loss: 10.309175 eta: 6:54:01 batch_cost: 0.3584 data_cost: 0.0007 ips: 11.1620 images/s [05/15 21:20:03] ppdet.engine INFO: Epoch: [62] [4800/7329] learning_rate: 0.000100 loss_class: 0.622249 loss_bbox: 0.153112 loss_giou: 0.388882 loss_class_aux: 2.634853 loss_bbox_aux: 0.668359 loss_giou_aux: 1.646028 loss_class_dn: 0.322609 loss_bbox_dn: 0.167916 loss_giou_dn: 0.352083 loss_class_aux_dn: 1.066678 loss_bbox_aux_dn: 0.621626 loss_giou_aux_dn: 1.239021 loss: 10.779054 eta: 6:52:49 batch_cost: 0.3512 data_cost: 0.0007 ips: 11.3894 images/s [05/15 21:21:22] ppdet.engine INFO: Epoch: [62] [5000/7329] learning_rate: 0.000100 loss_class: 0.628846 loss_bbox: 0.147935 loss_giou: 0.375475 loss_class_aux: 2.593202 loss_bbox_aux: 0.659810 loss_giou_aux: 1.597116 loss_class_dn: 0.331087 loss_bbox_dn: 0.160922 loss_giou_dn: 0.361571 loss_class_aux_dn: 1.087880 loss_bbox_aux_dn: 0.622335 loss_giou_aux_dn: 1.258183 loss: 10.050760 eta: 6:51:36 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2463 images/s [05/15 21:22:40] ppdet.engine INFO: Epoch: [62] [5200/7329] learning_rate: 0.000100 loss_class: 0.651977 loss_bbox: 0.148207 loss_giou: 0.384291 loss_class_aux: 2.713170 loss_bbox_aux: 0.668224 loss_giou_aux: 1.662107 loss_class_dn: 0.353314 loss_bbox_dn: 0.158681 loss_giou_dn: 0.365424 loss_class_aux_dn: 1.193101 loss_bbox_aux_dn: 0.572811 loss_giou_aux_dn: 1.260994 loss: 10.798529 eta: 6:50:24 batch_cost: 0.3542 data_cost: 0.0007 ips: 11.2925 images/s [05/15 21:23:58] ppdet.engine INFO: Epoch: [62] [5400/7329] learning_rate: 0.000100 loss_class: 0.620094 loss_bbox: 0.151675 loss_giou: 0.428506 loss_class_aux: 2.656607 loss_bbox_aux: 0.670365 loss_giou_aux: 1.900933 loss_class_dn: 0.359525 loss_bbox_dn: 0.170898 loss_giou_dn: 0.426155 loss_class_aux_dn: 1.178507 loss_bbox_aux_dn: 0.644876 loss_giou_aux_dn: 1.463792 loss: 10.775681 eta: 6:49:11 batch_cost: 0.3503 data_cost: 0.0007 ips: 11.4178 images/s [05/15 21:25:17] ppdet.engine INFO: Epoch: [62] [5600/7329] learning_rate: 0.000100 loss_class: 0.706587 loss_bbox: 0.156844 loss_giou: 0.455414 loss_class_aux: 2.956915 loss_bbox_aux: 0.722545 loss_giou_aux: 1.971767 loss_class_dn: 0.377286 loss_bbox_dn: 0.177424 loss_giou_dn: 0.429567 loss_class_aux_dn: 1.218460 loss_bbox_aux_dn: 0.677156 loss_giou_aux_dn: 1.514365 loss: 11.940319 eta: 6:47:59 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2087 images/s [05/15 21:26:36] ppdet.engine INFO: Epoch: [62] [5800/7329] learning_rate: 0.000100 loss_class: 0.621071 loss_bbox: 0.144194 loss_giou: 0.407715 loss_class_aux: 2.616683 loss_bbox_aux: 0.650371 loss_giou_aux: 1.762114 loss_class_dn: 0.336130 loss_bbox_dn: 0.157437 loss_giou_dn: 0.393648 loss_class_aux_dn: 1.109482 loss_bbox_aux_dn: 0.586626 loss_giou_aux_dn: 1.339641 loss: 10.399997 eta: 6:46:46 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3185 images/s [05/15 21:27:54] ppdet.engine INFO: Epoch: [62] [6000/7329] learning_rate: 0.000100 loss_class: 0.586621 loss_bbox: 0.129125 loss_giou: 0.348616 loss_class_aux: 2.494739 loss_bbox_aux: 0.584725 loss_giou_aux: 1.475814 loss_class_dn: 0.315282 loss_bbox_dn: 0.144948 loss_giou_dn: 0.331867 loss_class_aux_dn: 1.061928 loss_bbox_aux_dn: 0.556689 loss_giou_aux_dn: 1.176432 loss: 9.607257 eta: 6:45:33 batch_cost: 0.3514 data_cost: 0.0008 ips: 11.3825 images/s [05/15 21:29:12] ppdet.engine INFO: Epoch: [62] [6200/7329] learning_rate: 0.000100 loss_class: 0.601614 loss_bbox: 0.141667 loss_giou: 0.420953 loss_class_aux: 2.620452 loss_bbox_aux: 0.621170 loss_giou_aux: 1.853144 loss_class_dn: 0.322755 loss_bbox_dn: 0.149102 loss_giou_dn: 0.396048 loss_class_aux_dn: 1.081929 loss_bbox_aux_dn: 0.569234 loss_giou_aux_dn: 1.357526 loss: 10.121696 eta: 6:44:21 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2837 images/s [05/15 21:30:31] ppdet.engine INFO: Epoch: [62] [6400/7329] learning_rate: 0.000100 loss_class: 0.660764 loss_bbox: 0.158265 loss_giou: 0.416197 loss_class_aux: 2.793285 loss_bbox_aux: 0.703166 loss_giou_aux: 1.756194 loss_class_dn: 0.348916 loss_bbox_dn: 0.165818 loss_giou_dn: 0.401197 loss_class_aux_dn: 1.154211 loss_bbox_aux_dn: 0.629549 loss_giou_aux_dn: 1.372421 loss: 10.624443 eta: 6:43:08 batch_cost: 0.3544 data_cost: 0.0007 ips: 11.2873 images/s [05/15 21:31:50] ppdet.engine INFO: Epoch: [62] [6600/7329] learning_rate: 0.000100 loss_class: 0.631572 loss_bbox: 0.146764 loss_giou: 0.402412 loss_class_aux: 2.689692 loss_bbox_aux: 0.636461 loss_giou_aux: 1.737509 loss_class_dn: 0.334006 loss_bbox_dn: 0.152441 loss_giou_dn: 0.393751 loss_class_aux_dn: 1.154159 loss_bbox_aux_dn: 0.558156 loss_giou_aux_dn: 1.336448 loss: 10.586472 eta: 6:41:56 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2718 images/s [05/15 21:33:10] ppdet.engine INFO: Epoch: [62] [6800/7329] learning_rate: 0.000100 loss_class: 0.589657 loss_bbox: 0.130038 loss_giou: 0.352333 loss_class_aux: 2.504677 loss_bbox_aux: 0.610464 loss_giou_aux: 1.512727 loss_class_dn: 0.306481 loss_bbox_dn: 0.151415 loss_giou_dn: 0.335430 loss_class_aux_dn: 1.049524 loss_bbox_aux_dn: 0.570937 loss_giou_aux_dn: 1.182770 loss: 9.700794 eta: 6:40:43 batch_cost: 0.3575 data_cost: 0.0009 ips: 11.1890 images/s [05/15 21:34:29] ppdet.engine INFO: Epoch: [62] [7000/7329] learning_rate: 0.000100 loss_class: 0.656929 loss_bbox: 0.161455 loss_giou: 0.448367 loss_class_aux: 2.736656 loss_bbox_aux: 0.696767 loss_giou_aux: 1.947287 loss_class_dn: 0.364300 loss_bbox_dn: 0.163923 loss_giou_dn: 0.416255 loss_class_aux_dn: 1.181525 loss_bbox_aux_dn: 0.642004 loss_giou_aux_dn: 1.431648 loss: 11.363304 eta: 6:39:31 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2557 images/s [05/15 21:35:47] ppdet.engine INFO: Epoch: [62] [7200/7329] learning_rate: 0.000100 loss_class: 0.638121 loss_bbox: 0.153189 loss_giou: 0.435907 loss_class_aux: 2.696433 loss_bbox_aux: 0.656974 loss_giou_aux: 1.892872 loss_class_dn: 0.354772 loss_bbox_dn: 0.161638 loss_giou_dn: 0.410561 loss_class_aux_dn: 1.186782 loss_bbox_aux_dn: 0.608720 loss_giou_aux_dn: 1.444198 loss: 11.146950 eta: 6:38:18 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3120 images/s [05/15 21:36:40] ppdet.engine INFO: Eval iter: 0 [05/15 21:36:47] ppdet.engine INFO: Eval iter: 100 [05/15 21:36:54] ppdet.engine INFO: Eval iter: 200 [05/15 21:37:01] ppdet.engine INFO: Eval iter: 300 [05/15 21:37:08] ppdet.engine INFO: Eval iter: 400 [05/15 21:37:15] ppdet.engine INFO: Eval iter: 500 [05/15 21:37:23] ppdet.engine INFO: Eval iter: 600 [05/15 21:37:29] ppdet.engine INFO: Eval iter: 700 [05/15 21:37:36] ppdet.engine INFO: Eval iter: 800 [05/15 21:37:43] ppdet.engine INFO: Eval iter: 900 [05/15 21:37:50] ppdet.engine INFO: Eval iter: 1000 [05/15 21:37:57] ppdet.engine INFO: Eval iter: 1100 [05/15 21:38:03] ppdet.engine INFO: Eval iter: 1200 [05/15 21:38:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 21:38:28] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.38s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=100.74s). Accumulating evaluation results... DONE (t=22.69s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.487 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.664 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.658 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 ] = 0.629 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 ] = 0.503 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 ] = 0.865 [05/15 21:40:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 56.65813425129608 [05/15 21:40:49] ppdet.engine INFO: Best test bbox ap is 0.487. [05/15 21:40:52] ppdet.engine INFO: Epoch: [63] [ 0/7329] learning_rate: 0.000100 loss_class: 0.614113 loss_bbox: 0.146113 loss_giou: 0.403302 loss_class_aux: 2.632601 loss_bbox_aux: 0.665358 loss_giou_aux: 1.744081 loss_class_dn: 0.340905 loss_bbox_dn: 0.163378 loss_giou_dn: 0.376486 loss_class_aux_dn: 1.135145 loss_bbox_aux_dn: 0.599150 loss_giou_aux_dn: 1.322000 loss: 10.455812 eta: 6:37:31 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3441 images/s [05/15 21:42:13] ppdet.engine INFO: Epoch: [63] [ 200/7329] learning_rate: 0.000100 loss_class: 0.656159 loss_bbox: 0.144109 loss_giou: 0.420613 loss_class_aux: 2.740326 loss_bbox_aux: 0.649301 loss_giou_aux: 1.787152 loss_class_dn: 0.353512 loss_bbox_dn: 0.160050 loss_giou_dn: 0.403503 loss_class_aux_dn: 1.216473 loss_bbox_aux_dn: 0.612325 loss_giou_aux_dn: 1.408784 loss: 11.099752 eta: 6:36:19 batch_cost: 0.3621 data_cost: 0.0008 ips: 11.0479 images/s [05/15 21:43:33] ppdet.engine INFO: Epoch: [63] [ 400/7329] learning_rate: 0.000100 loss_class: 0.636581 loss_bbox: 0.144799 loss_giou: 0.463092 loss_class_aux: 2.710706 loss_bbox_aux: 0.670261 loss_giou_aux: 1.967634 loss_class_dn: 0.359491 loss_bbox_dn: 0.170747 loss_giou_dn: 0.409991 loss_class_aux_dn: 1.211896 loss_bbox_aux_dn: 0.628045 loss_giou_aux_dn: 1.421893 loss: 10.885859 eta: 6:35:07 batch_cost: 0.3612 data_cost: 0.0008 ips: 11.0744 images/s [05/15 21:44:54] ppdet.engine INFO: Epoch: [63] [ 600/7329] learning_rate: 0.000100 loss_class: 0.638994 loss_bbox: 0.142694 loss_giou: 0.391809 loss_class_aux: 2.635127 loss_bbox_aux: 0.636308 loss_giou_aux: 1.723227 loss_class_dn: 0.336007 loss_bbox_dn: 0.153656 loss_giou_dn: 0.390276 loss_class_aux_dn: 1.107201 loss_bbox_aux_dn: 0.586034 loss_giou_aux_dn: 1.342998 loss: 10.413441 eta: 6:33:55 batch_cost: 0.3621 data_cost: 0.0008 ips: 11.0480 images/s [05/15 21:46:15] ppdet.engine INFO: Epoch: [63] [ 800/7329] learning_rate: 0.000100 loss_class: 0.658086 loss_bbox: 0.146056 loss_giou: 0.431063 loss_class_aux: 2.758280 loss_bbox_aux: 0.679168 loss_giou_aux: 1.802764 loss_class_dn: 0.345165 loss_bbox_dn: 0.164838 loss_giou_dn: 0.382386 loss_class_aux_dn: 1.117394 loss_bbox_aux_dn: 0.609328 loss_giou_aux_dn: 1.366969 loss: 10.790167 eta: 6:32:42 batch_cost: 0.3652 data_cost: 0.0008 ips: 10.9521 images/s [05/15 21:47:35] ppdet.engine INFO: Epoch: [63] [1000/7329] learning_rate: 0.000100 loss_class: 0.626883 loss_bbox: 0.141093 loss_giou: 0.415771 loss_class_aux: 2.709411 loss_bbox_aux: 0.627977 loss_giou_aux: 1.814918 loss_class_dn: 0.347608 loss_bbox_dn: 0.147824 loss_giou_dn: 0.386493 loss_class_aux_dn: 1.152324 loss_bbox_aux_dn: 0.576460 loss_giou_aux_dn: 1.340807 loss: 10.435790 eta: 6:31:30 batch_cost: 0.3578 data_cost: 0.0008 ips: 11.1798 images/s [05/15 21:48:54] ppdet.engine INFO: Epoch: [63] [1200/7329] learning_rate: 0.000100 loss_class: 0.617262 loss_bbox: 0.139264 loss_giou: 0.400390 loss_class_aux: 2.637957 loss_bbox_aux: 0.632127 loss_giou_aux: 1.666407 loss_class_dn: 0.333209 loss_bbox_dn: 0.146681 loss_giou_dn: 0.373524 loss_class_aux_dn: 1.095904 loss_bbox_aux_dn: 0.547370 loss_giou_aux_dn: 1.298664 loss: 9.916405 eta: 6:30:17 batch_cost: 0.3592 data_cost: 0.0008 ips: 11.1369 images/s [05/15 21:50:14] ppdet.engine INFO: Epoch: [63] [1400/7329] learning_rate: 0.000100 loss_class: 0.578847 loss_bbox: 0.141502 loss_giou: 0.408270 loss_class_aux: 2.530223 loss_bbox_aux: 0.610469 loss_giou_aux: 1.702443 loss_class_dn: 0.323386 loss_bbox_dn: 0.150934 loss_giou_dn: 0.382695 loss_class_aux_dn: 1.091719 loss_bbox_aux_dn: 0.578723 loss_giou_aux_dn: 1.301322 loss: 9.979590 eta: 6:29:05 batch_cost: 0.3579 data_cost: 0.0008 ips: 11.1750 images/s [05/15 21:51:34] ppdet.engine INFO: Epoch: [63] [1600/7329] learning_rate: 0.000100 loss_class: 0.616234 loss_bbox: 0.134699 loss_giou: 0.384548 loss_class_aux: 2.570746 loss_bbox_aux: 0.609616 loss_giou_aux: 1.640417 loss_class_dn: 0.325127 loss_bbox_dn: 0.151868 loss_giou_dn: 0.370817 loss_class_aux_dn: 1.077921 loss_bbox_aux_dn: 0.599952 loss_giou_aux_dn: 1.296144 loss: 9.929951 eta: 6:27:53 batch_cost: 0.3594 data_cost: 0.0008 ips: 11.1285 images/s [05/15 21:52:54] ppdet.engine INFO: Epoch: [63] [1800/7329] learning_rate: 0.000100 loss_class: 0.601607 loss_bbox: 0.126024 loss_giou: 0.362720 loss_class_aux: 2.567436 loss_bbox_aux: 0.572584 loss_giou_aux: 1.583726 loss_class_dn: 0.322510 loss_bbox_dn: 0.140688 loss_giou_dn: 0.357594 loss_class_aux_dn: 1.076025 loss_bbox_aux_dn: 0.536363 loss_giou_aux_dn: 1.241648 loss: 10.125413 eta: 6:26:40 batch_cost: 0.3596 data_cost: 0.0008 ips: 11.1238 images/s [05/15 21:54:13] ppdet.engine INFO: Epoch: [63] [2000/7329] learning_rate: 0.000100 loss_class: 0.642094 loss_bbox: 0.142258 loss_giou: 0.422753 loss_class_aux: 2.728786 loss_bbox_aux: 0.636410 loss_giou_aux: 1.819566 loss_class_dn: 0.357036 loss_bbox_dn: 0.142389 loss_giou_dn: 0.417876 loss_class_aux_dn: 1.162845 loss_bbox_aux_dn: 0.548567 loss_giou_aux_dn: 1.440132 loss: 10.654135 eta: 6:25:28 batch_cost: 0.3580 data_cost: 0.0008 ips: 11.1742 images/s [05/15 21:55:32] ppdet.engine INFO: Epoch: [63] [2200/7329] learning_rate: 0.000100 loss_class: 0.648954 loss_bbox: 0.143376 loss_giou: 0.444030 loss_class_aux: 2.671100 loss_bbox_aux: 0.632643 loss_giou_aux: 1.881891 loss_class_dn: 0.361906 loss_bbox_dn: 0.152340 loss_giou_dn: 0.395403 loss_class_aux_dn: 1.165521 loss_bbox_aux_dn: 0.596841 loss_giou_aux_dn: 1.389399 loss: 10.793573 eta: 6:24:15 batch_cost: 0.3560 data_cost: 0.0008 ips: 11.2355 images/s [05/15 21:56:52] ppdet.engine INFO: Epoch: [63] [2400/7329] learning_rate: 0.000100 loss_class: 0.611481 loss_bbox: 0.143101 loss_giou: 0.380004 loss_class_aux: 2.590227 loss_bbox_aux: 0.641889 loss_giou_aux: 1.579230 loss_class_dn: 0.327546 loss_bbox_dn: 0.156165 loss_giou_dn: 0.363366 loss_class_aux_dn: 1.079771 loss_bbox_aux_dn: 0.587613 loss_giou_aux_dn: 1.278574 loss: 10.132979 eta: 6:23:03 batch_cost: 0.3608 data_cost: 0.0008 ips: 11.0877 images/s [05/15 21:58:12] ppdet.engine INFO: Epoch: [63] [2600/7329] learning_rate: 0.000100 loss_class: 0.670262 loss_bbox: 0.152317 loss_giou: 0.404631 loss_class_aux: 2.864531 loss_bbox_aux: 0.679261 loss_giou_aux: 1.783912 loss_class_dn: 0.350695 loss_bbox_dn: 0.162399 loss_giou_dn: 0.398385 loss_class_aux_dn: 1.145563 loss_bbox_aux_dn: 0.608968 loss_giou_aux_dn: 1.410017 loss: 11.377405 eta: 6:21:51 batch_cost: 0.3581 data_cost: 0.0008 ips: 11.1694 images/s [05/15 21:59:31] ppdet.engine INFO: Epoch: [63] [2800/7329] learning_rate: 0.000100 loss_class: 0.647395 loss_bbox: 0.144425 loss_giou: 0.425344 loss_class_aux: 2.813824 loss_bbox_aux: 0.652165 loss_giou_aux: 1.797583 loss_class_dn: 0.361430 loss_bbox_dn: 0.162745 loss_giou_dn: 0.387817 loss_class_aux_dn: 1.202160 loss_bbox_aux_dn: 0.603161 loss_giou_aux_dn: 1.351328 loss: 10.609440 eta: 6:20:38 batch_cost: 0.3572 data_cost: 0.0008 ips: 11.1998 images/s [05/15 22:00:51] ppdet.engine INFO: Epoch: [63] [3000/7329] learning_rate: 0.000100 loss_class: 0.643086 loss_bbox: 0.149404 loss_giou: 0.416413 loss_class_aux: 2.684306 loss_bbox_aux: 0.636829 loss_giou_aux: 1.791594 loss_class_dn: 0.360889 loss_bbox_dn: 0.156035 loss_giou_dn: 0.399858 loss_class_aux_dn: 1.154159 loss_bbox_aux_dn: 0.584744 loss_giou_aux_dn: 1.397302 loss: 10.991661 eta: 6:19:26 batch_cost: 0.3580 data_cost: 0.0008 ips: 11.1721 images/s [05/15 22:02:10] ppdet.engine INFO: Epoch: [63] [3200/7329] learning_rate: 0.000100 loss_class: 0.595970 loss_bbox: 0.137244 loss_giou: 0.397924 loss_class_aux: 2.556815 loss_bbox_aux: 0.611565 loss_giou_aux: 1.741418 loss_class_dn: 0.348406 loss_bbox_dn: 0.136217 loss_giou_dn: 0.397090 loss_class_aux_dn: 1.161267 loss_bbox_aux_dn: 0.534723 loss_giou_aux_dn: 1.354792 loss: 10.430015 eta: 6:18:13 batch_cost: 0.3565 data_cost: 0.0008 ips: 11.2195 images/s [05/15 22:03:29] ppdet.engine INFO: Epoch: [63] [3400/7329] learning_rate: 0.000100 loss_class: 0.675287 loss_bbox: 0.139826 loss_giou: 0.432877 loss_class_aux: 2.899616 loss_bbox_aux: 0.607229 loss_giou_aux: 1.854200 loss_class_dn: 0.367126 loss_bbox_dn: 0.154157 loss_giou_dn: 0.399111 loss_class_aux_dn: 1.218794 loss_bbox_aux_dn: 0.551095 loss_giou_aux_dn: 1.360736 loss: 11.098701 eta: 6:17:01 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2323 images/s [05/15 22:04:49] ppdet.engine INFO: Epoch: [63] [3600/7329] learning_rate: 0.000100 loss_class: 0.676016 loss_bbox: 0.145405 loss_giou: 0.409185 loss_class_aux: 2.798739 loss_bbox_aux: 0.646633 loss_giou_aux: 1.739282 loss_class_dn: 0.351677 loss_bbox_dn: 0.162528 loss_giou_dn: 0.394734 loss_class_aux_dn: 1.158576 loss_bbox_aux_dn: 0.600792 loss_giou_aux_dn: 1.354604 loss: 10.578947 eta: 6:15:48 batch_cost: 0.3590 data_cost: 0.0008 ips: 11.1411 images/s [05/15 22:06:08] ppdet.engine INFO: Epoch: [63] [3800/7329] learning_rate: 0.000100 loss_class: 0.556647 loss_bbox: 0.130687 loss_giou: 0.360236 loss_class_aux: 2.377654 loss_bbox_aux: 0.578070 loss_giou_aux: 1.548312 loss_class_dn: 0.305287 loss_bbox_dn: 0.139778 loss_giou_dn: 0.347100 loss_class_aux_dn: 1.012599 loss_bbox_aux_dn: 0.528889 loss_giou_aux_dn: 1.245315 loss: 9.381254 eta: 6:14:36 batch_cost: 0.3557 data_cost: 0.0008 ips: 11.2457 images/s [05/15 22:07:28] ppdet.engine INFO: Epoch: [63] [4000/7329] learning_rate: 0.000100 loss_class: 0.615602 loss_bbox: 0.141813 loss_giou: 0.394136 loss_class_aux: 2.694546 loss_bbox_aux: 0.622507 loss_giou_aux: 1.682337 loss_class_dn: 0.336435 loss_bbox_dn: 0.148371 loss_giou_dn: 0.367776 loss_class_aux_dn: 1.111627 loss_bbox_aux_dn: 0.563224 loss_giou_aux_dn: 1.255404 loss: 10.318224 eta: 6:13:24 batch_cost: 0.3588 data_cost: 0.0008 ips: 11.1479 images/s [05/15 22:08:47] ppdet.engine INFO: Epoch: [63] [4200/7329] learning_rate: 0.000100 loss_class: 0.655758 loss_bbox: 0.147269 loss_giou: 0.433357 loss_class_aux: 2.825121 loss_bbox_aux: 0.662727 loss_giou_aux: 1.852478 loss_class_dn: 0.372944 loss_bbox_dn: 0.152317 loss_giou_dn: 0.418001 loss_class_aux_dn: 1.234725 loss_bbox_aux_dn: 0.591636 loss_giou_aux_dn: 1.447677 loss: 11.253416 eta: 6:12:11 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2337 images/s [05/15 22:10:06] ppdet.engine INFO: Epoch: [63] [4400/7329] learning_rate: 0.000100 loss_class: 0.676299 loss_bbox: 0.154580 loss_giou: 0.433756 loss_class_aux: 2.894232 loss_bbox_aux: 0.681949 loss_giou_aux: 1.904301 loss_class_dn: 0.369148 loss_bbox_dn: 0.164544 loss_giou_dn: 0.416243 loss_class_aux_dn: 1.209578 loss_bbox_aux_dn: 0.627421 loss_giou_aux_dn: 1.429567 loss: 11.360917 eta: 6:10:59 batch_cost: 0.3544 data_cost: 0.0008 ips: 11.2883 images/s [05/15 22:11:26] ppdet.engine INFO: Epoch: [63] [4600/7329] learning_rate: 0.000100 loss_class: 0.661639 loss_bbox: 0.147553 loss_giou: 0.471534 loss_class_aux: 2.797347 loss_bbox_aux: 0.673526 loss_giou_aux: 2.022162 loss_class_dn: 0.363287 loss_bbox_dn: 0.157548 loss_giou_dn: 0.432021 loss_class_aux_dn: 1.194851 loss_bbox_aux_dn: 0.603925 loss_giou_aux_dn: 1.509773 loss: 11.359575 eta: 6:09:46 batch_cost: 0.3581 data_cost: 0.0008 ips: 11.1700 images/s [05/15 22:12:44] ppdet.engine INFO: Epoch: [63] [4800/7329] learning_rate: 0.000100 loss_class: 0.593400 loss_bbox: 0.143122 loss_giou: 0.374877 loss_class_aux: 2.496998 loss_bbox_aux: 0.625549 loss_giou_aux: 1.617627 loss_class_dn: 0.317975 loss_bbox_dn: 0.150091 loss_giou_dn: 0.356928 loss_class_aux_dn: 1.050392 loss_bbox_aux_dn: 0.565277 loss_giou_aux_dn: 1.195911 loss: 9.399601 eta: 6:08:34 batch_cost: 0.3539 data_cost: 0.0008 ips: 11.3039 images/s [05/15 22:14:03] ppdet.engine INFO: Epoch: [63] [5000/7329] learning_rate: 0.000100 loss_class: 0.602306 loss_bbox: 0.138602 loss_giou: 0.397631 loss_class_aux: 2.628601 loss_bbox_aux: 0.596923 loss_giou_aux: 1.728446 loss_class_dn: 0.335164 loss_bbox_dn: 0.149801 loss_giou_dn: 0.373619 loss_class_aux_dn: 1.098792 loss_bbox_aux_dn: 0.582127 loss_giou_aux_dn: 1.320353 loss: 10.249996 eta: 6:07:21 batch_cost: 0.3557 data_cost: 0.0008 ips: 11.2445 images/s [05/15 22:15:23] ppdet.engine INFO: Epoch: [63] [5200/7329] learning_rate: 0.000100 loss_class: 0.623838 loss_bbox: 0.157282 loss_giou: 0.434571 loss_class_aux: 2.726675 loss_bbox_aux: 0.696313 loss_giou_aux: 1.832426 loss_class_dn: 0.338261 loss_bbox_dn: 0.150188 loss_giou_dn: 0.389465 loss_class_aux_dn: 1.114096 loss_bbox_aux_dn: 0.563526 loss_giou_aux_dn: 1.378994 loss: 10.175177 eta: 6:06:09 batch_cost: 0.3572 data_cost: 0.0008 ips: 11.1978 images/s [05/15 22:16:42] ppdet.engine INFO: Epoch: [63] [5400/7329] learning_rate: 0.000100 loss_class: 0.650669 loss_bbox: 0.147951 loss_giou: 0.429872 loss_class_aux: 2.721483 loss_bbox_aux: 0.655678 loss_giou_aux: 1.827784 loss_class_dn: 0.357826 loss_bbox_dn: 0.155476 loss_giou_dn: 0.397516 loss_class_aux_dn: 1.154764 loss_bbox_aux_dn: 0.591310 loss_giou_aux_dn: 1.386220 loss: 10.609798 eta: 6:04:56 batch_cost: 0.3579 data_cost: 0.0008 ips: 11.1761 images/s [05/15 22:18:02] ppdet.engine INFO: Epoch: [63] [5600/7329] learning_rate: 0.000100 loss_class: 0.648901 loss_bbox: 0.151045 loss_giou: 0.404057 loss_class_aux: 2.694607 loss_bbox_aux: 0.683447 loss_giou_aux: 1.680568 loss_class_dn: 0.348419 loss_bbox_dn: 0.161344 loss_giou_dn: 0.396210 loss_class_aux_dn: 1.150934 loss_bbox_aux_dn: 0.578016 loss_giou_aux_dn: 1.378769 loss: 11.018225 eta: 6:03:44 batch_cost: 0.3571 data_cost: 0.0008 ips: 11.2024 images/s [05/15 22:19:21] ppdet.engine INFO: Epoch: [63] [5800/7329] learning_rate: 0.000100 loss_class: 0.658913 loss_bbox: 0.127777 loss_giou: 0.397373 loss_class_aux: 2.691265 loss_bbox_aux: 0.575493 loss_giou_aux: 1.736250 loss_class_dn: 0.332921 loss_bbox_dn: 0.143002 loss_giou_dn: 0.382667 loss_class_aux_dn: 1.116159 loss_bbox_aux_dn: 0.525107 loss_giou_aux_dn: 1.324286 loss: 10.321154 eta: 6:02:32 batch_cost: 0.3566 data_cost: 0.0008 ips: 11.2165 images/s [05/15 22:20:41] ppdet.engine INFO: Epoch: [63] [6000/7329] learning_rate: 0.000100 loss_class: 0.663765 loss_bbox: 0.151315 loss_giou: 0.434300 loss_class_aux: 2.863797 loss_bbox_aux: 0.669594 loss_giou_aux: 1.839334 loss_class_dn: 0.361248 loss_bbox_dn: 0.169769 loss_giou_dn: 0.404348 loss_class_aux_dn: 1.200605 loss_bbox_aux_dn: 0.640712 loss_giou_aux_dn: 1.408651 loss: 11.472425 eta: 