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
I0511 02:24:51.943213 81871 tcp_utils.cc:181] The server starts to listen on IP_ANY:55095
I0511 02:24:51.943428 81871 tcp_utils.cc:130] Successfully connected to 10.21.226.186:55095
W0511 02:24:53.722862 81871 gpu_resources.cc:61] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 12.0, Runtime API Version: 11.7
W0511 02:24:53.729530 81871 gpu_resources.cc:91] device: 0, cuDNN Version: 8.4.
[2023-05-11 02:24:56,811] [    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=18.03s)
creating index...
index created!
[05/11 02:25:20] 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.
[05/11 02:25:29] 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.
[05/11 02:25:30] ppdet.data.source.coco INFO: Load [117266 samples valid, 1021 samples invalid] in file dataset/coco/annotations/instances_train2017.json.
[05/11 02:25:34] ppdet.utils.download INFO: Downloading ResNet18_vd_pretrained.pdparams from https://paddledet.bj.bcebos.com/models/pretrained/ResNet18_vd_pretrained.pdparams

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[05/11 02:25:35] ppdet.utils.checkpoint INFO: Finish loading model weights: /root/.cache/paddle/weights/ResNet18_vd_pretrained.pdparams
W0511 02:25:40.305472 81871 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
[05/11 02:25:40] ppdet.engine INFO: Epoch: [0] [   0/7329] learning_rate: 0.000000 loss_class: 0.165232 loss_bbox: 1.731451 loss_giou: 2.137560 loss_class_aux: 0.508194 loss_bbox_aux: 5.296597 loss_giou_aux: 6.496563 loss_class_dn: 0.828344 loss_bbox_dn: 0.890521 loss_giou_dn: 1.497355 loss_class_aux_dn: 1.642592 loss_bbox_aux_dn: 1.781041 loss_giou_aux_dn: 2.994710 loss: 25.970158 eta: 30 days, 4:28:22 batch_cost: 4.9425 data_cost: 0.0004 ips: 0.8093 images/s
[05/11 02:26:46] ppdet.engine INFO: Epoch: [0] [ 200/7329] learning_rate: 0.000010 loss_class: 0.281183 loss_bbox: 1.475367 loss_giou: 1.840750 loss_class_aux: 0.817320 loss_bbox_aux: 4.501480 loss_giou_aux: 5.556993 loss_class_dn: 0.761449 loss_bbox_dn: 0.829431 loss_giou_dn: 1.382243 loss_class_aux_dn: 1.566717 loss_bbox_aux_dn: 1.649813 loss_giou_aux_dn: 2.766065 loss: 24.139254 eta: 1 day, 22:08:10 batch_cost: 0.2917 data_cost: 0.0005 ips: 13.7112 images/s
[05/11 02:27:50] ppdet.engine INFO: Epoch: [0] [ 400/7329] learning_rate: 0.000020 loss_class: 0.403906 loss_bbox: 1.230893 loss_giou: 1.487841 loss_class_aux: 1.136556 loss_bbox_aux: 3.885939 loss_giou_aux: 4.508890 loss_class_dn: 0.613532 loss_bbox_dn: 0.775672 loss_giou_dn: 1.282797 loss_class_aux_dn: 1.235336 loss_bbox_aux_dn: 1.510784 loss_giou_aux_dn: 2.568452 loss: 21.497620 eta: 1 day, 20:10:43 batch_cost: 0.2883 data_cost: 0.0005 ips: 13.8739 images/s
[05/11 02:28:53] ppdet.engine INFO: Epoch: [0] [ 600/7329] learning_rate: 0.000030 loss_class: 0.578840 loss_bbox: 0.896834 loss_giou: 1.206953 loss_class_aux: 1.664682 loss_bbox_aux: 2.865946 loss_giou_aux: 3.697058 loss_class_dn: 0.523427 loss_bbox_dn: 0.795751 loss_giou_dn: 1.179261 loss_class_aux_dn: 1.040699 loss_bbox_aux_dn: 1.599848 loss_giou_aux_dn: 2.341057 loss: 18.276943 eta: 1 day, 19:11:59 batch_cost: 0.2819 data_cost: 0.0005 ips: 14.1905 images/s
[05/11 02:29:58] ppdet.engine INFO: Epoch: [0] [ 800/7329] learning_rate: 0.000040 loss_class: 0.745908 loss_bbox: 0.762883 loss_giou: 1.220113 loss_class_aux: 1.997609 loss_bbox_aux: 2.518878 loss_giou_aux: 3.864091 loss_class_dn: 0.537220 loss_bbox_dn: 0.821845 loss_giou_dn: 1.282561 loss_class_aux_dn: 1.081877 loss_bbox_aux_dn: 1.654989 loss_giou_aux_dn: 2.574783 loss: 20.007620 eta: 1 day, 18:55:50 batch_cost: 0.2881 data_cost: 0.0006 ips: 13.8821 images/s
[05/11 02:31:00] ppdet.engine INFO: Epoch: [0] [1000/7329] learning_rate: 0.000050 loss_class: 0.823695 loss_bbox: 0.609245 loss_giou: 1.194544 loss_class_aux: 2.286945 loss_bbox_aux: 2.120397 loss_giou_aux: 3.893037 loss_class_dn: 0.572443 loss_bbox_dn: 0.758653 loss_giou_dn: 1.271635 loss_class_aux_dn: 1.082160 loss_bbox_aux_dn: 1.543306 loss_giou_aux_dn: 2.579514 loss: 19.181358 eta: 1 day, 18:29:36 batch_cost: 0.2789 data_cost: 0.0004 ips: 14.3410 images/s
[05/11 02:32:04] ppdet.engine INFO: Epoch: [0] [1200/7329] learning_rate: 0.000060 loss_class: 0.908922 loss_bbox: 0.484554 loss_giou: 0.967654 loss_class_aux: 2.511830 loss_bbox_aux: 1.613178 loss_giou_aux: 3.091364 loss_class_dn: 0.540455 loss_bbox_dn: 0.648182 loss_giou_dn: 1.127569 loss_class_aux_dn: 1.004049 loss_bbox_aux_dn: 1.339377 loss_giou_aux_dn: 2.287213 loss: 17.462917 eta: 1 day, 18:21:18 batch_cost: 0.2854 data_cost: 0.0006 ips: 14.0139 images/s
[05/11 02:33:09] ppdet.engine INFO: Epoch: [0] [1400/7329] learning_rate: 0.000070 loss_class: 0.939950 loss_bbox: 0.453246 loss_giou: 0.851202 loss_class_aux: 2.560008 loss_bbox_aux: 1.574940 loss_giou_aux: 2.764820 loss_class_dn: 0.529432 loss_bbox_dn: 0.700960 loss_giou_dn: 1.026923 loss_class_aux_dn: 0.949082 loss_bbox_aux_dn: 1.429878 loss_giou_aux_dn: 2.086668 loss: 16.400593 eta: 1 day, 18:21:07 batch_cost: 0.2902 data_cost: 0.0005 ips: 13.7816 images/s
[05/11 02:34:13] ppdet.engine INFO: Epoch: [0] [1600/7329] learning_rate: 0.000080 loss_class: 1.016139 loss_bbox: 0.461856 loss_giou: 0.919944 loss_class_aux: 2.826493 loss_bbox_aux: 1.543882 loss_giou_aux: 3.007151 loss_class_dn: 0.554282 loss_bbox_dn: 0.637335 loss_giou_dn: 1.110474 loss_class_aux_dn: 1.026105 loss_bbox_aux_dn: 1.317512 loss_giou_aux_dn: 2.304411 loss: 17.733746 eta: 1 day, 18:14:17 batch_cost: 0.2844 data_cost: 0.0004 ips: 14.0671 images/s
[05/11 02:35:17] ppdet.engine INFO: Epoch: [0] [1800/7329] learning_rate: 0.000090 loss_class: 1.085569 loss_bbox: 0.412306 loss_giou: 0.891799 loss_class_aux: 2.984555 loss_bbox_aux: 1.467041 loss_giou_aux: 2.922375 loss_class_dn: 0.522272 loss_bbox_dn: 0.608853 loss_giou_dn: 1.048872 loss_class_aux_dn: 0.971019 loss_bbox_aux_dn: 1.266630 loss_giou_aux_dn: 2.176449 loss: 16.784060 eta: 1 day, 18:11:13 batch_cost: 0.2869 data_cost: 0.0004 ips: 13.9440 images/s
[05/11 02:36:21] ppdet.engine INFO: Epoch: [0] [2000/7329] learning_rate: 0.000100 loss_class: 1.047025 loss_bbox: 0.351853 loss_giou: 0.802594 loss_class_aux: 2.922393 loss_bbox_aux: 1.302426 loss_giou_aux: 2.613702 loss_class_dn: 0.480479 loss_bbox_dn: 0.586086 loss_giou_dn: 0.969512 loss_class_aux_dn: 0.883972 loss_bbox_aux_dn: 1.228730 loss_giou_aux_dn: 2.007736 loss: 15.436132 eta: 1 day, 18:06:17 batch_cost: 0.2843 data_cost: 0.0006 ips: 14.0708 images/s
[05/11 02:37:26] ppdet.engine INFO: Epoch: [0] [2200/7329] learning_rate: 0.000100 loss_class: 1.042143 loss_bbox: 0.349677 loss_giou: 0.815227 loss_class_aux: 2.964032 loss_bbox_aux: 1.264459 loss_giou_aux: 2.748418 loss_class_dn: 0.486598 loss_bbox_dn: 0.583604 loss_giou_dn: 0.971403 loss_class_aux_dn: 0.899614 loss_bbox_aux_dn: 1.212693 loss_giou_aux_dn: 2.042112 loss: 15.253152 eta: 1 day, 18:05:45 batch_cost: 0.2889 data_cost: 0.0004 ips: 13.8466 images/s
[05/11 02:38:30] ppdet.engine INFO: Epoch: [0] [2400/7329] learning_rate: 0.000100 loss_class: 0.999687 loss_bbox: 0.345993 loss_giou: 0.825999 loss_class_aux: 2.867617 loss_bbox_aux: 1.198413 loss_giou_aux: 2.692892 loss_class_dn: 0.483972 loss_bbox_dn: 0.520234 loss_giou_dn: 0.989378 loss_class_aux_dn: 0.919700 loss_bbox_aux_dn: 1.081853 loss_giou_aux_dn: 2.086962 loss: 15.914499 eta: 1 day, 18:03:34 batch_cost: 0.2867 data_cost: 0.0005 ips: 13.9513 images/s
[05/11 02:39:34] ppdet.engine INFO: Epoch: [0] [2600/7329] learning_rate: 0.000100 loss_class: 1.001085 loss_bbox: 0.347472 loss_giou: 0.773614 loss_class_aux: 2.906351 loss_bbox_aux: 1.271421 loss_giou_aux: 2.558352 loss_class_dn: 0.484910 loss_bbox_dn: 0.587723 loss_giou_dn: 0.907753 loss_class_aux_dn: 0.914507 loss_bbox_aux_dn: 1.217664 loss_giou_aux_dn: 1.959459 loss: 15.331596 eta: 1 day, 18:00:49 batch_cost: 0.2856 data_cost: 0.0006 ips: 14.0058 images/s
[05/11 02:40:38] ppdet.engine INFO: Epoch: [0] [2800/7329] learning_rate: 0.000100 loss_class: 1.002876 loss_bbox: 0.337087 loss_giou: 0.776565 loss_class_aux: 2.798218 loss_bbox_aux: 1.169824 loss_giou_aux: 2.600882 loss_class_dn: 0.495820 loss_bbox_dn: 0.520396 loss_giou_dn: 0.934075 loss_class_aux_dn: 0.940548 loss_bbox_aux_dn: 1.108039 loss_giou_aux_dn: 2.005165 loss: 15.723316 eta: 1 day, 17:59:21 batch_cost: 0.2872 data_cost: 0.0004 ips: 13.9259 images/s
[05/11 02:41:43] ppdet.engine INFO: Epoch: [0] [3000/7329] learning_rate: 0.000100 loss_class: 0.970656 loss_bbox: 0.302748 loss_giou: 0.695937 loss_class_aux: 2.757932 loss_bbox_aux: 1.106932 loss_giou_aux: 2.283039 loss_class_dn: 0.452532 loss_bbox_dn: 0.527246 loss_giou_dn: 0.822597 loss_class_aux_dn: 0.827912 loss_bbox_aux_dn: 1.131573 loss_giou_aux_dn: 1.759707 loss: 14.025656 eta: 1 day, 17:58:26 batch_cost: 0.2880 data_cost: 0.0005 ips: 13.8870 images/s
[05/11 02:42:49] ppdet.engine INFO: Epoch: [0] [3200/7329] learning_rate: 0.000100 loss_class: 1.081319 loss_bbox: 0.305407 loss_giou: 0.671599 loss_class_aux: 3.076400 loss_bbox_aux: 1.150236 loss_giou_aux: 2.351972 loss_class_dn: 0.492976 loss_bbox_dn: 0.527176 loss_giou_dn: 0.886520 loss_class_aux_dn: 0.940634 loss_bbox_aux_dn: 1.144473 loss_giou_aux_dn: 1.947636 loss: 14.976042 eta: 1 day, 18:01:25 batch_cost: 0.2952 data_cost: 0.0004 ips: 13.5487 images/s
[05/11 02:43:52] ppdet.engine INFO: Epoch: [0] [3400/7329] learning_rate: 0.000100 loss_class: 1.113729 loss_bbox: 0.326088 loss_giou: 0.694751 loss_class_aux: 3.093413 loss_bbox_aux: 1.153944 loss_giou_aux: 2.356462 loss_class_dn: 0.496660 loss_bbox_dn: 0.538559 loss_giou_dn: 0.858080 loss_class_aux_dn: 0.947647 loss_bbox_aux_dn: 1.175251 loss_giou_aux_dn: 1.881728 loss: 14.991592 eta: 1 day, 17:58:25 batch_cost: 0.2845 data_cost: 0.0004 ips: 14.0616 images/s
[05/11 02:44:56] ppdet.engine INFO: Epoch: [0] [3600/7329] learning_rate: 0.000100 loss_class: 1.020112 loss_bbox: 0.284517 loss_giou: 0.676626 loss_class_aux: 2.960613 loss_bbox_aux: 1.066864 loss_giou_aux: 2.269720 loss_class_dn: 0.468727 loss_bbox_dn: 0.487725 loss_giou_dn: 0.804139 loss_class_aux_dn: 0.875237 loss_bbox_aux_dn: 1.080913 loss_giou_aux_dn: 1.740790 loss: 13.917887 eta: 1 day, 17:54:54 batch_cost: 0.2830 data_cost: 0.0004 ips: 14.1359 images/s