6:01:19 batch_cost: 0.3599 data_cost: 0.0008 ips: 11.1136 images/s [05/15 22:21:59] ppdet.engine INFO: Epoch: [63] [6200/7329] learning_rate: 0.000100 loss_class: 0.572093 loss_bbox: 0.127393 loss_giou: 0.320295 loss_class_aux: 2.467474 loss_bbox_aux: 0.581861 loss_giou_aux: 1.407867 loss_class_dn: 0.297579 loss_bbox_dn: 0.147555 loss_giou_dn: 0.323679 loss_class_aux_dn: 0.990855 loss_bbox_aux_dn: 0.566914 loss_giou_aux_dn: 1.157401 loss: 9.556981 eta: 6:00:07 batch_cost: 0.3527 data_cost: 0.0008 ips: 11.3408 images/s [05/15 22:23:19] ppdet.engine INFO: Epoch: [63] [6400/7329] learning_rate: 0.000100 loss_class: 0.599518 loss_bbox: 0.146175 loss_giou: 0.410905 loss_class_aux: 2.554439 loss_bbox_aux: 0.623361 loss_giou_aux: 1.759368 loss_class_dn: 0.331808 loss_bbox_dn: 0.155934 loss_giou_dn: 0.370477 loss_class_aux_dn: 1.083796 loss_bbox_aux_dn: 0.578115 loss_giou_aux_dn: 1.300889 loss: 10.027995 eta: 5:58:54 batch_cost: 0.3597 data_cost: 0.0008 ips: 11.1216 images/s [05/15 22:24:39] ppdet.engine INFO: Epoch: [63] [6600/7329] learning_rate: 0.000100 loss_class: 0.671407 loss_bbox: 0.150825 loss_giou: 0.434665 loss_class_aux: 2.847233 loss_bbox_aux: 0.676516 loss_giou_aux: 1.844583 loss_class_dn: 0.372742 loss_bbox_dn: 0.168272 loss_giou_dn: 0.409544 loss_class_aux_dn: 1.229282 loss_bbox_aux_dn: 0.644949 loss_giou_aux_dn: 1.441302 loss: 11.730888 eta: 5:57:42 batch_cost: 0.3593 data_cost: 0.0008 ips: 11.1323 images/s [05/15 22:25:58] ppdet.engine INFO: Epoch: [63] [6800/7329] learning_rate: 0.000100 loss_class: 0.656654 loss_bbox: 0.142872 loss_giou: 0.446255 loss_class_aux: 2.816563 loss_bbox_aux: 0.612462 loss_giou_aux: 1.953010 loss_class_dn: 0.370811 loss_bbox_dn: 0.157798 loss_giou_dn: 0.430078 loss_class_aux_dn: 1.185852 loss_bbox_aux_dn: 0.595431 loss_giou_aux_dn: 1.480511 loss: 11.104136 eta: 5:56:29 batch_cost: 0.3548 data_cost: 0.0008 ips: 11.2726 images/s [05/15 22:27:17] ppdet.engine INFO: Epoch: [63] [7000/7329] learning_rate: 0.000100 loss_class: 0.635299 loss_bbox: 0.155554 loss_giou: 0.400642 loss_class_aux: 2.731248 loss_bbox_aux: 0.690295 loss_giou_aux: 1.680824 loss_class_dn: 0.339870 loss_bbox_dn: 0.153164 loss_giou_dn: 0.380819 loss_class_aux_dn: 1.124635 loss_bbox_aux_dn: 0.584008 loss_giou_aux_dn: 1.351856 loss: 10.636589 eta: 5:55:17 batch_cost: 0.3573 data_cost: 0.0008 ips: 11.1941 images/s [05/15 22:28:37] ppdet.engine INFO: Epoch: [63] [7200/7329] learning_rate: 0.000100 loss_class: 0.572111 loss_bbox: 0.145670 loss_giou: 0.357155 loss_class_aux: 2.411241 loss_bbox_aux: 0.629331 loss_giou_aux: 1.565680 loss_class_dn: 0.307071 loss_bbox_dn: 0.162488 loss_giou_dn: 0.337054 loss_class_aux_dn: 1.034474 loss_bbox_aux_dn: 0.572719 loss_giou_aux_dn: 1.181244 loss: 9.426309 eta: 5:54:05 batch_cost: 0.3610 data_cost: 0.0008 ips: 11.0794 images/s [05/15 22:29:31] ppdet.engine INFO: Eval iter: 0 [05/15 22:29:38] ppdet.engine INFO: Eval iter: 100 [05/15 22:29:44] ppdet.engine INFO: Eval iter: 200 [05/15 22:29:51] ppdet.engine INFO: Eval iter: 300 [05/15 22:29:57] ppdet.engine INFO: Eval iter: 400 [05/15 22:30:04] ppdet.engine INFO: Eval iter: 500 [05/15 22:30:10] ppdet.engine INFO: Eval iter: 600 [05/15 22:30:16] ppdet.engine INFO: Eval iter: 700 [05/15 22:30:23] ppdet.engine INFO: Eval iter: 800 [05/15 22:30:29] ppdet.engine INFO: Eval iter: 900 [05/15 22:30:37] ppdet.engine INFO: Eval iter: 1000 [05/15 22:30:43] ppdet.engine INFO: Eval iter: 1100 [05/15 22:30:49] ppdet.engine INFO: Eval iter: 1200 [05/15 22:31:14] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/15 22:31:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.90s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=100.44s). Accumulating evaluation results... DONE (t=22.25s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.487 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.664 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.307 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.658 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 ] = 0.629 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 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864 [05/15 22:33:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 59.91427314613812 [05/15 22:33:34] ppdet.engine INFO: Best test bbox ap is 0.487. [05/15 22:33:35] ppdet.engine INFO: Epoch: [64] [ 0/7329] learning_rate: 0.000100 loss_class: 0.586959 loss_bbox: 0.146265 loss_giou: 0.361510 loss_class_aux: 2.534477 loss_bbox_aux: 0.644583 loss_giou_aux: 1.586638 loss_class_dn: 0.316377 loss_bbox_dn: 0.151039 loss_giou_dn: 0.345730 loss_class_aux_dn: 1.055467 loss_bbox_aux_dn: 0.571365 loss_giou_aux_dn: 1.224530 loss: 9.738028 eta: 5:53:18 batch_cost: 0.3585 data_cost: 0.0008 ips: 11.1591 images/s [05/15 22:34:55] ppdet.engine INFO: Epoch: [64] [ 200/7329] learning_rate: 0.000100 loss_class: 0.660236 loss_bbox: 0.147601 loss_giou: 0.439331 loss_class_aux: 2.770135 loss_bbox_aux: 0.662186 loss_giou_aux: 1.930223 loss_class_dn: 0.354794 loss_bbox_dn: 0.157984 loss_giou_dn: 0.415419 loss_class_aux_dn: 1.164022 loss_bbox_aux_dn: 0.590731 loss_giou_aux_dn: 1.427648 loss: 11.041564 eta: 5:52:06 batch_cost: 0.3587 data_cost: 0.0007 ips: 11.1511 images/s [05/15 22:36:15] ppdet.engine INFO: Epoch: [64] [ 400/7329] learning_rate: 0.000100 loss_class: 0.636786 loss_bbox: 0.143874 loss_giou: 0.418164 loss_class_aux: 2.665797 loss_bbox_aux: 0.668800 loss_giou_aux: 1.796200 loss_class_dn: 0.336723 loss_bbox_dn: 0.147688 loss_giou_dn: 0.389522 loss_class_aux_dn: 1.113029 loss_bbox_aux_dn: 0.584922 loss_giou_aux_dn: 1.344966 loss: 10.345731 eta: 5:50:53 batch_cost: 0.3615 data_cost: 0.0007 ips: 11.0648 images/s [05/15 22:37:34] ppdet.engine INFO: Epoch: [64] [ 600/7329] learning_rate: 0.000100 loss_class: 0.672114 loss_bbox: 0.139484 loss_giou: 0.446502 loss_class_aux: 2.900761 loss_bbox_aux: 0.629662 loss_giou_aux: 1.908552 loss_class_dn: 0.370589 loss_bbox_dn: 0.152801 loss_giou_dn: 0.422548 loss_class_aux_dn: 1.215538 loss_bbox_aux_dn: 0.563678 loss_giou_aux_dn: 1.447633 loss: 11.138719 eta: 5:49:41 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2487 images/s [05/15 22:38:53] ppdet.engine INFO: Epoch: [64] [ 800/7329] learning_rate: 0.000100 loss_class: 0.645812 loss_bbox: 0.147696 loss_giou: 0.391905 loss_class_aux: 2.759207 loss_bbox_aux: 0.679864 loss_giou_aux: 1.736630 loss_class_dn: 0.342073 loss_bbox_dn: 0.174245 loss_giou_dn: 0.383758 loss_class_aux_dn: 1.133222 loss_bbox_aux_dn: 0.651872 loss_giou_aux_dn: 1.328699 loss: 10.475642 eta: 5:48:28 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1880 images/s [05/15 22:40:14] ppdet.engine INFO: Epoch: [64] [1000/7329] learning_rate: 0.000100 loss_class: 0.650324 loss_bbox: 0.138823 loss_giou: 0.400013 loss_class_aux: 2.807740 loss_bbox_aux: 0.623964 loss_giou_aux: 1.748001 loss_class_dn: 0.350870 loss_bbox_dn: 0.148999 loss_giou_dn: 0.407797 loss_class_aux_dn: 1.151255 loss_bbox_aux_dn: 0.577347 loss_giou_aux_dn: 1.409225 loss: 10.600433 eta: 5:47:16 batch_cost: 0.3622 data_cost: 0.0007 ips: 11.0444 images/s [05/15 22:41:33] ppdet.engine INFO: Epoch: [64] [1200/7329] learning_rate: 0.000100 loss_class: 0.587351 loss_bbox: 0.138218 loss_giou: 0.342516 loss_class_aux: 2.537899 loss_bbox_aux: 0.636111 loss_giou_aux: 1.553808 loss_class_dn: 0.303323 loss_bbox_dn: 0.150544 loss_giou_dn: 0.335836 loss_class_aux_dn: 1.012791 loss_bbox_aux_dn: 0.557444 loss_giou_aux_dn: 1.187859 loss: 9.605225 eta: 5:46:04 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2324 images/s [05/15 22:42:53] ppdet.engine INFO: Epoch: [64] [1400/7329] learning_rate: 0.000100 loss_class: 0.646766 loss_bbox: 0.157601 loss_giou: 0.411357 loss_class_aux: 2.751230 loss_bbox_aux: 0.704139 loss_giou_aux: 1.777617 loss_class_dn: 0.358293 loss_bbox_dn: 0.164735 loss_giou_dn: 0.394500 loss_class_aux_dn: 1.169573 loss_bbox_aux_dn: 0.620202 loss_giou_aux_dn: 1.378557 loss: 10.863011 eta: 5:44:51 batch_cost: 0.3640 data_cost: 0.0007 ips: 10.9899 images/s [05/15 22:44:14] ppdet.engine INFO: Epoch: [64] [1600/7329] learning_rate: 0.000100 loss_class: 0.627798 loss_bbox: 0.136914 loss_giou: 0.392928 loss_class_aux: 2.654770 loss_bbox_aux: 0.622484 loss_giou_aux: 1.692655 loss_class_dn: 0.324542 loss_bbox_dn: 0.158999 loss_giou_dn: 0.373424 loss_class_aux_dn: 1.069178 loss_bbox_aux_dn: 0.609650 loss_giou_aux_dn: 1.322186 loss: 10.394857 eta: 5:43:39 batch_cost: 0.3663 data_cost: 0.0007 ips: 10.9201 images/s [05/15 22:45:33] ppdet.engine INFO: Epoch: [64] [1800/7329] learning_rate: 0.000100 loss_class: 0.584411 loss_bbox: 0.132359 loss_giou: 0.349632 loss_class_aux: 2.564683 loss_bbox_aux: 0.600522 loss_giou_aux: 1.533777 loss_class_dn: 0.302204 loss_bbox_dn: 0.147851 loss_giou_dn: 0.331742 loss_class_aux_dn: 1.040977 loss_bbox_aux_dn: 0.566275 loss_giou_aux_dn: 1.135840 loss: 9.439651 eta: 5:42:27 batch_cost: 0.3549 data_cost: 0.0008 ips: 11.2694 images/s [05/15 22:46:52] ppdet.engine INFO: Epoch: [64] [2000/7329] learning_rate: 0.000100 loss_class: 0.607809 loss_bbox: 0.133031 loss_giou: 0.371290 loss_class_aux: 2.592652 loss_bbox_aux: 0.610765 loss_giou_aux: 1.596011 loss_class_dn: 0.332772 loss_bbox_dn: 0.145048 loss_giou_dn: 0.354478 loss_class_aux_dn: 1.123814 loss_bbox_aux_dn: 0.548992 loss_giou_aux_dn: 1.288982 loss: 10.279152 eta: 5:41:14 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2203 images/s [05/15 22:48:12] ppdet.engine INFO: Epoch: [64] [2200/7329] learning_rate: 0.000100 loss_class: 0.553563 loss_bbox: 0.133758 loss_giou: 0.358912 loss_class_aux: 2.425691 loss_bbox_aux: 0.589583 loss_giou_aux: 1.640714 loss_class_dn: 0.324391 loss_bbox_dn: 0.149544 loss_giou_dn: 0.358517 loss_class_aux_dn: 1.050580 loss_bbox_aux_dn: 0.565626 loss_giou_aux_dn: 1.221161 loss: 9.915331 eta: 5:40:02 batch_cost: 0.3578 data_cost: 0.0008 ips: 11.1787 images/s [05/15 22:49:31] ppdet.engine INFO: Epoch: [64] [2400/7329] learning_rate: 0.000100 loss_class: 0.574598 loss_bbox: 0.138002 loss_giou: 0.400955 loss_class_aux: 2.488799 loss_bbox_aux: 0.616869 loss_giou_aux: 1.683033 loss_class_dn: 0.340953 loss_bbox_dn: 0.135842 loss_giou_dn: 0.363022 loss_class_aux_dn: 1.108208 loss_bbox_aux_dn: 0.526482 loss_giou_aux_dn: 1.263179 loss: 10.470958 eta: 5:38:50 batch_cost: 0.3576 data_cost: 0.0007 ips: 11.1845 images/s [05/15 22:50:50] ppdet.engine INFO: Epoch: [64] [2600/7329] learning_rate: 0.000100 loss_class: 0.603250 loss_bbox: 0.133911 loss_giou: 0.396727 loss_class_aux: 2.545238 loss_bbox_aux: 0.609315 loss_giou_aux: 1.669706 loss_class_dn: 0.324844 loss_bbox_dn: 0.147772 loss_giou_dn: 0.370444 loss_class_aux_dn: 1.067300 loss_bbox_aux_dn: 0.578456 loss_giou_aux_dn: 1.312008 loss: 9.950837 eta: 5:37:37 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2743 images/s [05/15 22:52:09] ppdet.engine INFO: Epoch: [64] [2800/7329] learning_rate: 0.000100 loss_class: 0.589910 loss_bbox: 0.136607 loss_giou: 0.383635 loss_class_aux: 2.533135 loss_bbox_aux: 0.628383 loss_giou_aux: 1.680061 loss_class_dn: 0.315960 loss_bbox_dn: 0.155139 loss_giou_dn: 0.361016 loss_class_aux_dn: 1.046917 loss_bbox_aux_dn: 0.582271 loss_giou_aux_dn: 1.238334 loss: 9.585495 eta: 5:36:25 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2616 images/s [05/15 22:53:28] ppdet.engine INFO: Epoch: [64] [3000/7329] learning_rate: 0.000100 loss_class: 0.600386 loss_bbox: 0.141725 loss_giou: 0.343226 loss_class_aux: 2.584448 loss_bbox_aux: 0.618083 loss_giou_aux: 1.435711 loss_class_dn: 0.316219 loss_bbox_dn: 0.149676 loss_giou_dn: 0.329359 loss_class_aux_dn: 1.058809 loss_bbox_aux_dn: 0.576625 loss_giou_aux_dn: 1.165843 loss: 9.766458 eta: 5:35:12 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2227 images/s [05/15 22:54:47] ppdet.engine INFO: Epoch: [64] [3200/7329] learning_rate: 0.000100 loss_class: 0.602034 loss_bbox: 0.136672 loss_giou: 0.382642 loss_class_aux: 2.618906 loss_bbox_aux: 0.599671 loss_giou_aux: 1.633358 loss_class_dn: 0.351204 loss_bbox_dn: 0.148384 loss_giou_dn: 0.388723 loss_class_aux_dn: 1.163571 loss_bbox_aux_dn: 0.558119 loss_giou_aux_dn: 1.353450 loss: 10.432739 eta: 5:34:00 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1977 images/s [05/15 22:56:07] ppdet.engine INFO: Epoch: [64] [3400/7329] learning_rate: 0.000100 loss_class: 0.649971 loss_bbox: 0.137441 loss_giou: 0.414797 loss_class_aux: 2.749084 loss_bbox_aux: 0.623925 loss_giou_aux: 1.800988 loss_class_dn: 0.353421 loss_bbox_dn: 0.142632 loss_giou_dn: 0.401671 loss_class_aux_dn: 1.172851 loss_bbox_aux_dn: 0.556859 loss_giou_aux_dn: 1.414583 loss: 10.844240 eta: 5:32:47 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1879 images/s [05/15 22:57:26] ppdet.engine INFO: Epoch: [64] [3600/7329] learning_rate: 0.000100 loss_class: 0.619595 loss_bbox: 0.152251 loss_giou: 0.421866 loss_class_aux: 2.624877 loss_bbox_aux: 0.686105 loss_giou_aux: 1.793800 loss_class_dn: 0.338850 loss_bbox_dn: 0.154235 loss_giou_dn: 0.404807 loss_class_aux_dn: 1.115003 loss_bbox_aux_dn: 0.578056 loss_giou_aux_dn: 1.372656 loss: 10.644066 eta: 5:31:35 batch_cost: 0.3592 data_cost: 0.0007 ips: 11.1367 images/s [05/15 22:58:46] ppdet.engine INFO: Epoch: [64] [3800/7329] learning_rate: 0.000100 loss_class: 0.602268 loss_bbox: 0.142061 loss_giou: 0.404637 loss_class_aux: 2.566737 loss_bbox_aux: 0.632819 loss_giou_aux: 1.775597 loss_class_dn: 0.353431 loss_bbox_dn: 0.150470 loss_giou_dn: 0.378368 loss_class_aux_dn: 1.127981 loss_bbox_aux_dn: 0.566666 loss_giou_aux_dn: 1.331782 loss: 10.369758 eta: 5:30:23 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2147 images/s [05/15 23:00:04] ppdet.engine INFO: Epoch: [64] [4000/7329] learning_rate: 0.000100 loss_class: 0.575180 loss_bbox: 0.136990 loss_giou: 0.373850 loss_class_aux: 2.489582 loss_bbox_aux: 0.636113 loss_giou_aux: 1.624050 loss_class_dn: 0.328340 loss_bbox_dn: 0.143906 loss_giou_dn: 0.367112 loss_class_aux_dn: 1.072407 loss_bbox_aux_dn: 0.530275 loss_giou_aux_dn: 1.283777 loss: 9.999035 eta: 5:29:10 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2964 images/s [05/15 23:01:23] ppdet.engine INFO: Epoch: [64] [4200/7329] learning_rate: 0.000100 loss_class: 0.613786 loss_bbox: 0.152597 loss_giou: 0.407384 loss_class_aux: 2.597396 loss_bbox_aux: 0.679468 loss_giou_aux: 1.729385 loss_class_dn: 0.351781 loss_bbox_dn: 0.142391 loss_giou_dn: 0.389682 loss_class_aux_dn: 1.125437 loss_bbox_aux_dn: 0.547613 loss_giou_aux_dn: 1.308870 loss: 10.356318 eta: 5:27:58 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2391 images/s [05/15 23:02:42] ppdet.engine INFO: Epoch: [64] [4400/7329] learning_rate: 0.000100 loss_class: 0.635780 loss_bbox: 0.142415 loss_giou: 0.421303 loss_class_aux: 2.788399 loss_bbox_aux: 0.647303 loss_giou_aux: 1.770559 loss_class_dn: 0.350235 loss_bbox_dn: 0.154344 loss_giou_dn: 0.401273 loss_class_aux_dn: 1.147393 loss_bbox_aux_dn: 0.568688 loss_giou_aux_dn: 1.392425 loss: 11.086346 eta: 5:26:45 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3139 images/s [05/15 23:04:01] ppdet.engine INFO: Epoch: [64] [4600/7329] learning_rate: 0.000100 loss_class: 0.609318 loss_bbox: 0.127861 loss_giou: 0.357370 loss_class_aux: 2.601826 loss_bbox_aux: 0.558030 loss_giou_aux: 1.539876 loss_class_dn: 0.332974 loss_bbox_dn: 0.139339 loss_giou_dn: 0.346549 loss_class_aux_dn: 1.091059 loss_bbox_aux_dn: 0.515890 loss_giou_aux_dn: 1.237578 loss: 9.998251 eta: 5:25:33 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1878 images/s [05/15 23:05:20] ppdet.engine INFO: Epoch: [64] [4800/7329] learning_rate: 0.000100 loss_class: 0.636526 loss_bbox: 0.142174 loss_giou: 0.375397 loss_class_aux: 2.635848 loss_bbox_aux: 0.666534 loss_giou_aux: 1.707450 loss_class_dn: 0.345959 loss_bbox_dn: 0.154936 loss_giou_dn: 0.372285 loss_class_aux_dn: 1.139593 loss_bbox_aux_dn: 0.586227 loss_giou_aux_dn: 1.296721 loss: 10.766462 eta: 5:24:20 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2651 images/s [05/15 23:06:38] ppdet.engine INFO: Epoch: [64] [5000/7329] learning_rate: 0.000100 loss_class: 0.635943 loss_bbox: 0.133169 loss_giou: 0.377010 loss_class_aux: 2.711454 loss_bbox_aux: 0.611192 loss_giou_aux: 1.659990 loss_class_dn: 0.335504 loss_bbox_dn: 0.154226 loss_giou_dn: 0.373764 loss_class_aux_dn: 1.114839 loss_bbox_aux_dn: 0.589443 loss_giou_aux_dn: 1.293477 loss: 9.981659 eta: 5:23:08 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4120 images/s [05/15 23:07:57] ppdet.engine INFO: Epoch: [64] [5200/7329] learning_rate: 0.000100 loss_class: 0.558203 loss_bbox: 0.136139 loss_giou: 0.340703 loss_class_aux: 2.428552 loss_bbox_aux: 0.635343 loss_giou_aux: 1.482719 loss_class_dn: 0.302614 loss_bbox_dn: 0.141872 loss_giou_dn: 0.311436 loss_class_aux_dn: 1.026191 loss_bbox_aux_dn: 0.549385 loss_giou_aux_dn: 1.103920 loss: 9.698742 eta: 5:21:55 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2912 images/s [05/15 23:09:16] ppdet.engine INFO: Epoch: [64] [5400/7329] learning_rate: 0.000100 loss_class: 0.632785 loss_bbox: 0.142129 loss_giou: 0.373435 loss_class_aux: 2.678536 loss_bbox_aux: 0.650868 loss_giou_aux: 1.650769 loss_class_dn: 0.349679 loss_bbox_dn: 0.152899 loss_giou_dn: 0.385072 loss_class_aux_dn: 1.143402 loss_bbox_aux_dn: 0.589081 loss_giou_aux_dn: 1.347852 loss: 10.604876 eta: 5:20:43 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2349 images/s [05/15 23:10:36] ppdet.engine INFO: Epoch: [64] [5600/7329] learning_rate: 0.000100 loss_class: 0.609341 loss_bbox: 0.153225 loss_giou: 0.401042 loss_class_aux: 2.557971 loss_bbox_aux: 0.673944 loss_giou_aux: 1.679912 loss_class_dn: 0.345663 loss_bbox_dn: 0.156614 loss_giou_dn: 0.377646 loss_class_aux_dn: 1.134307 loss_bbox_aux_dn: 0.585357 loss_giou_aux_dn: 1.362549 loss: 10.329516 eta: 5:19:31 batch_cost: 0.3606 data_cost: 0.0007 ips: 11.0922 images/s [05/15 23:11:54] ppdet.engine INFO: Epoch: [64] [5800/7329] learning_rate: 0.000100 loss_class: 0.642189 loss_bbox: 0.143928 loss_giou: 0.392182 loss_class_aux: 2.750105 loss_bbox_aux: 0.614907 loss_giou_aux: 1.725124 loss_class_dn: 0.341521 loss_bbox_dn: 0.158368 loss_giou_dn: 0.393764 loss_class_aux_dn: 1.142517 loss_bbox_aux_dn: 0.598233 loss_giou_aux_dn: 1.376008 loss: 10.602478 eta: 5:18:18 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2817 images/s [05/15 23:13:12] ppdet.engine INFO: Epoch: [64] [6000/7329] learning_rate: 0.000100 loss_class: 0.630318 loss_bbox: 0.142657 loss_giou: 0.369836 loss_class_aux: 2.698104 loss_bbox_aux: 0.654484 loss_giou_aux: 1.613992 loss_class_dn: 0.322108 loss_bbox_dn: 0.163954 loss_giou_dn: 0.358603 loss_class_aux_dn: 1.067535 loss_bbox_aux_dn: 0.614324 loss_giou_aux_dn: 1.257265 loss: 10.327042 eta: 5:17:06 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4039 images/s [05/15 23:14:32] ppdet.engine INFO: Epoch: [64] [6200/7329] learning_rate: 0.000100 loss_class: 0.654771 loss_bbox: 0.146721 loss_giou: 0.406661 loss_class_aux: 2.664827 loss_bbox_aux: 0.652125 loss_giou_aux: 1.790154 loss_class_dn: 0.349360 loss_bbox_dn: 0.158496 loss_giou_dn: 0.412981 loss_class_aux_dn: 1.138682 loss_bbox_aux_dn: 0.597689 loss_giou_aux_dn: 1.393395 loss: 10.755541 eta: 5:15:53 batch_cost: 0.3587 data_cost: 0.0007 ips: 11.1508 images/s [05/15 23:15:51] ppdet.engine INFO: Epoch: [64] [6400/7329] learning_rate: 0.000100 loss_class: 0.635492 loss_bbox: 0.147483 loss_giou: 0.448563 loss_class_aux: 2.693225 loss_bbox_aux: 0.645922 loss_giou_aux: 1.939048 loss_class_dn: 0.369957 loss_bbox_dn: 0.148398 loss_giou_dn: 0.419042 loss_class_aux_dn: 1.205419 loss_bbox_aux_dn: 0.582962 loss_giou_aux_dn: 1.506805 loss: 11.135996 eta: 5:14:41 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2395 images/s [05/15 23:17:10] ppdet.engine INFO: Epoch: [64] [6600/7329] learning_rate: 0.000100 loss_class: 0.631677 loss_bbox: 0.150780 loss_giou: 0.388822 loss_class_aux: 2.678706 loss_bbox_aux: 0.662787 loss_giou_aux: 1.712842 loss_class_dn: 0.345941 loss_bbox_dn: 0.161387 loss_giou_dn: 0.378400 loss_class_aux_dn: 1.125228 loss_bbox_aux_dn: 0.616155 loss_giou_aux_dn: 1.323313 loss: 10.542777 eta: 5:13:28 batch_cost: 0.3562 data_cost: 0.0008 ips: 11.2312 images/s [05/15 23:18:29] ppdet.engine INFO: Epoch: [64] [6800/7329] learning_rate: 0.000100 loss_class: 0.522005 loss_bbox: 0.134428 loss_giou: 0.341828 loss_class_aux: 2.324837 loss_bbox_aux: 0.590405 loss_giou_aux: 1.469008 loss_class_dn: 0.292940 loss_bbox_dn: 0.141302 loss_giou_dn: 0.330038 loss_class_aux_dn: 0.977632 loss_bbox_aux_dn: 0.553248 loss_giou_aux_dn: 1.157744 loss: 9.080771 eta: 5:12:16 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2261 images/s [05/15 23:19:48] ppdet.engine INFO: Epoch: [64] [7000/7329] learning_rate: 0.000100 loss_class: 0.617815 loss_bbox: 0.138513 loss_giou: 0.411059 loss_class_aux: 2.688061 loss_bbox_aux: 0.623256 loss_giou_aux: 1.788007 loss_class_dn: 0.335858 loss_bbox_dn: 0.145768 loss_giou_dn: 0.380676 loss_class_aux_dn: 1.108953 loss_bbox_aux_dn: 0.558896 loss_giou_aux_dn: 1.327850 loss: 10.293346 eta: 5:11:04 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2463 images/s [05/15 23:21:07] ppdet.engine INFO: Epoch: [64] [7200/7329] learning_rate: 0.000100 loss_class: 0.608971 loss_bbox: 0.139480 loss_giou: 0.389800 loss_class_aux: 2.639011 loss_bbox_aux: 0.632114 loss_giou_aux: 1.623017 loss_class_dn: 0.330056 loss_bbox_dn: 0.155646 loss_giou_dn: 0.363119 loss_class_aux_dn: 1.080130 loss_bbox_aux_dn: 0.591476 loss_giou_aux_dn: 1.246334 loss: 10.115603 eta: 5:09:51 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1978 images/s [05/15 23:22:00] ppdet.engine INFO: Eval iter: 0 [05/15 23:22:08] ppdet.engine INFO: Eval iter: 100 [05/15 23:22:15] ppdet.engine INFO: Eval iter: 200 [05/15 23:22:22] ppdet.engine INFO: Eval iter: 300 [05/15 23:22:29] ppdet.engine INFO: Eval iter: 400 [05/15 23:22:36] ppdet.engine INFO: Eval iter: 500 [05/15 23:22:44] ppdet.engine INFO: Eval iter: 600 [05/15 23:22:51] ppdet.engine INFO: Eval iter: 700 [05/15 23:22:58] ppdet.engine INFO: Eval iter: 800 [05/15 23:23:06] ppdet.engine INFO: Eval iter: 900 [05/15 23:23:13] ppdet.engine INFO: Eval iter: 1000 [05/15 23:23:20] ppdet.engine INFO: Eval iter: 1100 [05/15 23:23:28] ppdet.engine INFO: Eval iter: 1200 [05/15 23:23:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/15 23:23:52] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.25s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.57s). Accumulating evaluation results... DONE (t=22.