[05/11 02:46:00] ppdet.engine INFO: Epoch: [0] [3800/7329] learning_rate: 0.000100 loss_class: 1.065456 loss_bbox: 0.336705 loss_giou: 0.734662 loss_class_aux: 2.968449 loss_bbox_aux: 1.222772 loss_giou_aux: 2.503611 loss_class_dn: 0.508847 loss_bbox_dn: 0.529182 loss_giou_dn: 0.895227 loss_class_aux_dn: 0.964217 loss_bbox_aux_dn: 1.156107 loss_giou_aux_dn: 2.001531 loss: 15.378879 eta: 1 day, 17:53:41 batch_cost: 0.2874 data_cost: 0.0006 ips: 13.9202 images/s
[05/11 02:47:04] ppdet.engine INFO: Epoch: [0] [4000/7329] learning_rate: 0.000100 loss_class: 1.004588 loss_bbox: 0.280780 loss_giou: 0.701350 loss_class_aux: 2.857981 loss_bbox_aux: 1.049231 loss_giou_aux: 2.361501 loss_class_dn: 0.476658 loss_bbox_dn: 0.500463 loss_giou_dn: 0.844704 loss_class_aux_dn: 0.936974 loss_bbox_aux_dn: 1.062581 loss_giou_aux_dn: 1.864797 loss: 14.531786 eta: 1 day, 17:51:24 batch_cost: 0.2848 data_cost: 0.0004 ips: 14.0434 images/s
[05/11 02:48:09] ppdet.engine INFO: Epoch: [0] [4200/7329] learning_rate: 0.000100 loss_class: 1.039709 loss_bbox: 0.296167 loss_giou: 0.698134 loss_class_aux: 2.980165 loss_bbox_aux: 1.056356 loss_giou_aux: 2.328926 loss_class_dn: 0.487648 loss_bbox_dn: 0.518583 loss_giou_dn: 0.818629 loss_class_aux_dn: 0.940356 loss_bbox_aux_dn: 1.109839 loss_giou_aux_dn: 1.799137 loss: 14.530787 eta: 1 day, 17:51:53 batch_cost: 0.2912 data_cost: 0.0004 ips: 13.7345 images/s
[05/11 02:49:13] ppdet.engine INFO: Epoch: [0] [4400/7329] learning_rate: 0.000100 loss_class: 0.978490 loss_bbox: 0.266125 loss_giou: 0.627484 loss_class_aux: 2.757623 loss_bbox_aux: 1.028623 loss_giou_aux: 2.106670 loss_class_dn: 0.448890 loss_bbox_dn: 0.466799 loss_giou_dn: 0.755186 loss_class_aux_dn: 0.859957 loss_bbox_aux_dn: 1.043049 loss_giou_aux_dn: 1.673197 loss: 12.815674 eta: 1 day, 17:48:54 batch_cost: 0.2828 data_cost: 0.0005 ips: 14.1455 images/s
[05/11 02:50:18] ppdet.engine INFO: Epoch: [0] [4600/7329] learning_rate: 0.000100 loss_class: 0.961601 loss_bbox: 0.268632 loss_giou: 0.677560 loss_class_aux: 2.795768 loss_bbox_aux: 0.969078 loss_giou_aux: 2.313951 loss_class_dn: 0.479525 loss_bbox_dn: 0.428065 loss_giou_dn: 0.793224 loss_class_aux_dn: 0.924893 loss_bbox_aux_dn: 0.946082 loss_giou_aux_dn: 1.794474 loss: 14.044621 eta: 1 day, 17:48:12 batch_cost: 0.2884 data_cost: 0.0005 ips: 13.8714 images/s
[05/11 02:51:23] ppdet.engine INFO: Epoch: [0] [4800/7329] learning_rate: 0.000100 loss_class: 0.976197 loss_bbox: 0.275568 loss_giou: 0.694129 loss_class_aux: 2.806015 loss_bbox_aux: 1.016957 loss_giou_aux: 2.344307 loss_class_dn: 0.473197 loss_bbox_dn: 0.491353 loss_giou_dn: 0.813941 loss_class_aux_dn: 0.920774 loss_bbox_aux_dn: 1.084883 loss_giou_aux_dn: 1.855093 loss: 13.897945 eta: 1 day, 17:49:09 batch_cost: 0.2930 data_cost: 0.0004 ips: 13.6531 images/s
[05/11 02:52:26] ppdet.engine INFO: Epoch: [0] [5000/7329] learning_rate: 0.000100 loss_class: 0.954193 loss_bbox: 0.250930 loss_giou: 0.677734 loss_class_aux: 2.730139 loss_bbox_aux: 0.922592 loss_giou_aux: 2.229141 loss_class_dn: 0.455588 loss_bbox_dn: 0.458815 loss_giou_dn: 0.759646 loss_class_aux_dn: 0.900941 loss_bbox_aux_dn: 1.003549 loss_giou_aux_dn: 1.706127 loss: 13.193725 eta: 1 day, 17:46:03 batch_cost: 0.2817 data_cost: 0.0004 ips: 14.1970 images/s
[05/11 02:53:31] ppdet.engine INFO: Epoch: [0] [5200/7329] learning_rate: 0.000100 loss_class: 1.005161 loss_bbox: 0.288412 loss_giou: 0.664184 loss_class_aux: 2.918211 loss_bbox_aux: 1.001734 loss_giou_aux: 2.242889 loss_class_dn: 0.473932 loss_bbox_dn: 0.438210 loss_giou_dn: 0.843281 loss_class_aux_dn: 0.946582 loss_bbox_aux_dn: 0.984769 loss_giou_aux_dn: 1.855032 loss: 14.596947 eta: 1 day, 17:45:53 batch_cost: 0.2900 data_cost: 0.0004 ips: 13.7910 images/s
[05/11 02:54:35] ppdet.engine INFO: Epoch: [0] [5400/7329] learning_rate: 0.000100 loss_class: 0.993357 loss_bbox: 0.281761 loss_giou: 0.656374 loss_class_aux: 2.872475 loss_bbox_aux: 1.027982 loss_giou_aux: 2.311896 loss_class_dn: 0.489036 loss_bbox_dn: 0.452495 loss_giou_dn: 0.766464 loss_class_aux_dn: 0.948227 loss_bbox_aux_dn: 1.008061 loss_giou_aux_dn: 1.762088 loss: 13.861296 eta: 1 day, 17:44:30 batch_cost: 0.2864 data_cost: 0.0004 ips: 13.9641 images/s
[05/11 02:55:39] ppdet.engine INFO: Epoch: [0] [5600/7329] learning_rate: 0.000100 loss_class: 0.988550 loss_bbox: 0.258878 loss_giou: 0.589846 loss_class_aux: 2.851995 loss_bbox_aux: 0.950176 loss_giou_aux: 1.960177 loss_class_dn: 0.458542 loss_bbox_dn: 0.455988 loss_giou_dn: 0.726199 loss_class_aux_dn: 0.903028 loss_bbox_aux_dn: 0.987009 loss_giou_aux_dn: 1.630244 loss: 13.809149 eta: 1 day, 17:42:18 batch_cost: 0.2837 data_cost: 0.0004 ips: 14.0971 images/s
[05/11 02:56:42] ppdet.engine INFO: Epoch: [0] [5800/7329] learning_rate: 0.000100 loss_class: 0.968371 loss_bbox: 0.242595 loss_giou: 0.630195 loss_class_aux: 2.845008 loss_bbox_aux: 0.889625 loss_giou_aux: 2.122183 loss_class_dn: 0.456921 loss_bbox_dn: 0.448618 loss_giou_dn: 0.740316 loss_class_aux_dn: 0.902676 loss_bbox_aux_dn: 0.972562 loss_giou_aux_dn: 1.645090 loss: 13.053967 eta: 1 day, 17:39:45 batch_cost: 0.2822 data_cost: 0.0004 ips: 14.1729 images/s
[05/11 02:57:45] ppdet.engine INFO: Epoch: [0] [6000/7329] learning_rate: 0.000100 loss_class: 1.004484 loss_bbox: 0.259003 loss_giou: 0.634070 loss_class_aux: 2.968840 loss_bbox_aux: 0.917131 loss_giou_aux: 2.182115 loss_class_dn: 0.481502 loss_bbox_dn: 0.436826 loss_giou_dn: 0.779760 loss_class_aux_dn: 0.955940 loss_bbox_aux_dn: 0.959600 loss_giou_aux_dn: 1.728009 loss: 13.942442 eta: 1 day, 17:37:42 batch_cost: 0.2836 data_cost: 0.0004 ips: 14.1034 images/s
[05/11 02:58:49] ppdet.engine INFO: Epoch: [0] [6200/7329] learning_rate: 0.000100 loss_class: 0.962670 loss_bbox: 0.243630 loss_giou: 0.697508 loss_class_aux: 2.848837 loss_bbox_aux: 0.895414 loss_giou_aux: 2.355669 loss_class_dn: 0.465737 loss_bbox_dn: 0.407911 loss_giou_dn: 0.783256 loss_class_aux_dn: 0.926357 loss_bbox_aux_dn: 0.890328 loss_giou_aux_dn: 1.696375 loss: 13.202346 eta: 1 day, 17:36:06 batch_cost: 0.2850 data_cost: 0.0004 ips: 14.0358 images/s
[05/11 02:59:53] ppdet.engine INFO: Epoch: [0] [6400/7329] learning_rate: 0.000100 loss_class: 0.963394 loss_bbox: 0.262397 loss_giou: 0.652082 loss_class_aux: 2.900581 loss_bbox_aux: 0.912780 loss_giou_aux: 2.153310 loss_class_dn: 0.466847 loss_bbox_dn: 0.430334 loss_giou_dn: 0.765667 loss_class_aux_dn: 0.918232 loss_bbox_aux_dn: 0.955287 loss_giou_aux_dn: 1.690662 loss: 13.399588 eta: 1 day, 17:34:39 batch_cost: 0.2854 data_cost: 0.0005 ips: 14.0174 images/s
[05/11 03:00:55] ppdet.engine INFO: Epoch: [0] [6600/7329] learning_rate: 0.000100 loss_class: 0.989455 loss_bbox: 0.270659 loss_giou: 0.750683 loss_class_aux: 2.819208 loss_bbox_aux: 0.931974 loss_giou_aux: 2.438065 loss_class_dn: 0.482791 loss_bbox_dn: 0.438676 loss_giou_dn: 0.791604 loss_class_aux_dn: 0.950777 loss_bbox_aux_dn: 0.967969 loss_giou_aux_dn: 1.753153 loss: 14.258604 eta: 1 day, 17:31:58 batch_cost: 0.2806 data_cost: 0.0004 ips: 14.2545 images/s
[05/11 03:02:00] ppdet.engine INFO: Epoch: [0] [6800/7329] learning_rate: 0.000100 loss_class: 1.000433 loss_bbox: 0.260779 loss_giou: 0.682813 loss_class_aux: 2.941867 loss_bbox_aux: 0.963235 loss_giou_aux: 2.298714 loss_class_dn: 0.480320 loss_bbox_dn: 0.425623 loss_giou_dn: 0.781105 loss_class_aux_dn: 0.937205 loss_bbox_aux_dn: 0.938206 loss_giou_aux_dn: 1.733165 loss: 13.737196 eta: 1 day, 17:31:47 batch_cost: 0.2899 data_cost: 0.0005 ips: 13.7968 images/s
[05/11 03:03:04] ppdet.engine INFO: Epoch: [0] [7000/7329] learning_rate: 0.000100 loss_class: 0.908425 loss_bbox: 0.253236 loss_giou: 0.584833 loss_class_aux: 2.680004 loss_bbox_aux: 0.922061 loss_giou_aux: 2.056443 loss_class_dn: 0.441101 loss_bbox_dn: 0.399036 loss_giou_dn: 0.723377 loss_class_aux_dn: 0.892030 loss_bbox_aux_dn: 0.882789 loss_giou_aux_dn: 1.575163 loss: 12.295326 eta: 1 day, 17:30:28 batch_cost: 0.2856 data_cost: 0.0004 ips: 14.0058 images/s
[05/11 03:04:09] ppdet.engine INFO: Epoch: [0] [7200/7329] learning_rate: 0.000100 loss_class: 0.903308 loss_bbox: 0.238821 loss_giou: 0.572693 loss_class_aux: 2.650196 loss_bbox_aux: 0.869116 loss_giou_aux: 1.951770 loss_class_dn: 0.437007 loss_bbox_dn: 0.394482 loss_giou_dn: 0.688287 loss_class_aux_dn: 0.873829 loss_bbox_aux_dn: 0.869153 loss_giou_aux_dn: 1.535204 loss: 12.377161 eta: 1 day, 17:30:10 batch_cost: 0.2897 data_cost: 0.0004 ips: 13.8056 images/s
loading annotations into memory...
Done (t=0.51s)
creating index...
index created!
[05/11 03:04:53] 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=0.54s)
creating index...
index created!
[05/11 03:04:54] ppdet.engine INFO: Eval iter: 0
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[05/11 03:06:27] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.43s)
creating index...
index created!
[05/11 03:06:27] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=11.61s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=94.63s).
Accumulating evaluation results...
DONE (t=20.88s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.133
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.210
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.140
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.087
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.158
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.191
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.208
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.380
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.471
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.237
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.504
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.680
[05/11 03:08:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.67967349999917
[05/11 03:08:38] ppdet.engine INFO: Best test bbox ap is 0.133.
[05/11 03:08:39] ppdet.engine INFO: Epoch: [1] [   0/7329] learning_rate: 0.000100 loss_class: 0.949552 loss_bbox: 0.258805 loss_giou: 0.585320 loss_class_aux: 2.760370 loss_bbox_aux: 0.958650 loss_giou_aux: 2.025123 loss_class_dn: 0.454815 loss_bbox_dn: 0.435299 loss_giou_dn: 0.701915 loss_class_aux_dn: 0.917051 loss_bbox_aux_dn: 0.968912 loss_giou_aux_dn: 1.559459 loss: 12.589375 eta: 1 day, 17:29:04 batch_cost: 0.2856 data_cost: 0.0004 ips: 14.0049 images/s
[05/11 03:09:44] ppdet.engine INFO: Epoch: [1] [ 200/7329] learning_rate: 0.000100 loss_class: 0.927550 loss_bbox: 0.253794 loss_giou: 0.671645 loss_class_aux: 2.668193 loss_bbox_aux: 0.921014 loss_giou_aux: 2.225285 loss_class_dn: 0.460117 loss_bbox_dn: 0.401791 loss_giou_dn: 0.751443 loss_class_aux_dn: 0.922674 loss_bbox_aux_dn: 0.913543 loss_giou_aux_dn: 1.638509 loss: 12.909312 eta: 1 day, 17:29:07 batch_cost: 0.2914 data_cost: 0.0007 ips: 13.7280 images/s
[05/11 03:10:48] ppdet.engine INFO: Epoch: [1] [ 400/7329] learning_rate: 0.000100 loss_class: 0.982276 loss_bbox: 0.255658 loss_giou: 0.654345 loss_class_aux: 2.870445 loss_bbox_aux: 0.919153 loss_giou_aux: 2.196071 loss_class_dn: 0.486237 loss_bbox_dn: 0.419948 loss_giou_dn: 0.777482 loss_class_aux_dn: 0.956191 loss_bbox_aux_dn: 0.946425 loss_giou_aux_dn: 1.711460 loss: 13.607160 eta: 1 day, 17:27:27 batch_cost: 0.2840 data_cost: 0.0006 ips: 14.0850 images/s
[05/11 03:11:52] ppdet.engine INFO: Epoch: [1] [ 600/7329] learning_rate: 0.000100 loss_class: 0.997801 loss_bbox: 0.293450 loss_giou: 0.649269 loss_class_aux: 2.958558 loss_bbox_aux: 1.073343 loss_giou_aux: 2.215295 loss_class_dn: 0.500380 loss_bbox_dn: 0.458133 loss_giou_dn: 0.790892 loss_class_aux_dn: 0.998356 loss_bbox_aux_dn: 1.045619 loss_giou_aux_dn: 1.746468 loss: 14.395770 eta: 1 day, 17:26:13 batch_cost: 0.2857 data_cost: 0.0006 ips: 13.9996 images/s
[05/11 03:12:56] ppdet.engine INFO: Epoch: [1] [ 800/7329] learning_rate: 0.000100 loss_class: 0.977324 loss_bbox: 0.245712 loss_giou: 0.635364 loss_class_aux: 2.863949 loss_bbox_aux: 0.936236 loss_giou_aux: 2.139670 loss_class_dn: 0.467960 loss_bbox_dn: 0.406643 loss_giou_dn: 0.757310 loss_class_aux_dn: 0.917073 loss_bbox_aux_dn: 0.932027 loss_giou_aux_dn: 1.690412 loss: 13.611893 eta: 1 day, 17:25:30 batch_cost: 0.2882 data_cost: 0.0006 ips: 13.8809 images/s
[05/11 03:13:59] ppdet.engine INFO: Epoch: [1] [1000/7329] learning_rate: 0.000100 loss_class: 0.977038 loss_bbox: 0.247409 loss_giou: 0.695415 loss_class_aux: 2.915560 loss_bbox_aux: 0.908595 loss_giou_aux: 2.317887 loss_class_dn: 0.485766 loss_bbox_dn: 0.409858 loss_giou_dn: 0.769022 loss_class_aux_dn: 0.985092 loss_bbox_aux_dn: 0.926337 loss_giou_aux_dn: 1.753134 loss: 13.583338 eta: 1 day, 17:23:34 batch_cost: 0.2823 data_cost: 0.0006 ips: 14.1680 images/s
[05/11 03:15:04] ppdet.engine INFO: Epoch: [1] [1200/7329] learning_rate: 0.000100 loss_class: 0.939265 loss_bbox: 0.243564 loss_giou: 0.595471 loss_class_aux: 2.712677 loss_bbox_aux: 0.866498 loss_giou_aux: 1.988238 loss_class_dn: 0.441337 loss_bbox_dn: 0.377229 loss_giou_dn: 0.691835 loss_class_aux_dn: 0.889523 loss_bbox_aux_dn: 0.886516 loss_giou_aux_dn: 1.554305 loss: 12.762854 eta: 1 day, 17:23:21 batch_cost: 0.2905 data_cost: 0.0006 ips: 13.7675 images/s
[05/11 03:16:08] ppdet.engine INFO: Epoch: [1] [1400/7329] learning_rate: 0.000100 loss_class: 0.926334 loss_bbox: 0.226226 loss_giou: 0.635893 loss_class_aux: 2.689351 loss_bbox_aux: 0.825037 loss_giou_aux: 2.090095 loss_class_dn: 0.455407 loss_bbox_dn: 0.388386 loss_giou_dn: 0.756893 loss_class_aux_dn: 0.928792 loss_bbox_aux_dn: 0.862582 loss_giou_aux_dn: 1.685735 loss: 13.327793 eta: 1 day, 17:22:04 batch_cost: 0.2854 data_cost: 0.0008 ips: 14.0167 images/s
[05/11 03:17:12] ppdet.engine INFO: Epoch: [1] [1600/7329] learning_rate: 0.000100 loss_class: 0.991586 loss_bbox: 0.251459 loss_giou: 0.614834 loss_class_aux: 2.831814 loss_bbox_aux: 0.885087 loss_giou_aux: 2.183752 loss_class_dn: 0.479368 loss_bbox_dn: 0.402166 loss_giou_dn: 0.753051 loss_class_aux_dn: 0.947852 loss_bbox_aux_dn: 0.912148 loss_giou_aux_dn: 1.673008 loss: 13.448416 eta: 1 day, 17:20:44 batch_cost: 0.2851 data_cost: 0.0008 ips: 14.0319 images/s
[05/11 03:18:15] ppdet.engine INFO: Epoch: [1] [1800/7329] learning_rate: 0.000100 loss_class: 0.955773 loss_bbox: 0.239520 loss_giou: 0.592797 loss_class_aux: 2.800254 loss_bbox_aux: 0.881018 loss_giou_aux: 2.015195 loss_class_dn: 0.463741 loss_bbox_dn: 0.391651 loss_giou_dn: 0.712766 loss_class_aux_dn: 0.950822 loss_bbox_aux_dn: 0.870121 loss_giou_aux_dn: 1.596868 loss: 13.348724 eta: 1 day, 17:19:13 batch_cost: 0.2840 data_cost: 0.0007 ips: 14.0855 images/s
[05/11 03:19:18] ppdet.engine INFO: Epoch: [1] [2000/7329] learning_rate: 0.000100 loss_class: 0.900308 loss_bbox: 0.234329 loss_giou: 0.591257 loss_class_aux: 2.688714 loss_bbox_aux: 0.889271 loss_giou_aux: 1.952467 loss_class_dn: 0.425021 loss_bbox_dn: 0.409711 loss_giou_dn: 0.675162 loss_class_aux_dn: 0.868458 loss_bbox_aux_dn: 0.917697 loss_giou_aux_dn: 1.519905 loss: 12.177305 eta: 1 day, 17:17:34 batch_cost: 0.2830 data_cost: 0.0006 ips: 14.1320 images/s
[05/11 03:20:21] ppdet.engine INFO: Epoch: [1] [2200/7329] learning_rate: 0.000100 loss_class: 0.958574 loss_bbox: 0.252442 loss_giou: 0.618295 loss_class_aux: 2.886321 loss_bbox_aux: 0.906788 loss_giou_aux: 2.090474 loss_class_dn: 0.469568 loss_bbox_dn: 0.407956 loss_giou_dn: 0.712684 loss_class_aux_dn: 0.969354 loss_bbox_aux_dn: 0.937205 loss_giou_aux_dn: 1.620039 loss: 13.341431 eta: 1 day, 17:15:52 batch_cost: 0.2827 data_cost: 0.0007 ips: 14.1498 images/s
[05/11 03:21:25] ppdet.engine INFO: Epoch: [1] [2400/7329] learning_rate: 0.000100 loss_class: 0.937403 loss_bbox: 0.245165 loss_giou: 0.612893 loss_class_aux: 2.795358 loss_bbox_aux: 0.844302 loss_giou_aux: 2.075245 loss_class_dn: 0.463834 loss_bbox_dn: 0.391368 loss_giou_dn: 0.740697 loss_class_aux_dn: 0.943499 loss_bbox_aux_dn: 0.889160 loss_giou_aux_dn: 1.612182 loss: 13.004495 eta: 1 day, 17:14:32 batch_cost: 0.2845 data_cost: 0.0007 ips: 14.0576 images/s
[05/11 03:22:29] ppdet.engine INFO: Epoch: [1] [2600/7329] learning_rate: 0.000100 loss_class: 0.943169 loss_bbox: 0.237567 loss_giou: 0.687984 loss_class_aux: 2.831093 loss_bbox_aux: 0.845270 loss_giou_aux: 2.295564 loss_class_dn: 0.462990 loss_bbox_dn: 0.382063 loss_giou_dn: 0.761095 loss_class_aux_dn: 0.920194 loss_bbox_aux_dn: 0.867069 loss_giou_aux_dn: 1.673734 loss: 12.722641 eta: 1 day, 17:13:00 batch_cost: 0.2834 data_cost: 0.0006 ips: 14.1153 images/s
[05/11 03:23:33] ppdet.engine INFO: Epoch: [1] [2800/7329] learning_rate: 0.000100 loss_class: 0.987940 loss_bbox: 0.249560 loss_giou: 0.598593 loss_class_aux: 2.946851 loss_bbox_aux: 0.889135 loss_giou_aux: 2.037811 loss_class_dn: 0.484306 loss_bbox_dn: 0.393619 loss_giou_dn: 0.715776 loss_class_aux_dn: 0.974064 loss_bbox_aux_dn: 0.895727 loss_giou_aux_dn: 1.603831 loss: 13.250209 eta: 1 day, 17:12:02 batch_cost: 0.2865 data_cost: 0.0007 ips: 13.9600 images/s
[05/11 03:24:37] ppdet.engine INFO: Epoch: [1] [3000/7329] learning_rate: 0.000100 loss_class: 0.891597 loss_bbox: 0.223739 loss_giou: 0.554826 loss_class_aux: 2.569463 loss_bbox_aux: 0.811037 loss_giou_aux: 1.937410 loss_class_dn: 0.418849 loss_bbox_dn: 0.381801 loss_giou_dn: 0.648029 loss_class_aux_dn: 0.851153 loss_bbox_aux_dn: 0.851827 loss_giou_aux_dn: 1.455403 loss: 12.175531 eta: 1 day, 17:10:45 batch_cost: 0.2845 data_cost: 0.0006 ips: 14.0583 images/s
[05/11 03:25:40] ppdet.engine INFO: Epoch: [1] [3200/7329] learning_rate: 0.000100 loss_class: 0.990620 loss_bbox: 0.241598 loss_giou: 0.631333 loss_class_aux: 2.867468 loss_bbox_aux: 0.891861 loss_giou_aux: 2.109882 loss_class_dn: 0.493191 loss_bbox_dn: 0.399224 loss_giou_dn: 0.742325 loss_class_aux_dn: 1.004338 loss_bbox_aux_dn: 0.909417 loss_giou_aux_dn: 1.683640 loss: 13.843245 eta: 1 day, 17:09:10 batch_cost: 0.2827 data_cost: 0.0007 ips: 14.1488 images/s
[05/11 03:26:44] ppdet.engine INFO: Epoch: [1] [3400/7329] learning_rate: 0.000100 loss_class: 0.917518 loss_bbox: 0.233596 loss_giou: 0.566381 loss_class_aux: 2.680231 loss_bbox_aux: 0.825997 loss_giou_aux: 1.889705 loss_class_dn: 0.431687 loss_bbox_dn: 0.376807 loss_giou_dn: 0.666136 loss_class_aux_dn: 0.883268 loss_bbox_aux_dn: 0.841267 loss_giou_aux_dn: 1.505374 loss: 12.263414 eta: 1 day, 17:08:14 batch_cost: 0.2866 data_cost: 0.0007 ips: 13.9550 images/s
[05/11 03:27:49] ppdet.engine INFO: Epoch: [1] [3600/7329] learning_rate: 0.000100 loss_class: 0.991034 loss_bbox: 0.245711 loss_giou: 0.623183 loss_class_aux: 2.878444 loss_bbox_aux: 0.845215 loss_giou_aux: 2.137881 loss_class_dn: 0.483838 loss_bbox_dn: 0.389004 loss_giou_dn: 0.737250 loss_class_aux_dn: 0.961641 loss_bbox_aux_dn: 0.849145 loss_giou_aux_dn: 1.655238 loss: 13.239254 eta: 1 day, 17:07:47 batch_cost: 0.2897 data_cost: 0.0006 ips: 13.8058 images/s
[05/11 03:28:54] ppdet.engine INFO: Epoch: [1] [3800/7329] learning_rate: 0.000100 loss_class: 0.941525 loss_bbox: 0.237360 loss_giou: 0.626243 loss_class_aux: 2.739778 loss_bbox_aux: 0.815200 loss_giou_aux: 2.079967 loss_class_dn: 0.454082 loss_bbox_dn: 0.365872 loss_giou_dn: 0.713831 loss_class_aux_dn: 0.901805 loss_bbox_aux_dn: 0.816349 loss_giou_aux_dn: 1.592974 loss: 12.537895 eta: 1 day, 17:07:04 batch_cost: 0.2880 data_cost: 0.0006 ips: 13.8867 images/s
[05/11 03:30:00] ppdet.engine INFO: Epoch: [1] [4000/7329] learning_rate: 0.000100 loss_class: 0.937094 loss_bbox: 0.233269 loss_giou: 0.588638 loss_class_aux: 2.759650 loss_bbox_aux: 0.849063 loss_giou_aux: 1.999182 loss_class_dn: 0.453246 loss_bbox_dn: 0.390216 loss_giou_dn: 0.702590 loss_class_aux_dn: 0.923277 loss_bbox_aux_dn: 0.880792 loss_giou_aux_dn: 1.585647 loss: 12.698722 eta: 1 day, 17:07:18 batch_cost: 0.2944 data_cost: 0.0006 ips: 13.5875 images/s
[05/11 03:31:04] ppdet.engine INFO: Epoch: [1] [4200/7329] learning_rate: 0.000100 loss_class: 0.977648 loss_bbox: 0.236363 loss_giou: 0.582888 loss_class_aux: 2.916228 loss_bbox_aux: 0.867792 loss_giou_aux: 1.992714 loss_class_dn: 0.470782 loss_bbox_dn: 0.383528 loss_giou_dn: 0.680530 loss_class_aux_dn: 0.953920 loss_bbox_aux_dn: 0.869987 loss_giou_aux_dn: 1.585243 loss: 12.954329 eta: 1 day, 17:06:33 batch_cost: 0.2880 data_cost: 0.0006 ips: 13.8868 images/s
[05/11 03:32:08] ppdet.engine INFO: Epoch: [1] [4400/7329] learning_rate: 0.000100 loss_class: 0.893739 loss_bbox: 0.235361 loss_giou: 0.645239 loss_class_aux: 2.628158 loss_bbox_aux: 0.842517 loss_giou_aux: 2.174778 loss_class_dn: 0.461610 loss_bbox_dn: 0.363208 loss_giou_dn: 0.734582 loss_class_aux_dn: 0.953317 loss_bbox_aux_dn: 0.819945 loss_giou_aux_dn: 1.614276 loss: 12.569248 eta: 1 day, 17:05:29 batch_cost: 0.2859 data_cost: 0.0006 ips: 13.9886 images/s
[05/11 03:33:13] ppdet.engine INFO: Epoch: [1] [4600/7329] learning_rate: 0.000100 loss_class: 0.923459 loss_bbox: 0.243867 loss_giou: 0.544163 loss_class_aux: 2.703322 loss_bbox_aux: 0.859562 loss_giou_aux: 1.879760 loss_class_dn: 0.452747 loss_bbox_dn: 0.364273 loss_giou_dn: 0.648548 loss_class_aux_dn: 0.909538 loss_bbox_aux_dn: 0.827141 loss_giou_aux_dn: 1.483634 loss: 12.720394 eta: 1 day, 17:05:03 batch_cost: 0.2903 data_cost: 0.0006 ips: 13.7766 images/s
[05/11 03:34:17] ppdet.engine INFO: Epoch: [1] [4800/7329] learning_rate: 0.000100 loss_class: 0.911058 loss_bbox: 0.234938 loss_giou: 0.563803 loss_class_aux: 2.767096 loss_bbox_aux: 0.835684 loss_giou_aux: 2.031125 loss_class_dn: 0.472825 loss_bbox_dn: 0.375938 loss_giou_dn: 0.735156 loss_class_aux_dn: 0.949463 loss_bbox_aux_dn: 0.860029 loss_giou_aux_dn: 1.639416 loss: 13.056673 eta: 1 day, 17:04:02 batch_cost: 0.2863 data_cost: 0.0006 ips: 13.9691 images/s
[05/11 03:35:20] ppdet.engine INFO: Epoch: [1] [5000/7329] learning_rate: 0.000100 loss_class: 0.884568 loss_bbox: 0.226438 loss_giou: 0.560310 loss_class_aux: 2.649518 loss_bbox_aux: 0.795394 loss_giou_aux: 1.973612 loss_class_dn: 0.432221 loss_bbox_dn: 0.358232 loss_giou_dn: 0.669080 loss_class_aux_dn: 0.882913 loss_bbox_aux_dn: 0.801789 loss_giou_aux_dn: 1.514098 loss: 11.978374 eta: 1 day, 17:02:32 batch_cost: 0.2829 data_cost: 0.0006 ips: 14.1386 images/s