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.666 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.659 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 ] = 0.631 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 ] = 0.503 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 ] = 0.862 [05/15 23:26:06] ppdet.engine INFO: Total sample number: 5000, average FPS: 54.09592120238515 [05/15 23:26:06] ppdet.engine INFO: Best test bbox ap is 0.488. [05/15 23:26:00] ppdet.engine INFO: Epoch: [65] [ 0/7329] learning_rate: 0.000100 loss_class: 0.621287 loss_bbox: 0.144860 loss_giou: 0.431794 loss_class_aux: 2.659712 loss_bbox_aux: 0.671260 loss_giou_aux: 1.795351 loss_class_dn: 0.332859 loss_bbox_dn: 0.160233 loss_giou_dn: 0.386010 loss_class_aux_dn: 1.096742 loss_bbox_aux_dn: 0.602691 loss_giou_aux_dn: 1.367243 loss: 10.419760 eta: 5:09:04 batch_cost: 0.3528 data_cost: 0.0007 ips: 11.3378 images/s [05/15 23:27:29] ppdet.engine INFO: Epoch: [65] [ 200/7329] learning_rate: 0.000100 loss_class: 0.637334 loss_bbox: 0.138141 loss_giou: 0.366752 loss_class_aux: 2.717170 loss_bbox_aux: 0.611069 loss_giou_aux: 1.711491 loss_class_dn: 0.335709 loss_bbox_dn: 0.150980 loss_giou_dn: 0.368525 loss_class_aux_dn: 1.126639 loss_bbox_aux_dn: 0.567600 loss_giou_aux_dn: 1.278503 loss: 10.248560 eta: 5:07:52 batch_cost: 0.3580 data_cost: 0.0008 ips: 11.1723 images/s [05/15 23:28:48] ppdet.engine INFO: Epoch: [65] [ 400/7329] learning_rate: 0.000100 loss_class: 0.643370 loss_bbox: 0.134711 loss_giou: 0.421646 loss_class_aux: 2.750040 loss_bbox_aux: 0.618317 loss_giou_aux: 1.794654 loss_class_dn: 0.347989 loss_bbox_dn: 0.155008 loss_giou_dn: 0.403489 loss_class_aux_dn: 1.133479 loss_bbox_aux_dn: 0.584741 loss_giou_aux_dn: 1.387465 loss: 10.712652 eta: 5:06:40 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3135 images/s [05/15 23:30:07] ppdet.engine INFO: Epoch: [65] [ 600/7329] learning_rate: 0.000100 loss_class: 0.677590 loss_bbox: 0.136630 loss_giou: 0.440881 loss_class_aux: 2.887716 loss_bbox_aux: 0.648302 loss_giou_aux: 1.869748 loss_class_dn: 0.374249 loss_bbox_dn: 0.165759 loss_giou_dn: 0.423305 loss_class_aux_dn: 1.242680 loss_bbox_aux_dn: 0.625492 loss_giou_aux_dn: 1.478303 loss: 11.250686 eta: 5:05:27 batch_cost: 0.3539 data_cost: 0.0008 ips: 11.3020 images/s [05/15 23:31:26] ppdet.engine INFO: Epoch: [65] [ 800/7329] learning_rate: 0.000100 loss_class: 0.619044 loss_bbox: 0.137384 loss_giou: 0.355348 loss_class_aux: 2.652483 loss_bbox_aux: 0.603963 loss_giou_aux: 1.556858 loss_class_dn: 0.328972 loss_bbox_dn: 0.156433 loss_giou_dn: 0.357364 loss_class_aux_dn: 1.104708 loss_bbox_aux_dn: 0.579180 loss_giou_aux_dn: 1.237728 loss: 10.153194 eta: 5:04:15 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2408 images/s [05/15 23:32:45] ppdet.engine INFO: Epoch: [65] [1000/7329] learning_rate: 0.000100 loss_class: 0.633172 loss_bbox: 0.142756 loss_giou: 0.402936 loss_class_aux: 2.643377 loss_bbox_aux: 0.648173 loss_giou_aux: 1.732919 loss_class_dn: 0.336708 loss_bbox_dn: 0.153594 loss_giou_dn: 0.395307 loss_class_aux_dn: 1.111178 loss_bbox_aux_dn: 0.570531 loss_giou_aux_dn: 1.347134 loss: 10.492767 eta: 5:03:02 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2343 images/s [05/15 23:34:03] ppdet.engine INFO: Epoch: [65] [1200/7329] learning_rate: 0.000100 loss_class: 0.612994 loss_bbox: 0.137450 loss_giou: 0.369335 loss_class_aux: 2.708028 loss_bbox_aux: 0.621877 loss_giou_aux: 1.600328 loss_class_dn: 0.329227 loss_bbox_dn: 0.143549 loss_giou_dn: 0.358917 loss_class_aux_dn: 1.087683 loss_bbox_aux_dn: 0.559705 loss_giou_aux_dn: 1.247952 loss: 9.657091 eta: 5:01:50 batch_cost: 0.3508 data_cost: 0.0007 ips: 11.4031 images/s [05/15 23:35:23] ppdet.engine INFO: Epoch: [65] [1400/7329] learning_rate: 0.000100 loss_class: 0.632749 loss_bbox: 0.133809 loss_giou: 0.410216 loss_class_aux: 2.720877 loss_bbox_aux: 0.605716 loss_giou_aux: 1.770074 loss_class_dn: 0.342334 loss_bbox_dn: 0.142051 loss_giou_dn: 0.398771 loss_class_aux_dn: 1.111153 loss_bbox_aux_dn: 0.540683 loss_giou_aux_dn: 1.384221 loss: 10.570903 eta: 5:00:37 batch_cost: 0.3598 data_cost: 0.0007 ips: 11.1187 images/s [05/15 23:36:41] ppdet.engine INFO: Epoch: [65] [1600/7329] learning_rate: 0.000100 loss_class: 0.620262 loss_bbox: 0.131587 loss_giou: 0.436545 loss_class_aux: 2.695151 loss_bbox_aux: 0.599280 loss_giou_aux: 1.803210 loss_class_dn: 0.353366 loss_bbox_dn: 0.154679 loss_giou_dn: 0.388696 loss_class_aux_dn: 1.145626 loss_bbox_aux_dn: 0.596354 loss_giou_aux_dn: 1.347247 loss: 10.567117 eta: 4:59:25 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3718 images/s [05/15 23:38:00] ppdet.engine INFO: Epoch: [65] [1800/7329] learning_rate: 0.000100 loss_class: 0.561629 loss_bbox: 0.130439 loss_giou: 0.389256 loss_class_aux: 2.371298 loss_bbox_aux: 0.598812 loss_giou_aux: 1.647780 loss_class_dn: 0.325029 loss_bbox_dn: 0.147248 loss_giou_dn: 0.374436 loss_class_aux_dn: 1.064775 loss_bbox_aux_dn: 0.554915 loss_giou_aux_dn: 1.277422 loss: 9.964487 eta: 4:58:13 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2820 images/s [05/15 23:39:20] ppdet.engine INFO: Epoch: [65] [2000/7329] learning_rate: 0.000100 loss_class: 0.626641 loss_bbox: 0.140933 loss_giou: 0.421996 loss_class_aux: 2.713632 loss_bbox_aux: 0.643138 loss_giou_aux: 1.847923 loss_class_dn: 0.338879 loss_bbox_dn: 0.140665 loss_giou_dn: 0.406325 loss_class_aux_dn: 1.123943 loss_bbox_aux_dn: 0.561055 loss_giou_aux_dn: 1.402111 loss: 10.460539 eta: 4:57:00 batch_cost: 0.3606 data_cost: 0.0007 ips: 11.0923 images/s [05/15 23:40:38] ppdet.engine INFO: Epoch: [65] [2200/7329] learning_rate: 0.000100 loss_class: 0.619221 loss_bbox: 0.136795 loss_giou: 0.378913 loss_class_aux: 2.622539 loss_bbox_aux: 0.631690 loss_giou_aux: 1.666574 loss_class_dn: 0.316424 loss_bbox_dn: 0.153061 loss_giou_dn: 0.369257 loss_class_aux_dn: 1.036307 loss_bbox_aux_dn: 0.559556 loss_giou_aux_dn: 1.297408 loss: 9.812298 eta: 4:55:48 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3226 images/s [05/15 23:41:57] ppdet.engine INFO: Epoch: [65] [2400/7329] learning_rate: 0.000100 loss_class: 0.670798 loss_bbox: 0.138476 loss_giou: 0.433681 loss_class_aux: 2.865309 loss_bbox_aux: 0.617789 loss_giou_aux: 1.879402 loss_class_dn: 0.377281 loss_bbox_dn: 0.157108 loss_giou_dn: 0.417120 loss_class_aux_dn: 1.238373 loss_bbox_aux_dn: 0.605923 loss_giou_aux_dn: 1.473300 loss: 11.269855 eta: 4:54:35 batch_cost: 0.3522 data_cost: 0.0007 ips: 11.3586 images/s [05/15 23:43:15] ppdet.engine INFO: Epoch: [65] [2600/7329] learning_rate: 0.000100 loss_class: 0.655024 loss_bbox: 0.153918 loss_giou: 0.426464 loss_class_aux: 2.727693 loss_bbox_aux: 0.678091 loss_giou_aux: 1.806339 loss_class_dn: 0.356454 loss_bbox_dn: 0.166556 loss_giou_dn: 0.408253 loss_class_aux_dn: 1.161737 loss_bbox_aux_dn: 0.635721 loss_giou_aux_dn: 1.387042 loss: 10.615902 eta: 4:53:23 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2730 images/s [05/15 23:44:34] ppdet.engine INFO: Epoch: [65] [2800/7329] learning_rate: 0.000100 loss_class: 0.577558 loss_bbox: 0.134706 loss_giou: 0.370803 loss_class_aux: 2.514565 loss_bbox_aux: 0.609482 loss_giou_aux: 1.634034 loss_class_dn: 0.338902 loss_bbox_dn: 0.145516 loss_giou_dn: 0.356080 loss_class_aux_dn: 1.114772 loss_bbox_aux_dn: 0.556527 loss_giou_aux_dn: 1.265725 loss: 10.042295 eta: 4:52:10 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3461 images/s [05/15 23:45:52] ppdet.engine INFO: Epoch: [65] [3000/7329] learning_rate: 0.000100 loss_class: 0.681237 loss_bbox: 0.145222 loss_giou: 0.435973 loss_class_aux: 2.869812 loss_bbox_aux: 0.689416 loss_giou_aux: 1.834832 loss_class_dn: 0.361911 loss_bbox_dn: 0.174037 loss_giou_dn: 0.434451 loss_class_aux_dn: 1.191573 loss_bbox_aux_dn: 0.648397 loss_giou_aux_dn: 1.470893 loss: 11.032206 eta: 4:50:58 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3321 images/s [05/15 23:47:11] ppdet.engine INFO: Epoch: [65] [3200/7329] learning_rate: 0.000100 loss_class: 0.583105 loss_bbox: 0.142559 loss_giou: 0.397429 loss_class_aux: 2.522110 loss_bbox_aux: 0.637282 loss_giou_aux: 1.752478 loss_class_dn: 0.346980 loss_bbox_dn: 0.151336 loss_giou_dn: 0.373906 loss_class_aux_dn: 1.125249 loss_bbox_aux_dn: 0.571550 loss_giou_aux_dn: 1.319934 loss: 10.607034 eta: 4:49:46 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2400 images/s [05/15 23:48:30] ppdet.engine INFO: Epoch: [65] [3400/7329] learning_rate: 0.000100 loss_class: 0.603964 loss_bbox: 0.138033 loss_giou: 0.419941 loss_class_aux: 2.561852 loss_bbox_aux: 0.629375 loss_giou_aux: 1.849157 loss_class_dn: 0.334190 loss_bbox_dn: 0.147601 loss_giou_dn: 0.401591 loss_class_aux_dn: 1.099422 loss_bbox_aux_dn: 0.548621 loss_giou_aux_dn: 1.401485 loss: 10.326534 eta: 4:48:33 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3632 images/s [05/15 23:49:47] ppdet.engine INFO: Epoch: [65] [3600/7329] learning_rate: 0.000100 loss_class: 0.616259 loss_bbox: 0.145851 loss_giou: 0.425142 loss_class_aux: 2.652099 loss_bbox_aux: 0.657238 loss_giou_aux: 1.796653 loss_class_dn: 0.342876 loss_bbox_dn: 0.148571 loss_giou_dn: 0.394541 loss_class_aux_dn: 1.163903 loss_bbox_aux_dn: 0.566795 loss_giou_aux_dn: 1.361875 loss: 10.651527 eta: 4:47:21 batch_cost: 0.3495 data_cost: 0.0007 ips: 11.4453 images/s [05/15 23:51:09] ppdet.engine INFO: Epoch: [65] [3800/7329] learning_rate: 0.000100 loss_class: 0.647850 loss_bbox: 0.155401 loss_giou: 0.394034 loss_class_aux: 2.741562 loss_bbox_aux: 0.690014 loss_giou_aux: 1.675997 loss_class_dn: 0.348660 loss_bbox_dn: 0.166856 loss_giou_dn: 0.379341 loss_class_aux_dn: 1.155136 loss_bbox_aux_dn: 0.635452 loss_giou_aux_dn: 1.333923 loss: 10.766206 eta: 4:46:08 batch_cost: 0.3684 data_cost: 0.0007 ips: 10.8569 images/s [05/15 23:52:27] ppdet.engine INFO: Epoch: [65] [4000/7329] learning_rate: 0.000100 loss_class: 0.607331 loss_bbox: 0.140458 loss_giou: 0.383138 loss_class_aux: 2.581861 loss_bbox_aux: 0.643481 loss_giou_aux: 1.672364 loss_class_dn: 0.319289 loss_bbox_dn: 0.150111 loss_giou_dn: 0.364473 loss_class_aux_dn: 1.059551 loss_bbox_aux_dn: 0.578922 loss_giou_aux_dn: 1.294269 loss: 10.347219 eta: 4:44:56 batch_cost: 0.3519 data_cost: 0.0008 ips: 11.3675 images/s [05/15 23:53:48] ppdet.engine INFO: Epoch: [65] [4200/7329] learning_rate: 0.000100 loss_class: 0.670940 loss_bbox: 0.144894 loss_giou: 0.393231 loss_class_aux: 2.825044 loss_bbox_aux: 0.672555 loss_giou_aux: 1.719455 loss_class_dn: 0.354304 loss_bbox_dn: 0.164909 loss_giou_dn: 0.392067 loss_class_aux_dn: 1.148906 loss_bbox_aux_dn: 0.618670 loss_giou_aux_dn: 1.385241 loss: 11.112749 eta: 4:43:44 batch_cost: 0.3631 data_cost: 0.0007 ips: 11.0157 images/s [05/15 23:55:06] ppdet.engine INFO: Epoch: [65] [4400/7329] learning_rate: 0.000100 loss_class: 0.596265 loss_bbox: 0.137165 loss_giou: 0.384367 loss_class_aux: 2.524242 loss_bbox_aux: 0.627563 loss_giou_aux: 1.700766 loss_class_dn: 0.313284 loss_bbox_dn: 0.148649 loss_giou_dn: 0.358202 loss_class_aux_dn: 1.030137 loss_bbox_aux_dn: 0.544192 loss_giou_aux_dn: 1.246982 loss: 9.903296 eta: 4:42:31 batch_cost: 0.3545 data_cost: 0.0008 ips: 11.2820 images/s [05/15 23:56:25] ppdet.engine INFO: Epoch: [65] [4600/7329] learning_rate: 0.000100 loss_class: 0.639589 loss_bbox: 0.141214 loss_giou: 0.366499 loss_class_aux: 2.666959 loss_bbox_aux: 0.635220 loss_giou_aux: 1.590419 loss_class_dn: 0.331748 loss_bbox_dn: 0.153683 loss_giou_dn: 0.367048 loss_class_aux_dn: 1.106623 loss_bbox_aux_dn: 0.569653 loss_giou_aux_dn: 1.271736 loss: 10.013295 eta: 4:41:19 batch_cost: 0.3547 data_cost: 0.0007 ips: 11.2759 images/s [05/15 23:57:45] ppdet.engine INFO: Epoch: [65] [4800/7329] learning_rate: 0.000100 loss_class: 0.585759 loss_bbox: 0.134776 loss_giou: 0.378074 loss_class_aux: 2.527098 loss_bbox_aux: 0.601526 loss_giou_aux: 1.600381 loss_class_dn: 0.329465 loss_bbox_dn: 0.135155 loss_giou_dn: 0.345134 loss_class_aux_dn: 1.077276 loss_bbox_aux_dn: 0.506902 loss_giou_aux_dn: 1.214922 loss: 9.943544 eta: 4:40:06 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2050 images/s [05/15 23:59:03] ppdet.engine INFO: Epoch: [65] [5000/7329] learning_rate: 0.000100 loss_class: 0.623468 loss_bbox: 0.134245 loss_giou: 0.368231 loss_class_aux: 2.703589 loss_bbox_aux: 0.601071 loss_giou_aux: 1.652639 loss_class_dn: 0.324406 loss_bbox_dn: 0.140375 loss_giou_dn: 0.349100 loss_class_aux_dn: 1.068220 loss_bbox_aux_dn: 0.531428 loss_giou_aux_dn: 1.220430 loss: 9.971827 eta: 4:38:54 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3325 images/s [05/16 00:00:22] ppdet.engine INFO: Epoch: [65] [5200/7329] learning_rate: 0.000100 loss_class: 0.588011 loss_bbox: 0.140311 loss_giou: 0.372349 loss_class_aux: 2.476046 loss_bbox_aux: 0.647461 loss_giou_aux: 1.625958 loss_class_dn: 0.319869 loss_bbox_dn: 0.164786 loss_giou_dn: 0.352414 loss_class_aux_dn: 1.047719 loss_bbox_aux_dn: 0.622190 loss_giou_aux_dn: 1.223168 loss: 9.923019 eta: 4:37:42 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2662 images/s [05/16 00:01:41] ppdet.engine INFO: Epoch: [65] [5400/7329] learning_rate: 0.000100 loss_class: 0.618832 loss_bbox: 0.142666 loss_giou: 0.407766 loss_class_aux: 2.699769 loss_bbox_aux: 0.639561 loss_giou_aux: 1.750446 loss_class_dn: 0.342149 loss_bbox_dn: 0.142252 loss_giou_dn: 0.384964 loss_class_aux_dn: 1.112654 loss_bbox_aux_dn: 0.534199 loss_giou_aux_dn: 1.372272 loss: 10.198450 eta: 4:36:29 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2838 images/s [05/16 00:03:03] ppdet.engine INFO: Epoch: [65] [5600/7329] learning_rate: 0.000100 loss_class: 0.635068 loss_bbox: 0.144640 loss_giou: 0.401705 loss_class_aux: 2.684273 loss_bbox_aux: 0.602191 loss_giou_aux: 1.756618 loss_class_dn: 0.351872 loss_bbox_dn: 0.138802 loss_giou_dn: 0.405286 loss_class_aux_dn: 1.164328 loss_bbox_aux_dn: 0.528265 loss_giou_aux_dn: 1.444598 loss: 10.708597 eta: 4:35:17 batch_cost: 0.3711 data_cost: 0.0007 ips: 10.7774 images/s [05/16 00:04:26] ppdet.engine INFO: Epoch: [65] [5800/7329] learning_rate: 0.000100 loss_class: 0.611178 loss_bbox: 0.139147 loss_giou: 0.344508 loss_class_aux: 2.591463 loss_bbox_aux: 0.625585 loss_giou_aux: 1.494177 loss_class_dn: 0.324576 loss_bbox_dn: 0.157045 loss_giou_dn: 0.356351 loss_class_aux_dn: 1.076597 loss_bbox_aux_dn: 0.579451 loss_giou_aux_dn: 1.230960 loss: 10.124350 eta: 4:34:05 batch_cost: 0.3750 data_cost: 0.0007 ips: 10.6674 images/s [05/16 00:05:46] ppdet.engine INFO: Epoch: [65] [6000/7329] learning_rate: 0.000100 loss_class: 0.635837 loss_bbox: 0.153077 loss_giou: 0.428013 loss_class_aux: 2.655135 loss_bbox_aux: 0.656158 loss_giou_aux: 1.871109 loss_class_dn: 0.356827 loss_bbox_dn: 0.138201 loss_giou_dn: 0.421171 loss_class_aux_dn: 1.159869 loss_bbox_aux_dn: 0.535390 loss_giou_aux_dn: 1.475777 loss: 10.679249 eta: 4:32:53 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1077 images/s [05/16 00:07:04] ppdet.engine INFO: Epoch: [65] [6200/7329] learning_rate: 0.000100 loss_class: 0.629065 loss_bbox: 0.142245 loss_giou: 0.418750 loss_class_aux: 2.694936 loss_bbox_aux: 0.634983 loss_giou_aux: 1.818964 loss_class_dn: 0.359656 loss_bbox_dn: 0.159243 loss_giou_dn: 0.393321 loss_class_aux_dn: 1.175360 loss_bbox_aux_dn: 0.595330 loss_giou_aux_dn: 1.353639 loss: 10.867737 eta: 4:31:40 batch_cost: 0.3520 data_cost: 0.0007 ips: 11.3637 images/s [05/16 00:08:23] ppdet.engine INFO: Epoch: [65] [6400/7329] learning_rate: 0.000100 loss_class: 0.576672 loss_bbox: 0.132204 loss_giou: 0.393425 loss_class_aux: 2.507280 loss_bbox_aux: 0.585033 loss_giou_aux: 1.676926 loss_class_dn: 0.318706 loss_bbox_dn: 0.134793 loss_giou_dn: 0.362525 loss_class_aux_dn: 1.063035 loss_bbox_aux_dn: 0.533497 loss_giou_aux_dn: 1.273174 loss: 9.655650 eta: 4:30:28 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2950 images/s [05/16 00:09:41] ppdet.engine INFO: Epoch: [65] [6600/7329] learning_rate: 0.000100 loss_class: 0.641508 loss_bbox: 0.130754 loss_giou: 0.397736 loss_class_aux: 2.623524 loss_bbox_aux: 0.588163 loss_giou_aux: 1.723544 loss_class_dn: 0.330130 loss_bbox_dn: 0.153171 loss_giou_dn: 0.374448 loss_class_aux_dn: 1.104267 loss_bbox_aux_dn: 0.558446 loss_giou_aux_dn: 1.291590 loss: 10.230297 eta: 4:29:15 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3074 images/s [05/16 00:11:03] ppdet.engine INFO: Epoch: [65] [6800/7329] learning_rate: 0.000100 loss_class: 0.652541 loss_bbox: 0.149206 loss_giou: 0.371256 loss_class_aux: 2.823201 loss_bbox_aux: 0.670804 loss_giou_aux: 1.597559 loss_class_dn: 0.346447 loss_bbox_dn: 0.162702 loss_giou_dn: 0.354995 loss_class_aux_dn: 1.146528 loss_bbox_aux_dn: 0.606510 loss_giou_aux_dn: 1.236564 loss: 10.228473 eta: 4:28:03 batch_cost: 0.3674 data_cost: 0.0007 ips: 10.8871 images/s [05/16 00:12:22] ppdet.engine INFO: Epoch: [65] [7000/7329] learning_rate: 0.000100 loss_class: 0.664434 loss_bbox: 0.145789 loss_giou: 0.393369 loss_class_aux: 2.807597 loss_bbox_aux: 0.645786 loss_giou_aux: 1.773417 loss_class_dn: 0.361125 loss_bbox_dn: 0.154460 loss_giou_dn: 0.374445 loss_class_aux_dn: 1.193558 loss_bbox_aux_dn: 0.563796 loss_giou_aux_dn: 1.320163 loss: 10.814701 eta: 4:26:51 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2243 images/s [05/16 00:13:41] ppdet.engine INFO: Epoch: [65] [7200/7329] learning_rate: 0.000100 loss_class: 0.676608 loss_bbox: 0.144737 loss_giou: 0.426789 loss_class_aux: 2.848764 loss_bbox_aux: 0.631067 loss_giou_aux: 1.793653 loss_class_dn: 0.357756 loss_bbox_dn: 0.142861 loss_giou_dn: 0.390675 loss_class_aux_dn: 1.167566 loss_bbox_aux_dn: 0.554107 loss_giou_aux_dn: 1.361364 loss: 10.845200 eta: 4:25:39 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2558 images/s [05/16 00:14:36] ppdet.engine INFO: Eval iter: 0 [05/16 00:14:42] ppdet.engine INFO: Eval iter: 100 [05/16 00:14:49] ppdet.engine INFO: Eval iter: 200 [05/16 00:14:55] ppdet.engine INFO: Eval iter: 300 [05/16 00:15:01] ppdet.engine INFO: Eval iter: 400 [05/16 00:15:08] ppdet.engine INFO: Eval iter: 500 [05/16 00:15:15] ppdet.engine INFO: Eval iter: 600 [05/16 00:15:21] ppdet.engine INFO: Eval iter: 700 [05/16 00:15:27] ppdet.engine INFO: Eval iter: 800 [05/16 00:15:34] ppdet.engine INFO: Eval iter: 900 [05/16 00:15:40] ppdet.engine INFO: Eval iter: 1000 [05/16 00:15:48] ppdet.engine INFO: Eval iter: 1100 [05/16 00:15:54] ppdet.engine INFO: Eval iter: 1200 [05/16 00:16:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/16 00:16:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.89s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=93.73s). Accumulating evaluation results... DONE (t=22.34s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.666 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.304 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 ] = 0.658 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 ] = 0.629 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 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.863 [05/16 00:18:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.280089725548855 [05/16 00:18:31] ppdet.engine INFO: Best test bbox ap is 0.488. [05/16 00:18:33] ppdet.engine INFO: Epoch: [66] [ 0/7329] learning_rate: 0.000100 loss_class: 0.664942 loss_bbox: 0.149595 loss_giou: 0.407888 loss_class_aux: 2.824045 loss_bbox_aux: 0.640154 loss_giou_aux: 1.744495 loss_class_dn: 0.352791 loss_bbox_dn: 0.158655 loss_giou_dn: 0.394352 loss_class_aux_dn: 1.140736 loss_bbox_aux_dn: 0.597314 loss_giou_aux_dn: 1.374787 loss: 10.612807 eta: 4:24:52 batch_cost: 0.3618 data_cost: 0.0007 ips: 11.0559 images/s [05/16 00:19:52] ppdet.engine INFO: Epoch: [66] [ 200/7329] learning_rate: 0.000100 loss_class: 0.661461 loss_bbox: 0.151964 loss_giou: 0.407475 loss_class_aux: 2.742574 loss_bbox_aux: 0.668926 loss_giou_aux: 1.800461 loss_class_dn: 0.360229 loss_bbox_dn: 0.163979 loss_giou_dn: 0.392589 loss_class_aux_dn: 1.180389 loss_bbox_aux_dn: 0.610999 loss_giou_aux_dn: 1.369872 loss: 10.606174 eta: 4:23:40 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2487 images/s [05/16 00:21:11] ppdet.engine INFO: Epoch: [66] [ 400/7329] learning_rate: 0.000100 loss_class: 0.607949 loss_bbox: 0.136334 loss_giou: 0.396651 loss_class_aux: 2.621813 loss_bbox_aux: 0.606884 loss_giou_aux: 1.690411 loss_class_dn: 0.342577 loss_bbox_dn: 0.160177 loss_giou_dn: 0.391275 loss_class_aux_dn: 1.139711 loss_bbox_aux_dn: 0.592318 loss_giou_aux_dn: 1.399053 loss: 10.466312 eta: 4:22:27 batch_cost: 0.3570 data_cost: 0.0007 ips: 11.2037 images/s [05/16 00:22:30] ppdet.engine INFO: Epoch: [66] [ 600/7329] learning_rate: 0.000100 loss_class: 0.594740 loss_bbox: 0.145106 loss_giou: 0.412365 loss_class_aux: 2.514032 loss_bbox_aux: 0.671786 loss_giou_aux: 1.794986 loss_class_dn: 0.329361 loss_bbox_dn: 0.149526 loss_giou_dn: 0.376721 loss_class_aux_dn: 1.076656 loss_bbox_aux_dn: 0.575658 loss_giou_aux_dn: 1.346320 loss: 10.475409 eta: 4:21:15 batch_cost: 0.3555 data_cost: 0.0007 ips: 11.2502 images/s [05/16 00:23:50] ppdet.engine INFO: Epoch: [66] [ 800/7329] learning_rate: 0.000100 loss_class: 0.623560 loss_bbox: 0.143426 loss_giou: 0.406875 loss_class_aux: 2.585471 loss_bbox_aux: 0.623377 loss_giou_aux: 1.748367 