[05/11 03:36:24] ppdet.engine INFO: Epoch: [1] [5200/7329] learning_rate: 0.000100 loss_class: 0.948920 loss_bbox: 0.218376 loss_giou: 0.614353 loss_class_aux: 2.802886 loss_bbox_aux: 0.782981 loss_giou_aux: 2.032661 loss_class_dn: 0.458207 loss_bbox_dn: 0.349965 loss_giou_dn: 0.685357 loss_class_aux_dn: 0.930791 loss_bbox_aux_dn: 0.800351 loss_giou_aux_dn: 1.529528 loss: 12.670927 eta: 1 day, 17:01:21 batch_cost: 0.2850 data_cost: 0.0007 ips: 14.0356 images/s
[05/11 03:37:28] ppdet.engine INFO: Epoch: [1] [5400/7329] learning_rate: 0.000100 loss_class: 0.938818 loss_bbox: 0.250938 loss_giou: 0.640953 loss_class_aux: 2.854172 loss_bbox_aux: 0.849772 loss_giou_aux: 2.139524 loss_class_dn: 0.469875 loss_bbox_dn: 0.372324 loss_giou_dn: 0.738712 loss_class_aux_dn: 0.958577 loss_bbox_aux_dn: 0.835646 loss_giou_aux_dn: 1.657315 loss: 13.317434 eta: 1 day, 17:00:33 batch_cost: 0.2879 data_cost: 0.0007 ips: 13.8952 images/s
[05/11 03:38:31] ppdet.engine INFO: Epoch: [1] [5600/7329] learning_rate: 0.000100 loss_class: 0.889664 loss_bbox: 0.244290 loss_giou: 0.601858 loss_class_aux: 2.601656 loss_bbox_aux: 0.837895 loss_giou_aux: 1.966308 loss_class_dn: 0.438573 loss_bbox_dn: 0.371582 loss_giou_dn: 0.680754 loss_class_aux_dn: 0.876806 loss_bbox_aux_dn: 0.817940 loss_giou_aux_dn: 1.502928 loss: 12.324440 eta: 1 day, 16:59:03 batch_cost: 0.2826 data_cost: 0.0006 ips: 14.1548 images/s
[05/11 03:39:36] ppdet.engine INFO: Epoch: [1] [5800/7329] learning_rate: 0.000100 loss_class: 0.947882 loss_bbox: 0.231493 loss_giou: 0.591767 loss_class_aux: 2.778286 loss_bbox_aux: 0.868924 loss_giou_aux: 2.063029 loss_class_dn: 0.468217 loss_bbox_dn: 0.378546 loss_giou_dn: 0.687730 loss_class_aux_dn: 0.962403 loss_bbox_aux_dn: 0.859111 loss_giou_aux_dn: 1.560180 loss: 13.257978 eta: 1 day, 16:58:07 batch_cost: 0.2868 data_cost: 0.0006 ips: 13.9483 images/s
[05/11 03:40:39] ppdet.engine INFO: Epoch: [1] [6000/7329] learning_rate: 0.000100 loss_class: 0.872160 loss_bbox: 0.222224 loss_giou: 0.545931 loss_class_aux: 2.599215 loss_bbox_aux: 0.796054 loss_giou_aux: 1.853389 loss_class_dn: 0.430574 loss_bbox_dn: 0.356946 loss_giou_dn: 0.660789 loss_class_aux_dn: 0.887344 loss_bbox_aux_dn: 0.796328 loss_giou_aux_dn: 1.498555 loss: 12.230389 eta: 1 day, 16:56:35 batch_cost: 0.2822 data_cost: 0.0006 ips: 14.1766 images/s
[05/11 03:41:44] ppdet.engine INFO: Epoch: [1] [6200/7329] learning_rate: 0.000100 loss_class: 0.890381 loss_bbox: 0.226539 loss_giou: 0.579764 loss_class_aux: 2.759599 loss_bbox_aux: 0.790027 loss_giou_aux: 1.951144 loss_class_dn: 0.436917 loss_bbox_dn: 0.354793 loss_giou_dn: 0.651124 loss_class_aux_dn: 0.893655 loss_bbox_aux_dn: 0.800935 loss_giou_aux_dn: 1.487947 loss: 12.100327 eta: 1 day, 16:56:00 batch_cost: 0.2894 data_cost: 0.0006 ips: 13.8202 images/s
[05/11 03:42:48] ppdet.engine INFO: Epoch: [1] [6400/7329] learning_rate: 0.000100 loss_class: 0.944261 loss_bbox: 0.242956 loss_giou: 0.568219 loss_class_aux: 2.775740 loss_bbox_aux: 0.850033 loss_giou_aux: 1.929695 loss_class_dn: 0.445030 loss_bbox_dn: 0.378190 loss_giou_dn: 0.659491 loss_class_aux_dn: 0.928100 loss_bbox_aux_dn: 0.823246 loss_giou_aux_dn: 1.476874 loss: 12.404722 eta: 1 day, 16:54:57 batch_cost: 0.2858 data_cost: 0.0006 ips: 13.9953 images/s
[05/11 03:43:52] ppdet.engine INFO: Epoch: [1] [6600/7329] learning_rate: 0.000100 loss_class: 0.872617 loss_bbox: 0.220278 loss_giou: 0.552778 loss_class_aux: 2.544154 loss_bbox_aux: 0.756663 loss_giou_aux: 1.887211 loss_class_dn: 0.416117 loss_bbox_dn: 0.362465 loss_giou_dn: 0.653449 loss_class_aux_dn: 0.859348 loss_bbox_aux_dn: 0.796091 loss_giou_aux_dn: 1.443512 loss: 11.868523 eta: 1 day, 16:53:40 batch_cost: 0.2840 data_cost: 0.0006 ips: 14.0848 images/s
[05/11 03:44:56] ppdet.engine INFO: Epoch: [1] [6800/7329] learning_rate: 0.000100 loss_class: 0.895919 loss_bbox: 0.211777 loss_giou: 0.616348 loss_class_aux: 2.695113 loss_bbox_aux: 0.795044 loss_giou_aux: 2.044461 loss_class_dn: 0.437371 loss_bbox_dn: 0.347613 loss_giou_dn: 0.696485 loss_class_aux_dn: 0.913848 loss_bbox_aux_dn: 0.797304 loss_giou_aux_dn: 1.528588 loss: 12.458444 eta: 1 day, 16:52:18 batch_cost: 0.2831 data_cost: 0.0007 ips: 14.1287 images/s
[05/11 03:46:01] ppdet.engine INFO: Epoch: [1] [7000/7329] learning_rate: 0.000100 loss_class: 0.941497 loss_bbox: 0.242406 loss_giou: 0.551629 loss_class_aux: 2.847407 loss_bbox_aux: 0.888032 loss_giou_aux: 1.875725 loss_class_dn: 0.437356 loss_bbox_dn: 0.405111 loss_giou_dn: 0.650405 loss_class_aux_dn: 0.907503 loss_bbox_aux_dn: 0.885635 loss_giou_aux_dn: 1.452967 loss: 12.519080 eta: 1 day, 16:51:58 batch_cost: 0.2918 data_cost: 0.0006 ips: 13.7093 images/s
[05/11 03:47:06] ppdet.engine INFO: Epoch: [1] [7200/7329] learning_rate: 0.000100 loss_class: 0.927361 loss_bbox: 0.223622 loss_giou: 0.552351 loss_class_aux: 2.741436 loss_bbox_aux: 0.784282 loss_giou_aux: 1.913898 loss_class_dn: 0.458710 loss_bbox_dn: 0.367572 loss_giou_dn: 0.665157 loss_class_aux_dn: 0.942298 loss_bbox_aux_dn: 0.813616 loss_giou_aux_dn: 1.506339 loss: 12.731493 eta: 1 day, 16:51:27 batch_cost: 0.2902 data_cost: 0.0006 ips: 13.7833 images/s
[05/11 03:47:48] ppdet.engine INFO: Eval iter: 0
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[05/11 03:48:58] ppdet.engine INFO: Eval iter: 1200
[05/11 03:49:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.44s)
creating index...
index created!
[05/11 03:49:21] 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=93.33s).
Accumulating evaluation results...
DONE (t=21.51s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.222
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.328
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.238
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.140
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.253
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.305
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.253
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.453
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.543
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.317
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.766
[05/11 03:51:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 68.05106441348758
[05/11 03:51:33] ppdet.engine INFO: Best test bbox ap is 0.222.
[05/11 03:51:36] ppdet.engine INFO: Epoch: [2] [   0/7329] learning_rate: 0.000100 loss_class: 0.901975 loss_bbox: 0.211382 loss_giou: 0.628143 loss_class_aux: 2.712798 loss_bbox_aux: 0.757868 loss_giou_aux: 2.130617 loss_class_dn: 0.471884 loss_bbox_dn: 0.331169 loss_giou_dn: 0.716487 loss_class_aux_dn: 0.948084 loss_bbox_aux_dn: 0.768233 loss_giou_aux_dn: 1.588961 loss: 12.781199 eta: 1 day, 16:50:36 batch_cost: 0.2868 data_cost: 0.0006 ips: 13.9451 images/s
[05/11 03:52:41] ppdet.engine INFO: Epoch: [2] [ 200/7329] learning_rate: 0.000100 loss_class: 0.918986 loss_bbox: 0.204022 loss_giou: 0.620407 loss_class_aux: 2.802959 loss_bbox_aux: 0.747620 loss_giou_aux: 2.080776 loss_class_dn: 0.462046 loss_bbox_dn: 0.363401 loss_giou_dn: 0.673973 loss_class_aux_dn: 0.921710 loss_bbox_aux_dn: 0.817695 loss_giou_aux_dn: 1.518658 loss: 12.582277 eta: 1 day, 16:50:27 batch_cost: 0.2936 data_cost: 0.0006 ips: 13.6248 images/s
[05/11 03:53:47] ppdet.engine INFO: Epoch: [2] [ 400/7329] learning_rate: 0.000100 loss_class: 0.926381 loss_bbox: 0.229394 loss_giou: 0.599945 loss_class_aux: 2.828910 loss_bbox_aux: 0.799508 loss_giou_aux: 2.009046 loss_class_dn: 0.464599 loss_bbox_dn: 0.353985 loss_giou_dn: 0.699255 loss_class_aux_dn: 0.943445 loss_bbox_aux_dn: 0.823988 loss_giou_aux_dn: 1.585814 loss: 13.137774 eta: 1 day, 16:50:00 batch_cost: 0.2912 data_cost: 0.0006 ips: 13.7353 images/s
[05/11 03:54:51] ppdet.engine INFO: Epoch: [2] [ 600/7329] learning_rate: 0.000100 loss_class: 0.899955 loss_bbox: 0.234249 loss_giou: 0.611021 loss_class_aux: 2.770306 loss_bbox_aux: 0.823371 loss_giou_aux: 2.057181 loss_class_dn: 0.436912 loss_bbox_dn: 0.365995 loss_giou_dn: 0.692846 loss_class_aux_dn: 0.912181 loss_bbox_aux_dn: 0.847750 loss_giou_aux_dn: 1.511220 loss: 12.308046 eta: 1 day, 16:49:12 batch_cost: 0.2882 data_cost: 0.0006 ips: 13.8786 images/s
[05/11 03:55:55] ppdet.engine INFO: Epoch: [2] [ 800/7329] learning_rate: 0.000100 loss_class: 0.907905 loss_bbox: 0.244370 loss_giou: 0.575372 loss_class_aux: 2.780269 loss_bbox_aux: 0.863703 loss_giou_aux: 1.911780 loss_class_dn: 0.444409 loss_bbox_dn: 0.369212 loss_giou_dn: 0.662559 loss_class_aux_dn: 0.903872 loss_bbox_aux_dn: 0.832942 loss_giou_aux_dn: 1.488065 loss: 12.359699 eta: 1 day, 16:48:18 batch_cost: 0.2871 data_cost: 0.0006 ips: 13.9308 images/s
[05/11 03:57:00] ppdet.engine INFO: Epoch: [2] [1000/7329] learning_rate: 0.000100 loss_class: 0.910678 loss_bbox: 0.240957 loss_giou: 0.547933 loss_class_aux: 2.817958 loss_bbox_aux: 0.844493 loss_giou_aux: 1.872522 loss_class_dn: 0.447926 loss_bbox_dn: 0.369331 loss_giou_dn: 0.659604 loss_class_aux_dn: 0.911523 loss_bbox_aux_dn: 0.819064 loss_giou_aux_dn: 1.452991 loss: 12.037420 eta: 1 day, 16:47:49 batch_cost: 0.2913 data_cost: 0.0006 ips: 13.7334 images/s
[05/11 03:58:06] ppdet.engine INFO: Epoch: [2] [1200/7329] learning_rate: 0.000100 loss_class: 0.893220 loss_bbox: 0.226578 loss_giou: 0.563651 loss_class_aux: 2.769536 loss_bbox_aux: 0.784512 loss_giou_aux: 1.905259 loss_class_dn: 0.455457 loss_bbox_dn: 0.358484 loss_giou_dn: 0.649795 loss_class_aux_dn: 0.945903 loss_bbox_aux_dn: 0.807859 loss_giou_aux_dn: 1.454405 loss: 12.506832 eta: 1 day, 16:47:29 batch_cost: 0.2926 data_cost: 0.0006 ips: 13.6719 images/s
[05/11 03:59:09] ppdet.engine INFO: Epoch: [2] [1400/7329] learning_rate: 0.000100 loss_class: 0.896434 loss_bbox: 0.237533 loss_giou: 0.569382 loss_class_aux: 2.723165 loss_bbox_aux: 0.811776 loss_giou_aux: 1.933171 loss_class_dn: 0.457666 loss_bbox_dn: 0.358592 loss_giou_dn: 0.654252 loss_class_aux_dn: 0.934454 loss_bbox_aux_dn: 0.835497 loss_giou_aux_dn: 1.491019 loss: 12.598219 eta: 1 day, 16:46:30 batch_cost: 0.2866 data_cost: 0.0006 ips: 13.9551 images/s
[05/11 04:00:14] ppdet.engine INFO: Epoch: [2] [1600/7329] learning_rate: 0.000100 loss_class: 0.857189 loss_bbox: 0.220283 loss_giou: 0.525914 loss_class_aux: 2.677710 loss_bbox_aux: 0.769806 loss_giou_aux: 1.773646 loss_class_dn: 0.437658 loss_bbox_dn: 0.323326 loss_giou_dn: 0.617454 loss_class_aux_dn: 0.899829 loss_bbox_aux_dn: 0.747102 loss_giou_aux_dn: 1.364517 loss: 11.835821 eta: 1 day, 16:45:50 batch_cost: 0.2897 data_cost: 0.0006 ips: 13.8063 images/s
[05/11 04:01:17] ppdet.engine INFO: Epoch: [2] [1800/7329] learning_rate: 0.000100 loss_class: 0.838641 loss_bbox: 0.212245 loss_giou: 0.558757 loss_class_aux: 2.607314 loss_bbox_aux: 0.730928 loss_giou_aux: 1.845109 loss_class_dn: 0.436336 loss_bbox_dn: 0.314818 loss_giou_dn: 0.644206 loss_class_aux_dn: 0.902066 loss_bbox_aux_dn: 0.725258 loss_giou_aux_dn: 1.434453 loss: 12.089366 eta: 1 day, 16:44:40 batch_cost: 0.2848 data_cost: 0.0006 ips: 14.0432 images/s
[05/11 04:02:23] ppdet.engine INFO: Epoch: [2] [2000/7329] learning_rate: 0.000100 loss_class: 0.896245 loss_bbox: 0.229375 loss_giou: 0.585336 loss_class_aux: 2.747366 loss_bbox_aux: 0.787743 loss_giou_aux: 1.946864 loss_class_dn: 0.450367 loss_bbox_dn: 0.348295 loss_giou_dn: 0.677963 loss_class_aux_dn: 0.927226 loss_bbox_aux_dn: 0.799170 loss_giou_aux_dn: 1.479996 loss: 12.144797 eta: 1 day, 16:44:27 batch_cost: 0.2942 data_cost: 0.0006 ips: 13.5970 images/s
[05/11 04:03:27] ppdet.engine INFO: Epoch: [2] [2200/7329] learning_rate: 0.000100 loss_class: 0.917939 loss_bbox: 0.224816 loss_giou: 0.561638 loss_class_aux: 2.824991 loss_bbox_aux: 0.798535 loss_giou_aux: 1.926517 loss_class_dn: 0.443601 loss_bbox_dn: 0.339215 loss_giou_dn: 0.677015 loss_class_aux_dn: 0.933217 loss_bbox_aux_dn: 0.769978 loss_giou_aux_dn: 1.532426 loss: 12.350803 eta: 1 day, 16:43:44 batch_cost: 0.2893 data_cost: 0.0006 ips: 13.8253 images/s
[05/11 04:04:33] ppdet.engine INFO: Epoch: [2] [2400/7329] learning_rate: 0.000100 loss_class: 0.888974 loss_bbox: 0.211756 loss_giou: 0.515593 loss_class_aux: 2.611529 loss_bbox_aux: 0.715622 loss_giou_aux: 1.726063 loss_class_dn: 0.425284 loss_bbox_dn: 0.331699 loss_giou_dn: 0.593479 loss_class_aux_dn: 0.880684 loss_bbox_aux_dn: 0.741576 loss_giou_aux_dn: 1.347568 loss: 11.150373 eta: 1 day, 16:43:11 batch_cost: 0.2912 data_cost: 0.0006 ips: 13.7348 images/s
[05/11 04:05:37] ppdet.engine INFO: Epoch: [2] [2600/7329] learning_rate: 0.000100 loss_class: 0.889923 loss_bbox: 0.242056 loss_giou: 0.560311 loss_class_aux: 2.689457 loss_bbox_aux: 0.792321 loss_giou_aux: 1.877817 loss_class_dn: 0.439884 loss_bbox_dn: 0.376392 loss_giou_dn: 0.650974 loss_class_aux_dn: 0.908718 loss_bbox_aux_dn: 0.854120 loss_giou_aux_dn: 1.465719 loss: 12.204605 eta: 1 day, 16:42:18 batch_cost: 0.2878 data_cost: 0.0007 ips: 13.8975 images/s
[05/11 04:06:41] ppdet.engine INFO: Epoch: [2] [2800/7329] learning_rate: 0.000100 loss_class: 0.883702 loss_bbox: 0.212827 loss_giou: 0.522324 loss_class_aux: 2.695381 loss_bbox_aux: 0.752959 loss_giou_aux: 1.747331 loss_class_dn: 0.426504 loss_bbox_dn: 0.346014 loss_giou_dn: 0.613202 loss_class_aux_dn: 0.878994 loss_bbox_aux_dn: 0.786921 loss_giou_aux_dn: 1.382063 loss: 11.711552 eta: 1 day, 16:41:25 batch_cost: 0.2878 data_cost: 0.0006 ips: 13.8985 images/s
[05/11 04:07:46] ppdet.engine INFO: Epoch: [2] [3000/7329] learning_rate: 0.000100 loss_class: 0.880548 loss_bbox: 0.220351 loss_giou: 0.529998 loss_class_aux: 2.728577 loss_bbox_aux: 0.763747 loss_giou_aux: 1.807473 loss_class_dn: 0.437632 loss_bbox_dn: 0.320629 loss_giou_dn: 0.639080 loss_class_aux_dn: 0.903088 loss_bbox_aux_dn: 0.756869 loss_giou_aux_dn: 1.478744 loss: 11.469800 eta: 1 day, 16:40:45 batch_cost: 0.2901 data_cost: 0.0006 ips: 13.7866 images/s
[05/11 04:08:50] ppdet.engine INFO: Epoch: [2] [3200/7329] learning_rate: 0.000100 loss_class: 0.885362 loss_bbox: 0.208886 loss_giou: 0.510184 loss_class_aux: 2.647419 loss_bbox_aux: 0.714412 loss_giou_aux: 1.693440 loss_class_dn: 0.431066 loss_bbox_dn: 0.314253 loss_giou_dn: 0.618334 loss_class_aux_dn: 0.900428 loss_bbox_aux_dn: 0.725724 loss_giou_aux_dn: 1.384516 loss: 11.848933 eta: 1 day, 16:40:08 batch_cost: 0.2907 data_cost: 0.0006 ips: 13.7619 images/s
[05/11 04:09:55] ppdet.engine INFO: Epoch: [2] [3400/7329] learning_rate: 0.000100 loss_class: 0.942565 loss_bbox: 0.231663 loss_giou: 0.538266 loss_class_aux: 2.814725 loss_bbox_aux: 0.817536 loss_giou_aux: 1.865651 loss_class_dn: 0.444394 loss_bbox_dn: 0.361394 loss_giou_dn: 0.645235 loss_class_aux_dn: 0.926405 loss_bbox_aux_dn: 0.802696 loss_giou_aux_dn: 1.449162 loss: 12.057104 eta: 1 day, 16:39:20 batch_cost: 0.2889 data_cost: 0.0006 ips: 13.8437 images/s
[05/11 04:10:59] ppdet.engine INFO: Epoch: [2] [3600/7329] learning_rate: 0.000100 loss_class: 0.868037 loss_bbox: 0.226624 loss_giou: 0.543002 loss_class_aux: 2.642060 loss_bbox_aux: 0.789079 loss_giou_aux: 1.839669 loss_class_dn: 0.434138 loss_bbox_dn: 0.359333 loss_giou_dn: 0.645677 loss_class_aux_dn: 0.887490 loss_bbox_aux_dn: 0.805731 loss_giou_aux_dn: 1.438154 loss: 12.062113 eta: 1 day, 16:38:31 batch_cost: 0.2887 data_cost: 0.0006 ips: 13.8562 images/s
[05/11 04:12:03] ppdet.engine INFO: Epoch: [2] [3800/7329] learning_rate: 0.000100 loss_class: 0.836102 loss_bbox: 0.208763 loss_giou: 0.496782 loss_class_aux: 2.591599 loss_bbox_aux: 0.720988 loss_giou_aux: 1.729981 loss_class_dn: 0.424559 loss_bbox_dn: 0.342145 loss_giou_dn: 0.643147 loss_class_aux_dn: 0.875424 loss_bbox_aux_dn: 0.762045 loss_giou_aux_dn: 1.443098 loss: 11.635981 eta: 1 day, 16:37:44 batch_cost: 0.2891 data_cost: 0.0006 ips: 13.8372 images/s
[05/11 04:13:08] ppdet.engine INFO: Epoch: [2] [4000/7329] learning_rate: 0.000100 loss_class: 0.970982 loss_bbox: 0.237612 loss_giou: 0.627750 loss_class_aux: 2.903859 loss_bbox_aux: 0.838872 loss_giou_aux: 2.125315 loss_class_dn: 0.463946 loss_bbox_dn: 0.366729 loss_giou_dn: 0.702259 loss_class_aux_dn: 0.955630 loss_bbox_aux_dn: 0.844878 loss_giou_aux_dn: 1.520684 loss: 12.768991 eta: 1 day, 16:37:11 batch_cost: 0.2916 data_cost: 0.0006 ips: 13.7164 images/s
[05/11 04:14:13] ppdet.engine INFO: Epoch: [2] [4200/7329] learning_rate: 0.000100 loss_class: 0.881421 loss_bbox: 0.229752 loss_giou: 0.579667 loss_class_aux: 2.708224 loss_bbox_aux: 0.791292 loss_giou_aux: 1.993102 loss_class_dn: 0.458511 loss_bbox_dn: 0.361747 loss_giou_dn: 0.654750 loss_class_aux_dn: 0.947337 loss_bbox_aux_dn: 0.817754 loss_giou_aux_dn: 1.476213 loss: 12.340670 eta: 1 day, 16:36:27 batch_cost: 0.2899 data_cost: 0.0006 ips: 13.7977 images/s
[05/11 04:15:17] ppdet.engine INFO: Epoch: [2] [4400/7329] learning_rate: 0.000100 loss_class: 0.864452 loss_bbox: 0.218163 loss_giou: 0.510754 loss_class_aux: 2.602377 loss_bbox_aux: 0.735944 loss_giou_aux: 1.747218 loss_class_dn: 0.418255 loss_bbox_dn: 0.337418 loss_giou_dn: 0.609233 loss_class_aux_dn: 0.881070 loss_bbox_aux_dn: 0.756482 loss_giou_aux_dn: 1.374176 loss: 11.657769 eta: 1 day, 16:35:28 batch_cost: 0.2870 data_cost: 0.0006 ips: 13.9366 images/s
[05/11 04:16:20] ppdet.engine INFO: Epoch: [2] [4600/7329] learning_rate: 0.000100 loss_class: 0.847560 loss_bbox: 0.210237 loss_giou: 0.550502 loss_class_aux: 2.573745 loss_bbox_aux: 0.738532 loss_giou_aux: 1.828794 loss_class_dn: 0.433054 loss_bbox_dn: 0.318708 loss_giou_dn: 0.635428 loss_class_aux_dn: 0.902208 loss_bbox_aux_dn: 0.722201 loss_giou_aux_dn: 1.421872 loss: 11.862163 eta: 1 day, 16:34:13 batch_cost: 0.2838 data_cost: 0.0006 ips: 14.0930 images/s
[05/11 04:17:23] ppdet.engine INFO: Epoch: [2] [4800/7329] learning_rate: 0.000100 loss_class: 0.886335 loss_bbox: 0.221230 loss_giou: 0.610969 loss_class_aux: 2.733204 loss_bbox_aux: 0.774095 loss_giou_aux: 1.978596 loss_class_dn: 0.443894 loss_bbox_dn: 0.339623 loss_giou_dn: 0.681349 loss_class_aux_dn: 0.945853 loss_bbox_aux_dn: 0.745286 loss_giou_aux_dn: 1.501288 loss: 12.023465 eta: 1 day, 16:32:52 batch_cost: 0.2829 data_cost: 0.0006 ips: 14.1388 images/s
[05/11 04:18:26] ppdet.engine INFO: Epoch: [2] [5000/7329] learning_rate: 0.000100 loss_class: 0.824124 loss_bbox: 0.206179 loss_giou: 0.460340 loss_class_aux: 2.514925 loss_bbox_aux: 0.726413 loss_giou_aux: 1.535852 loss_class_dn: 0.391077 loss_bbox_dn: 0.329363 loss_giou_dn: 0.558094 loss_class_aux_dn: 0.810685 loss_bbox_aux_dn: 0.742271 loss_giou_aux_dn: 1.256688 loss: 10.831425 eta: 1 day, 16:31:46 batch_cost: 0.2854 data_cost: 0.0006 ips: 14.0145 images/s
[05/11 04:19:31] ppdet.engine INFO: Epoch: [2] [5200/7329] learning_rate: 0.000100 loss_class: 0.910767 loss_bbox: 0.225065 loss_giou: 0.593872 loss_class_aux: 2.831034 loss_bbox_aux: 0.786845 loss_giou_aux: 1.973618 loss_class_dn: 0.443994 loss_bbox_dn: 0.355454 loss_giou_dn: 0.658974 loss_class_aux_dn: 0.904586 loss_bbox_aux_dn: 0.800249 loss_giou_aux_dn: 1.459443 loss: 11.903276 eta: 1 day, 16:30:54 batch_cost: 0.2883 data_cost: 0.0006 ips: 13.8725 images/s
[05/11 04:20:35] ppdet.engine INFO: Epoch: [2] [5400/7329] learning_rate: 0.000100 loss_class: 0.875203 loss_bbox: 0.225126 loss_giou: 0.551005 loss_class_aux: 2.641694 loss_bbox_aux: 0.771324 loss_giou_aux: 1.845106 loss_class_dn: 0.441333 loss_bbox_dn: 0.351674 loss_giou_dn: 0.627182 loss_class_aux_dn: 0.907470 loss_bbox_aux_dn: 0.816292 loss_giou_aux_dn: 1.405948 loss: 12.118228 eta: 1 day, 16:30:03 batch_cost: 0.2885 data_cost: 0.0006 ips: 13.8656 images/s
[05/11 04:21:39] ppdet.engine INFO: Epoch: [2] [5600/7329] learning_rate: 0.000100 loss_class: 0.884887 loss_bbox: 0.229836 loss_giou: 0.558724 loss_class_aux: 2.689429 loss_bbox_aux: 0.779684 loss_giou_aux: 1.966566 loss_class_dn: 0.454397 loss_bbox_dn: 0.336134 loss_giou_dn: 0.662498 loss_class_aux_dn: 0.945996 loss_bbox_aux_dn: 0.762522 loss_giou_aux_dn: 1.483089 loss: 12.203460 eta: 1 day, 16:29:06 batch_cost: 0.2872 data_cost: 0.0006 ips: 13.9255 images/s
[05/11 04:22:43] ppdet.engine INFO: Epoch: [2] [5800/7329] learning_rate: 0.000100 loss_class: 0.845110 loss_bbox: 0.223532 loss_giou: 0.534226 loss_class_aux: 2.670723 loss_bbox_aux: 0.739611 loss_giou_aux: 1.817161 loss_class_dn: 0.413111 loss_bbox_dn: 0.354463 loss_giou_dn: 0.636785 loss_class_aux_dn: 0.853402 loss_bbox_aux_dn: 0.823355 loss_giou_aux_dn: 1.425960 loss: 11.533724 eta: 1 day, 16:28:21 batch_cost: 0.2898 data_cost: 0.0006 ips: 13.8016 images/s
[05/11 04:23:47] ppdet.engine INFO: Epoch: [2] [6000/7329] learning_rate: 0.000100 loss_class: 0.858992 loss_bbox: 0.213024 loss_giou: 0.549089 loss_class_aux: 2.602757 loss_bbox_aux: 0.760822 loss_giou_aux: 1.792133 loss_class_dn: 0.440461 loss_bbox_dn: 0.338311 loss_giou_dn: 0.615829 loss_class_aux_dn: 0.891629 loss_bbox_aux_dn: 0.786657 loss_giou_aux_dn: 1.384489 loss: 11.662701 eta: 1 day, 16:27:31 batch_cost: 0.2887 data_cost: 0.0006 ips: 13.8572 images/s
[05/11 04:24:52] ppdet.engine INFO: Epoch: [2] [6200/7329] learning_rate: 0.000100 loss_class: 0.853913 loss_bbox: 0.207984 loss_giou: 0.594264 loss_class_aux: 2.595801 loss_bbox_aux: 0.735215 loss_giou_aux: 1.984701 loss_class_dn: 0.438946 loss_bbox_dn: 0.306885 loss_giou_dn: 0.664732 loss_class_aux_dn: 0.905914 loss_bbox_aux_dn: 0.677040 loss_giou_aux_dn: 1.474924 loss: 12.013346 eta: 1 day, 16:26:42 batch_cost: 0.2890 data_cost: 0.0006 ips: 13.8399 images/s
[05/11 04:25:56] ppdet.engine INFO: Epoch: [2] [6400/7329] learning_rate: 0.000100 loss_class: 0.845693 loss_bbox: 0.211347 loss_giou: 0.566395 loss_class_aux: 2.645765 loss_bbox_aux: 0.723426 loss_giou_aux: 1.926951 loss_class_dn: 0.417378 loss_bbox_dn: 0.323782 loss_giou_dn: 0.637815 loss_class_aux_dn: 0.867466 loss_bbox_aux_dn: 0.726421 loss_giou_aux_dn: 1.416920 loss: 11.354527 eta: 1 day, 16:25:50 batch_cost: 0.2884 data_cost: 0.0006 ips: 13.8692 images/s
[05/11 04:27:01] ppdet.engine INFO: Epoch: [2] [6600/7329] learning_rate: 0.000100 loss_class: 0.863914 loss_bbox: 0.210042 loss_giou: 0.525916 loss_class_aux: 2.599957 loss_bbox_aux: 0.727984 loss_giou_aux: 1.752876 loss_class_dn: 0.418009 loss_bbox_dn: 0.332203 loss_giou_dn: 0.616159 loss_class_aux_dn: 0.878532 loss_bbox_aux_dn: 0.773130 loss_giou_aux_dn: 1.378137 loss: 11.382938 eta: 1 day, 16:25:02 batch_cost: 0.2894 data_cost: 0.0006 ips: 13.8210 images/s
[05/11 04:28:05] ppdet.engine INFO: Epoch: [2] [6800/7329] learning_rate: 0.000100 loss_class: 0.849627 loss_bbox: 0.208609 loss_giou: 0.534412 loss_class_aux: 2.625457 loss_bbox_aux: 0.720564 loss_giou_aux: 1.809170 loss_class_dn: 0.433927 loss_bbox_dn: 0.332198 loss_giou_dn: 0.633298 loss_class_aux_dn: 0.886186 loss_bbox_aux_dn: 0.734189 loss_giou_aux_dn: 1.421155 loss: 11.375577 eta: 1 day, 16:24:20 batch_cost: 0.2905 data_cost: 0.0006 ips: 13.7688 images/s
[05/11 04:29:09] ppdet.engine INFO: Epoch: [2] [7000/7329] learning_rate: 0.000100 loss_class: 0.838077 loss_bbox: 0.194572 loss_giou: 0.571011 loss_class_aux: 2.611454 loss_bbox_aux: 0.656179 loss_giou_aux: 1.903096 loss_class_dn: 0.432666 loss_bbox_dn: 0.297392 loss_giou_dn: 0.651788 loss_class_aux_dn: 0.895089 loss_bbox_aux_dn: 0.674648 loss_giou_aux_dn: 1.447956 loss: 11.618299 eta: 1 day, 16:23:22 batch_cost: 0.2872 data_cost: 0.0006 ips: 13.9275 images/s
[05/11 04:30:14] ppdet.engine INFO: Epoch: [2] [7200/7329] learning_rate: 0.000100 loss_class: 0.859359 loss_bbox: 0.209583 loss_giou: 0.519251 loss_class_aux: 2.654927 loss_bbox_aux: 0.735074 loss_giou_aux: 1.712336 loss_class_dn: 0.431498 loss_bbox_dn: 0.333737 loss_giou_dn: 0.606305 loss_class_aux_dn: 0.908228 loss_bbox_aux_dn: 0.765414 loss_giou_aux_dn: 1.360523 loss: 11.570316 eta: 1 day, 16:22:38 batch_cost: 0.2902 data_cost: 0.0006 ips: 13.7846 images/s
[05/11 04:30:57] ppdet.engine INFO: Eval iter: 0
[05/11 04:31:04] ppdet.engine INFO: Eval iter: 100
[05/11 04:31:10] ppdet.engine INFO: Eval iter: 200
[05/11 04:31:16] ppdet.engine INFO: Eval iter: 300
[05/11 04:31:23] ppdet.engine INFO: Eval iter: 400
[05/11 04:31:30] ppdet.engine INFO: Eval iter: 500
[05/11 04:31:37] ppdet.engine INFO: Eval iter: 600
[05/11 04:31:43] ppdet.engine INFO: Eval iter: 700
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[05/11 04:31:56] ppdet.engine INFO: Eval iter: 900
[05/11 04:32:03] ppdet.engine INFO: Eval iter: 1000
[05/11 04:32:09] ppdet.engine INFO: Eval iter: 1100
[05/11 04:32:16] ppdet.engine INFO: Eval iter: 1200
[05/11 04:32:40] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.45s)
creating index...
index created!