loss_class_dn: 0.354272 loss_bbox_dn: 0.151280 loss_giou_dn: 0.385506 loss_class_aux_dn: 1.163170 loss_bbox_aux_dn: 0.569394 loss_giou_aux_dn: 1.366055 loss: 10.523918 eta: 4:20:03 batch_cost: 0.3583 data_cost: 0.0007 ips: 11.1653 images/s [05/16 00:25:10] ppdet.engine INFO: Epoch: [66] [1000/7329] learning_rate: 0.000100 loss_class: 0.623677 loss_bbox: 0.144486 loss_giou: 0.375955 loss_class_aux: 2.623577 loss_bbox_aux: 0.644639 loss_giou_aux: 1.630252 loss_class_dn: 0.326253 loss_bbox_dn: 0.154450 loss_giou_dn: 0.371817 loss_class_aux_dn: 1.088208 loss_bbox_aux_dn: 0.608882 loss_giou_aux_dn: 1.287299 loss: 10.126985 eta: 4:18:50 batch_cost: 0.3603 data_cost: 0.0008 ips: 11.1013 images/s [05/16 00:26:28] ppdet.engine INFO: Epoch: [66] [1200/7329] learning_rate: 0.000100 loss_class: 0.616845 loss_bbox: 0.132200 loss_giou: 0.388437 loss_class_aux: 2.634512 loss_bbox_aux: 0.611305 loss_giou_aux: 1.640051 loss_class_dn: 0.335402 loss_bbox_dn: 0.135989 loss_giou_dn: 0.372042 loss_class_aux_dn: 1.087200 loss_bbox_aux_dn: 0.539479 loss_giou_aux_dn: 1.294333 loss: 9.908150 eta: 4:17:38 batch_cost: 0.3541 data_cost: 0.0008 ips: 11.2961 images/s [05/16 00:27:47] ppdet.engine INFO: Epoch: [66] [1400/7329] learning_rate: 0.000100 loss_class: 0.655522 loss_bbox: 0.154144 loss_giou: 0.448144 loss_class_aux: 2.829268 loss_bbox_aux: 0.668429 loss_giou_aux: 1.900238 loss_class_dn: 0.369184 loss_bbox_dn: 0.160467 loss_giou_dn: 0.417179 loss_class_aux_dn: 1.224708 loss_bbox_aux_dn: 0.618080 loss_giou_aux_dn: 1.426274 loss: 11.341164 eta: 4:16:25 batch_cost: 0.3552 data_cost: 0.0008 ips: 11.2609 images/s [05/16 00:29:06] ppdet.engine INFO: Epoch: [66] [1600/7329] learning_rate: 0.000100 loss_class: 0.594011 loss_bbox: 0.142025 loss_giou: 0.405658 loss_class_aux: 2.570550 loss_bbox_aux: 0.653806 loss_giou_aux: 1.713330 loss_class_dn: 0.345558 loss_bbox_dn: 0.148725 loss_giou_dn: 0.384061 loss_class_aux_dn: 1.128252 loss_bbox_aux_dn: 0.565320 loss_giou_aux_dn: 1.360945 loss: 10.567226 eta: 4:15:13 batch_cost: 0.3547 data_cost: 0.0008 ips: 11.2782 images/s [05/16 00:30:26] ppdet.engine INFO: Epoch: [66] [1800/7329] learning_rate: 0.000100 loss_class: 0.612121 loss_bbox: 0.138096 loss_giou: 0.403690 loss_class_aux: 2.639204 loss_bbox_aux: 0.624403 loss_giou_aux: 1.747087 loss_class_dn: 0.334541 loss_bbox_dn: 0.151495 loss_giou_dn: 0.388439 loss_class_aux_dn: 1.120434 loss_bbox_aux_dn: 0.554689 loss_giou_aux_dn: 1.358357 loss: 10.374427 eta: 4:14:01 batch_cost: 0.3592 data_cost: 0.0008 ips: 11.1350 images/s [05/16 00:31:45] ppdet.engine INFO: Epoch: [66] [2000/7329] learning_rate: 0.000100 loss_class: 0.645137 loss_bbox: 0.144510 loss_giou: 0.438053 loss_class_aux: 2.747393 loss_bbox_aux: 0.654223 loss_giou_aux: 1.863543 loss_class_dn: 0.355375 loss_bbox_dn: 0.147012 loss_giou_dn: 0.408015 loss_class_aux_dn: 1.202918 loss_bbox_aux_dn: 0.562613 loss_giou_aux_dn: 1.400811 loss: 11.107639 eta: 4:12:48 batch_cost: 0.3577 data_cost: 0.0008 ips: 11.1837 images/s [05/16 00:33:04] ppdet.engine INFO: Epoch: [66] [2200/7329] learning_rate: 0.000100 loss_class: 0.585894 loss_bbox: 0.139504 loss_giou: 0.390515 loss_class_aux: 2.548409 loss_bbox_aux: 0.586380 loss_giou_aux: 1.644099 loss_class_dn: 0.321956 loss_bbox_dn: 0.135791 loss_giou_dn: 0.375101 loss_class_aux_dn: 1.044035 loss_bbox_aux_dn: 0.492819 loss_giou_aux_dn: 1.284070 loss: 9.555876 eta: 4:11:36 batch_cost: 0.3530 data_cost: 0.0008 ips: 11.3327 images/s [05/16 00:34:24] ppdet.engine INFO: Epoch: [66] [2400/7329] learning_rate: 0.000100 loss_class: 0.655152 loss_bbox: 0.143643 loss_giou: 0.355421 loss_class_aux: 2.741314 loss_bbox_aux: 0.626527 loss_giou_aux: 1.564758 loss_class_dn: 0.329995 loss_bbox_dn: 0.158899 loss_giou_dn: 0.349196 loss_class_aux_dn: 1.083777 loss_bbox_aux_dn: 0.593883 loss_giou_aux_dn: 1.233428 loss: 10.093348 eta: 4:10:24 batch_cost: 0.3588 data_cost: 0.0008 ips: 11.1493 images/s [05/16 00:35:43] ppdet.engine INFO: Epoch: [66] [2600/7329] learning_rate: 0.000100 loss_class: 0.664200 loss_bbox: 0.134785 loss_giou: 0.391498 loss_class_aux: 2.867841 loss_bbox_aux: 0.630307 loss_giou_aux: 1.710790 loss_class_dn: 0.344038 loss_bbox_dn: 0.145125 loss_giou_dn: 0.379303 loss_class_aux_dn: 1.148568 loss_bbox_aux_dn: 0.586669 loss_giou_aux_dn: 1.343761 loss: 10.735983 eta: 4:09:11 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1932 images/s [05/16 00:37:02] ppdet.engine INFO: Epoch: [66] [2800/7329] learning_rate: 0.000100 loss_class: 0.634206 loss_bbox: 0.139434 loss_giou: 0.374985 loss_class_aux: 2.640149 loss_bbox_aux: 0.604792 loss_giou_aux: 1.617524 loss_class_dn: 0.338647 loss_bbox_dn: 0.147995 loss_giou_dn: 0.358222 loss_class_aux_dn: 1.138361 loss_bbox_aux_dn: 0.568095 loss_giou_aux_dn: 1.258836 loss: 10.036338 eta: 4:07:59 batch_cost: 0.3566 data_cost: 0.0008 ips: 11.2184 images/s [05/16 00:38:21] ppdet.engine INFO: Epoch: [66] [3000/7329] learning_rate: 0.000100 loss_class: 0.603536 loss_bbox: 0.137234 loss_giou: 0.361958 loss_class_aux: 2.516382 loss_bbox_aux: 0.624292 loss_giou_aux: 1.589830 loss_class_dn: 0.314077 loss_bbox_dn: 0.152166 loss_giou_dn: 0.358319 loss_class_aux_dn: 1.067587 loss_bbox_aux_dn: 0.569543 loss_giou_aux_dn: 1.226026 loss: 9.518241 eta: 4:06:47 batch_cost: 0.3566 data_cost: 0.0008 ips: 11.2176 images/s [05/16 00:39:41] ppdet.engine INFO: Epoch: [66] [3200/7329] learning_rate: 0.000100 loss_class: 0.599569 loss_bbox: 0.133966 loss_giou: 0.380129 loss_class_aux: 2.639570 loss_bbox_aux: 0.598080 loss_giou_aux: 1.652013 loss_class_dn: 0.341520 loss_bbox_dn: 0.140483 loss_giou_dn: 0.358075 loss_class_aux_dn: 1.138571 loss_bbox_aux_dn: 0.553600 loss_giou_aux_dn: 1.259007 loss: 10.085629 eta: 4:05:34 batch_cost: 0.3586 data_cost: 0.0007 ips: 11.1558 images/s [05/16 00:41:00] ppdet.engine INFO: Epoch: [66] [3400/7329] learning_rate: 0.000100 loss_class: 0.589534 loss_bbox: 0.137436 loss_giou: 0.365444 loss_class_aux: 2.547563 loss_bbox_aux: 0.601684 loss_giou_aux: 1.559924 loss_class_dn: 0.317502 loss_bbox_dn: 0.148064 loss_giou_dn: 0.342798 loss_class_aux_dn: 1.073487 loss_bbox_aux_dn: 0.561284 loss_giou_aux_dn: 1.185791 loss: 9.882532 eta: 4:04:22 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2648 images/s [05/16 00:42:20] ppdet.engine INFO: Epoch: [66] [3600/7329] learning_rate: 0.000100 loss_class: 0.633699 loss_bbox: 0.134778 loss_giou: 0.366308 loss_class_aux: 2.738870 loss_bbox_aux: 0.621824 loss_giou_aux: 1.595331 loss_class_dn: 0.331993 loss_bbox_dn: 0.149661 loss_giou_dn: 0.372566 loss_class_aux_dn: 1.128747 loss_bbox_aux_dn: 0.568094 loss_giou_aux_dn: 1.287608 loss: 10.101439 eta: 4:03:10 batch_cost: 0.3588 data_cost: 0.0008 ips: 11.1476 images/s [05/16 00:43:39] ppdet.engine INFO: Epoch: [66] [3800/7329] learning_rate: 0.000100 loss_class: 0.641566 loss_bbox: 0.141615 loss_giou: 0.389071 loss_class_aux: 2.704664 loss_bbox_aux: 0.652020 loss_giou_aux: 1.735893 loss_class_dn: 0.345623 loss_bbox_dn: 0.152995 loss_giou_dn: 0.385469 loss_class_aux_dn: 1.143780 loss_bbox_aux_dn: 0.575710 loss_giou_aux_dn: 1.354566 loss: 10.866904 eta: 4:01:57 batch_cost: 0.3546 data_cost: 0.0007 ips: 11.2808 images/s [05/16 00:44:58] ppdet.engine INFO: Epoch: [66] [4000/7329] learning_rate: 0.000100 loss_class: 0.623734 loss_bbox: 0.150346 loss_giou: 0.382400 loss_class_aux: 2.673076 loss_bbox_aux: 0.655397 loss_giou_aux: 1.686934 loss_class_dn: 0.338486 loss_bbox_dn: 0.155831 loss_giou_dn: 0.365267 loss_class_aux_dn: 1.135891 loss_bbox_aux_dn: 0.596667 loss_giou_aux_dn: 1.287844 loss: 10.287481 eta: 4:00:45 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2372 images/s [05/16 00:46:17] ppdet.engine INFO: Epoch: [66] [4200/7329] learning_rate: 0.000100 loss_class: 0.635099 loss_bbox: 0.139550 loss_giou: 0.401081 loss_class_aux: 2.742730 loss_bbox_aux: 0.590361 loss_giou_aux: 1.714682 loss_class_dn: 0.345732 loss_bbox_dn: 0.147969 loss_giou_dn: 0.392677 loss_class_aux_dn: 1.135614 loss_bbox_aux_dn: 0.577293 loss_giou_aux_dn: 1.338683 loss: 10.464123 eta: 3:59:32 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2465 images/s [05/16 00:47:35] ppdet.engine INFO: Epoch: [66] [4400/7329] learning_rate: 0.000100 loss_class: 0.653830 loss_bbox: 0.133262 loss_giou: 0.388300 loss_class_aux: 2.783826 loss_bbox_aux: 0.624824 loss_giou_aux: 1.711777 loss_class_dn: 0.348738 loss_bbox_dn: 0.153352 loss_giou_dn: 0.394229 loss_class_aux_dn: 1.142045 loss_bbox_aux_dn: 0.593915 loss_giou_aux_dn: 1.361733 loss: 10.483113 eta: 3:58:20 batch_cost: 0.3531 data_cost: 0.0008 ips: 11.3281 images/s [05/16 00:48:55] ppdet.engine INFO: Epoch: [66] [4600/7329] learning_rate: 0.000100 loss_class: 0.568783 loss_bbox: 0.140757 loss_giou: 0.382838 loss_class_aux: 2.387962 loss_bbox_aux: 0.631721 loss_giou_aux: 1.612456 loss_class_dn: 0.331279 loss_bbox_dn: 0.164266 loss_giou_dn: 0.373308 loss_class_aux_dn: 1.103428 loss_bbox_aux_dn: 0.619975 loss_giou_aux_dn: 1.286727 loss: 10.052797 eta: 3:57:08 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2330 images/s [05/16 00:50:14] ppdet.engine INFO: Epoch: [66] [4800/7329] learning_rate: 0.000100 loss_class: 0.690378 loss_bbox: 0.134958 loss_giou: 0.436915 loss_class_aux: 2.912392 loss_bbox_aux: 0.604185 loss_giou_aux: 1.943963 loss_class_dn: 0.364002 loss_bbox_dn: 0.142291 loss_giou_dn: 0.444121 loss_class_aux_dn: 1.200688 loss_bbox_aux_dn: 0.540371 loss_giou_aux_dn: 1.490720 loss: 10.991602 eta: 3:55:55 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1995 images/s [05/16 00:51:33] ppdet.engine INFO: Epoch: [66] [5000/7329] learning_rate: 0.000100 loss_class: 0.572403 loss_bbox: 0.138757 loss_giou: 0.363199 loss_class_aux: 2.542202 loss_bbox_aux: 0.605487 loss_giou_aux: 1.570075 loss_class_dn: 0.318907 loss_bbox_dn: 0.142608 loss_giou_dn: 0.338530 loss_class_aux_dn: 1.072381 loss_bbox_aux_dn: 0.563085 loss_giou_aux_dn: 1.194842 loss: 9.666191 eta: 3:54:43 batch_cost: 0.3552 data_cost: 0.0008 ips: 11.2619 images/s [05/16 00:52:52] ppdet.engine INFO: Epoch: [66] [5200/7329] learning_rate: 0.000100 loss_class: 0.613234 loss_bbox: 0.142437 loss_giou: 0.348656 loss_class_aux: 2.620990 loss_bbox_aux: 0.652071 loss_giou_aux: 1.524279 loss_class_dn: 0.332612 loss_bbox_dn: 0.150305 loss_giou_dn: 0.346372 loss_class_aux_dn: 1.109176 loss_bbox_aux_dn: 0.550359 loss_giou_aux_dn: 1.226475 loss: 10.151132 eta: 3:53:31 batch_cost: 0.3558 data_cost: 0.0008 ips: 11.2438 images/s [05/16 00:54:10] ppdet.engine INFO: Epoch: [66] [5400/7329] learning_rate: 0.000100 loss_class: 0.667042 loss_bbox: 0.152940 loss_giou: 0.406199 loss_class_aux: 2.845088 loss_bbox_aux: 0.692990 loss_giou_aux: 1.751216 loss_class_dn: 0.350927 loss_bbox_dn: 0.160252 loss_giou_dn: 0.400039 loss_class_aux_dn: 1.168251 loss_bbox_aux_dn: 0.616545 loss_giou_aux_dn: 1.393105 loss: 10.865626 eta: 3:52:18 batch_cost: 0.3537 data_cost: 0.0007 ips: 11.3103 images/s [05/16 00:55:29] ppdet.engine INFO: Epoch: [66] [5600/7329] learning_rate: 0.000100 loss_class: 0.602258 loss_bbox: 0.145767 loss_giou: 0.375877 loss_class_aux: 2.608892 loss_bbox_aux: 0.659640 loss_giou_aux: 1.666394 loss_class_dn: 0.341783 loss_bbox_dn: 0.159991 loss_giou_dn: 0.367839 loss_class_aux_dn: 1.135137 loss_bbox_aux_dn: 0.592104 loss_giou_aux_dn: 1.280015 loss: 10.395107 eta: 3:51:06 batch_cost: 0.3533 data_cost: 0.0008 ips: 11.3226 images/s [05/16 00:56:48] ppdet.engine INFO: Epoch: [66] [5800/7329] learning_rate: 0.000100 loss_class: 0.616768 loss_bbox: 0.138936 loss_giou: 0.389091 loss_class_aux: 2.666335 loss_bbox_aux: 0.612213 loss_giou_aux: 1.685405 loss_class_dn: 0.345585 loss_bbox_dn: 0.152734 loss_giou_dn: 0.389303 loss_class_aux_dn: 1.146699 loss_bbox_aux_dn: 0.562949 loss_giou_aux_dn: 1.334550 loss: 10.782961 eta: 3:49:53 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2572 images/s [05/16 00:58:07] ppdet.engine INFO: Epoch: [66] [6000/7329] learning_rate: 0.000100 loss_class: 0.559013 loss_bbox: 0.133331 loss_giou: 0.318111 loss_class_aux: 2.439653 loss_bbox_aux: 0.607506 loss_giou_aux: 1.430192 loss_class_dn: 0.303603 loss_bbox_dn: 0.132933 loss_giou_dn: 0.324072 loss_class_aux_dn: 1.011583 loss_bbox_aux_dn: 0.514103 loss_giou_aux_dn: 1.149981 loss: 9.534763 eta: 3:48:41 batch_cost: 0.3558 data_cost: 0.0008 ips: 11.2425 images/s [05/16 00:59:26] ppdet.engine INFO: Epoch: [66] [6200/7329] learning_rate: 0.000100 loss_class: 0.606782 loss_bbox: 0.140263 loss_giou: 0.391915 loss_class_aux: 2.605317 loss_bbox_aux: 0.627327 loss_giou_aux: 1.681262 loss_class_dn: 0.333358 loss_bbox_dn: 0.146983 loss_giou_dn: 0.361808 loss_class_aux_dn: 1.096709 loss_bbox_aux_dn: 0.574697 loss_giou_aux_dn: 1.265467 loss: 10.388628 eta: 3:47:29 batch_cost: 0.3548 data_cost: 0.0007 ips: 11.2735 images/s [05/16 01:00:44] ppdet.engine INFO: Epoch: [66] [6400/7329] learning_rate: 0.000100 loss_class: 0.626647 loss_bbox: 0.132864 loss_giou: 0.398874 loss_class_aux: 2.604152 loss_bbox_aux: 0.617442 loss_giou_aux: 1.714099 loss_class_dn: 0.326898 loss_bbox_dn: 0.153274 loss_giou_dn: 0.372017 loss_class_aux_dn: 1.076623 loss_bbox_aux_dn: 0.575737 loss_giou_aux_dn: 1.291000 loss: 9.996067 eta: 3:46:16 batch_cost: 0.3535 data_cost: 0.0007 ips: 11.3146 images/s [05/16 01:02:04] ppdet.engine INFO: Epoch: [66] [6600/7329] learning_rate: 0.000100 loss_class: 0.623102 loss_bbox: 0.138087 loss_giou: 0.401678 loss_class_aux: 2.660059 loss_bbox_aux: 0.646980 loss_giou_aux: 1.685683 loss_class_dn: 0.345224 loss_bbox_dn: 0.152404 loss_giou_dn: 0.377351 loss_class_aux_dn: 1.147835 loss_bbox_aux_dn: 0.561395 loss_giou_aux_dn: 1.372981 loss: 10.292895 eta: 3:45:04 batch_cost: 0.3579 data_cost: 0.0008 ips: 11.1764 images/s [05/16 01:03:22] ppdet.engine INFO: Epoch: [66] [6800/7329] learning_rate: 0.000100 loss_class: 0.622113 loss_bbox: 0.141931 loss_giou: 0.398846 loss_class_aux: 2.605033 loss_bbox_aux: 0.632428 loss_giou_aux: 1.733872 loss_class_dn: 0.333004 loss_bbox_dn: 0.163535 loss_giou_dn: 0.371082 loss_class_aux_dn: 1.115223 loss_bbox_aux_dn: 0.615599 loss_giou_aux_dn: 1.299780 loss: 10.339065 eta: 3:43:52 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3701 images/s [05/16 01:04:41] ppdet.engine INFO: Epoch: [66] [7000/7329] learning_rate: 0.000100 loss_class: 0.600285 loss_bbox: 0.149749 loss_giou: 0.369649 loss_class_aux: 2.593419 loss_bbox_aux: 0.662368 loss_giou_aux: 1.644252 loss_class_dn: 0.333781 loss_bbox_dn: 0.165703 loss_giou_dn: 0.377287 loss_class_aux_dn: 1.087690 loss_bbox_aux_dn: 0.612289 loss_giou_aux_dn: 1.309921 loss: 10.119373 eta: 3:42:39 batch_cost: 0.3530 data_cost: 0.0008 ips: 11.3318 images/s [05/16 01:05:59] ppdet.engine INFO: Epoch: [66] [7200/7329] learning_rate: 0.000100 loss_class: 0.611595 loss_bbox: 0.149748 loss_giou: 0.380913 loss_class_aux: 2.590314 loss_bbox_aux: 0.661812 loss_giou_aux: 1.679114 loss_class_dn: 0.335921 loss_bbox_dn: 0.155099 loss_giou_dn: 0.372710 loss_class_aux_dn: 1.111757 loss_bbox_aux_dn: 0.575073 loss_giou_aux_dn: 1.310220 loss: 10.447598 eta: 3:41:27 batch_cost: 0.3546 data_cost: 0.0008 ips: 11.2802 images/s [05/16 01:06:53] ppdet.engine INFO: Eval iter: 0 [05/16 01:07:00] ppdet.engine INFO: Eval iter: 100 [05/16 01:07:08] ppdet.engine INFO: Eval iter: 200 [05/16 01:07:16] ppdet.engine INFO: Eval iter: 300 [05/16 01:07:23] ppdet.engine INFO: Eval iter: 400 [05/16 01:07:31] ppdet.engine INFO: Eval iter: 500 [05/16 01:07:39] ppdet.engine INFO: Eval iter: 600 [05/16 01:07:46] ppdet.engine INFO: Eval iter: 700 [05/16 01:07:54] ppdet.engine INFO: Eval iter: 800 [05/16 01:08:01] ppdet.engine INFO: Eval iter: 900 [05/16 01:08:09] ppdet.engine INFO: Eval iter: 1000 [05/16 01:08:17] ppdet.engine INFO: Eval iter: 1100 [05/16 01:08:25] ppdet.engine INFO: Eval iter: 1200 [05/16 01:08:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.44s) creating index... index created! [05/16 01:08:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.98s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=97.91s). Accumulating evaluation results... DONE (t=23.08s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.666 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.700 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 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/16 01:11:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 51.852915813158326 [05/16 01:11:10] ppdet.engine INFO: Best test bbox ap is 0.488. [05/16 01:11:13] ppdet.engine INFO: Epoch: [67] [ 0/7329] learning_rate: 0.000100 loss_class: 0.602654 loss_bbox: 0.145522 loss_giou: 0.360598 loss_class_aux: 2.532640 loss_bbox_aux: 0.651072 loss_giou_aux: 1.568571 loss_class_dn: 0.331207 loss_bbox_dn: 0.154264 loss_giou_dn: 0.361970 loss_class_aux_dn: 1.081214 loss_bbox_aux_dn: 0.565099 loss_giou_aux_dn: 1.266791 loss: 9.909978 eta: 3:40:40 batch_cost: 0.3560 data_cost: 0.0008 ips: 11.2368 images/s [05/16 01:12:35] ppdet.engine INFO: Epoch: [67] [ 200/7329] learning_rate: 0.000100 loss_class: 0.637099 loss_bbox: 0.141700 loss_giou: 0.376562 loss_class_aux: 2.703873 loss_bbox_aux: 0.638455 loss_giou_aux: 1.630198 loss_class_dn: 0.329003 loss_bbox_dn: 0.143962 loss_giou_dn: 0.362445 loss_class_aux_dn: 1.080446 loss_bbox_aux_dn: 0.582546 loss_giou_aux_dn: 1.253507 loss: 10.053644 eta: 3:39:28 batch_cost: 0.3685 data_cost: 0.0007 ips: 10.8563 images/s [05/16 01:13:53] ppdet.engine INFO: Epoch: [67] [ 400/7329] learning_rate: 0.000100 loss_class: 0.607585 loss_bbox: 0.137598 loss_giou: 0.369134 loss_class_aux: 2.620124 loss_bbox_aux: 0.629860 loss_giou_aux: 1.569198 loss_class_dn: 0.331188 loss_bbox_dn: 0.154609 loss_giou_dn: 0.351537 loss_class_aux_dn: 1.098746 loss_bbox_aux_dn: 0.588200 loss_giou_aux_dn: 1.236718 loss: 10.128681 eta: 3:38:16 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3354 images/s [05/16 01:15:12] ppdet.engine INFO: Epoch: [67] [ 600/7329] learning_rate: 0.000100 loss_class: 0.663365 loss_bbox: 0.138328 loss_giou: 0.442602 loss_class_aux: 2.838058 loss_bbox_aux: 0.629248 loss_giou_aux: 1.814972 loss_class_dn: 0.347652 loss_bbox_dn: 0.150527 loss_giou_dn: 0.408902 loss_class_aux_dn: 1.138952 loss_bbox_aux_dn: 0.597183 loss_giou_aux_dn: 1.429913 loss: 10.657192 eta: 3:37:03 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2708 images/s [05/16 01:16:30] ppdet.engine INFO: Epoch: [67] [ 800/7329] learning_rate: 0.000100 loss_class: 0.653768 loss_bbox: 0.151605 loss_giou: 0.444941 loss_class_aux: 2.788580 loss_bbox_aux: 0.673320 loss_giou_aux: 1.908145 loss_class_dn: 0.359825 loss_bbox_dn: 0.160110 loss_giou_dn: 0.406129 loss_class_aux_dn: 1.215176 loss_bbox_aux_dn: 0.618079 loss_giou_aux_dn: 1.463097 loss: 11.143663 eta: 3:35:51 batch_cost: 0.3518 data_cost: 0.0007 ips: 11.3695 images/s [05/16 01:17:50] ppdet.engine INFO: Epoch: [67] [1000/7329] learning_rate: 0.000100 loss_class: 0.585889 loss_bbox: 0.131129 loss_giou: 0.386935 loss_class_aux: 2.442102 loss_bbox_aux: 0.594140 loss_giou_aux: 1.682220 loss_class_dn: 0.326765 loss_bbox_dn: 0.139150 loss_giou_dn: 0.362206 loss_class_aux_dn: 1.102896 loss_bbox_aux_dn: 0.558404 loss_giou_aux_dn: 1.276372 loss: 10.242231 eta: 3:34:39 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1746 images/s [05/16 01:19:08] ppdet.engine INFO: Epoch: [67] [1200/7329] learning_rate: 0.000100 loss_class: 0.602636 loss_bbox: 0.140878 loss_giou: 0.356869 loss_class_aux: 2.596582 loss_bbox_aux: 0.621029 loss_giou_aux: 1.596547 loss_class_dn: 0.327048 loss_bbox_dn: 0.161915 loss_giou_dn: 0.351382 loss_class_aux_dn: 1.077908 loss_bbox_aux_dn: 0.603054 loss_giou_aux_dn: 1.222511 loss: 9.854744 eta: 3:33:26 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2641 images/s [05/16 01:20:27] ppdet.engine INFO: Epoch: [67] [1400/7329] learning_rate: 0.000100 loss_class: 0.641134 loss_bbox: 0.132144 loss_giou: 0.361190 loss_class_aux: 2.724672 loss_bbox_aux: 0.616078 loss_giou_aux: 1.580569 loss_class_dn: 0.330358 loss_bbox_dn: 0.145246 loss_giou_dn: 0.368519 loss_class_aux_dn: 1.090514 loss_bbox_aux_dn: 0.566972 loss_giou_aux_dn: 1.297190 loss: 10.018366 eta: 3:32:14 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2412 images/s [05/16 01:21:48] ppdet.engine INFO: Epoch: [67] [1600/7329] learning_rate: 0.000100 loss_class: 0.675295 loss_bbox: 0.150140 loss_giou: 0.449835 loss_class_aux: 2.890393 loss_bbox_aux: 0.670158 loss_giou_aux: 1.943525 loss_class_dn: 0.375784 loss_bbox_dn: 0.164290 loss_giou_dn: 0.423305 loss_class_aux_dn: 1.218915 loss_bbox_aux_dn: 0.630883 loss_giou_aux_dn: 1.470208 loss: 11.090046 eta: 3:31:02 batch_cost: 0.3625 data_cost: 0.0007 ips: 11.0348 images/s [05/16 01:23:06] ppdet.engine INFO: Epoch: [67] [1800/7329] learning_rate: 0.000100 loss_class: 0.641810 loss_bbox: 0.143169 loss_giou: 0.394751 loss_class_aux: 2.741477 loss_bbox_aux: 0.657424 loss_giou_aux: 1.688032 loss_class_dn: 0.350554 loss_bbox_dn: 0.151322 loss_giou_dn: 0.370995 loss_class_aux_dn: 1.171203 loss_bbox_aux_dn: 0.573936 loss_giou_aux_dn: 1.310719 loss: 10.440741 eta: 3:29:49 batch_cost: 0.3523 data_cost: 0.0007 ips: 11.3548 images/s [05/16 01:24:28] ppdet.engine INFO: Epoch: [67] [2000/7329] learning_rate: 0.000100 loss_class: 0.610485 loss_bbox: 0.142377 loss_giou: 0.379363 loss_class_aux: 2.649190 loss_bbox_aux: 0.669543 loss_giou_aux: 1.653947 loss_class_dn: 0.339071 loss_bbox_dn: 0.153738 loss_giou_dn: 0.378150 loss_class_aux_dn: 1.122386 loss_bbox_aux_dn: 0.587542 loss_giou_aux_dn: 1.359247 loss: 10.615404 eta: 3:28:37 batch_cost: 0.3680 data_cost: 0.0007 ips: 10.8693 images/s [05/16 01:25:47] ppdet.engine INFO: Epoch: [67] [2200/7329] learning_rate: 0.000100 loss_class: 0.631167 loss_bbox: 0.143550 loss_giou: 0.342790 loss_class_aux: 2.642796 loss_bbox_aux: 0.644162 loss_giou_aux: 1.511979 loss_class_dn: 0.332736 loss_bbox_dn: 0.156456 loss_giou_dn: 0.353234 loss_class_aux_dn: 1.108222 