[05/11 04:32:40] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=11.96s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=97.22s).
Accumulating evaluation results...
DONE (t=21.26s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.258
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.376
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.278
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.148
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.288
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.358
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.267
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.475
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.563
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.335
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.603
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.780
[05/11 04:34:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.31597869285547
[05/11 04:34:54] ppdet.engine INFO: Best test bbox ap is 0.258.
[05/11 04:34:56] ppdet.engine INFO: Epoch: [3] [   0/7329] learning_rate: 0.000100 loss_class: 0.910949 loss_bbox: 0.207064 loss_giou: 0.500029 loss_class_aux: 2.778497 loss_bbox_aux: 0.746115 loss_giou_aux: 1.713341 loss_class_dn: 0.451920 loss_bbox_dn: 0.345475 loss_giou_dn: 0.611644 loss_class_aux_dn: 0.929419 loss_bbox_aux_dn: 0.804525 loss_giou_aux_dn: 1.377388 loss: 11.602267 eta: 1 day, 16:22:18 batch_cost: 0.2928 data_cost: 0.0007 ips: 13.6628 images/s
[05/11 04:36:03] ppdet.engine INFO: Epoch: [3] [ 200/7329] learning_rate: 0.000100 loss_class: 0.862656 loss_bbox: 0.217065 loss_giou: 0.593871 loss_class_aux: 2.620378 loss_bbox_aux: 0.739288 loss_giou_aux: 1.999623 loss_class_dn: 0.431161 loss_bbox_dn: 0.327891 loss_giou_dn: 0.647637 loss_class_aux_dn: 0.898896 loss_bbox_aux_dn: 0.757176 loss_giou_aux_dn: 1.460992 loss: 11.970113 eta: 1 day, 16:22:04 batch_cost: 0.2970 data_cost: 0.0006 ips: 13.4694 images/s
[05/11 04:37:08] ppdet.engine INFO: Epoch: [3] [ 400/7329] learning_rate: 0.000100 loss_class: 0.885506 loss_bbox: 0.223905 loss_giou: 0.512897 loss_class_aux: 2.712356 loss_bbox_aux: 0.749824 loss_giou_aux: 1.697025 loss_class_dn: 0.425025 loss_bbox_dn: 0.321933 loss_giou_dn: 0.612358 loss_class_aux_dn: 0.901624 loss_bbox_aux_dn: 0.737128 loss_giou_aux_dn: 1.365625 loss: 11.507649 eta: 1 day, 16:21:30 batch_cost: 0.2926 data_cost: 0.0006 ips: 13.6725 images/s
[05/11 04:38:12] ppdet.engine INFO: Epoch: [3] [ 600/7329] learning_rate: 0.000100 loss_class: 0.861827 loss_bbox: 0.213528 loss_giou: 0.529544 loss_class_aux: 2.651728 loss_bbox_aux: 0.734904 loss_giou_aux: 1.812675 loss_class_dn: 0.433544 loss_bbox_dn: 0.323058 loss_giou_dn: 0.646844 loss_class_aux_dn: 0.920454 loss_bbox_aux_dn: 0.726771 loss_giou_aux_dn: 1.453101 loss: 11.956731 eta: 1 day, 16:20:34 batch_cost: 0.2878 data_cost: 0.0006 ips: 13.8986 images/s
[05/11 04:39:17] ppdet.engine INFO: Epoch: [3] [ 800/7329] learning_rate: 0.000100 loss_class: 0.822780 loss_bbox: 0.212933 loss_giou: 0.553445 loss_class_aux: 2.580917 loss_bbox_aux: 0.755968 loss_giou_aux: 1.812895 loss_class_dn: 0.424647 loss_bbox_dn: 0.325898 loss_giou_dn: 0.598800 loss_class_aux_dn: 0.886867 loss_bbox_aux_dn: 0.754689 loss_giou_aux_dn: 1.368292 loss: 11.166593 eta: 1 day, 16:19:38 batch_cost: 0.2879 data_cost: 0.0006 ips: 13.8948 images/s
[05/11 04:40:21] ppdet.engine INFO: Epoch: [3] [1000/7329] learning_rate: 0.000100 loss_class: 0.910255 loss_bbox: 0.212758 loss_giou: 0.504839 loss_class_aux: 2.849775 loss_bbox_aux: 0.755843 loss_giou_aux: 1.723390 loss_class_dn: 0.437614 loss_bbox_dn: 0.331500 loss_giou_dn: 0.608757 loss_class_aux_dn: 0.914521 loss_bbox_aux_dn: 0.761575 loss_giou_aux_dn: 1.397946 loss: 12.085038 eta: 1 day, 16:18:51 batch_cost: 0.2899 data_cost: 0.0006 ips: 13.7965 images/s
[05/11 04:41:26] ppdet.engine INFO: Epoch: [3] [1200/7329] learning_rate: 0.000100 loss_class: 0.851787 loss_bbox: 0.202307 loss_giou: 0.572839 loss_class_aux: 2.634452 loss_bbox_aux: 0.719245 loss_giou_aux: 1.832317 loss_class_dn: 0.422964 loss_bbox_dn: 0.298918 loss_giou_dn: 0.633089 loss_class_aux_dn: 0.884807 loss_bbox_aux_dn: 0.715162 loss_giou_aux_dn: 1.401454 loss: 11.438306 eta: 1 day, 16:18:08 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7487 images/s
[05/11 04:42:30] ppdet.engine INFO: Epoch: [3] [1400/7329] learning_rate: 0.000100 loss_class: 0.879535 loss_bbox: 0.228709 loss_giou: 0.636618 loss_class_aux: 2.736872 loss_bbox_aux: 0.792785 loss_giou_aux: 2.159026 loss_class_dn: 0.459447 loss_bbox_dn: 0.358895 loss_giou_dn: 0.718808 loss_class_aux_dn: 0.957324 loss_bbox_aux_dn: 0.791643 loss_giou_aux_dn: 1.576344 loss: 12.500887 eta: 1 day, 16:17:11 batch_cost: 0.2877 data_cost: 0.0006 ips: 13.9012 images/s
[05/11 04:43:35] ppdet.engine INFO: Epoch: [3] [1600/7329] learning_rate: 0.000100 loss_class: 0.854643 loss_bbox: 0.209847 loss_giou: 0.533863 loss_class_aux: 2.639715 loss_bbox_aux: 0.716858 loss_giou_aux: 1.830400 loss_class_dn: 0.433779 loss_bbox_dn: 0.299100 loss_giou_dn: 0.631197 loss_class_aux_dn: 0.900777 loss_bbox_aux_dn: 0.688352 loss_giou_aux_dn: 1.416453 loss: 11.490174 eta: 1 day, 16:16:29 batch_cost: 0.2914 data_cost: 0.0006 ips: 13.7289 images/s
[05/11 04:44:40] ppdet.engine INFO: Epoch: [3] [1800/7329] learning_rate: 0.000100 loss_class: 0.865815 loss_bbox: 0.213843 loss_giou: 0.520969 loss_class_aux: 2.718652 loss_bbox_aux: 0.743023 loss_giou_aux: 1.734140 loss_class_dn: 0.425735 loss_bbox_dn: 0.336732 loss_giou_dn: 0.613767 loss_class_aux_dn: 0.895921 loss_bbox_aux_dn: 0.762014 loss_giou_aux_dn: 1.394737 loss: 11.760846 eta: 1 day, 16:15:46 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7514 images/s
[05/11 04:45:44] ppdet.engine INFO: Epoch: [3] [2000/7329] learning_rate: 0.000100 loss_class: 0.837862 loss_bbox: 0.223349 loss_giou: 0.551805 loss_class_aux: 2.540115 loss_bbox_aux: 0.754951 loss_giou_aux: 1.866888 loss_class_dn: 0.436871 loss_bbox_dn: 0.319558 loss_giou_dn: 0.637192 loss_class_aux_dn: 0.913236 loss_bbox_aux_dn: 0.740639 loss_giou_aux_dn: 1.411179 loss: 11.924883 eta: 1 day, 16:14:52 batch_cost: 0.2886 data_cost: 0.0006 ips: 13.8593 images/s
[05/11 04:46:50] ppdet.engine INFO: Epoch: [3] [2200/7329] learning_rate: 0.000100 loss_class: 0.820222 loss_bbox: 0.201415 loss_giou: 0.530802 loss_class_aux: 2.609739 loss_bbox_aux: 0.686487 loss_giou_aux: 1.829179 loss_class_dn: 0.411304 loss_bbox_dn: 0.314173 loss_giou_dn: 0.621363 loss_class_aux_dn: 0.872400 loss_bbox_aux_dn: 0.696416 loss_giou_aux_dn: 1.397426 loss: 11.316712 eta: 1 day, 16:14:17 batch_cost: 0.2931 data_cost: 0.0006 ips: 13.6490 images/s
[05/11 04:47:54] ppdet.engine INFO: Epoch: [3] [2400/7329] learning_rate: 0.000100 loss_class: 0.855733 loss_bbox: 0.214582 loss_giou: 0.557714 loss_class_aux: 2.714674 loss_bbox_aux: 0.757593 loss_giou_aux: 1.865117 loss_class_dn: 0.432544 loss_bbox_dn: 0.343277 loss_giou_dn: 0.612433 loss_class_aux_dn: 0.894903 loss_bbox_aux_dn: 0.784255 loss_giou_aux_dn: 1.392125 loss: 11.779747 eta: 1 day, 16:13:30 batch_cost: 0.2903 data_cost: 0.0006 ips: 13.7783 images/s
[05/11 04:48:59] ppdet.engine INFO: Epoch: [3] [2600/7329] learning_rate: 0.000100 loss_class: 0.896751 loss_bbox: 0.207346 loss_giou: 0.578862 loss_class_aux: 2.759000 loss_bbox_aux: 0.708124 loss_giou_aux: 1.920668 loss_class_dn: 0.430409 loss_bbox_dn: 0.305933 loss_giou_dn: 0.633973 loss_class_aux_dn: 0.891024 loss_bbox_aux_dn: 0.711547 loss_giou_aux_dn: 1.437449 loss: 11.615683 eta: 1 day, 16:12:51 batch_cost: 0.2922 data_cost: 0.0006 ips: 13.6908 images/s
[05/11 04:50:04] ppdet.engine INFO: Epoch: [3] [2800/7329] learning_rate: 0.000100 loss_class: 0.834396 loss_bbox: 0.202174 loss_giou: 0.599633 loss_class_aux: 2.548504 loss_bbox_aux: 0.702676 loss_giou_aux: 1.965106 loss_class_dn: 0.432991 loss_bbox_dn: 0.294814 loss_giou_dn: 0.636684 loss_class_aux_dn: 0.902721 loss_bbox_aux_dn: 0.677622 loss_giou_aux_dn: 1.406788 loss: 11.455673 eta: 1 day, 16:12:01 batch_cost: 0.2897 data_cost: 0.0006 ips: 13.8086 images/s
[05/11 04:51:09] ppdet.engine INFO: Epoch: [3] [3000/7329] learning_rate: 0.000100 loss_class: 0.891037 loss_bbox: 0.217858 loss_giou: 0.499440 loss_class_aux: 2.698540 loss_bbox_aux: 0.749611 loss_giou_aux: 1.664675 loss_class_dn: 0.418147 loss_bbox_dn: 0.338506 loss_giou_dn: 0.595824 loss_class_aux_dn: 0.880229 loss_bbox_aux_dn: 0.779159 loss_giou_aux_dn: 1.339295 loss: 11.386024 eta: 1 day, 16:11:20 batch_cost: 0.2917 data_cost: 0.0006 ips: 13.7110 images/s
[05/11 04:52:14] ppdet.engine INFO: Epoch: [3] [3200/7329] learning_rate: 0.000100 loss_class: 0.867353 loss_bbox: 0.212375 loss_giou: 0.510251 loss_class_aux: 2.639171 loss_bbox_aux: 0.739293 loss_giou_aux: 1.680914 loss_class_dn: 0.419471 loss_bbox_dn: 0.338324 loss_giou_dn: 0.592993 loss_class_aux_dn: 0.891865 loss_bbox_aux_dn: 0.755712 loss_giou_aux_dn: 1.323271 loss: 11.762989 eta: 1 day, 16:10:30 batch_cost: 0.2898 data_cost: 0.0007 ips: 13.8008 images/s
[05/11 04:53:18] ppdet.engine INFO: Epoch: [3] [3400/7329] learning_rate: 0.000100 loss_class: 0.854661 loss_bbox: 0.202005 loss_giou: 0.553264 loss_class_aux: 2.647164 loss_bbox_aux: 0.707301 loss_giou_aux: 1.819080 loss_class_dn: 0.427958 loss_bbox_dn: 0.321614 loss_giou_dn: 0.616659 loss_class_aux_dn: 0.884145 loss_bbox_aux_dn: 0.730566 loss_giou_aux_dn: 1.356466 loss: 11.311234 eta: 1 day, 16:09:43 batch_cost: 0.2904 data_cost: 0.0006 ips: 13.7762 images/s
[05/11 04:54:23] ppdet.engine INFO: Epoch: [3] [3600/7329] learning_rate: 0.000100 loss_class: 0.839622 loss_bbox: 0.213434 loss_giou: 0.599723 loss_class_aux: 2.584239 loss_bbox_aux: 0.763496 loss_giou_aux: 1.927369 loss_class_dn: 0.442715 loss_bbox_dn: 0.322348 loss_giou_dn: 0.633681 loss_class_aux_dn: 0.918735 loss_bbox_aux_dn: 0.743130 loss_giou_aux_dn: 1.403022 loss: 12.171513 eta: 1 day, 16:09:02 batch_cost: 0.2922 data_cost: 0.0006 ips: 13.6905 images/s