loss_bbox_aux_dn: 0.605882 loss_giou_aux_dn: 1.277447 loss: 9.793238 eta: 3:27:25 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2413 images/s [05/16 01:27:06] ppdet.engine INFO: Epoch: [67] [2400/7329] learning_rate: 0.000100 loss_class: 0.646283 loss_bbox: 0.157889 loss_giou: 0.414763 loss_class_aux: 2.687616 loss_bbox_aux: 0.699234 loss_giou_aux: 1.767245 loss_class_dn: 0.350964 loss_bbox_dn: 0.162123 loss_giou_dn: 0.409450 loss_class_aux_dn: 1.129191 loss_bbox_aux_dn: 0.614426 loss_giou_aux_dn: 1.440944 loss: 10.897444 eta: 3:26:12 batch_cost: 0.3567 data_cost: 0.0007 ips: 11.2127 images/s [05/16 01:28:26] ppdet.engine INFO: Epoch: [67] [2600/7329] learning_rate: 0.000100 loss_class: 0.600517 loss_bbox: 0.131869 loss_giou: 0.358079 loss_class_aux: 2.562379 loss_bbox_aux: 0.610374 loss_giou_aux: 1.507904 loss_class_dn: 0.313295 loss_bbox_dn: 0.139295 loss_giou_dn: 0.322338 loss_class_aux_dn: 1.037500 loss_bbox_aux_dn: 0.541307 loss_giou_aux_dn: 1.161560 loss: 9.750696 eta: 3:25:00 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1197 images/s [05/16 01:29:44] ppdet.engine INFO: Epoch: [67] [2800/7329] learning_rate: 0.000100 loss_class: 0.559941 loss_bbox: 0.124401 loss_giou: 0.393626 loss_class_aux: 2.359875 loss_bbox_aux: 0.562532 loss_giou_aux: 1.688700 loss_class_dn: 0.302664 loss_bbox_dn: 0.137061 loss_giou_dn: 0.356582 loss_class_aux_dn: 0.988353 loss_bbox_aux_dn: 0.561349 loss_giou_aux_dn: 1.251663 loss: 9.378567 eta: 3:23:48 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2614 images/s [05/16 01:31:04] ppdet.engine INFO: Epoch: [67] [3000/7329] learning_rate: 0.000100 loss_class: 0.571950 loss_bbox: 0.136156 loss_giou: 0.403535 loss_class_aux: 2.459598 loss_bbox_aux: 0.622480 loss_giou_aux: 1.696115 loss_class_dn: 0.323277 loss_bbox_dn: 0.146421 loss_giou_dn: 0.358087 loss_class_aux_dn: 1.058967 loss_bbox_aux_dn: 0.566353 loss_giou_aux_dn: 1.267179 loss: 9.634254 eta: 3:22:35 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1966 images/s [05/16 01:32:23] ppdet.engine INFO: Epoch: [67] [3200/7329] learning_rate: 0.000100 loss_class: 0.621899 loss_bbox: 0.136048 loss_giou: 0.376109 loss_class_aux: 2.656672 loss_bbox_aux: 0.616895 loss_giou_aux: 1.642471 loss_class_dn: 0.331956 loss_bbox_dn: 0.150272 loss_giou_dn: 0.378836 loss_class_aux_dn: 1.090243 loss_bbox_aux_dn: 0.563692 loss_giou_aux_dn: 1.351775 loss: 10.393768 eta: 3:21:23 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2070 images/s [05/16 01:33:42] ppdet.engine INFO: Epoch: [67] [3400/7329] learning_rate: 0.000100 loss_class: 0.645535 loss_bbox: 0.143231 loss_giou: 0.401664 loss_class_aux: 2.728280 loss_bbox_aux: 0.649272 loss_giou_aux: 1.696109 loss_class_dn: 0.342984 loss_bbox_dn: 0.144730 loss_giou_dn: 0.386330 loss_class_aux_dn: 1.121902 loss_bbox_aux_dn: 0.563781 loss_giou_aux_dn: 1.359574 loss: 10.542252 eta: 3:20:11 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1904 images/s [05/16 01:35:01] ppdet.engine INFO: Epoch: [67] [3600/7329] learning_rate: 0.000100 loss_class: 0.618429 loss_bbox: 0.146433 loss_giou: 0.425296 loss_class_aux: 2.571201 loss_bbox_aux: 0.648119 loss_giou_aux: 1.804430 loss_class_dn: 0.332692 loss_bbox_dn: 0.141289 loss_giou_dn: 0.391976 loss_class_aux_dn: 1.105675 loss_bbox_aux_dn: 0.548286 loss_giou_aux_dn: 1.346332 loss: 10.118004 eta: 3:18:59 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2155 images/s [05/16 01:36:21] ppdet.engine INFO: Epoch: [67] [3800/7329] learning_rate: 0.000100 loss_class: 0.604578 loss_bbox: 0.139182 loss_giou: 0.362974 loss_class_aux: 2.613801 loss_bbox_aux: 0.618331 loss_giou_aux: 1.598766 loss_class_dn: 0.331219 loss_bbox_dn: 0.154930 loss_giou_dn: 0.359330 loss_class_aux_dn: 1.098934 loss_bbox_aux_dn: 0.581287 loss_giou_aux_dn: 1.240362 loss: 9.868225 eta: 3:17:46 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0971 images/s [05/16 01:37:41] ppdet.engine INFO: Epoch: [67] [4000/7329] learning_rate: 0.000100 loss_class: 0.589757 loss_bbox: 0.133913 loss_giou: 0.349690 loss_class_aux: 2.508114 loss_bbox_aux: 0.620918 loss_giou_aux: 1.532046 loss_class_dn: 0.315189 loss_bbox_dn: 0.146335 loss_giou_dn: 0.345436 loss_class_aux_dn: 1.050608 loss_bbox_aux_dn: 0.575875 loss_giou_aux_dn: 1.232818 loss: 9.851643 eta: 3:16:34 batch_cost: 0.3603 data_cost: 0.0007 ips: 11.1028 images/s [05/16 01:39:01] ppdet.engine INFO: Epoch: [67] [4200/7329] learning_rate: 0.000100 loss_class: 0.613171 loss_bbox: 0.137438 loss_giou: 0.419638 loss_class_aux: 2.577952 loss_bbox_aux: 0.593736 loss_giou_aux: 1.818560 loss_class_dn: 0.337331 loss_bbox_dn: 0.150354 loss_giou_dn: 0.391687 loss_class_aux_dn: 1.113627 loss_bbox_aux_dn: 0.558588 loss_giou_aux_dn: 1.377862 loss: 10.392082 eta: 3:15:22 batch_cost: 0.3574 data_cost: 0.0007 ips: 11.1910 images/s [05/16 01:40:21] ppdet.engine INFO: Epoch: [67] [4400/7329] learning_rate: 0.000100 loss_class: 0.587986 loss_bbox: 0.138431 loss_giou: 0.419041 loss_class_aux: 2.566673 loss_bbox_aux: 0.642870 loss_giou_aux: 1.810700 loss_class_dn: 0.333894 loss_bbox_dn: 0.146868 loss_giou_dn: 0.371406 loss_class_aux_dn: 1.116494 loss_bbox_aux_dn: 0.563128 loss_giou_aux_dn: 1.300082 loss: 10.125120 eta: 3:14:09 batch_cost: 0.3637 data_cost: 0.0007 ips: 10.9980 images/s [05/16 01:41:41] ppdet.engine INFO: Epoch: [67] [4600/7329] learning_rate: 0.000100 loss_class: 0.626796 loss_bbox: 0.134603 loss_giou: 0.425658 loss_class_aux: 2.718126 loss_bbox_aux: 0.627166 loss_giou_aux: 1.800798 loss_class_dn: 0.360068 loss_bbox_dn: 0.144209 loss_giou_dn: 0.402777 loss_class_aux_dn: 1.156555 loss_bbox_aux_dn: 0.542507 loss_giou_aux_dn: 1.408237 loss: 11.328481 eta: 3:12:57 batch_cost: 0.3612 data_cost: 0.0008 ips: 11.0756 images/s [05/16 01:43:01] ppdet.engine INFO: Epoch: [67] [4800/7329] learning_rate: 0.000100 loss_class: 0.659614 loss_bbox: 0.162407 loss_giou: 0.448191 loss_class_aux: 2.766864 loss_bbox_aux: 0.718560 loss_giou_aux: 1.941206 loss_class_dn: 0.350509 loss_bbox_dn: 0.165309 loss_giou_dn: 0.422402 loss_class_aux_dn: 1.167408 loss_bbox_aux_dn: 0.596973 loss_giou_aux_dn: 1.447355 loss: 11.108862 eta: 3:11:45 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1964 images/s [05/16 01:44:19] ppdet.engine INFO: Epoch: [67] [5000/7329] learning_rate: 0.000100 loss_class: 0.681904 loss_bbox: 0.142824 loss_giou: 0.484957 loss_class_aux: 2.876993 loss_bbox_aux: 0.655033 loss_giou_aux: 2.017015 loss_class_dn: 0.366651 loss_bbox_dn: 0.145671 loss_giou_dn: 0.429660 loss_class_aux_dn: 1.233869 loss_bbox_aux_dn: 0.560706 loss_giou_aux_dn: 1.513904 loss: 11.089016 eta: 3:10:33 batch_cost: 0.3534 data_cost: 0.0007 ips: 11.3181 images/s [05/16 01:45:39] ppdet.engine INFO: Epoch: [67] [5200/7329] learning_rate: 0.000100 loss_class: 0.609890 loss_bbox: 0.148657 loss_giou: 0.401056 loss_class_aux: 2.561058 loss_bbox_aux: 0.678539 loss_giou_aux: 1.724991 loss_class_dn: 0.332501 loss_bbox_dn: 0.154196 loss_giou_dn: 0.380301 loss_class_aux_dn: 1.097030 loss_bbox_aux_dn: 0.582732 loss_giou_aux_dn: 1.322110 loss: 10.224939 eta: 3:09:20 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1255 images/s [05/16 01:46:58] ppdet.engine INFO: Epoch: [67] [5400/7329] learning_rate: 0.000100 loss_class: 0.646775 loss_bbox: 0.143508 loss_giou: 0.426070 loss_class_aux: 2.775380 loss_bbox_aux: 0.652130 loss_giou_aux: 1.840855 loss_class_dn: 0.360450 loss_bbox_dn: 0.157242 loss_giou_dn: 0.405770 loss_class_aux_dn: 1.204686 loss_bbox_aux_dn: 0.586746 loss_giou_aux_dn: 1.450646 loss: 11.153599 eta: 3:08:08 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2387 images/s [05/16 01:48:17] ppdet.engine INFO: Epoch: [67] [5600/7329] learning_rate: 0.000100 loss_class: 0.640144 loss_bbox: 0.141624 loss_giou: 0.419346 loss_class_aux: 2.720533 loss_bbox_aux: 0.638364 loss_giou_aux: 1.826636 loss_class_dn: 0.338467 loss_bbox_dn: 0.146901 loss_giou_dn: 0.403971 loss_class_aux_dn: 1.120607 loss_bbox_aux_dn: 0.572812 loss_giou_aux_dn: 1.391664 loss: 10.553179 eta: 3:06:56 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2253 images/s [05/16 01:49:38] ppdet.engine INFO: Epoch: [67] [5800/7329] learning_rate: 0.000100 loss_class: 0.689295 loss_bbox: 0.145783 loss_giou: 0.466612 loss_class_aux: 2.922505 loss_bbox_aux: 0.649146 loss_giou_aux: 2.048006 loss_class_dn: 0.372808 loss_bbox_dn: 0.148902 loss_giou_dn: 0.437052 loss_class_aux_dn: 1.216175 loss_bbox_aux_dn: 0.577332 loss_giou_aux_dn: 1.544391 loss: 11.332130 eta: 3:05:43 batch_cost: 0.3677 data_cost: 0.0007 ips: 10.8787 images/s [05/16 01:50:57] ppdet.engine INFO: Epoch: [67] [6000/7329] learning_rate: 0.000100 loss_class: 0.653904 loss_bbox: 0.140318 loss_giou: 0.456072 loss_class_aux: 2.831419 loss_bbox_aux: 0.638658 loss_giou_aux: 1.997527 loss_class_dn: 0.372300 loss_bbox_dn: 0.147139 loss_giou_dn: 0.440708 loss_class_aux_dn: 1.217782 loss_bbox_aux_dn: 0.565424 loss_giou_aux_dn: 1.526825 loss: 11.212174 eta: 3:04:31 batch_cost: 0.3531 data_cost: 0.0007 ips: 11.3273 images/s [05/16 01:52:15] ppdet.engine INFO: Epoch: [67] [6200/7329] learning_rate: 0.000100 loss_class: 0.625218 loss_bbox: 0.142979 loss_giou: 0.379622 loss_class_aux: 2.660233 loss_bbox_aux: 0.628753 loss_giou_aux: 1.660444 loss_class_dn: 0.341913 loss_bbox_dn: 0.154565 loss_giou_dn: 0.373066 loss_class_aux_dn: 1.133006 loss_bbox_aux_dn: 0.592082 loss_giou_aux_dn: 1.294807 loss: 10.490160 eta: 3:03:19 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3067 images/s [05/16 01:53:34] ppdet.engine INFO: Epoch: [67] [6400/7329] learning_rate: 0.000100 loss_class: 0.619842 loss_bbox: 0.144085 loss_giou: 0.321473 loss_class_aux: 2.630114 loss_bbox_aux: 0.664657 loss_giou_aux: 1.443897 loss_class_dn: 0.316837 loss_bbox_dn: 0.161424 loss_giou_dn: 0.329030 loss_class_aux_dn: 1.052120 loss_bbox_aux_dn: 0.604839 loss_giou_aux_dn: 1.136813 loss: 9.620506 eta: 3:02:06 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3338 images/s [05/16 01:54:53] ppdet.engine INFO: Epoch: [67] [6600/7329] learning_rate: 0.000100 loss_class: 0.586012 loss_bbox: 0.137111 loss_giou: 0.356538 loss_class_aux: 2.519264 loss_bbox_aux: 0.602321 loss_giou_aux: 1.593637 loss_class_dn: 0.317948 loss_bbox_dn: 0.147126 loss_giou_dn: 0.359001 loss_class_aux_dn: 1.077587 loss_bbox_aux_dn: 0.571784 loss_giou_aux_dn: 1.263019 loss: 9.921260 eta: 3:00:54 batch_cost: 0.3580 data_cost: 0.0007 ips: 11.1723 images/s [05/16 01:56:12] ppdet.engine INFO: Epoch: [67] [6800/7329] learning_rate: 0.000100 loss_class: 0.605503 loss_bbox: 0.137397 loss_giou: 0.360046 loss_class_aux: 2.574976 loss_bbox_aux: 0.607384 loss_giou_aux: 1.540346 loss_class_dn: 0.323281 loss_bbox_dn: 0.145627 loss_giou_dn: 0.350230 loss_class_aux_dn: 1.072913 loss_bbox_aux_dn: 0.560360 loss_giou_aux_dn: 1.200147 loss: 10.201086 eta: 2:59:42 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2204 images/s [05/16 01:57:32] ppdet.engine INFO: Epoch: [67] [7000/7329] learning_rate: 0.000100 loss_class: 0.674345 loss_bbox: 0.140910 loss_giou: 0.397547 loss_class_aux: 2.830086 loss_bbox_aux: 0.630047 loss_giou_aux: 1.711129 loss_class_dn: 0.345991 loss_bbox_dn: 0.144519 loss_giou_dn: 0.385064 loss_class_aux_dn: 1.150021 loss_bbox_aux_dn: 0.547684 loss_giou_aux_dn: 1.341596 loss: 11.019208 eta: 2:58:29 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1768 images/s [05/16 01:58:50] ppdet.engine INFO: Epoch: [67] [7200/7329] learning_rate: 0.000100 loss_class: 0.606571 loss_bbox: 0.148445 loss_giou: 0.428084 loss_class_aux: 2.638836 loss_bbox_aux: 0.662963 loss_giou_aux: 1.859584 loss_class_dn: 0.362412 loss_bbox_dn: 0.156159 loss_giou_dn: 0.408962 loss_class_aux_dn: 1.182377 loss_bbox_aux_dn: 0.577433 loss_giou_aux_dn: 1.432172 loss: 11.140591 eta: 2:57:17 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3683 images/s [05/16 01:59:43] ppdet.engine INFO: Eval iter: 0 [05/16 01:59:49] ppdet.engine INFO: Eval iter: 100 [05/16 01:59:56] ppdet.engine INFO: Eval iter: 200 [05/16 02:00:02] ppdet.engine INFO: Eval iter: 300 [05/16 02:00:08] ppdet.engine INFO: Eval iter: 400 [05/16 02:00:14] ppdet.engine INFO: Eval iter: 500 [05/16 02:00:21] ppdet.engine INFO: Eval iter: 600 [05/16 02:00:28] ppdet.engine INFO: Eval iter: 700 [05/16 02:00:34] ppdet.engine INFO: Eval iter: 800 [05/16 02:00:41] ppdet.engine INFO: Eval iter: 900 [05/16 02:00:48] ppdet.engine INFO: Eval iter: 1000 [05/16 02:00:54] ppdet.engine INFO: Eval iter: 1100 [05/16 02:01:00] ppdet.engine INFO: Eval iter: 1200 [05/16 02:01:24] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/16 02:01:25] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.38s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=98.12s). Accumulating evaluation results... DONE (t=21.90s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.667 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.527 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 ] = 0.523 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.505 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.868 [05/16 02:03:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.01226807268775 [05/16 02:03:40] ppdet.engine INFO: Best test bbox ap is 0.489. [05/16 02:03:44] ppdet.engine INFO: Epoch: [68] [ 0/7329] learning_rate: 0.000100 loss_class: 0.605676 loss_bbox: 0.140720 loss_giou: 0.352156 loss_class_aux: 2.594026 loss_bbox_aux: 0.627438 loss_giou_aux: 1.558115 loss_class_dn: 0.337944 loss_bbox_dn: 0.149875 loss_giou_dn: 0.366646 loss_class_aux_dn: 1.105236 loss_bbox_aux_dn: 0.580339 loss_giou_aux_dn: 1.247066 loss: 10.475367 eta: 2:56:30 batch_cost: 0.3515 data_cost: 0.0007 ips: 11.3795 images/s [05/16 02:05:03] ppdet.engine INFO: Epoch: [68] [ 200/7329] learning_rate: 0.000100 loss_class: 0.680050 loss_bbox: 0.146425 loss_giou: 0.470904 loss_class_aux: 2.886112 loss_bbox_aux: 0.685673 loss_giou_aux: 1.977978 loss_class_dn: 0.369714 loss_bbox_dn: 0.160159 loss_giou_dn: 0.426733 loss_class_aux_dn: 1.200214 loss_bbox_aux_dn: 0.602182 loss_giou_aux_dn: 1.470268 loss: 11.040363 eta: 2:55:18 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1885 images/s [05/16 02:06:22] ppdet.engine INFO: Epoch: [68] [ 400/7329] learning_rate: 0.000100 loss_class: 0.631997 loss_bbox: 0.131160 loss_giou: 0.389390 loss_class_aux: 2.680558 loss_bbox_aux: 0.595672 loss_giou_aux: 1.701053 loss_class_dn: 0.324928 loss_bbox_dn: 0.145994 loss_giou_dn: 0.369455 loss_class_aux_dn: 1.084745 loss_bbox_aux_dn: 0.561849 loss_giou_aux_dn: 1.322303 loss: 10.224825 eta: 2:54:06 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3127 images/s [05/16 02:07:41] ppdet.engine INFO: Epoch: [68] [ 600/7329] learning_rate: 0.000100 loss_class: 0.606942 loss_bbox: 0.147971 loss_giou: 0.393954 loss_class_aux: 2.595783 loss_bbox_aux: 0.639191 loss_giou_aux: 1.680279 loss_class_dn: 0.339079 loss_bbox_dn: 0.159898 loss_giou_dn: 0.378285 loss_class_aux_dn: 1.119460 loss_bbox_aux_dn: 0.611161 loss_giou_aux_dn: 1.291499 loss: 10.551221 eta: 2:52:53 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2202 images/s [05/16 02:09:00] ppdet.engine INFO: Epoch: [68] [ 800/7329] learning_rate: 0.000100 loss_class: 0.601520 loss_bbox: 0.141610 loss_giou: 0.377499 loss_class_aux: 2.607277 loss_bbox_aux: 0.634399 loss_giou_aux: 1.660066 loss_class_dn: 0.324426 loss_bbox_dn: 0.145371 loss_giou_dn: 0.362211 loss_class_aux_dn: 1.076960 loss_bbox_aux_dn: 0.564153 loss_giou_aux_dn: 1.274434 loss: 10.003687 eta: 2:51:41 batch_cost: 0.3572 data_cost: 0.0007 ips: 11.1967 images/s [05/16 02:10:19] ppdet.engine INFO: Epoch: [68] [1000/7329] learning_rate: 0.000100 loss_class: 0.613865 loss_bbox: 0.147904 loss_giou: 0.445214 loss_class_aux: 2.726986 loss_bbox_aux: 0.617046 loss_giou_aux: 1.940804 loss_class_dn: 0.347139 loss_bbox_dn: 0.145058 loss_giou_dn: 0.417869 loss_class_aux_dn: 1.171901 loss_bbox_aux_dn: 0.568054 loss_giou_aux_dn: 1.464992 loss: 10.956142 eta: 2:50:29 batch_cost: 0.3521 data_cost: 0.0007 ips: 11.3617 images/s [05/16 02:11:39] ppdet.engine INFO: Epoch: [68] [1200/7329] learning_rate: 0.000100 loss_class: 0.612331 loss_bbox: 0.145507 loss_giou: 0.429116 loss_class_aux: 2.645759 loss_bbox_aux: 0.643780 loss_giou_aux: 1.885780 loss_class_dn: 0.344807 loss_bbox_dn: 0.150665 loss_giou_dn: 0.409934 loss_class_aux_dn: 1.151877 loss_bbox_aux_dn: 0.571510 loss_giou_aux_dn: 1.420681 loss: 10.880031 eta: 2:49:17 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0947 images/s [05/16 02:12:57] ppdet.engine INFO: Epoch: [68] [1400/7329] learning_rate: 0.000100 loss_class: 0.651841 loss_bbox: 0.146458 loss_giou: 0.435937 loss_class_aux: 2.796074 loss_bbox_aux: 0.651462 loss_giou_aux: 1.881216 loss_class_dn: 0.361828 loss_bbox_dn: 0.147668 loss_giou_dn: 0.415295 loss_class_aux_dn: 1.184288 loss_bbox_aux_dn: 0.580864 loss_giou_aux_dn: 1.441084 loss: 11.145951 eta: 2:48:04 batch_cost: 0.3516 data_cost: 0.0007 ips: 11.3761 images/s [05/16 02:14:15] ppdet.engine INFO: Epoch: [68] [1600/7329] learning_rate: 0.000100 loss_class: 0.622970 loss_bbox: 0.138450 loss_giou: 0.404841 loss_class_aux: 2.580255 loss_bbox_aux: 0.634579 loss_giou_aux: 1.749922 loss_class_dn: 0.335316 loss_bbox_dn: 0.154597 loss_giou_dn: 0.390078 loss_class_aux_dn: 1.123757 loss_bbox_aux_dn: 0.577374 loss_giou_aux_dn: 1.365186 loss: 10.278664 eta: 2:46:52 batch_cost: 0.3522 data_cost: 0.0008 ips: 11.3567 images/s [05/16 02:15:34] ppdet.engine INFO: Epoch: [68] [1800/7329] learning_rate: 0.000100 loss_class: 0.585754 loss_bbox: 0.133290 loss_giou: 0.364396 loss_class_aux: 2.500785 loss_bbox_aux: 0.610899 loss_giou_aux: 1.671410 loss_class_dn: 0.323791 loss_bbox_dn: 0.136394 loss_giou_dn: 0.338449 loss_class_aux_dn: 1.050881 loss_bbox_aux_dn: 0.533901 loss_giou_aux_dn: 1.196969 loss: 9.955869 eta: 2:45:40 batch_cost: 0.3556 data_cost: 0.0008 ips: 11.2483 images/s [05/16 02:16:53] ppdet.engine INFO: Epoch: [68] [2000/7329] learning_rate: 0.000100 loss_class: 0.697835 loss_bbox: 0.149289 loss_giou: 0.443788 loss_class_aux: 2.975639 loss_bbox_aux: 0.667990 loss_giou_aux: 1.921939 loss_class_dn: 0.369699 loss_bbox_dn: 0.157491 loss_giou_dn: 0.417783 loss_class_aux_dn: 1.221637 loss_bbox_aux_dn: 0.604884 loss_giou_aux_dn: 1.446661 loss: 11.441404 eta: 2:44:27 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2678 images/s [05/16 02:18:12] ppdet.engine INFO: Epoch: [68] [2200/7329] learning_rate: 0.000100 loss_class: 0.617456 loss_bbox: 0.145976 loss_giou: 0.430335 loss_class_aux: 2.771709 loss_bbox_aux: 0.647310 loss_giou_aux: 1.864710 loss_class_dn: 0.339706 loss_bbox_dn: 0.168253 loss_giou_dn: 0.403997 loss_class_aux_dn: 1.132951 loss_bbox_aux_dn: 0.626140 loss_giou_aux_dn: 1.407235 loss: 10.781550 eta: 2:43:15 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3414 images/s [05/16 02:19:30] ppdet.engine INFO: Epoch: [68] [2400/7329] learning_rate: 0.000100 loss_class: 0.601187 loss_bbox: 0.138609 loss_giou: 0.370720 loss_class_aux: 2.572149 loss_bbox_aux: 0.604267 loss_giou_aux: 1.603085 loss_class_dn: 0.331648 loss_bbox_dn: 0.145298 loss_giou_dn: 0.366740 loss_class_aux_dn: 1.098287 loss_bbox_aux_dn: 0.547199 loss_giou_aux_dn: 1.272318 loss: 10.321980 eta: 2:42:03 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3736 images/s [05/16 02:20:48] ppdet.engine INFO: Epoch: [68] [2600/7329] learning_rate: 0.000100 loss_class: 0.623258 loss_bbox: 0.126996 loss_giou: 0.397152 loss_class_aux: 2.630622 loss_bbox_aux: 0.595640 loss_giou_aux: 1.687062 loss_class_dn: 0.330690 loss_bbox_dn: 0.143342 loss_giou_dn: 0.360210 loss_class_aux_dn: 1.102465 loss_bbox_aux_dn: 0.546857 loss_giou_aux_dn: 1.279770 loss: 10.141804 eta: 2:40:50 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3451 images/s [05/16 02:22:07] ppdet.engine INFO: Epoch: [68] [2800/7329] learning_rate: 0.000100 loss_class: 0.583406 loss_bbox: 0.129690 loss_giou: 0.380001 loss_class_aux: 2.496902 loss_bbox_aux: 0.605463 loss_giou_aux: 1.687518 loss_class_dn: 0.316148 loss_bbox_dn: 0.144655 loss_giou_dn: 0.369414 loss_class_aux_dn: 1.077559 loss_bbox_aux_dn: 0.558283 loss_giou_aux_dn: 1.301454 loss: 10.128230 eta: 2:39:38 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3348 images/s [05/16 02:23:25] ppdet.engine INFO: Epoch: [68] [3000/7329] learning_rate: 0.000100 loss_class: 0.653057 loss_bbox: 0.151329 loss_giou: 0.368741 loss_class_aux: 2.730772 loss_bbox_aux: 0.655408 loss_giou_aux: 1.578317 loss_class_dn: 0.326404 loss_bbox_dn: 0.165152 loss_giou_dn: 0.357190 loss_class_aux_dn: 1.075913 loss_bbox_aux_dn: 0.602028 loss_giou_aux_dn: 1.256712 loss: 10.235126 eta: 2:38:25 batch_cost: 0.3517 data_cost: 0.0007 ips: 11.3726 images/s [05/16 02:24:44] ppdet.engine INFO: Epoch: [68] [3200/7329] learning_rate: 0.000100 loss_class: 0.660542 loss_bbox: 0.146292 loss_giou: 0.432451 loss_class_aux: 2.834707 loss_bbox_aux: 0.639824 loss_giou_aux: 1.842163 loss_class_dn: 0.363429 loss_bbox_dn: 0.153659 loss_giou_dn: 0.415775 loss_class_aux_dn: 1.209736 loss_bbox_aux_dn: 0.588785 loss_giou_aux_dn: 1.443747 loss: 11.043457 eta: 2:37:13 batch_cost: 0.3532 data_cost: 0.0008 ips: 11.3260 images/s [05/16 02:26:02] ppdet.engine INFO: Epoch: [68] [3400/7329] learning_rate: 0.000100 loss_class: 0.574863 loss_bbox: 0.139685 loss_giou: 0.366078 loss_class_aux: 2.531917 loss_bbox_aux: 0.623306 loss_giou_aux: 1.589114 loss_class_dn: 0.321204 loss_bbox_dn: 0.154555 loss_giou_dn: 0.351864 loss_class_aux_dn: 1.066293 loss_bbox_aux_dn: 0.587973 loss_giou_aux_dn: 1.257901 loss: 9.850773 eta: 2:36:01 batch_cost: 0.3541 data_cost: 0.0007 ips: 11.2962 images/s [05/16 02:27:21] ppdet.engine INFO: Epoch: [68] [3600/7329] learning_rate: 0.000100 loss_class: 0.609599 loss_bbox: 0.144291 loss_giou: 0.368540 loss_class_aux: 2.564766 loss_bbox_aux: 0.648620 loss_giou_aux: 1.651548 loss_class_dn: 0.339603 loss_bbox_dn: 0.156282 loss_giou_dn: 0.373299 