[05/11 04:55:28] ppdet.engine INFO: Epoch: [3] [3800/7329] learning_rate: 0.000100 loss_class: 0.870733 loss_bbox: 0.203523 loss_giou: 0.511088 loss_class_aux: 2.652902 loss_bbox_aux: 0.712795 loss_giou_aux: 1.760346 loss_class_dn: 0.445076 loss_bbox_dn: 0.305444 loss_giou_dn: 0.618994 loss_class_aux_dn: 0.925584 loss_bbox_aux_dn: 0.700427 loss_giou_aux_dn: 1.397176 loss: 11.489642 eta: 1 day, 16:08:16 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7502 images/s
[05/11 04:56:32] ppdet.engine INFO: Epoch: [3] [4000/7329] learning_rate: 0.000100 loss_class: 0.827736 loss_bbox: 0.215624 loss_giou: 0.494129 loss_class_aux: 2.588225 loss_bbox_aux: 0.720194 loss_giou_aux: 1.682319 loss_class_dn: 0.436067 loss_bbox_dn: 0.320645 loss_giou_dn: 0.611495 loss_class_aux_dn: 0.917152 loss_bbox_aux_dn: 0.723047 loss_giou_aux_dn: 1.343764 loss: 11.856247 eta: 1 day, 16:07:15 batch_cost: 0.2868 data_cost: 0.0007 ips: 13.9456 images/s
[05/11 04:57:37] ppdet.engine INFO: Epoch: [3] [4200/7329] learning_rate: 0.000100 loss_class: 0.829026 loss_bbox: 0.215858 loss_giou: 0.522009 loss_class_aux: 2.573990 loss_bbox_aux: 0.727619 loss_giou_aux: 1.702828 loss_class_dn: 0.419790 loss_bbox_dn: 0.328721 loss_giou_dn: 0.601792 loss_class_aux_dn: 0.886851 loss_bbox_aux_dn: 0.741524 loss_giou_aux_dn: 1.322641 loss: 11.541553 eta: 1 day, 16:06:34 batch_cost: 0.2924 data_cost: 0.0006 ips: 13.6814 images/s
[05/11 04:58:41] ppdet.engine INFO: Epoch: [3] [4400/7329] learning_rate: 0.000100 loss_class: 0.876411 loss_bbox: 0.188418 loss_giou: 0.497805 loss_class_aux: 2.675899 loss_bbox_aux: 0.668450 loss_giou_aux: 1.689444 loss_class_dn: 0.427156 loss_bbox_dn: 0.316812 loss_giou_dn: 0.594314 loss_class_aux_dn: 0.883959 loss_bbox_aux_dn: 0.750670 loss_giou_aux_dn: 1.331599 loss: 11.169873 eta: 1 day, 16:05:34 batch_cost: 0.2871 data_cost: 0.0006 ips: 13.9309 images/s
[05/11 04:59:45] ppdet.engine INFO: Epoch: [3] [4600/7329] learning_rate: 0.000100 loss_class: 0.831879 loss_bbox: 0.216518 loss_giou: 0.518380 loss_class_aux: 2.637423 loss_bbox_aux: 0.756558 loss_giou_aux: 1.745350 loss_class_dn: 0.429342 loss_bbox_dn: 0.313941 loss_giou_dn: 0.623446 loss_class_aux_dn: 0.887807 loss_bbox_aux_dn: 0.720789 loss_giou_aux_dn: 1.414425 loss: 11.294493 eta: 1 day, 16:04:32 batch_cost: 0.2867 data_cost: 0.0006 ips: 13.9511 images/s
[05/11 05:00:51] ppdet.engine INFO: Epoch: [3] [4800/7329] learning_rate: 0.000100 loss_class: 0.820213 loss_bbox: 0.214091 loss_giou: 0.525159 loss_class_aux: 2.585943 loss_bbox_aux: 0.713706 loss_giou_aux: 1.769693 loss_class_dn: 0.417314 loss_bbox_dn: 0.313977 loss_giou_dn: 0.591565 loss_class_aux_dn: 0.881682 loss_bbox_aux_dn: 0.703588 loss_giou_aux_dn: 1.339903 loss: 11.101290 eta: 1 day, 16:03:58 batch_cost: 0.2944 data_cost: 0.0005 ips: 13.5871 images/s
[05/11 05:01:55] ppdet.engine INFO: Epoch: [3] [5000/7329] learning_rate: 0.000100 loss_class: 0.850119 loss_bbox: 0.220561 loss_giou: 0.565297 loss_class_aux: 2.711445 loss_bbox_aux: 0.754749 loss_giou_aux: 1.860918 loss_class_dn: 0.437334 loss_bbox_dn: 0.355237 loss_giou_dn: 0.645296 loss_class_aux_dn: 0.924017 loss_bbox_aux_dn: 0.791856 loss_giou_aux_dn: 1.396514 loss: 12.196387 eta: 1 day, 16:03:05 batch_cost: 0.2893 data_cost: 0.0006 ips: 13.8281 images/s
[05/11 05:03:00] ppdet.engine INFO: Epoch: [3] [5200/7329] learning_rate: 0.000100 loss_class: 0.839857 loss_bbox: 0.215417 loss_giou: 0.540190 loss_class_aux: 2.658772 loss_bbox_aux: 0.709950 loss_giou_aux: 1.825547 loss_class_dn: 0.417561 loss_bbox_dn: 0.307689 loss_giou_dn: 0.639108 loss_class_aux_dn: 0.876458 loss_bbox_aux_dn: 0.702982 loss_giou_aux_dn: 1.413449 loss: 11.467582 eta: 1 day, 16:02:19 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7497 images/s
[05/11 05:04:05] ppdet.engine INFO: Epoch: [3] [5400/7329] learning_rate: 0.000100 loss_class: 0.821970 loss_bbox: 0.196738 loss_giou: 0.478994 loss_class_aux: 2.583812 loss_bbox_aux: 0.681526 loss_giou_aux: 1.605732 loss_class_dn: 0.413207 loss_bbox_dn: 0.310177 loss_giou_dn: 0.581296 loss_class_aux_dn: 0.879771 loss_bbox_aux_dn: 0.716027 loss_giou_aux_dn: 1.308678 loss: 10.946241 eta: 1 day, 16:01:23 batch_cost: 0.2886 data_cost: 0.0005 ips: 13.8617 images/s
[05/11 05:05:09] ppdet.engine INFO: Epoch: [3] [5600/7329] learning_rate: 0.000100 loss_class: 0.880419 loss_bbox: 0.227697 loss_giou: 0.614172 loss_class_aux: 2.758744 loss_bbox_aux: 0.764362 loss_giou_aux: 1.986985 loss_class_dn: 0.453889 loss_bbox_dn: 0.313937 loss_giou_dn: 0.668182 loss_class_aux_dn: 0.960555 loss_bbox_aux_dn: 0.744501 loss_giou_aux_dn: 1.463431 loss: 11.721266 eta: 1 day, 16:00:27 batch_cost: 0.2884 data_cost: 0.0006 ips: 13.8697 images/s
[05/11 05:06:13] ppdet.engine INFO: Epoch: [3] [5800/7329] learning_rate: 0.000100 loss_class: 0.884751 loss_bbox: 0.218131 loss_giou: 0.588098 loss_class_aux: 2.732630 loss_bbox_aux: 0.755909 loss_giou_aux: 1.986288 loss_class_dn: 0.465456 loss_bbox_dn: 0.335241 loss_giou_dn: 0.699646 loss_class_aux_dn: 0.973441 loss_bbox_aux_dn: 0.768125 loss_giou_aux_dn: 1.546856 loss: 12.552567 eta: 1 day, 15:59:34 batch_cost: 0.2893 data_cost: 0.0006 ips: 13.8274 images/s
[05/11 05:07:18] ppdet.engine INFO: Epoch: [3] [6000/7329] learning_rate: 0.000100 loss_class: 0.812127 loss_bbox: 0.210227 loss_giou: 0.518879 loss_class_aux: 2.575370 loss_bbox_aux: 0.739959 loss_giou_aux: 1.795732 loss_class_dn: 0.412099 loss_bbox_dn: 0.345205 loss_giou_dn: 0.584833 loss_class_aux_dn: 0.854364 loss_bbox_aux_dn: 0.743363 loss_giou_aux_dn: 1.310677 loss: 10.874014 eta: 1 day, 15:58:46 batch_cost: 0.2906 data_cost: 0.0006 ips: 13.7669 images/s
[05/11 05:08:23] ppdet.engine INFO: Epoch: [3] [6200/7329] learning_rate: 0.000100 loss_class: 0.867303 loss_bbox: 0.214970 loss_giou: 0.532744 loss_class_aux: 2.730807 loss_bbox_aux: 0.729490 loss_giou_aux: 1.805232 loss_class_dn: 0.448020 loss_bbox_dn: 0.325466 loss_giou_dn: 0.615779 loss_class_aux_dn: 0.936071 loss_bbox_aux_dn: 0.758556 loss_giou_aux_dn: 1.400420 loss: 11.427145 eta: 1 day, 15:57:56 batch_cost: 0.2903 data_cost: 0.0006 ips: 13.7776 images/s
[05/11 05:09:27] ppdet.engine INFO: Epoch: [3] [6400/7329] learning_rate: 0.000100 loss_class: 0.866468 loss_bbox: 0.203820 loss_giou: 0.581354 loss_class_aux: 2.737735 loss_bbox_aux: 0.694758 loss_giou_aux: 1.906231 loss_class_dn: 0.449058 loss_bbox_dn: 0.309559 loss_giou_dn: 0.658006 loss_class_aux_dn: 0.930179 loss_bbox_aux_dn: 0.710661 loss_giou_aux_dn: 1.457255 loss: 11.807003 eta: 1 day, 15:56:50 batch_cost: 0.2857 data_cost: 0.0005 ips: 13.9990 images/s
[05/11 05:10:31] ppdet.engine INFO: Epoch: [3] [6600/7329] learning_rate: 0.000100 loss_class: 0.817325 loss_bbox: 0.199266 loss_giou: 0.531195 loss_class_aux: 2.588800 loss_bbox_aux: 0.665603 loss_giou_aux: 1.746844 loss_class_dn: 0.405667 loss_bbox_dn: 0.303217 loss_giou_dn: 0.573705 loss_class_aux_dn: 0.863228 loss_bbox_aux_dn: 0.695640 loss_giou_aux_dn: 1.293555 loss: 11.011290 eta: 1 day, 15:56:01 batch_cost: 0.2904 data_cost: 0.0005 ips: 13.7732 images/s
[05/11 05:11:36] ppdet.engine INFO: Epoch: [3] [6800/7329] learning_rate: 0.000100 loss_class: 0.804423 loss_bbox: 0.210419 loss_giou: 0.534615 loss_class_aux: 2.639210 loss_bbox_aux: 0.732605 loss_giou_aux: 1.761309 loss_class_dn: 0.416231 loss_bbox_dn: 0.310961 loss_giou_dn: 0.599061 loss_class_aux_dn: 0.884411 loss_bbox_aux_dn: 0.716511 loss_giou_aux_dn: 1.364576 loss: 11.279198 eta: 1 day, 15:55:14 batch_cost: 0.2911 data_cost: 0.0006 ips: 13.7394 images/s
[05/11 05:12:40] ppdet.engine INFO: Epoch: [3] [7000/7329] learning_rate: 0.000100 loss_class: 0.826228 loss_bbox: 0.191620 loss_giou: 0.508467 loss_class_aux: 2.550392 loss_bbox_aux: 0.658012 loss_giou_aux: 1.718814 loss_class_dn: 0.408485 loss_bbox_dn: 0.314534 loss_giou_dn: 0.591236 loss_class_aux_dn: 0.874006 loss_bbox_aux_dn: 0.713541 loss_giou_aux_dn: 1.353534 loss: 11.073702 eta: 1 day, 15:54:16 batch_cost: 0.2879 data_cost: 0.0006 ips: 13.8921 images/s
[05/11 05:13:46] ppdet.engine INFO: Epoch: [3] [7200/7329] learning_rate: 0.000100 loss_class: 0.774259 loss_bbox: 0.198624 loss_giou: 0.485358 loss_class_aux: 2.463635 loss_bbox_aux: 0.697162 loss_giou_aux: 1.654955 loss_class_dn: 0.396531 loss_bbox_dn: 0.305996 loss_giou_dn: 0.521919 loss_class_aux_dn: 0.833188 loss_bbox_aux_dn: 0.716755 loss_giou_aux_dn: 1.212597 loss: 10.329043 eta: 1 day, 15:53:35 batch_cost: 0.2927 data_cost: 0.0006 ips: 13.6642 images/s
[05/11 05:14:29] ppdet.engine INFO: Eval iter: 0
[05/11 05:14:35] ppdet.engine INFO: Eval iter: 100
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[05/11 05:14:58] ppdet.engine INFO: Eval iter: 500
[05/11 05:15:03] ppdet.engine INFO: Eval iter: 600
[05/11 05:15:09] ppdet.engine INFO: Eval iter: 700
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[05/11 05:15:20] ppdet.engine INFO: Eval iter: 900
[05/11 05:15:26] ppdet.engine INFO: Eval iter: 1000
[05/11 05:15:32] ppdet.engine INFO: Eval iter: 1100
[05/11 05:15:38] ppdet.engine INFO: Eval iter: 1200
[05/11 05:16:01] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/11 05:16:02] 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=95.33s).
Accumulating evaluation results...
DONE (t=21.14s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.282
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.407
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.304
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.156
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.310
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.391
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.279
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.491
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.578
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.620
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.802
[05/11 05:18:16] ppdet.engine INFO: Total sample number: 5000, average FPS: 68.6846991403929
[05/11 05:18:16] ppdet.engine INFO: Best test bbox ap is 0.282.