loss_class_aux_dn: 1.130584 loss_bbox_aux_dn: 0.594028 loss_giou_aux_dn: 1.304729 loss: 10.550449 eta: 2:34:48 batch_cost: 0.3505 data_cost: 0.0007 ips: 11.4126 images/s [05/16 02:28:39] ppdet.engine INFO: Epoch: [68] [3800/7329] learning_rate: 0.000100 loss_class: 0.630672 loss_bbox: 0.152078 loss_giou: 0.377840 loss_class_aux: 2.753745 loss_bbox_aux: 0.649497 loss_giou_aux: 1.622357 loss_class_dn: 0.344786 loss_bbox_dn: 0.154299 loss_giou_dn: 0.360402 loss_class_aux_dn: 1.156223 loss_bbox_aux_dn: 0.569144 loss_giou_aux_dn: 1.279276 loss: 10.497387 eta: 2:33:36 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3423 images/s [05/16 02:29:58] ppdet.engine INFO: Epoch: [68] [4000/7329] learning_rate: 0.000100 loss_class: 0.582720 loss_bbox: 0.138052 loss_giou: 0.395617 loss_class_aux: 2.563687 loss_bbox_aux: 0.597396 loss_giou_aux: 1.655141 loss_class_dn: 0.327620 loss_bbox_dn: 0.139707 loss_giou_dn: 0.349793 loss_class_aux_dn: 1.100258 loss_bbox_aux_dn: 0.519192 loss_giou_aux_dn: 1.250621 loss: 10.132811 eta: 2:32:24 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2640 images/s [05/16 02:31:17] ppdet.engine INFO: Epoch: [68] [4200/7329] learning_rate: 0.000100 loss_class: 0.682405 loss_bbox: 0.152087 loss_giou: 0.487534 loss_class_aux: 2.943507 loss_bbox_aux: 0.685129 loss_giou_aux: 2.071350 loss_class_dn: 0.379682 loss_bbox_dn: 0.164278 loss_giou_dn: 0.421478 loss_class_aux_dn: 1.254669 loss_bbox_aux_dn: 0.614991 loss_giou_aux_dn: 1.467018 loss: 11.229460 eta: 2:31:12 batch_cost: 0.3565 data_cost: 0.0007 ips: 11.2203 images/s [05/16 02:32:36] ppdet.engine INFO: Epoch: [68] [4400/7329] learning_rate: 0.000100 loss_class: 0.618521 loss_bbox: 0.143474 loss_giou: 0.393582 loss_class_aux: 2.704030 loss_bbox_aux: 0.641320 loss_giou_aux: 1.675631 loss_class_dn: 0.355819 loss_bbox_dn: 0.146965 loss_giou_dn: 0.384636 loss_class_aux_dn: 1.180586 loss_bbox_aux_dn: 0.568654 loss_giou_aux_dn: 1.373737 loss: 10.759695 eta: 2:29:59 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2182 images/s [05/16 02:33:56] ppdet.engine INFO: Epoch: [68] [4600/7329] learning_rate: 0.000100 loss_class: 0.622275 loss_bbox: 0.142335 loss_giou: 0.383935 loss_class_aux: 2.679258 loss_bbox_aux: 0.639276 loss_giou_aux: 1.643797 loss_class_dn: 0.333789 loss_bbox_dn: 0.151318 loss_giou_dn: 0.375947 loss_class_aux_dn: 1.094385 loss_bbox_aux_dn: 0.573012 loss_giou_aux_dn: 1.331354 loss: 10.245768 eta: 2:28:47 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2361 images/s [05/16 02:35:15] ppdet.engine INFO: Epoch: [68] [4800/7329] learning_rate: 0.000100 loss_class: 0.594531 loss_bbox: 0.131851 loss_giou: 0.340922 loss_class_aux: 2.559617 loss_bbox_aux: 0.587454 loss_giou_aux: 1.554823 loss_class_dn: 0.328265 loss_bbox_dn: 0.147094 loss_giou_dn: 0.352914 loss_class_aux_dn: 1.071605 loss_bbox_aux_dn: 0.552529 loss_giou_aux_dn: 1.242993 loss: 9.882915 eta: 2:27:35 batch_cost: 0.3552 data_cost: 0.0007 ips: 11.2598 images/s [05/16 02:36:33] ppdet.engine INFO: Epoch: [68] [5000/7329] learning_rate: 0.000100 loss_class: 0.623330 loss_bbox: 0.149834 loss_giou: 0.396989 loss_class_aux: 2.782207 loss_bbox_aux: 0.645923 loss_giou_aux: 1.724322 loss_class_dn: 0.353498 loss_bbox_dn: 0.155039 loss_giou_dn: 0.389737 loss_class_aux_dn: 1.163637 loss_bbox_aux_dn: 0.566717 loss_giou_aux_dn: 1.360701 loss: 10.757627 eta: 2:26:22 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2841 images/s [05/16 02:37:51] ppdet.engine INFO: Epoch: [68] [5200/7329] learning_rate: 0.000100 loss_class: 0.605952 loss_bbox: 0.141786 loss_giou: 0.357674 loss_class_aux: 2.607453 loss_bbox_aux: 0.629027 loss_giou_aux: 1.537196 loss_class_dn: 0.321997 loss_bbox_dn: 0.152495 loss_giou_dn: 0.334998 loss_class_aux_dn: 1.050730 loss_bbox_aux_dn: 0.578175 loss_giou_aux_dn: 1.215481 loss: 9.643965 eta: 2:25:10 batch_cost: 0.3513 data_cost: 0.0007 ips: 11.3851 images/s [05/16 02:39:10] ppdet.engine INFO: Epoch: [68] [5400/7329] learning_rate: 0.000100 loss_class: 0.618035 loss_bbox: 0.138234 loss_giou: 0.399734 loss_class_aux: 2.553534 loss_bbox_aux: 0.642893 loss_giou_aux: 1.722263 loss_class_dn: 0.332342 loss_bbox_dn: 0.142496 loss_giou_dn: 0.377114 loss_class_aux_dn: 1.072259 loss_bbox_aux_dn: 0.563119 loss_giou_aux_dn: 1.290888 loss: 10.161833 eta: 2:23:58 batch_cost: 0.3556 data_cost: 0.0008 ips: 11.2486 images/s [05/16 02:40:29] ppdet.engine INFO: Epoch: [68] [5600/7329] learning_rate: 0.000100 loss_class: 0.568689 loss_bbox: 0.125940 loss_giou: 0.352175 loss_class_aux: 2.426204 loss_bbox_aux: 0.583209 loss_giou_aux: 1.511445 loss_class_dn: 0.309000 loss_bbox_dn: 0.149784 loss_giou_dn: 0.340057 loss_class_aux_dn: 1.011980 loss_bbox_aux_dn: 0.566845 loss_giou_aux_dn: 1.191102 loss: 9.409681 eta: 2:22:45 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2989 images/s [05/16 02:41:47] ppdet.engine INFO: Epoch: [68] [5800/7329] learning_rate: 0.000100 loss_class: 0.632771 loss_bbox: 0.143841 loss_giou: 0.394958 loss_class_aux: 2.657437 loss_bbox_aux: 0.641083 loss_giou_aux: 1.721267 loss_class_dn: 0.351886 loss_bbox_dn: 0.158313 loss_giou_dn: 0.372589 loss_class_aux_dn: 1.162818 loss_bbox_aux_dn: 0.585074 loss_giou_aux_dn: 1.332771 loss: 11.137223 eta: 2:21:33 batch_cost: 0.3525 data_cost: 0.0007 ips: 11.3470 images/s [05/16 02:43:07] ppdet.engine INFO: Epoch: [68] [6000/7329] learning_rate: 0.000100 loss_class: 0.575835 loss_bbox: 0.135679 loss_giou: 0.376041 loss_class_aux: 2.388392 loss_bbox_aux: 0.605225 loss_giou_aux: 1.637131 loss_class_dn: 0.310409 loss_bbox_dn: 0.145969 loss_giou_dn: 0.355696 loss_class_aux_dn: 1.017867 loss_bbox_aux_dn: 0.549725 loss_giou_aux_dn: 1.243676 loss: 9.574522 eta: 2:20:21 batch_cost: 0.3597 data_cost: 0.0007 ips: 11.1209 images/s [05/16 02:44:26] ppdet.engine INFO: Epoch: [68] [6200/7329] learning_rate: 0.000100 loss_class: 0.640088 loss_bbox: 0.139972 loss_giou: 0.424319 loss_class_aux: 2.756230 loss_bbox_aux: 0.632629 loss_giou_aux: 1.848680 loss_class_dn: 0.355030 loss_bbox_dn: 0.163056 loss_giou_dn: 0.398995 loss_class_aux_dn: 1.176214 loss_bbox_aux_dn: 0.627704 loss_giou_aux_dn: 1.396463 loss: 10.828070 eta: 2:19:09 batch_cost: 0.3551 data_cost: 0.0008 ips: 11.2656 images/s [05/16 02:45:45] ppdet.engine INFO: Epoch: [68] [6400/7329] learning_rate: 0.000100 loss_class: 0.592898 loss_bbox: 0.131902 loss_giou: 0.386064 loss_class_aux: 2.522543 loss_bbox_aux: 0.607984 loss_giou_aux: 1.683235 loss_class_dn: 0.334464 loss_bbox_dn: 0.152931 loss_giou_dn: 0.380305 loss_class_aux_dn: 1.120368 loss_bbox_aux_dn: 0.577965 loss_giou_aux_dn: 1.341498 loss: 9.952875 eta: 2:17:56 batch_cost: 0.3525 data_cost: 0.0008 ips: 11.3476 images/s [05/16 02:47:03] ppdet.engine INFO: Epoch: [68] [6600/7329] learning_rate: 0.000100 loss_class: 0.627468 loss_bbox: 0.152212 loss_giou: 0.398879 loss_class_aux: 2.711439 loss_bbox_aux: 0.651428 loss_giou_aux: 1.702648 loss_class_dn: 0.344647 loss_bbox_dn: 0.152671 loss_giou_dn: 0.382388 loss_class_aux_dn: 1.132806 loss_bbox_aux_dn: 0.577528 loss_giou_aux_dn: 1.341847 loss: 10.302656 eta: 2:16:44 batch_cost: 0.3527 data_cost: 0.0007 ips: 11.3422 images/s [05/16 02:48:21] ppdet.engine INFO: Epoch: [68] [6800/7329] learning_rate: 0.000100 loss_class: 0.571085 loss_bbox: 0.131118 loss_giou: 0.329406 loss_class_aux: 2.425728 loss_bbox_aux: 0.579993 loss_giou_aux: 1.478783 loss_class_dn: 0.301582 loss_bbox_dn: 0.140853 loss_giou_dn: 0.318532 loss_class_aux_dn: 1.019602 loss_bbox_aux_dn: 0.508864 loss_giou_aux_dn: 1.118683 loss: 8.974956 eta: 2:15:32 batch_cost: 0.3509 data_cost: 0.0009 ips: 11.3976 images/s [05/16 02:49:40] ppdet.engine INFO: Epoch: [68] [7000/7329] learning_rate: 0.000100 loss_class: 0.605962 loss_bbox: 0.135854 loss_giou: 0.408848 loss_class_aux: 2.603975 loss_bbox_aux: 0.598718 loss_giou_aux: 1.755543 loss_class_dn: 0.338594 loss_bbox_dn: 0.144705 loss_giou_dn: 0.371416 loss_class_aux_dn: 1.099483 loss_bbox_aux_dn: 0.543742 loss_giou_aux_dn: 1.341673 loss: 10.109194 eta: 2:14:19 batch_cost: 0.3526 data_cost: 0.0007 ips: 11.3435 images/s [05/16 02:50:58] ppdet.engine INFO: Epoch: [68] [7200/7329] learning_rate: 0.000100 loss_class: 0.596015 loss_bbox: 0.136508 loss_giou: 0.387093 loss_class_aux: 2.548745 loss_bbox_aux: 0.610734 loss_giou_aux: 1.688689 loss_class_dn: 0.331939 loss_bbox_dn: 0.142792 loss_giou_dn: 0.357767 loss_class_aux_dn: 1.087196 loss_bbox_aux_dn: 0.532503 loss_giou_aux_dn: 1.297424 loss: 10.053932 eta: 2:13:07 batch_cost: 0.3519 data_cost: 0.0007 ips: 11.3682 images/s [05/16 02:51:51] ppdet.engine INFO: Eval iter: 0 [05/16 02:51:57] ppdet.engine INFO: Eval iter: 100 [05/16 02:52:03] ppdet.engine INFO: Eval iter: 200 [05/16 02:52:10] ppdet.engine INFO: Eval iter: 300 [05/16 02:52:16] ppdet.engine INFO: Eval iter: 400 [05/16 02:52:22] ppdet.engine INFO: Eval iter: 500 [05/16 02:52:28] ppdet.engine INFO: Eval iter: 600 [05/16 02:52:35] ppdet.engine INFO: Eval iter: 700 [05/16 02:52:41] ppdet.engine INFO: Eval iter: 800 [05/16 02:52:47] ppdet.engine INFO: Eval iter: 900 [05/16 02:52:53] ppdet.engine INFO: Eval iter: 1000 [05/16 02:53:00] ppdet.engine INFO: Eval iter: 1100 [05/16 02:53:07] ppdet.engine INFO: Eval iter: 1200 [05/16 02:53:30] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.51s) creating index... index created! [05/16 02:53:31] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.97s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=95.27s). Accumulating evaluation results... DONE (t=22.79s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.668 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.530 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 ] = 0.525 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 ] = 0.373 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [05/16 02:55:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.63839202743046 [05/16 02:55:47] ppdet.engine INFO: Best test bbox ap is 0.489. [05/16 02:55:40] ppdet.engine INFO: Epoch: [69] [ 0/7329] learning_rate: 0.000100 loss_class: 0.614904 loss_bbox: 0.143970 loss_giou: 0.376738 loss_class_aux: 2.610227 loss_bbox_aux: 0.642586 loss_giou_aux: 1.699926 loss_class_dn: 0.346482 loss_bbox_dn: 0.147552 loss_giou_dn: 0.369146 loss_class_aux_dn: 1.143253 loss_bbox_aux_dn: 0.559095 loss_giou_aux_dn: 1.338252 loss: 11.079479 eta: 2:12:20 batch_cost: 0.3514 data_cost: 0.0008 ips: 11.3818 images/s [05/16 02:57:13] ppdet.engine INFO: Epoch: [69] [ 200/7329] learning_rate: 0.000100 loss_class: 0.578220 loss_bbox: 0.146410 loss_giou: 0.394974 loss_class_aux: 2.519612 loss_bbox_aux: 0.647679 loss_giou_aux: 1.672385 loss_class_dn: 0.332674 loss_bbox_dn: 0.151614 loss_giou_dn: 0.366971 loss_class_aux_dn: 1.059505 loss_bbox_aux_dn: 0.596221 loss_giou_aux_dn: 1.300301 loss: 9.953936 eta: 2:11:08 batch_cost: 0.3726 data_cost: 0.0007 ips: 10.7343 images/s [05/16 02:58:33] ppdet.engine INFO: Epoch: [69] [ 400/7329] learning_rate: 0.000100 loss_class: 0.641529 loss_bbox: 0.135298 loss_giou: 0.420970 loss_class_aux: 2.773274 loss_bbox_aux: 0.628942 loss_giou_aux: 1.853763 loss_class_dn: 0.345410 loss_bbox_dn: 0.147119 loss_giou_dn: 0.410198 loss_class_aux_dn: 1.126237 loss_bbox_aux_dn: 0.539266 loss_giou_aux_dn: 1.424277 loss: 10.741060 eta: 2:09:56 batch_cost: 0.3616 data_cost: 0.0007 ips: 11.0618 images/s [05/16 02:59:53] ppdet.engine INFO: Epoch: [69] [ 600/7329] learning_rate: 0.000100 loss_class: 0.609523 loss_bbox: 0.138815 loss_giou: 0.392952 loss_class_aux: 2.658274 loss_bbox_aux: 0.598195 loss_giou_aux: 1.673799 loss_class_dn: 0.340071 loss_bbox_dn: 0.152307 loss_giou_dn: 0.389243 loss_class_aux_dn: 1.135263 loss_bbox_aux_dn: 0.587011 loss_giou_aux_dn: 1.369824 loss: 10.361792 eta: 2:08:44 batch_cost: 0.3628 data_cost: 0.0007 ips: 11.0262 images/s [05/16 03:01:12] ppdet.engine INFO: Epoch: [69] [ 800/7329] learning_rate: 0.000100 loss_class: 0.619548 loss_bbox: 0.150243 loss_giou: 0.398198 loss_class_aux: 2.666625 loss_bbox_aux: 0.641361 loss_giou_aux: 1.728921 loss_class_dn: 0.345115 loss_bbox_dn: 0.151303 loss_giou_dn: 0.385337 loss_class_aux_dn: 1.141808 loss_bbox_aux_dn: 0.563619 loss_giou_aux_dn: 1.337699 loss: 10.247564 eta: 2:07:31 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2330 images/s [05/16 03:02:31] ppdet.engine INFO: Epoch: [69] [1000/7329] learning_rate: 0.000100 loss_class: 0.626622 loss_bbox: 0.141791 loss_giou: 0.415998 loss_class_aux: 2.715368 loss_bbox_aux: 0.632703 loss_giou_aux: 1.765032 loss_class_dn: 0.353561 loss_bbox_dn: 0.141828 loss_giou_dn: 0.408332 loss_class_aux_dn: 1.143514 loss_bbox_aux_dn: 0.533633 loss_giou_aux_dn: 1.425400 loss: 10.952385 eta: 2:06:19 batch_cost: 0.3509 data_cost: 0.0007 ips: 11.3982 images/s [05/16 03:03:50] ppdet.engine INFO: Epoch: [69] [1200/7329] learning_rate: 0.000100 loss_class: 0.621459 loss_bbox: 0.128836 loss_giou: 0.371640 loss_class_aux: 2.594321 loss_bbox_aux: 0.571556 loss_giou_aux: 1.592286 loss_class_dn: 0.327849 loss_bbox_dn: 0.137207 loss_giou_dn: 0.346440 loss_class_aux_dn: 1.107020 loss_bbox_aux_dn: 0.525381 loss_giou_aux_dn: 1.211692 loss: 9.727915 eta: 2:05:07 batch_cost: 0.3591 data_cost: 0.0007 ips: 11.1379 images/s [05/16 03:05:09] ppdet.engine INFO: Epoch: [69] [1400/7329] learning_rate: 0.000100 loss_class: 0.616835 loss_bbox: 0.149014 loss_giou: 0.384672 loss_class_aux: 2.684633 loss_bbox_aux: 0.669159 loss_giou_aux: 1.673793 loss_class_dn: 0.346846 loss_bbox_dn: 0.149257 loss_giou_dn: 0.365617 loss_class_aux_dn: 1.140382 loss_bbox_aux_dn: 0.553818 loss_giou_aux_dn: 1.304296 loss: 10.725672 eta: 2:03:55 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2584 images/s [05/16 03:06:28] ppdet.engine INFO: Epoch: [69] [1600/7329] learning_rate: 0.000100 loss_class: 0.624862 loss_bbox: 0.138989 loss_giou: 0.374201 loss_class_aux: 2.675160 loss_bbox_aux: 0.608475 loss_giou_aux: 1.623041 loss_class_dn: 0.323550 loss_bbox_dn: 0.146749 loss_giou_dn: 0.353651 loss_class_aux_dn: 1.076408 loss_bbox_aux_dn: 0.558417 loss_giou_aux_dn: 1.240274 loss: 9.944798 eta: 2:02:42 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2075 images/s [05/16 03:07:47] ppdet.engine INFO: Epoch: [69] [1800/7329] learning_rate: 0.000100 loss_class: 0.585769 loss_bbox: 0.139045 loss_giou: 0.353596 loss_class_aux: 2.523176 loss_bbox_aux: 0.629619 loss_giou_aux: 1.557850 loss_class_dn: 0.331616 loss_bbox_dn: 0.154031 loss_giou_dn: 0.346016 loss_class_aux_dn: 1.114422 loss_bbox_aux_dn: 0.587228 loss_giou_aux_dn: 1.206879 loss: 9.823056 eta: 2:01:30 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3125 images/s [05/16 03:09:06] ppdet.engine INFO: Epoch: [69] [2000/7329] learning_rate: 0.000100 loss_class: 0.648825 loss_bbox: 0.145825 loss_giou: 0.402814 loss_class_aux: 2.727045 loss_bbox_aux: 0.637431 loss_giou_aux: 1.737419 loss_class_dn: 0.342572 loss_bbox_dn: 0.154978 loss_giou_dn: 0.390801 loss_class_aux_dn: 1.132782 loss_bbox_aux_dn: 0.569701 loss_giou_aux_dn: 1.388590 loss: 10.555370 eta: 2:00:18 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2898 images/s [05/16 03:10:26] ppdet.engine INFO: Epoch: [69] [2200/7329] learning_rate: 0.000100 loss_class: 0.546063 loss_bbox: 0.121456 loss_giou: 0.347184 loss_class_aux: 2.327855 loss_bbox_aux: 0.557254 loss_giou_aux: 1.457154 loss_class_dn: 0.316825 loss_bbox_dn: 0.140947 loss_giou_dn: 0.331995 loss_class_aux_dn: 1.063372 loss_bbox_aux_dn: 0.535096 loss_giou_aux_dn: 1.201956 loss: 9.455816 eta: 1:59:06 batch_cost: 0.3623 data_cost: 0.0007 ips: 11.0402 images/s [05/16 03:11:46] ppdet.engine INFO: Epoch: [69] [2400/7329] learning_rate: 0.000100 loss_class: 0.595785 loss_bbox: 0.137622 loss_giou: 0.347109 loss_class_aux: 2.482589 loss_bbox_aux: 0.643492 loss_giou_aux: 1.559480 loss_class_dn: 0.321925 loss_bbox_dn: 0.140405 loss_giou_dn: 0.339523 loss_class_aux_dn: 1.059488 loss_bbox_aux_dn: 0.530468 loss_giou_aux_dn: 1.217728 loss: 9.771105 eta: 1:57:53 batch_cost: 0.3605 data_cost: 0.0007 ips: 11.0969 images/s [05/16 03:13:06] ppdet.engine INFO: Epoch: [69] [2600/7329] learning_rate: 0.000100 loss_class: 0.602609 loss_bbox: 0.131369 loss_giou: 0.369950 loss_class_aux: 2.586128 loss_bbox_aux: 0.615669 loss_giou_aux: 1.579253 loss_class_dn: 0.334467 loss_bbox_dn: 0.146075 loss_giou_dn: 0.340972 loss_class_aux_dn: 1.095563 loss_bbox_aux_dn: 0.546315 loss_giou_aux_dn: 1.192401 loss: 9.677639 eta: 1:56:41 batch_cost: 0.3577 data_cost: 0.0007 ips: 11.1829 images/s [05/16 03:14:26] ppdet.engine INFO: Epoch: [69] [2800/7329] learning_rate: 0.000100 loss_class: 0.643256 loss_bbox: 0.138850 loss_giou: 0.438892 loss_class_aux: 2.656454 loss_bbox_aux: 0.636285 loss_giou_aux: 1.835062 loss_class_dn: 0.367448 loss_bbox_dn: 0.142269 loss_giou_dn: 0.405270 loss_class_aux_dn: 1.203798 loss_bbox_aux_dn: 0.538426 loss_giou_aux_dn: 1.406510 loss: 10.887314 eta: 1:55:29 batch_cost: 0.3606 data_cost: 0.0007 ips: 11.0914 images/s [05/16 03:15:47] ppdet.engine INFO: Epoch: [69] [3000/7329] learning_rate: 0.000100 loss_class: 0.618179 loss_bbox: 0.140029 loss_giou: 0.387297 loss_class_aux: 2.597944 loss_bbox_aux: 0.629373 loss_giou_aux: 1.653693 loss_class_dn: 0.314754 loss_bbox_dn: 0.156115 loss_giou_dn: 0.352834 loss_class_aux_dn: 1.043785 loss_bbox_aux_dn: 0.598268 loss_giou_aux_dn: 1.267044 loss: 10.398808 eta: 1:54:17 batch_cost: 0.3656 data_cost: 0.0007 ips: 10.9409 images/s [05/16 03:17:06] ppdet.engine INFO: Epoch: [69] [3200/7329] learning_rate: 0.000100 loss_class: 0.614880 loss_bbox: 0.136476 loss_giou: 0.368792 loss_class_aux: 2.636578 loss_bbox_aux: 0.595809 loss_giou_aux: 1.602926 loss_class_dn: 0.325665 loss_bbox_dn: 0.143492 loss_giou_dn: 0.376286 loss_class_aux_dn: 1.087417 loss_bbox_aux_dn: 0.545982 loss_giou_aux_dn: 1.268119 loss: 10.095531 eta: 1:53:04 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2332 images/s [05/16 03:18:26] ppdet.engine INFO: Epoch: [69] [3400/7329] learning_rate: 0.000100 loss_class: 0.668480 loss_bbox: 0.154845 loss_giou: 0.440608 loss_class_aux: 2.809820 loss_bbox_aux: 0.703675 loss_giou_aux: 1.922245 loss_class_dn: 0.356933 loss_bbox_dn: 0.161284 loss_giou_dn: 0.408732 loss_class_aux_dn: 1.175696 loss_bbox_aux_dn: 0.598399 loss_giou_aux_dn: 1.397760 loss: 10.786892 eta: 1:51:52 batch_cost: 0.3639 data_cost: 0.0007 ips: 10.9917 images/s [05/16 03:19:46] ppdet.engine INFO: Epoch: [69] [3600/7329] learning_rate: 0.000100 loss_class: 0.586571 loss_bbox: 0.135745 loss_giou: 0.402035 loss_class_aux: 2.541803 loss_bbox_aux: 0.605040 loss_giou_aux: 1.675698 loss_class_dn: 0.327464 loss_bbox_dn: 0.143867 loss_giou_dn: 0.372288 loss_class_aux_dn: 1.066411 loss_bbox_aux_dn: 0.562879 loss_giou_aux_dn: 1.293881 loss: 10.041092 eta: 1:50:40 batch_cost: 0.3578 data_cost: 0.0007 ips: 11.1782 images/s [05/16 03:21:05] ppdet.engine INFO: Epoch: [69] [3800/7329] learning_rate: 0.000100 loss_class: 0.601390 loss_bbox: 0.135868 loss_giou: 0.386957 loss_class_aux: 2.499337 loss_bbox_aux: 0.612871 loss_giou_aux: 1.737965 loss_class_dn: 0.318829 loss_bbox_dn: 0.149673 loss_giou_dn: 0.377383 loss_class_aux_dn: 1.076792 loss_bbox_aux_dn: 0.550277 loss_giou_aux_dn: 1.298766 loss: 10.316117 eta: 1:49:28 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1936 images/s [05/16 03:22:25] ppdet.engine INFO: Epoch: [69] [4000/7329] learning_rate: 0.000100 loss_class: 0.557552 loss_bbox: 0.137942 loss_giou: 0.362078 loss_class_aux: 2.419933 loss_bbox_aux: 0.632969 loss_giou_aux: 1.523764 loss_class_dn: 0.304550 loss_bbox_dn: 0.145999 loss_giou_dn: 0.342917 loss_class_aux_dn: 1.011631 loss_bbox_aux_dn: 0.563265 loss_giou_aux_dn: 1.177222 loss: 9.587053 eta: 1:48:15 batch_cost: 0.3599 data_cost: 0.0007 ips: 11.1151 images/s [05/16 03:23:44] ppdet.engine INFO: Epoch: [69] [4200/7329] learning_rate: 0.000100 loss_class: 0.645847 loss_bbox: 0.141711 loss_giou: 0.403778 loss_class_aux: 2.796176 loss_bbox_aux: 0.636050 loss_giou_aux: 1.754336 loss_class_dn: 0.367126 loss_bbox_dn: 0.157206 loss_giou_dn: 0.391267 loss_class_aux_dn: 1.209322 loss_bbox_aux_dn: 0.605174 loss_giou_aux_dn: 1.378956 loss: 11.207727 eta: 1:47:03 batch_cost: 0.3557 data_cost: 0.0007 ips: 11.2444 images/s [05/16 03:25:02] ppdet.engine INFO: Epoch: [69] [4400/7329] learning_rate: 0.000100 loss_class: 0.550316 loss_bbox: 0.134608 loss_giou: 0.321784 loss_class_aux: 2.402945 loss_bbox_aux: 0.594128 loss_giou_aux: 1.386302 loss_class_dn: 0.297046 loss_bbox_dn: 0.145344 loss_giou_dn: 0.305722 loss_class_aux_dn: 0.986907 loss_bbox_aux_dn: 0.546501 loss_giou_aux_dn: 1.074331 loss: 8.868234 eta: 1:45:51 batch_cost: 0.3536 data_cost: 0.0007 ips: 11.3117 images/s [05/16 03:26:22] ppdet.engine INFO: Epoch: [69] [4600/7329] learning_rate: 0.000100 loss_class: 0.581494 loss_bbox: 0.139425 loss_giou: 0.392698 loss_class_aux: 2.560220 loss_bbox_aux: 0.632216 loss_giou_aux: 1.739676 loss_class_dn: 0.329152 loss_bbox_dn: 0.146583 loss_giou_dn: 0.363260 loss_class_aux_dn: 1.102019 loss_bbox_aux_dn: 0.562138 loss_giou_aux_dn: 1.276437 loss: 9.874727 eta: 1:44:39 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1944 images/s [05/16 03:27:41] ppdet.engine INFO: Epoch: [69] [4800/7329] learning_rate: 0.000100 loss_class: 0.648523 loss_bbox: 0.144754 loss_giou: 0.414933 loss_class_aux: 2.770047 loss_bbox_aux: 0.631749 loss_giou_aux: 1.783436 loss_class_dn: 0.345704 loss_bbox_dn: 0.151766 loss_giou_dn: 0.392528 loss_class_aux_dn: 1.133590 loss_bbox_aux_dn: 0.569981 loss_giou_aux_dn: 1.366801 loss: 10.797232 eta: 1:43:26 batch_cost: 0.3579 data_cost: 0.0007 ips: 11.1763 images/s [05/16 03:29:02] ppdet.engine INFO: Epoch: [69] [5000/7329] learning_rate: 0.000100 loss_class: 0.624801 loss_bbox: 0.135200 loss_giou: 0.409378 loss_class_aux: 2.620665 loss_bbox_aux: 0.622587 loss_giou_aux: 1.695600 loss_class_dn: 0.351254 loss_bbox_dn: 0.150904 loss_giou_dn: 0.371238 loss_class_aux_dn: 1.158343 loss_bbox_aux_dn: 0.578324 loss_giou_aux_dn: 1.325184 loss: 10.855169 eta: 1:42:14 batch_cost: 0.3663 data_cost: 0.0007 ips: 10.9209 images/s [05/16 03:30:21] ppdet.engine INFO: Epoch: [69] [5200/7329] learning_rate: 0.000100 loss_class: 0.616219 loss_bbox: 0.136733 loss_giou: 0.374960 loss_class_aux: 2.570856 loss_bbox_aux: 0.634097 loss_giou_aux: 1.632304 loss_class_dn: 0.318024 loss_bbox_dn: 0.150170 loss_giou_dn: 0.354017 loss_class_aux_dn: 1.071138 loss_bbox_aux_dn: 0.550971 loss_giou_aux_dn: 1.206264 loss: 9.851948 eta: 1:41:02 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3321 images/s [05/16 03:31:40] ppdet.engine INFO: Epoch: [69] [5400/7329] learning_rate: 0.000100 loss_class: 0.616960 loss_bbox: 0.135118 loss_giou: 0.407998 loss_class_aux: 2.594329 loss_bbox_aux: 0.628764 loss_giou_aux: 1.780606 loss_class_dn: 0.360664 loss_bbox_dn: 0.147415 loss_giou_dn: 0.398924 loss_class_aux_dn: 1.178643 loss_bbox_aux_dn: 0.549028 loss_giou_aux_dn: 1.391689 loss: 10.616627 eta: 1:39:50 batch_cost: 0.3560 data_cost: 0.0007 ips: 11.2371 images/s [05/16 03:32:59] ppdet.engine INFO: Epoch: [69] [5600/7329] learning_rate: 0.000100 loss_class: 0.640819 loss_bbox: 0.146173 loss_giou: 0.367970 loss_class_aux: 2.701009 loss_bbox_aux: 0.688708 loss_giou_aux: 1.619893 loss_class_dn: 0.334150 loss_bbox_dn: 0.158657 loss_giou_dn: 0.356379 loss_class_aux_dn: 1.091869 loss_bbox_aux_dn: 0.612294 loss_giou_aux_dn: 1.267590 loss: 10.543630 eta: 1:38:37 batch_cost: 0.3566 data_cost: 0.0008 ips: 11.2159 images/s [05/16 03:34:18] ppdet.engine INFO: Epoch: [69] [5800/7329] learning_rate: 0.000100 loss_class: 0.590859 loss_bbox: 0.129598 loss_giou: 0.356709 loss_class_aux: 2.489020 loss_bbox_aux: 0.584680 loss_giou_aux: 1.531968 loss_class_dn: 0.302588 loss_bbox_dn: 0.140319 loss_giou_dn: 0.327222 loss_class_aux_dn: 0.990314 loss_bbox_aux_dn: 0.510926 loss_giou_aux_dn: 1.130416 loss: 9.496584 eta: 1:37:25 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1963 images/s [05/16 03:35:37] ppdet.engine INFO: Epoch: [69] [6000/7329] learning_rate: 0.000100 loss_class: 0.631913 loss_bbox: 0.146987 loss_giou: 0.386008 loss_class_aux: 2.606964 loss_bbox_aux: 0.646069 loss_giou_aux: 1.642160 loss_class_dn: 0.329740 loss_bbox_dn: 0.149621 loss_giou_dn: 0.384397 loss_class_aux_dn: 1.082898 loss_bbox_aux_dn: 0.574097 loss_giou_aux_dn: 1.324843 loss: 10.189013 eta: 1:36:13 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2331 images/s [05/16 03:36:57] ppdet.engine INFO: Epoch: [69] [6200/7329] learning_rate: 0.000100 loss_class: 0.606150 loss_bbox: 0.144515 loss_giou: 0.360128 loss_class_aux: 2.576030 loss_bbox_aux: 0.654923 loss_giou_aux: 1.564895 loss_class_dn: 0.330215 loss_bbox_dn: 0.152081 loss_giou_dn: 0.340102 loss_class_aux_dn: 1.093719 loss_bbox_aux_dn: 0.585166 loss_giou_aux_dn: 1.198156 loss: 9.848794 eta: 1:35:01 batch_cost: 0.3575 data_cost: 0.0007 ips: 11.1887 images/s [05/16 03:38:16] ppdet.engine INFO: Epoch: [69] [6400/7329] learning_rate: 0.000100 loss_class: 0.668692 loss_bbox: 0.157087 loss_giou: 0.440030 loss_class_aux: 2.888018 loss_bbox_aux: 0.695268 loss_giou_aux: 1.877138 loss_class_dn: 0.360635 loss_bbox_dn: 0.169250 loss_giou_dn: 0.419205 loss_class_aux_dn: 1.213389 loss_bbox_aux_dn: 0.632869 loss_giou_aux_dn: 1.458903 loss: 11.354646 eta: 1:33:48 batch_cost: 0.3540 data_cost: 0.0007 ips: 11.2987 images/s [05/16 03:39:35] ppdet.engine INFO: Epoch: [69] [6600/7329] learning_rate: 0.000100 loss_class: 0.614704 loss_bbox: 0.139862 loss_giou: 0.394621 loss_class_aux: 2.639993 loss_bbox_aux: 0.656422 loss_giou_aux: 1.689819 loss_class_dn: 0.327602 loss_bbox_dn: 0.146117 loss_giou_dn: 0.391401 loss_class_aux_dn: 1.087761 loss_bbox_aux_dn: 0.552082 loss_giou_aux_dn: 1.310860 loss: 10.136337 eta: 1:32:36 batch_cost: 0.3601 data_cost: 0.0007 ips: 11.1092 images/s [05/16 03:40:54] ppdet.engine INFO: Epoch: [69] [6800/7329] learning_rate: 0.000100 loss_class: 0.616754 loss_bbox: 0.137821 loss_giou: 0.361436 loss_class_aux: 2.694681 loss_bbox_aux: 0.626891 loss_giou_aux: 1.546962 loss_class_dn: 0.324243 loss_bbox_dn: 0.140457 loss_giou_dn: 0.350917 loss_class_aux_dn: 1.065443 loss_bbox_aux_dn: 0.568704 loss_giou_aux_dn: 1.225585 loss: 9.740593 eta: 1:31:24 batch_cost: 0.3553 data_cost: 0.0007 ips: 11.2574 images/s [05/16 03:42:14] ppdet.engine INFO: Epoch: [69] [7000/7329] learning_rate: 0.000100 loss_class: 0.586550 loss_bbox: 0.132648 loss_giou: 0.403732 loss_class_aux: 2.523807 loss_bbox_aux: 0.603628 loss_giou_aux: 1.773832 loss_class_dn: 0.322132 loss_bbox_dn: 0.141701 loss_giou_dn: 0.370549 loss_class_aux_dn: 1.061481 loss_bbox_aux_dn: 0.557365 loss_giou_aux_dn: 1.277949 loss: 10.186310 eta: 1:30:12 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1951 images/s [05/16 03:43:33] ppdet.engine INFO: Epoch: [69] [7200/7329] learning_rate: 0.000100 loss_class: 0.583611 loss_bbox: 0.141989 loss_giou: 0.389293 loss_class_aux: 2.530361 loss_bbox_aux: 0.625217 loss_giou_aux: 1.747731 loss_class_dn: 0.332255 loss_bbox_dn: 0.146936 loss_giou_dn: 0.377466 loss_class_aux_dn: 1.085435 loss_bbox_aux_dn: 0.551307 loss_giou_aux_dn: 1.274518 loss: 10.245579 eta: 1:28:59 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2070 images/s [05/16 03:44:26] ppdet.engine INFO: Eval iter: 0 [05/16 03:44:34] ppdet.engine INFO: Eval iter: 100 [05/16 03:44:42] ppdet.engine INFO: Eval iter: 200 [05/16 03:44:49] ppdet.engine INFO: Eval iter: 300 [05/16 03:44:57] ppdet.engine INFO: Eval iter: 400 [05/16 03:45:05] ppdet.engine INFO: Eval iter: 500 [05/16 03:45:13] ppdet.engine INFO: Eval iter: 600 [05/16 03:45:20] ppdet.engine INFO: Eval iter: 700 [05/16 03:45:28] ppdet.engine INFO: Eval iter: 800 [05/16 03:45:35] ppdet.engine INFO: Eval iter: 900 [05/16 03:45:43] ppdet.engine INFO: Eval iter: 1000 [05/16 03:45:50] ppdet.engine INFO: Eval iter: 1100 [05/16 03:45:59] ppdet.engine INFO: Eval iter: 1200 [05/16 03:46:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [05/16 03:46:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.65s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=99.97s). Accumulating evaluation results... DONE (t=22.68s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.668 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.661 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 ] = 0.631 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.870 [05/16 03:48:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 51.729596775855164 [05/16 03:48:42] ppdet.engine INFO: Best test bbox ap is 0.489. [05/16 03:48:46] ppdet.engine INFO: Epoch: [70] [ 0/7329] learning_rate: 0.000100 loss_class: 0.639967 loss_bbox: 0.147899 loss_giou: 0.396726 loss_class_aux: 2.702253 loss_bbox_aux: 0.653543 loss_giou_aux: 1.726816 loss_class_dn: 0.345782 loss_bbox_dn: 0.164138 loss_giou_dn: 0.373855 loss_class_aux_dn: 1.134706 loss_bbox_aux_dn: 0.607789 loss_giou_aux_dn: 1.302486 loss: 10.526293 eta: 1:28:13 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3038 images/s [05/16 03:50:07] ppdet.engine INFO: Epoch: [70] [ 200/7329] learning_rate: 0.000100 loss_class: 0.596225 loss_bbox: 0.150319 loss_giou: 0.396448 loss_class_aux: 2.580226 loss_bbox_aux: 0.667243 loss_giou_aux: 1.728265 loss_class_dn: 0.335255 loss_bbox_dn: 0.146658 loss_giou_dn: 0.378190 loss_class_aux_dn: 1.110628 loss_bbox_aux_dn: 0.545488 loss_giou_aux_dn: 1.277439 loss: 9.920483 eta: 1:27:01 batch_cost: 0.3690 data_cost: 0.0008 ips: 10.8402 images/s [05/16 03:51:27] ppdet.engine INFO: Epoch: [70] [ 400/7329] learning_rate: 0.000100 loss_class: 0.621855 loss_bbox: 0.142314 loss_giou: 0.395424 loss_class_aux: 2.600260 loss_bbox_aux: 0.666477 loss_giou_aux: 1.671437 loss_class_dn: 0.326898 loss_bbox_dn: 0.146711 loss_giou_dn: 0.364032 loss_class_aux_dn: 1.051513 loss_bbox_aux_dn: 0.579752 loss_giou_aux_dn: 1.263494 loss: 10.073777 eta: 1:25:48 batch_cost: 0.3557 data_cost: 0.0008 ips: 11.2470 images/s [05/16 03:52:46] ppdet.engine INFO: Epoch: [70] [ 600/7329] learning_rate: 0.000100 loss_class: 0.671255 loss_bbox: 0.151226 loss_giou: 0.393497 loss_class_aux: 2.722662 loss_bbox_aux: 0.681853 loss_giou_aux: 1.715491 loss_class_dn: 0.359022 loss_bbox_dn: 0.165440 loss_giou_dn: 0.395285 loss_class_aux_dn: 1.161260 loss_bbox_aux_dn: 0.612428 loss_giou_aux_dn: 1.341988 loss: 10.408918 eta: 1:24:36 batch_cost: 0.3572 data_cost: 0.0008 ips: 11.1972 images/s [05/16 03:54:06] ppdet.engine INFO: Epoch: [70] [ 800/7329] learning_rate: 0.000100 loss_class: 0.675774 loss_bbox: 0.143929 loss_giou: 0.419726 loss_class_aux: 2.919840 loss_bbox_aux: 0.655734 loss_giou_aux: 1.777244 loss_class_dn: 0.363431 loss_bbox_dn: 0.152107 loss_giou_dn: 0.401736 loss_class_aux_dn: 1.213613 loss_bbox_aux_dn: 0.587015 loss_giou_aux_dn: 1.417941 loss: 11.129822 eta: 1:23:24 batch_cost: 0.3582 data_cost: 0.0008 ips: 11.1664 images/s [05/16 03:55:25] ppdet.engine INFO: Epoch: [70] [1000/7329] learning_rate: 0.000100 loss_class: 0.602335 loss_bbox: 0.139295 loss_giou: 0.358676 loss_class_aux: 2.562376 loss_bbox_aux: 0.641713 loss_giou_aux: 1.540540 loss_class_dn: 0.318892 loss_bbox_dn: 0.148997 loss_giou_dn: 0.337305 loss_class_aux_dn: 1.070410 loss_bbox_aux_dn: 0.579808 loss_giou_aux_dn: 1.177358 loss: 9.699026 eta: 1:22:12 batch_cost: 0.3562 data_cost: 0.0008 ips: 11.2302 images/s [05/16 03:56:43] ppdet.engine INFO: Epoch: [70] [1200/7329] learning_rate: 0.000100 loss_class: 0.616596 loss_bbox: 0.139457 loss_giou: 0.400927 loss_class_aux: 2.600904 loss_bbox_aux: 0.633614 loss_giou_aux: 1.668063 loss_class_dn: 0.343525 loss_bbox_dn: 0.141031 loss_giou_dn: 0.385771 loss_class_aux_dn: 1.156339 loss_bbox_aux_dn: 0.544053 loss_giou_aux_dn: 1.360168 loss: 10.734705 eta: 1:20:59 batch_cost: 0.3533 data_cost: 0.0007 ips: 11.3214 images/s [05/16 03:58:03] ppdet.engine INFO: Epoch: [70] [1400/7329] learning_rate: 0.000100 loss_class: 0.647731 loss_bbox: 0.152552 loss_giou: 0.389208 loss_class_aux: 2.732262 loss_bbox_aux: 0.684395 loss_giou_aux: 1.746946 loss_class_dn: 0.351565 loss_bbox_dn: 0.160039 loss_giou_dn: 0.395982 loss_class_aux_dn: 1.140235 loss_bbox_aux_dn: 0.598185 loss_giou_aux_dn: 1.344638 loss: 10.562206 eta: 1:19:47 batch_cost: 0.3573 data_cost: 0.0007 ips: 11.1943 images/s [05/16 03:59:22] ppdet.engine INFO: Epoch: [70] [1600/7329] learning_rate: 0.000100 loss_class: 0.625075 loss_bbox: 0.149677 loss_giou: 0.414379 loss_class_aux: 2.732494 loss_bbox_aux: 0.660026 loss_giou_aux: 1.798861 loss_class_dn: 0.352640 loss_bbox_dn: 0.151431 loss_giou_dn: 0.381723 loss_class_aux_dn: 1.175320 loss_bbox_aux_dn: 0.590533 loss_giou_aux_dn: 1.334119 loss: 10.632329 eta: 1:18:35 batch_cost: 0.3568 data_cost: 0.0008 ips: 11.2097 images/s [05/16 04:00:41] ppdet.engine INFO: Epoch: [70] [1800/7329] learning_rate: 0.000100 loss_class: 0.626450 loss_bbox: 0.142766 loss_giou: 0.395785 loss_class_aux: 2.622281 loss_bbox_aux: 0.651905 loss_giou_aux: 1.786644 loss_class_dn: 0.363866 loss_bbox_dn: 0.154882 loss_giou_dn: 0.392397 loss_class_aux_dn: 1.189100 loss_bbox_aux_dn: 0.589139 loss_giou_aux_dn: 1.372068 loss: 10.933613 eta: 1:17:23 batch_cost: 0.3559 data_cost: 0.0009 ips: 11.2377 images/s [05/16 04:02:00] ppdet.engine INFO: Epoch: [70] [2000/7329] learning_rate: 0.000100 loss_class: 0.606451 loss_bbox: 0.140220 loss_giou: 0.388866 loss_class_aux: 2.577509 loss_bbox_aux: 0.644038 loss_giou_aux: 1.701032 loss_class_dn: 0.335481 loss_bbox_dn: 0.142607 loss_giou_dn: 0.362558 loss_class_aux_dn: 1.120144 loss_bbox_aux_dn: 0.551732 loss_giou_aux_dn: 1.297644 loss: 10.302979 eta: 1:16:10 batch_cost: 0.3568 data_cost: 0.0008 ips: 11.2092 images/s [05/16 04:03:20] ppdet.engine INFO: Epoch: [70] [2200/7329] learning_rate: 0.000100 loss_class: 0.576346 loss_bbox: 0.136670 loss_giou: 0.373917 loss_class_aux: 2.467150 loss_bbox_aux: 0.628885 loss_giou_aux: 1.645830 loss_class_dn: 0.320164 loss_bbox_dn: 0.143154 loss_giou_dn: 0.349173 loss_class_aux_dn: 1.050429 loss_bbox_aux_dn: 0.553649 loss_giou_aux_dn: 1.185830 loss: 9.577388 eta: 1:14:58 batch_cost: 0.3577 data_cost: 0.0008 ips: 11.1814 images/s [05/16 04:04:39] ppdet.engine INFO: Epoch: [70] [2400/7329] learning_rate: 0.000100 loss_class: 0.637479 loss_bbox: 0.144084 loss_giou: 0.406726 loss_class_aux: 2.729818 loss_bbox_aux: 0.622974 loss_giou_aux: 1.775803 loss_class_dn: 0.342249 loss_bbox_dn: 0.159003 loss_giou_dn: 0.382686 loss_class_aux_dn: 1.142816 loss_bbox_aux_dn: 0.608682 loss_giou_aux_dn: 1.345429 loss: 10.357794 eta: 1:13:46 batch_cost: 0.3530 data_cost: 0.0007 ips: 11.3309 images/s [05/16 04:05:57] ppdet.engine INFO: Epoch: [70] [2600/7329] learning_rate: 0.000100 loss_class: 0.631599 loss_bbox: 0.135908 loss_giou: 0.389342 loss_class_aux: 2.690451 loss_bbox_aux: 0.587308 loss_giou_aux: 1.695332 loss_class_dn: 0.340461 loss_bbox_dn: 0.145050 loss_giou_dn: 0.373269 loss_class_aux_dn: 1.132967 loss_bbox_aux_dn: 0.546428 loss_giou_aux_dn: 1.312024 loss: 10.508148 eta: 1:12:34 batch_cost: 0.3543 data_cost: 0.0007 ips: 11.2908 images/s [05/16 04:07:17] ppdet.engine INFO: Epoch: [70] [2800/7329] learning_rate: 0.000100 loss_class: 0.660305 loss_bbox: 0.149336 loss_giou: 0.403262 loss_class_aux: 2.754137 loss_bbox_aux: 0.658633 loss_giou_aux: 1.759278 loss_class_dn: 0.343031 loss_bbox_dn: 0.150735 loss_giou_dn: 0.384423 loss_class_aux_dn: 1.147216 loss_bbox_aux_dn: 0.580823 loss_giou_aux_dn: 1.326220 loss: 10.733397 eta: 1:11:21 batch_cost: 0.3590 data_cost: 0.0008 ips: 11.1425 images/s [05/16 04:08:36] ppdet.engine INFO: Epoch: [70] [3000/7329] learning_rate: 0.000100 loss_class: 0.603181 loss_bbox: 0.138475 loss_giou: 0.390597 loss_class_aux: 2.589985 loss_bbox_aux: 0.611990 loss_giou_aux: 1.700633 loss_class_dn: 0.318248 loss_bbox_dn: 0.142411 loss_giou_dn: 0.363656 loss_class_aux_dn: 1.062736 loss_bbox_aux_dn: 0.543848 loss_giou_aux_dn: 1.258194 loss: 9.765350 eta: 1:10:09 batch_cost: 0.3545 data_cost: 0.0008 ips: 11.2838 images/s [05/16 04:09:55] ppdet.engine INFO: Epoch: [70] [3200/7329] learning_rate: 0.000100 loss_class: 0.615170 loss_bbox: 0.132274 loss_giou: 0.360651 loss_class_aux: 2.593632 loss_bbox_aux: 0.591588 loss_giou_aux: 1.598079 loss_class_dn: 0.321010 loss_bbox_dn: 0.157743 loss_giou_dn: 0.354304 loss_class_aux_dn: 1.057605 loss_bbox_aux_dn: 0.598758 loss_giou_aux_dn: 1.228392 loss: 9.631804 eta: 1:08:57 batch_cost: 0.3550 data_cost: 0.0008 ips: 11.2661 images/s [05/16 04:11:14] ppdet.engine INFO: Epoch: [70] [3400/7329] learning_rate: 0.000100 loss_class: 0.619032 loss_bbox: 0.134325 loss_giou: 0.369526 loss_class_aux: 2.593301 loss_bbox_aux: 0.596158 loss_giou_aux: 1.577267 loss_class_dn: 0.328802 loss_bbox_dn: 0.139751 loss_giou_dn: 0.344983 loss_class_aux_dn: 1.077264 loss_bbox_aux_dn: 0.553751 loss_giou_aux_dn: 1.242292 loss: 9.933639 eta: 1:07:45 batch_cost: 0.3563 data_cost: 0.0008 ips: 11.2266 images/s [05/16 04:12:33] ppdet.engine INFO: Epoch: [70] [3600/7329] learning_rate: 0.000100 loss_class: 0.635221 loss_bbox: 0.146104 loss_giou: 0.429160 loss_class_aux: 2.741848 loss_bbox_aux: 0.653011 loss_giou_aux: 1.915281 loss_class_dn: 0.350169 loss_bbox_dn: 0.152472 loss_giou_dn: 0.406123 loss_class_aux_dn: 1.131711 loss_bbox_aux_dn: 0.565840 loss_giou_aux_dn: 1.426601 loss: 10.959775 eta: 1:06:32 batch_cost: 0.3565 data_cost: 0.0008 ips: 11.2195 images/s [05/16 04:13:52] ppdet.engine INFO: Epoch: [70] [3800/7329] learning_rate: 0.000100 loss_class: 0.565739 loss_bbox: 0.136227 loss_giou: 0.359507 loss_class_aux: 2.455355 loss_bbox_aux: 0.602631 loss_giou_aux: 1.545895 loss_class_dn: 0.308270 loss_bbox_dn: 0.141454 loss_giou_dn: 0.336667 loss_class_aux_dn: 1.031896 loss_bbox_aux_dn: 0.534787 loss_giou_aux_dn: 1.188261 loss: 9.750330 eta: 1:05:20 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2536 images/s [05/16 04:15:12] ppdet.engine INFO: Epoch: [70] [4000/7329] learning_rate: 0.000100 loss_class: 0.675074 loss_bbox: 0.151052 loss_giou: 0.482344 loss_class_aux: 2.913006 loss_bbox_aux: 0.673783 loss_giou_aux: 2.082597 loss_class_dn: 0.386102 loss_bbox_dn: 0.165907 loss_giou_dn: 0.447809 loss_class_aux_dn: 1.275888 loss_bbox_aux_dn: 0.625148 loss_giou_aux_dn: 1.596600 loss: 11.782721 eta: 1:04:08 batch_cost: 0.3560 data_cost: 0.0008 ips: 11.2362 images/s [05/16 04:16:31] ppdet.engine INFO: Epoch: [70] [4200/7329] learning_rate: 0.000100 loss_class: 0.623164 loss_bbox: 0.139561 loss_giou: 0.413356 loss_class_aux: 2.598166 loss_bbox_aux: 0.617759 loss_giou_aux: 1.757561 loss_class_dn: 0.335541 loss_bbox_dn: 0.151384 loss_giou_dn: 0.382207 loss_class_aux_dn: 1.094056 loss_bbox_aux_dn: 0.548986 loss_giou_aux_dn: 1.298811 loss: 10.088698 eta: 1:02:56 batch_cost: 0.3558 data_cost: 0.0008 ips: 11.2416 images/s [05/16 04:17:50] ppdet.engine INFO: Epoch: [70] [4400/7329] learning_rate: 0.000100 loss_class: 0.578938 loss_bbox: 0.141749 loss_giou: 0.359797 loss_class_aux: 2.492576 loss_bbox_aux: 0.625032 loss_giou_aux: 1.606273 loss_class_dn: 0.321394 loss_bbox_dn: 0.144700 loss_giou_dn: 0.355482 loss_class_aux_dn: 1.061025 loss_bbox_aux_dn: 0.559193 loss_giou_aux_dn: 1.241533 loss: 9.668930 eta: 1:01:43 batch_cost: 0.3559 data_cost: 0.0007 ips: 11.2395 images/s [05/16 04:19:09] ppdet.engine INFO: Epoch: [70] [4600/7329] learning_rate: 0.000100 loss_class: 0.605890 loss_bbox: 0.134609 loss_giou: 0.418725 loss_class_aux: 2.664281 loss_bbox_aux: 0.589022 loss_giou_aux: 1.784184 loss_class_dn: 0.332437 loss_bbox_dn: 0.144032 loss_giou_dn: 0.371500 loss_class_aux_dn: 1.076867 loss_bbox_aux_dn: 0.546974 loss_giou_aux_dn: 1.304846 loss: 10.282946 eta: 1:00:31 batch_cost: 0.3564 data_cost: 0.0007 ips: 11.2220 images/s [05/16 04:20:28] ppdet.engine INFO: Epoch: [70] [4800/7329] learning_rate: 0.000100 loss_class: 0.613582 loss_bbox: 0.131505 loss_giou: 0.334735 loss_class_aux: 2.597973 loss_bbox_aux: 0.635548 loss_giou_aux: 1.453607 loss_class_dn: 0.333086 loss_bbox_dn: 0.145317 loss_giou_dn: 0.333866 loss_class_aux_dn: 1.097401 loss_bbox_aux_dn: 0.568514 loss_giou_aux_dn: 1.204826 loss: 9.690036 eta: 0:59:19 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2084 images/s [05/16 04:21:47] ppdet.engine INFO: Epoch: [70] [5000/7329] learning_rate: 0.000100 loss_class: 0.659800 loss_bbox: 0.144879 loss_giou: 0.393198 loss_class_aux: 2.787053 loss_bbox_aux: 0.647406 loss_giou_aux: 1.754286 loss_class_dn: 0.357106 loss_bbox_dn: 0.155997 loss_giou_dn: 0.386172 loss_class_aux_dn: 1.173098 loss_bbox_aux_dn: 0.574705 loss_giou_aux_dn: 1.354550 loss: 10.457493 eta: 0:58:07 batch_cost: 0.3545 data_cost: 0.0007 ips: 11.2823 images/s [05/16 04:23:06] ppdet.engine INFO: Epoch: [70] [5200/7329] learning_rate: 0.000100 loss_class: 0.602386 loss_bbox: 0.147086 loss_giou: 0.356099 loss_class_aux: 2.450807 loss_bbox_aux: 0.652625 loss_giou_aux: 1.548052 loss_class_dn: 0.329378 loss_bbox_dn: 0.154519 loss_giou_dn: 0.359148 loss_class_aux_dn: 1.098778 loss_bbox_aux_dn: 0.563217 loss_giou_aux_dn: 1.264563 loss: 10.315946 eta: 0:56:55 batch_cost: 0.3539 data_cost: 0.0009 ips: 11.3015 images/s [05/16 04:24:25] ppdet.engine INFO: Epoch: [70] [5400/7329] learning_rate: 0.000100 loss_class: 0.618749 loss_bbox: 0.142297 loss_giou: 0.366244 loss_class_aux: 2.591555 loss_bbox_aux: 0.625704 loss_giou_aux: 1.625527 loss_class_dn: 0.331331 loss_bbox_dn: 0.145434 loss_giou_dn: 0.361312 loss_class_aux_dn: 1.116934 loss_bbox_aux_dn: 0.562449 loss_giou_aux_dn: 1.278136 loss: 10.313519 eta: 0:55:42 batch_cost: 0.3582 data_cost: 0.0008 ips: 11.1658 images/s [05/16 04:25:44] ppdet.engine INFO: Epoch: [70] [5600/7329] learning_rate: 0.000100 loss_class: 0.647634 loss_bbox: 0.145152 loss_giou: 0.407773 loss_class_aux: 2.772638 loss_bbox_aux: 0.657145 loss_giou_aux: 1.800417 loss_class_dn: 0.343311 loss_bbox_dn: 0.154727 loss_giou_dn: 0.395907 loss_class_aux_dn: 1.129884 loss_bbox_aux_dn: 0.585276 loss_giou_aux_dn: 1.365839 loss: 10.722824 eta: 0:54:30 batch_cost: 0.3554 data_cost: 0.0007 ips: 11.2564 images/s [05/16 04:27:03] ppdet.engine INFO: Epoch: [70] [5800/7329] learning_rate: 0.000100 loss_class: 0.636159 loss_bbox: 0.140047 loss_giou: 0.441783 loss_class_aux: 2.669861 loss_bbox_aux: 0.633920 loss_giou_aux: 1.882808 loss_class_dn: 0.355387 loss_bbox_dn: 0.144618 loss_giou_dn: 0.398781 loss_class_aux_dn: 1.172933 loss_bbox_aux_dn: 0.540647 loss_giou_aux_dn: 1.395167 loss: 10.492701 eta: 0:53:18 batch_cost: 0.3555 data_cost: 0.0008 ips: 11.2521 images/s [05/16 04:28:22] ppdet.engine INFO: Epoch: [70] [6000/7329] learning_rate: 0.000100 loss_class: 0.589073 loss_bbox: 0.129240 loss_giou: 0.388186 loss_class_aux: 2.514071 loss_bbox_aux: 0.583506 loss_giou_aux: 1.657011 loss_class_dn: 0.326179 loss_bbox_dn: 0.137511 loss_giou_dn: 0.350296 loss_class_aux_dn: 1.078285 loss_bbox_aux_dn: 0.520719 loss_giou_aux_dn: 1.220776 loss: 9.916550 eta: 0:52:06 batch_cost: 0.3550 data_cost: 0.0007 ips: 11.2685 images/s [05/16 04:29:42] ppdet.engine INFO: Epoch: [70] [6200/7329] learning_rate: 0.000100 loss_class: 0.618965 loss_bbox: 0.138731 loss_giou: 0.383994 loss_class_aux: 2.665420 loss_bbox_aux: 0.609730 loss_giou_aux: 1.717761 loss_class_dn: 0.344517 loss_bbox_dn: 0.149035 loss_giou_dn: 0.377502 loss_class_aux_dn: 1.145173 loss_bbox_aux_dn: 0.584462 loss_giou_aux_dn: 1.309496 loss: 10.430571 eta: 0:50:53 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1274 images/s [05/16 04:31:01] ppdet.engine INFO: Epoch: [70] [6400/7329] learning_rate: 0.000100 loss_class: 0.583232 loss_bbox: 0.130719 loss_giou: 0.373060 loss_class_aux: 2.448425 loss_bbox_aux: 0.571337 loss_giou_aux: 1.596044 loss_class_dn: 0.313915 loss_bbox_dn: 0.142009 loss_giou_dn: 0.359064 loss_class_aux_dn: 1.017971 loss_bbox_aux_dn: 0.531654 loss_giou_aux_dn: 1.204243 loss: 9.518408 eta: 0:49:41 batch_cost: 0.3561 data_cost: 0.0008 ips: 11.2314 images/s [05/16 04:32:20] ppdet.engine INFO: Epoch: [70] [6600/7329] learning_rate: 0.000100 loss_class: 0.667188 loss_bbox: 0.149263 loss_giou: 0.390045 loss_class_aux: 2.715556 loss_bbox_aux: 0.690753 loss_giou_aux: 1.628020 loss_class_dn: 0.347499 loss_bbox_dn: 0.157582 loss_giou_dn: 0.367253 loss_class_aux_dn: 1.173158 loss_bbox_aux_dn: 0.607655 loss_giou_aux_dn: 1.319356 loss: 10.782621 eta: 0:48:29 batch_cost: 0.3554 data_cost: 0.0008 ips: 11.2549 images/s [05/16 04:33:39] ppdet.engine INFO: Epoch: [70] [6800/7329] learning_rate: 0.000100 loss_class: 0.600901 loss_bbox: 0.147091 loss_giou: 0.403717 loss_class_aux: 2.574573 loss_bbox_aux: 0.661006 loss_giou_aux: 1.696390 loss_class_dn: 0.338231 loss_bbox_dn: 0.149529 loss_giou_dn: 0.391853 loss_class_aux_dn: 1.092950 loss_bbox_aux_dn: 0.547731 loss_giou_aux_dn: 1.362380 loss: 10.333179 eta: 0:47:17 batch_cost: 0.3529 data_cost: 0.0008 ips: 11.3332 images/s [05/16 04:34:58] ppdet.engine INFO: Epoch: [70] [7000/7329] learning_rate: 0.000100 loss_class: 0.583912 loss_bbox: 0.138474 loss_giou: 0.371324 loss_class_aux: 2.569058 loss_bbox_aux: 0.620086 loss_giou_aux: 1.679229 loss_class_dn: 0.332356 loss_bbox_dn: 0.146097 loss_giou_dn: 0.375576 loss_class_aux_dn: 1.094109 loss_bbox_aux_dn: 0.534205 loss_giou_aux_dn: 1.299226 loss: 10.168116 eta: 0:46:04 batch_cost: 0.3567 data_cost: 0.0008 ips: 11.2140 images/s [05/16 04:36:17] ppdet.engine INFO: Epoch: [70] [7200/7329] learning_rate: 0.000100 loss_class: 0.555051 loss_bbox: 0.125578 loss_giou: 0.389563 loss_class_aux: 2.395173 loss_bbox_aux: 0.571514 loss_giou_aux: 1.645609 loss_class_dn: 0.306961 loss_bbox_dn: 0.133676 loss_giou_dn: 0.354156 loss_class_aux_dn: 1.009567 loss_bbox_aux_dn: 0.511593 loss_giou_aux_dn: 1.242184 loss: 9.638283 eta: 0:44:52 batch_cost: 0.3536 data_cost: 0.0008 ips: 11.3118 images/s [05/16 04:37:11] ppdet.engine INFO: Eval iter: 0 [05/16 04:37:18] ppdet.engine INFO: Eval iter: 100 [05/16 04:37:26] ppdet.engine INFO: Eval iter: 200 [05/16 04:37:33] ppdet.engine INFO: Eval iter: 300 [05/16 04:37:41] ppdet.engine INFO: Eval iter: 400 [05/16 04:37:48] ppdet.engine INFO: Eval iter: 500 [05/16 04:37:55] ppdet.engine INFO: Eval iter: 600 [05/16 04:38:03] ppdet.engine INFO: Eval iter: 700 [05/16 04:38:11] ppdet.engine INFO: Eval iter: 800 [05/16 04:38:18] ppdet.engine INFO: Eval iter: 900 [05/16 04:38:26] ppdet.engine INFO: Eval iter: 1000 [05/16 04:38:34] ppdet.engine INFO: Eval iter: 1100 [05/16 04:38:41] ppdet.engine INFO: Eval iter: 1200 [05/16 04:39:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.46s) creating index... index created! [05/16 04:39:07] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.44s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=101.05s). Accumulating evaluation results... DONE (t=23.00s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.668 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.663 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 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.505 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.869 [05/16 04:41:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 52.33901986972382 [05/16 04:41:28] ppdet.engine INFO: Best test bbox ap is 0.489. [05/16 04:41:32] ppdet.engine INFO: Epoch: [71] [ 0/7329] learning_rate: 0.000100 loss_class: 0.582663 loss_bbox: 0.132644 loss_giou: 0.420170 loss_class_aux: 2.509736 loss_bbox_aux: 0.603686 loss_giou_aux: 1.810345 loss_class_dn: 0.324587 loss_bbox_dn: 0.132789 loss_giou_dn: 0.374847 loss_class_aux_dn: 1.090159 loss_bbox_aux_dn: 0.510004 loss_giou_aux_dn: 1.274674 loss: 9.826950 eta: 0:44:06 batch_cost: 0.3571 data_cost: 0.0008 ips: 11.2016 images/s [05/16 04:42:52] ppdet.engine INFO: Epoch: [71] [ 200/7329] learning_rate: 0.000100 loss_class: 0.619672 loss_bbox: 0.140565 loss_giou: 0.415640 loss_class_aux: 2.599122 loss_bbox_aux: 0.639062 loss_giou_aux: 1.822538 loss_class_dn: 0.350992 loss_bbox_dn: 0.149761 loss_giou_dn: 0.392500 loss_class_aux_dn: 1.127546 loss_bbox_aux_dn: 0.560375 loss_giou_aux_dn: 1.345325 loss: 10.671391 eta: 0:42:53 batch_cost: 0.3614 data_cost: 0.0008 ips: 11.0688 images/s [05/16 04:44:11] ppdet.engine INFO: Epoch: [71] [ 400/7329] learning_rate: 0.000100 loss_class: 0.551836 loss_bbox: 0.135854 loss_giou: 0.375808 loss_class_aux: 2.414249 loss_bbox_aux: 0.608980 loss_giou_aux: 1.591469 loss_class_dn: 0.310942 loss_bbox_dn: 0.143350 loss_giou_dn: 0.349090 loss_class_aux_dn: 1.011731 loss_bbox_aux_dn: 0.552563 loss_giou_aux_dn: 1.215136 loss: 9.454191 eta: 0:41:41 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2408 images/s [05/16 04:45:30] ppdet.engine INFO: Epoch: [71] [ 600/7329] learning_rate: 0.000100 loss_class: 0.627407 loss_bbox: 0.143260 loss_giou: 0.400890 loss_class_aux: 2.626872 loss_bbox_aux: 0.635151 loss_giou_aux: 1.744318 loss_class_dn: 0.343713 loss_bbox_dn: 0.155380 loss_giou_dn: 0.386117 loss_class_aux_dn: 1.153734 loss_bbox_aux_dn: 0.586318 loss_giou_aux_dn: 1.338481 loss: 10.699306 eta: 0:40:29 batch_cost: 0.3556 data_cost: 0.0007 ips: 11.2487 images/s [05/16 04:46:50] ppdet.engine INFO: Epoch: [71] [ 800/7329] learning_rate: 0.000100 loss_class: 0.654688 loss_bbox: 0.143988 loss_giou: 0.412695 loss_class_aux: 2.748085 loss_bbox_aux: 0.658079 loss_giou_aux: 1.848663 loss_class_dn: 0.361893 loss_bbox_dn: 0.163997 loss_giou_dn: 0.403603 loss_class_aux_dn: 1.186134 loss_bbox_aux_dn: 0.595132 loss_giou_aux_dn: 1.428566 loss: 11.225868 eta: 0:39:17 batch_cost: 0.3586 data_cost: 0.0008 ips: 11.1557 images/s [05/16 04:48:08] ppdet.engine INFO: Epoch: [71] [1000/7329] learning_rate: 0.000100 loss_class: 0.611932 loss_bbox: 0.142377 loss_giou: 0.431353 loss_class_aux: 2.625748 loss_bbox_aux: 0.624479 loss_giou_aux: 1.851131 loss_class_dn: 0.358433 loss_bbox_dn: 0.148600 loss_giou_dn: 0.396658 loss_class_aux_dn: 1.171530 loss_bbox_aux_dn: 0.567410 loss_giou_aux_dn: 1.389950 loss: 10.735618 eta: 0:38:05 batch_cost: 0.3529 data_cost: 0.0007 ips: 11.3359 images/s [05/16 04:49:28] ppdet.engine INFO: Epoch: [71] [1200/7329] learning_rate: 0.000100 loss_class: 0.634308 loss_bbox: 0.144119 loss_giou: 0.414140 loss_class_aux: 2.571399 loss_bbox_aux: 0.645961 loss_giou_aux: 1.822395 loss_class_dn: 0.347351 loss_bbox_dn: 0.145404 loss_giou_dn: 0.402959 loss_class_aux_dn: 1.119974 loss_bbox_aux_dn: 0.547608 loss_giou_aux_dn: 1.414416 loss: 10.832844 eta: 0:36:52 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2336 images/s [05/16 04:50:47] ppdet.engine INFO: Epoch: [71] [1400/7329] learning_rate: 0.000100 loss_class: 0.654134 loss_bbox: 0.142314 loss_giou: 0.415156 loss_class_aux: 2.798270 loss_bbox_aux: 0.622278 loss_giou_aux: 1.767936 loss_class_dn: 0.351038 loss_bbox_dn: 0.151035 loss_giou_dn: 0.389796 loss_class_aux_dn: 1.158354 loss_bbox_aux_dn: 0.562791 loss_giou_aux_dn: 1.413031 loss: 10.934008 eta: 0:35:40 batch_cost: 0.3582 data_cost: 0.0007 ips: 11.1684 images/s [05/16 04:52:07] ppdet.engine INFO: Epoch: [71] [1600/7329] learning_rate: 0.000100 loss_class: 0.580734 loss_bbox: 0.124632 loss_giou: 0.309913 loss_class_aux: 2.387651 loss_bbox_aux: 0.584936 loss_giou_aux: 1.367858 loss_class_dn: 0.306337 loss_bbox_dn: 0.140434 loss_giou_dn: 0.329491 loss_class_aux_dn: 1.001456 loss_bbox_aux_dn: 0.528902 loss_giou_aux_dn: 1.160307 loss: 9.427011 eta: 0:34:28 batch_cost: 0.3585 data_cost: 0.0007 ips: 11.1581 images/s [05/16 04:53:27] ppdet.engine INFO: Epoch: [71] [1800/7329] learning_rate: 0.000100 loss_class: 0.591094 loss_bbox: 0.125396 loss_giou: 0.364421 loss_class_aux: 2.522091 loss_bbox_aux: 0.574643 loss_giou_aux: 1.583706 loss_class_dn: 0.344502 loss_bbox_dn: 0.147744 loss_giou_dn: 0.374038 loss_class_aux_dn: 1.119300 loss_bbox_aux_dn: 0.558294 loss_giou_aux_dn: 1.280985 loss: 10.430702 eta: 0:33:16 batch_cost: 0.3604 data_cost: 0.0007 ips: 11.0996 images/s [05/16 04:54:47] ppdet.engine INFO: Epoch: [71] [2000/7329] learning_rate: 0.000100 loss_class: 0.645111 loss_bbox: 0.146794 loss_giou: 0.364189 loss_class_aux: 2.678715 loss_bbox_aux: 0.629837 loss_giou_aux: 1.585066 loss_class_dn: 0.339409 loss_bbox_dn: 0.161008 loss_giou_dn: 0.381981 loss_class_aux_dn: 1.136270 loss_bbox_aux_dn: 0.606808 loss_giou_aux_dn: 1.351292 loss: 10.842908 eta: 0:32:03 batch_cost: 0.3599 data_cost: 0.0007 ips: 11.1128 images/s [05/16 04:56:07] ppdet.engine INFO: Epoch: [71] [2200/7329] learning_rate: 0.000100 loss_class: 0.600074 loss_bbox: 0.138985 loss_giou: 0.408149 loss_class_aux: 2.538048 loss_bbox_aux: 0.613675 loss_giou_aux: 1.775833 loss_class_dn: 0.337417 loss_bbox_dn: 0.156131 loss_giou_dn: 0.377472 loss_class_aux_dn: 1.112095 loss_bbox_aux_dn: 0.575725 loss_giou_aux_dn: 1.343143 loss: 10.432761 eta: 0:30:51 batch_cost: 0.3600 data_cost: 0.0007 ips: 11.1116 images/s [05/16 04:57:26] ppdet.engine INFO: Epoch: [71] [2400/7329] learning_rate: 0.000100 loss_class: 0.597017 loss_bbox: 0.138191 loss_giou: 0.407347 loss_class_aux: 2.601789 loss_bbox_aux: 0.625139 loss_giou_aux: 1.798155 loss_class_dn: 0.353293 loss_bbox_dn: 0.142626 loss_giou_dn: 0.392499 loss_class_aux_dn: 1.158772 loss_bbox_aux_dn: 0.512879 loss_giou_aux_dn: 1.397470 loss: 10.713047 eta: 0:29:39 batch_cost: 0.3583 data_cost: 0.0007 ips: 11.1649 images/s [05/16 04:58:45] ppdet.engine INFO: Epoch: [71] [2600/7329] learning_rate: 0.000100 loss_class: 0.635002 loss_bbox: 0.146793 loss_giou: 0.424700 loss_class_aux: 2.708066 loss_bbox_aux: 0.638819 loss_giou_aux: 1.805979 loss_class_dn: 0.364364 loss_bbox_dn: 0.150126 loss_giou_dn: 0.391578 loss_class_aux_dn: 1.204338 loss_bbox_aux_dn: 0.567884 loss_giou_aux_dn: 1.429379 loss: 11.261737 eta: 0:28:27 batch_cost: 0.3558 data_cost: 0.0007 ips: 11.2423 images/s [05/16 05:00:05] ppdet.engine INFO: Epoch: [71] [2800/7329] learning_rate: 0.000100 loss_class: 0.664602 loss_bbox: 0.162737 loss_giou: 0.427584 loss_class_aux: 2.855455 loss_bbox_aux: 0.713379 loss_giou_aux: 1.857946 loss_class_dn: 0.353693 loss_bbox_dn: 0.165596 loss_giou_dn: 0.410247 loss_class_aux_dn: 1.163234 loss_bbox_aux_dn: 0.618203 loss_giou_aux_dn: 1.452051 loss: 10.724880 eta: 0:27:15 batch_cost: 0.3561 data_cost: 0.0007 ips: 11.2324 images/s [05/16 05:01:24] ppdet.engine INFO: Epoch: [71] [3000/7329] learning_rate: 0.000100 loss_class: 0.664119 loss_bbox: 0.148616 loss_giou: 0.432059 loss_class_aux: 2.767727 loss_bbox_aux: 0.641820 loss_giou_aux: 1.786515 loss_class_dn: 0.362877 loss_bbox_dn: 0.150394 loss_giou_dn: 0.390800 loss_class_aux_dn: 1.169399 loss_bbox_aux_dn: 0.568691 loss_giou_aux_dn: 1.376934 loss: 11.109931 eta: 0:26:02 batch_cost: 0.3565 data_cost: 0.0008 ips: 11.2215 images/s [05/16 05:02:43] ppdet.engine INFO: Epoch: [71] [3200/7329] learning_rate: 0.000100 loss_class: 0.596627 loss_bbox: 0.142199 loss_giou: 0.382286 loss_class_aux: 2.606565 loss_bbox_aux: 0.644547 loss_giou_aux: 1.636299 loss_class_dn: 0.335036 loss_bbox_dn: 0.153562 loss_giou_dn: 0.368913 loss_class_aux_dn: 1.101804 loss_bbox_aux_dn: 0.548268 loss_giou_aux_dn: 1.277058 loss: 10.066553 eta: 0:24:50 batch_cost: 0.3549 data_cost: 0.0007 ips: 11.2703 images/s [05/16 05:04:02] ppdet.engine INFO: Epoch: [71] [3400/7329] learning_rate: 0.000100 loss_class: 0.593398 loss_bbox: 0.137307 loss_giou: 0.387064 loss_class_aux: 2.517537 loss_bbox_aux: 0.625043 loss_giou_aux: 1.764833 loss_class_dn: 0.326469 loss_bbox_dn: 0.137122 loss_giou_dn: 0.378307 loss_class_aux_dn: 1.079450 loss_bbox_aux_dn: 0.526634 loss_giou_aux_dn: 1.334594 loss: 10.073624 eta: 0:23:38 batch_cost: 0.3595 data_cost: 0.0007 ips: 11.1270 images/s [05/16 05:05:23] ppdet.engine INFO: Epoch: [71] [3600/7329] learning_rate: 0.000100 loss_class: 0.614599 loss_bbox: 0.147350 loss_giou: 0.435233 loss_class_aux: 2.649681 loss_bbox_aux: 0.644864 loss_giou_aux: 1.835588 loss_class_dn: 0.348460 loss_bbox_dn: 0.156612 loss_giou_dn: 0.404670 loss_class_aux_dn: 1.155246 loss_bbox_aux_dn: 0.587035 loss_giou_aux_dn: 1.417284 loss: 10.982110 eta: 0:22:26 batch_cost: 0.3602 data_cost: 0.0007 ips: 11.1040 images/s [05/16 05:06:41] ppdet.engine INFO: Epoch: [71] [3800/7329] learning_rate: 0.000100 loss_class: 0.611070 loss_bbox: 0.148851 loss_giou: 0.402601 loss_class_aux: 2.510494 loss_bbox_aux: 0.664362 loss_giou_aux: 1.724361 loss_class_dn: 0.347733 loss_bbox_dn: 0.149613 loss_giou_dn: 0.393001 loss_class_aux_dn: 1.108872 loss_bbox_aux_dn: 0.564102 loss_giou_aux_dn: 1.415939 loss: 10.344570 eta: 0:21:14 batch_cost: 0.3551 data_cost: 0.0008 ips: 11.2640 images/s [05/16 05:08:01] ppdet.engine INFO: Epoch: [71] [4000/7329] learning_rate: 0.000100 loss_class: 0.580084 loss_bbox: 0.136153 loss_giou: 0.391209 loss_class_aux: 2.479605 loss_bbox_aux: 0.592690 loss_giou_aux: 1.683010 loss_class_dn: 0.337761 loss_bbox_dn: 0.139647 loss_giou_dn: 0.381793 loss_class_aux_dn: 1.124838 loss_bbox_aux_dn: 0.530616 loss_giou_aux_dn: 1.329371 loss: 10.109331 eta: 0:20:01 batch_cost: 0.3588 data_cost: 0.0007 ips: 11.1469 images/s [05/16 05:09:20] ppdet.engine INFO: Epoch: [71] [4200/7329] learning_rate: 0.000100 loss_class: 0.609635 loss_bbox: 0.144399 loss_giou: 0.412910 loss_class_aux: 2.559443 loss_bbox_aux: 0.654253 loss_giou_aux: 1.770039 loss_class_dn: 0.326942 loss_bbox_dn: 0.170527 loss_giou_dn: 0.379568 loss_class_aux_dn: 1.081313 loss_bbox_aux_dn: 0.631503 loss_giou_aux_dn: 1.327805 loss: 10.330273 eta: 0:18:49 batch_cost: 0.3539 data_cost: 0.0008 ips: 11.3027 images/s [05/16 05:10:38] ppdet.engine INFO: Epoch: [71] [4400/7329] learning_rate: 0.000100 loss_class: 0.595644 loss_bbox: 0.133092 loss_giou: 0.371200 loss_class_aux: 2.633668 loss_bbox_aux: 0.605665 loss_giou_aux: 1.638085 loss_class_dn: 0.333987 loss_bbox_dn: 0.146378 loss_giou_dn: 0.356651 loss_class_aux_dn: 1.120351 loss_bbox_aux_dn: 0.574781 loss_giou_aux_dn: 1.270634 loss: 9.782227 eta: 0:17:37 batch_cost: 0.3525 data_cost: 0.0008 ips: 11.3483 images/s [05/16 05:12:00] ppdet.engine INFO: Epoch: [71] [4600/7329] learning_rate: 0.000100 loss_class: 0.657089 loss_bbox: 0.152463 loss_giou: 0.436391 loss_class_aux: 2.786356 loss_bbox_aux: 0.667896 loss_giou_aux: 1.845119 loss_class_dn: 0.354401 loss_bbox_dn: 0.158237 loss_giou_dn: 0.395292 loss_class_aux_dn: 1.193334 loss_bbox_aux_dn: 0.559704 loss_giou_aux_dn: 1.378099 loss: 10.783359 eta: 0:16:25 batch_cost: 0.3661 data_cost: 0.0007 ips: 10.9262 images/s [05/16 05:13:19] ppdet.engine INFO: Epoch: [71] [4800/7329] learning_rate: 0.000100 loss_class: 0.573153 loss_bbox: 0.132207 loss_giou: 0.335485 loss_class_aux: 2.405663 loss_bbox_aux: 0.584955 loss_giou_aux: 1.485946 loss_class_dn: 0.312741 loss_bbox_dn: 0.145555 loss_giou_dn: 0.329601 loss_class_aux_dn: 1.020257 loss_bbox_aux_dn: 0.534245 loss_giou_aux_dn: 1.179962 loss: 9.588401 eta: 0:15:13 batch_cost: 0.3557 data_cost: 0.0008 ips: 11.2469 images/s [05/16 05:14:37] ppdet.engine INFO: Epoch: [71] [5000/7329] learning_rate: 0.000100 loss_class: 0.626182 loss_bbox: 0.146468 loss_giou: 0.464785 loss_class_aux: 2.671240 loss_bbox_aux: 0.651358 loss_giou_aux: 1.992479 loss_class_dn: 0.357366 loss_bbox_dn: 0.157667 loss_giou_dn: 0.434428 loss_class_aux_dn: 1.176396 loss_bbox_aux_dn: 0.572533 loss_giou_aux_dn: 1.501446 loss: 11.172029 eta: 0:14:00 batch_cost: 0.3531 data_cost: 0.0008 ips: 11.3283 images/s [05/16 05:15:57] ppdet.engine INFO: Epoch: [71] [5200/7329] learning_rate: 0.000100 loss_class: 0.611112 loss_bbox: 0.128995 loss_giou: 0.343728 loss_class_aux: 2.626239 loss_bbox_aux: 0.600318 loss_giou_aux: 1.485031 loss_class_dn: 0.317168 loss_bbox_dn: 0.149007 loss_giou_dn: 0.331844 loss_class_aux_dn: 1.055604 loss_bbox_aux_dn: 0.582635 loss_giou_aux_dn: 1.134395 loss: 9.731596 eta: 0:12:48 batch_cost: 0.3569 data_cost: 0.0007 ips: 11.2063 images/s [05/16 05:17:15] ppdet.engine INFO: Epoch: [71] [5400/7329] learning_rate: 0.000100 loss_class: 0.619310 loss_bbox: 0.139442 loss_giou: 0.389959 loss_class_aux: 2.644204 loss_bbox_aux: 0.607184 loss_giou_aux: 1.710159 loss_class_dn: 0.327198 loss_bbox_dn: 0.143180 loss_giou_dn: 0.377810 loss_class_aux_dn: 1.105312 loss_bbox_aux_dn: 0.555451 loss_giou_aux_dn: 1.323889 loss: 10.260098 eta: 0:11:36 batch_cost: 0.3539 data_cost: 0.0007 ips: 11.3033 images/s [05/16 05:18:35] ppdet.engine INFO: Epoch: [71] [5600/7329] learning_rate: 0.000100 loss_class: 0.597890 loss_bbox: 0.132793 loss_giou: 0.413845 loss_class_aux: 2.504123 loss_bbox_aux: 0.593818 loss_giou_aux: 1.745741 loss_class_dn: 0.327714 loss_bbox_dn: 0.137960 loss_giou_dn: 0.378525 loss_class_aux_dn: 1.094085 loss_bbox_aux_dn: 0.536823 loss_giou_aux_dn: 1.300501 loss: 10.035519 eta: 0:10:24 batch_cost: 0.3568 data_cost: 0.0008 ips: 11.2108 images/s [05/16 05:19:54] ppdet.engine INFO: Epoch: [71] [5800/7329] learning_rate: 0.000100 loss_class: 0.607541 loss_bbox: 0.133745 loss_giou: 0.394913 loss_class_aux: 2.626248 loss_bbox_aux: 0.614837 loss_giou_aux: 1.727856 loss_class_dn: 0.352091 loss_bbox_dn: 0.146749 loss_giou_dn: 0.398007 loss_class_aux_dn: 1.163024 loss_bbox_aux_dn: 0.589495 loss_giou_aux_dn: 1.361094 loss: 10.422117 eta: 0:09:11 batch_cost: 0.3566 data_cost: 0.0007 ips: 11.2172 images/s [05/16 05:21:13] ppdet.engine INFO: Epoch: [71] [6000/7329] learning_rate: 0.000100 loss_class: 0.591557 loss_bbox: 0.136273 loss_giou: 0.365111 loss_class_aux: 2.521551 loss_bbox_aux: 0.632922 loss_giou_aux: 1.574036 loss_class_dn: 0.301892 loss_bbox_dn: 0.154297 loss_giou_dn: 0.342751 loss_class_aux_dn: 1.013837 loss_bbox_aux_dn: 0.579986 loss_giou_aux_dn: 1.224547 loss: 9.459150 eta: 0:07:59 batch_cost: 0.3581 data_cost: 0.0008 ips: 11.1714 images/s [05/16 05:22:32] ppdet.engine INFO: Epoch: [71] [6200/7329] learning_rate: 0.000100 loss_class: 0.623220 loss_bbox: 0.143653 loss_giou: 0.378529 loss_class_aux: 2.696123 loss_bbox_aux: 0.628176 loss_giou_aux: 1.658505 loss_class_dn: 0.333687 loss_bbox_dn: 0.159194 loss_giou_dn: 0.375170 loss_class_aux_dn: 1.102721 loss_bbox_aux_dn: 0.587807 loss_giou_aux_dn: 1.300423 loss: 10.561051 eta: 0:06:47 batch_cost: 0.3547 data_cost: 0.0008 ips: 11.2770 images/s [05/16 05:23:51] ppdet.engine INFO: Epoch: [71] [6400/7329] learning_rate: 0.000100 loss_class: 0.645044 loss_bbox: 0.150487 loss_giou: 0.384894 loss_class_aux: 2.660957 loss_bbox_aux: 0.657377 loss_giou_aux: 1.604291 loss_class_dn: 0.334534 loss_bbox_dn: 0.156256 loss_giou_dn: 0.353204 loss_class_aux_dn: 1.103851 loss_bbox_aux_dn: 0.585129 loss_giou_aux_dn: 1.246336 loss: 10.126314 eta: 0:05:35 batch_cost: 0.3538 data_cost: 0.0007 ips: 11.3054 images/s [05/16 05:25:10] ppdet.engine INFO: Epoch: [71] [6600/7329] learning_rate: 0.000100 loss_class: 0.580471 loss_bbox: 0.136922 loss_giou: 0.357003 loss_class_aux: 2.439640 loss_bbox_aux: 0.601592 loss_giou_aux: 1.517170 loss_class_dn: 0.321548 loss_bbox_dn: 0.157116 loss_giou_dn: 0.353975 loss_class_aux_dn: 1.060564 loss_bbox_aux_dn: 0.590982 loss_giou_aux_dn: 1.256535 loss: 9.826408 eta: 0:04:23 batch_cost: 0.3571 data_cost: 0.0007 ips: 11.2020 images/s [05/16 05:26:29] ppdet.engine INFO: Epoch: [71] [6800/7329] learning_rate: 0.000100 loss_class: 0.595221 loss_bbox: 0.133061 loss_giou: 0.365907 loss_class_aux: 2.630130 loss_bbox_aux: 0.621622 loss_giou_aux: 1.584609 loss_class_dn: 0.328237 loss_bbox_dn: 0.143496 loss_giou_dn: 0.360712 loss_class_aux_dn: 1.085523 loss_bbox_aux_dn: 0.546901 loss_giou_aux_dn: 1.232205 loss: 10.086369 eta: 0:03:10 batch_cost: 0.3562 data_cost: 0.0007 ips: 11.2288 images/s [05/16 05:27:49] ppdet.engine INFO: Epoch: [71] [7000/7329] learning_rate: 0.000100 loss_class: 0.600288 loss_bbox: 0.133477 loss_giou: 0.360019 loss_class_aux: 2.517453 loss_bbox_aux: 0.621292 loss_giou_aux: 1.554251 loss_class_dn: 0.303761 loss_bbox_dn: 0.153388 loss_giou_dn: 0.339955 loss_class_aux_dn: 1.010212 loss_bbox_aux_dn: 0.574046 loss_giou_aux_dn: 1.180446 loss: 9.318396 eta: 0:01:58 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2258 images/s [05/16 05:29:07] ppdet.engine INFO: Epoch: [71] [7200/7329] learning_rate: 0.000100 loss_class: 0.657207 loss_bbox: 0.138133 loss_giou: 0.449406 loss_class_aux: 2.719947 loss_bbox_aux: 0.617154 loss_giou_aux: 1.946774 loss_class_dn: 0.352542 loss_bbox_dn: 0.150921 loss_giou_dn: 0.410713 loss_class_aux_dn: 1.176794 loss_bbox_aux_dn: 0.582046 loss_giou_aux_dn: 1.458051 loss: 11.121739 eta: 0:00:46 batch_cost: 0.3551 data_cost: 0.0007 ips: 11.2656 images/s [05/16 05:30:01] ppdet.engine INFO: Eval iter: 0 [05/16 05:30:08] ppdet.engine INFO: Eval iter: 100 [05/16 05:30:14] ppdet.engine INFO: Eval iter: 200 [05/16 05:30:20] ppdet.engine INFO: Eval iter: 300 [05/16 05:30:27] ppdet.engine INFO: Eval iter: 400 [05/16 05:30:33] ppdet.engine INFO: Eval iter: 500 [05/16 05:30:39] ppdet.engine INFO: Eval iter: 600 [05/16 05:30:46] ppdet.engine INFO: Eval iter: 700 [05/16 05:30:52] ppdet.engine INFO: Eval iter: 800 [05/16 05:30:59] ppdet.engine INFO: Eval iter: 900 [05/16 05:31:05] ppdet.engine INFO: Eval iter: 1000 [05/16 05:31:12] ppdet.engine INFO: Eval iter: 1100 [05/16 05:31:19] ppdet.engine INFO: Eval iter: 1200 [05/16 05:31:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.52s) creating index... index created! [05/16 05:31:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=94.66s). Accumulating evaluation results... DONE (t=22.52s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.668 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.309 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 ] = 0.373 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 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.515 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 ] = 0.869 [05/16 05:33:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.38363226171241 [05/16 05:33:59] ppdet.engine INFO: Best test bbox ap is 0.489. I0516 05:34:00.716759 11418 tcp_store.cc:257] receive shutdown event and so quit from MasterDaemon run loop