[05/11 05:18:18] ppdet.engine INFO: Epoch: [4] [   0/7329] learning_rate: 0.000100 loss_class: 0.835471 loss_bbox: 0.213446 loss_giou: 0.523588 loss_class_aux: 2.563031 loss_bbox_aux: 0.704191 loss_giou_aux: 1.773322 loss_class_dn: 0.433039 loss_bbox_dn: 0.302011 loss_giou_dn: 0.586325 loss_class_aux_dn: 0.918401 loss_bbox_aux_dn: 0.705261 loss_giou_aux_dn: 1.340104 loss: 11.600193 eta: 1 day, 15:53:00 batch_cost: 0.2910 data_cost: 0.0006 ips: 13.7435 images/s
[05/11 05:19:22] ppdet.engine INFO: Epoch: [4] [ 200/7329] learning_rate: 0.000100 loss_class: 0.881797 loss_bbox: 0.211104 loss_giou: 0.536010 loss_class_aux: 2.765641 loss_bbox_aux: 0.713134 loss_giou_aux: 1.771049 loss_class_dn: 0.453586 loss_bbox_dn: 0.334371 loss_giou_dn: 0.624568 loss_class_aux_dn: 0.937450 loss_bbox_aux_dn: 0.757956 loss_giou_aux_dn: 1.400872 loss: 11.826023 eta: 1 day, 15:52:06 batch_cost: 0.2890 data_cost: 0.0006 ips: 13.8419 images/s
[05/11 05:20:26] ppdet.engine INFO: Epoch: [4] [ 400/7329] learning_rate: 0.000100 loss_class: 0.816541 loss_bbox: 0.183765 loss_giou: 0.488870 loss_class_aux: 2.526168 loss_bbox_aux: 0.661522 loss_giou_aux: 1.631071 loss_class_dn: 0.406854 loss_bbox_dn: 0.284441 loss_giou_dn: 0.534665 loss_class_aux_dn: 0.864916 loss_bbox_aux_dn: 0.677208 loss_giou_aux_dn: 1.240135 loss: 10.295408 eta: 1 day, 15:51:08 batch_cost: 0.2881 data_cost: 0.0006 ips: 13.8818 images/s
[05/11 05:21:30] ppdet.engine INFO: Epoch: [4] [ 600/7329] learning_rate: 0.000100 loss_class: 0.917500 loss_bbox: 0.210019 loss_giou: 0.535037 loss_class_aux: 2.804691 loss_bbox_aux: 0.710638 loss_giou_aux: 1.783353 loss_class_dn: 0.452860 loss_bbox_dn: 0.308029 loss_giou_dn: 0.632227 loss_class_aux_dn: 0.958443 loss_bbox_aux_dn: 0.715910 loss_giou_aux_dn: 1.417122 loss: 12.114115 eta: 1 day, 15:50:00 batch_cost: 0.2850 data_cost: 0.0006 ips: 14.0344 images/s
[05/11 05:22:33] ppdet.engine INFO: Epoch: [4] [ 800/7329] learning_rate: 0.000100 loss_class: 0.823145 loss_bbox: 0.198928 loss_giou: 0.529009 loss_class_aux: 2.600568 loss_bbox_aux: 0.685428 loss_giou_aux: 1.776456 loss_class_dn: 0.425250 loss_bbox_dn: 0.292060 loss_giou_dn: 0.625884 loss_class_aux_dn: 0.900272 loss_bbox_aux_dn: 0.673005 loss_giou_aux_dn: 1.405033 loss: 11.653665 eta: 1 day, 15:48:53 batch_cost: 0.2852 data_cost: 0.0006 ips: 14.0237 images/s
[05/11 05:23:39] ppdet.engine INFO: Epoch: [4] [1000/7329] learning_rate: 0.000100 loss_class: 0.851938 loss_bbox: 0.221859 loss_giou: 0.623101 loss_class_aux: 2.652076 loss_bbox_aux: 0.740935 loss_giou_aux: 2.014354 loss_class_dn: 0.439887 loss_bbox_dn: 0.315227 loss_giou_dn: 0.649385 loss_class_aux_dn: 0.915836 loss_bbox_aux_dn: 0.711684 loss_giou_aux_dn: 1.488431 loss: 12.090536 eta: 1 day, 15:48:14 batch_cost: 0.2938 data_cost: 0.0006 ips: 13.6148 images/s
[05/11 05:24:43] ppdet.engine INFO: Epoch: [4] [1200/7329] learning_rate: 0.000100 loss_class: 0.833058 loss_bbox: 0.197794 loss_giou: 0.495983 loss_class_aux: 2.604856 loss_bbox_aux: 0.676192 loss_giou_aux: 1.683227 loss_class_dn: 0.417560 loss_bbox_dn: 0.308799 loss_giou_dn: 0.569316 loss_class_aux_dn: 0.878114 loss_bbox_aux_dn: 0.705936 loss_giou_aux_dn: 1.284904 loss: 11.030531 eta: 1 day, 15:47:19 batch_cost: 0.2890 data_cost: 0.0006 ips: 13.8422 images/s
[05/11 05:25:47] ppdet.engine INFO: Epoch: [4] [1400/7329] learning_rate: 0.000100 loss_class: 0.834446 loss_bbox: 0.204261 loss_giou: 0.517448 loss_class_aux: 2.612814 loss_bbox_aux: 0.687459 loss_giou_aux: 1.737715 loss_class_dn: 0.409590 loss_bbox_dn: 0.317806 loss_giou_dn: 0.609883 loss_class_aux_dn: 0.876144 loss_bbox_aux_dn: 0.700750 loss_giou_aux_dn: 1.341677 loss: 10.992954 eta: 1 day, 15:46:21 batch_cost: 0.2877 data_cost: 0.0006 ips: 13.9027 images/s
[05/11 05:26:51] ppdet.engine INFO: Epoch: [4] [1600/7329] learning_rate: 0.000100 loss_class: 0.870099 loss_bbox: 0.215557 loss_giou: 0.534649 loss_class_aux: 2.743247 loss_bbox_aux: 0.720422 loss_giou_aux: 1.792574 loss_class_dn: 0.427537 loss_bbox_dn: 0.337013 loss_giou_dn: 0.618704 loss_class_aux_dn: 0.921458 loss_bbox_aux_dn: 0.750827 loss_giou_aux_dn: 1.386474 loss: 11.832043 eta: 1 day, 15:45:23 batch_cost: 0.2882 data_cost: 0.0006 ips: 13.8787 images/s
[05/11 05:27:56] ppdet.engine INFO: Epoch: [4] [1800/7329] learning_rate: 0.000100 loss_class: 0.841557 loss_bbox: 0.215650 loss_giou: 0.563395 loss_class_aux: 2.618199 loss_bbox_aux: 0.723826 loss_giou_aux: 1.915341 loss_class_dn: 0.434410 loss_bbox_dn: 0.317146 loss_giou_dn: 0.630239 loss_class_aux_dn: 0.910470 loss_bbox_aux_dn: 0.722989 loss_giou_aux_dn: 1.430465 loss: 11.465316 eta: 1 day, 15:44:32 batch_cost: 0.2901 data_cost: 0.0006 ips: 13.7866 images/s
[05/11 05:29:01] ppdet.engine INFO: Epoch: [4] [2000/7329] learning_rate: 0.000100 loss_class: 0.852366 loss_bbox: 0.208028 loss_giou: 0.500689 loss_class_aux: 2.596537 loss_bbox_aux: 0.692513 loss_giou_aux: 1.723725 loss_class_dn: 0.440262 loss_bbox_dn: 0.332103 loss_giou_dn: 0.610384 loss_class_aux_dn: 0.915253 loss_bbox_aux_dn: 0.759214 loss_giou_aux_dn: 1.336496 loss: 11.187119 eta: 1 day, 15:43:45 batch_cost: 0.2915 data_cost: 0.0006 ips: 13.7208 images/s
[05/11 05:30:04] ppdet.engine INFO: Epoch: [4] [2200/7329] learning_rate: 0.000100 loss_class: 0.847367 loss_bbox: 0.226718 loss_giou: 0.559489 loss_class_aux: 2.685357 loss_bbox_aux: 0.796581 loss_giou_aux: 1.835786 loss_class_dn: 0.435125 loss_bbox_dn: 0.326906 loss_giou_dn: 0.635164 loss_class_aux_dn: 0.918722 loss_bbox_aux_dn: 0.748587 loss_giou_aux_dn: 1.402887 loss: 11.504459 eta: 1 day, 15:42:44 batch_cost: 0.2871 data_cost: 0.0006 ips: 13.9335 images/s
[05/11 05:31:09] ppdet.engine INFO: Epoch: [4] [2400/7329] learning_rate: 0.000100 loss_class: 0.859844 loss_bbox: 0.223064 loss_giou: 0.519006 loss_class_aux: 2.725005 loss_bbox_aux: 0.780181 loss_giou_aux: 1.770294 loss_class_dn: 0.427444 loss_bbox_dn: 0.327772 loss_giou_dn: 0.606497 loss_class_aux_dn: 0.915517 loss_bbox_aux_dn: 0.767578 loss_giou_aux_dn: 1.383721 loss: 11.514591 eta: 1 day, 15:41:55 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7490 images/s
[05/11 05:32:14] ppdet.engine INFO: Epoch: [4] [2600/7329] learning_rate: 0.000100 loss_class: 0.782749 loss_bbox: 0.187962 loss_giou: 0.490093 loss_class_aux: 2.505889 loss_bbox_aux: 0.657211 loss_giou_aux: 1.672449 loss_class_dn: 0.398336 loss_bbox_dn: 0.286149 loss_giou_dn: 0.585794 loss_class_aux_dn: 0.830499 loss_bbox_aux_dn: 0.645180 loss_giou_aux_dn: 1.308726 loss: 10.694719 eta: 1 day, 15:41:04 batch_cost: 0.2901 data_cost: 0.0006 ips: 13.7897 images/s
[05/11 05:33:18] ppdet.engine INFO: Epoch: [4] [2800/7329] learning_rate: 0.000100 loss_class: 0.816500 loss_bbox: 0.209180 loss_giou: 0.532583 loss_class_aux: 2.575784 loss_bbox_aux: 0.722130 loss_giou_aux: 1.832166 loss_class_dn: 0.421878 loss_bbox_dn: 0.313111 loss_giou_dn: 0.597640 loss_class_aux_dn: 0.899160 loss_bbox_aux_dn: 0.704355 loss_giou_aux_dn: 1.337613 loss: 11.569746 eta: 1 day, 15:40:04 batch_cost: 0.2875 data_cost: 0.0006 ips: 13.9117 images/s
[05/11 05:34:23] ppdet.engine INFO: Epoch: [4] [3000/7329] learning_rate: 0.000100 loss_class: 0.817453 loss_bbox: 0.196926 loss_giou: 0.532951 loss_class_aux: 2.579126 loss_bbox_aux: 0.692447 loss_giou_aux: 1.810752 loss_class_dn: 0.426969 loss_bbox_dn: 0.286241 loss_giou_dn: 0.621234 loss_class_aux_dn: 0.902901 loss_bbox_aux_dn: 0.677112 loss_giou_aux_dn: 1.379074 loss: 11.481177 eta: 1 day, 15:39:21 batch_cost: 0.2928 data_cost: 0.0006 ips: 13.6610 images/s
[05/11 05:35:27] ppdet.engine INFO: Epoch: [4] [3200/7329] learning_rate: 0.000100 loss_class: 0.797136 loss_bbox: 0.205806 loss_giou: 0.493161 loss_class_aux: 2.514032 loss_bbox_aux: 0.716451 loss_giou_aux: 1.698617 loss_class_dn: 0.414933 loss_bbox_dn: 0.310929 loss_giou_dn: 0.575235 loss_class_aux_dn: 0.898003 loss_bbox_aux_dn: 0.706241 loss_giou_aux_dn: 1.292248 loss: 11.186069 eta: 1 day, 15:38:32 batch_cost: 0.2911 data_cost: 0.0006 ips: 13.7393 images/s
[05/11 05:36:31] ppdet.engine INFO: Epoch: [4] [3400/7329] learning_rate: 0.000100 loss_class: 0.839068 loss_bbox: 0.202751 loss_giou: 0.517436 loss_class_aux: 2.676369 loss_bbox_aux: 0.684285 loss_giou_aux: 1.728685 loss_class_dn: 0.404867 loss_bbox_dn: 0.302108 loss_giou_dn: 0.602311 loss_class_aux_dn: 0.878543 loss_bbox_aux_dn: 0.720447 loss_giou_aux_dn: 1.335586 loss: 10.965284 eta: 1 day, 15:37:31 batch_cost: 0.2870 data_cost: 0.0006 ips: 13.9364 images/s
[05/11 05:37:35] ppdet.engine INFO: Epoch: [4] [3600/7329] learning_rate: 0.000100 loss_class: 0.855340 loss_bbox: 0.210668 loss_giou: 0.534947 loss_class_aux: 2.581369 loss_bbox_aux: 0.727365 loss_giou_aux: 1.770534 loss_class_dn: 0.413838 loss_bbox_dn: 0.315226 loss_giou_dn: 0.619783 loss_class_aux_dn: 0.862755 loss_bbox_aux_dn: 0.715324 loss_giou_aux_dn: 1.396512 loss: 11.226227 eta: 1 day, 15:36:29 batch_cost: 0.2869 data_cost: 0.0006 ips: 13.9406 images/s
[05/11 05:38:40] ppdet.engine INFO: Epoch: [4] [3800/7329] learning_rate: 0.000100 loss_class: 0.827756 loss_bbox: 0.189159 loss_giou: 0.470476 loss_class_aux: 2.581430 loss_bbox_aux: 0.626563 loss_giou_aux: 1.592279 loss_class_dn: 0.421849 loss_bbox_dn: 0.276023 loss_giou_dn: 0.540845 loss_class_aux_dn: 0.889863 loss_bbox_aux_dn: 0.649173 loss_giou_aux_dn: 1.244463 loss: 10.552515 eta: 1 day, 15:35:38 batch_cost: 0.2902 data_cost: 0.0006 ips: 13.7816 images/s
[05/11 05:39:43] ppdet.engine INFO: Epoch: [4] [4000/7329] learning_rate: 0.000100 loss_class: 0.817604 loss_bbox: 0.192853 loss_giou: 0.548278 loss_class_aux: 2.603049 loss_bbox_aux: 0.676466 loss_giou_aux: 1.766654 loss_class_dn: 0.409798 loss_bbox_dn: 0.285714 loss_giou_dn: 0.593033 loss_class_aux_dn: 0.864866 loss_bbox_aux_dn: 0.667800 loss_giou_aux_dn: 1.342789 loss: 11.048830 eta: 1 day, 15:34:36 batch_cost: 0.2869 data_cost: 0.0006 ips: 13.9405 images/s
[05/11 05:40:48] ppdet.engine INFO: Epoch: [4] [4200/7329] learning_rate: 0.000100 loss_class: 0.827837 loss_bbox: 0.197719 loss_giou: 0.492411 loss_class_aux: 2.627322 loss_bbox_aux: 0.698895 loss_giou_aux: 1.653436 loss_class_dn: 0.418562 loss_bbox_dn: 0.311003 loss_giou_dn: 0.591263 loss_class_aux_dn: 0.864492 loss_bbox_aux_dn: 0.710211 loss_giou_aux_dn: 1.323347 loss: 11.208131 eta: 1 day, 15:33:53 batch_cost: 0.2930 data_cost: 0.0007 ips: 13.6525 images/s
[05/11 05:41:54] ppdet.engine INFO: Epoch: [4] [4400/7329] learning_rate: 0.000100 loss_class: 0.840334 loss_bbox: 0.214142 loss_giou: 0.570088 loss_class_aux: 2.620269 loss_bbox_aux: 0.724791 loss_giou_aux: 1.892883 loss_class_dn: 0.441738 loss_bbox_dn: 0.307096 loss_giou_dn: 0.633671 loss_class_aux_dn: 0.934539 loss_bbox_aux_dn: 0.675911 loss_giou_aux_dn: 1.412999 loss: 11.808947 eta: 1 day, 15:33:11 batch_cost: 0.2934 data_cost: 0.0006 ips: 13.6318 images/s
[05/11 05:42:58] ppdet.engine INFO: Epoch: [4] [4600/7329] learning_rate: 0.000100 loss_class: 0.810794 loss_bbox: 0.205356 loss_giou: 0.574227 loss_class_aux: 2.564790 loss_bbox_aux: 0.690958 loss_giou_aux: 1.919815 loss_class_dn: 0.408411 loss_bbox_dn: 0.317577 loss_giou_dn: 0.627275 loss_class_aux_dn: 0.874465 loss_bbox_aux_dn: 0.733891 loss_giou_aux_dn: 1.449091 loss: 11.257416 eta: 1 day, 15:32:22 batch_cost: 0.2914 data_cost: 0.0006 ips: 13.7245 images/s
[05/11 05:44:04] ppdet.engine INFO: Epoch: [4] [4800/7329] learning_rate: 0.000100 loss_class: 0.805579 loss_bbox: 0.212234 loss_giou: 0.508766 loss_class_aux: 2.528131 loss_bbox_aux: 0.758293 loss_giou_aux: 1.737281 loss_class_dn: 0.409963 loss_bbox_dn: 0.311204 loss_giou_dn: 0.588344 loss_class_aux_dn: 0.885425 loss_bbox_aux_dn: 0.732437 loss_giou_aux_dn: 1.309732 loss: 11.402456 eta: 1 day, 15:31:38 batch_cost: 0.2930 data_cost: 0.0006 ips: 13.6507 images/s
[05/11 05:45:09] ppdet.engine INFO: Epoch: [4] [5000/7329] learning_rate: 0.000100 loss_class: 0.777960 loss_bbox: 0.193638 loss_giou: 0.492253 loss_class_aux: 2.452637 loss_bbox_aux: 0.648674 loss_giou_aux: 1.663302 loss_class_dn: 0.417188 loss_bbox_dn: 0.302148 loss_giou_dn: 0.542084 loss_class_aux_dn: 0.881267 loss_bbox_aux_dn: 0.694946 loss_giou_aux_dn: 1.241671 loss: 10.513728 eta: 1 day, 15:30:57 batch_cost: 0.2939 data_cost: 0.0006 ips: 13.6098 images/s
[05/11 05:46:14] ppdet.engine INFO: Epoch: [4] [5200/7329] learning_rate: 0.000100 loss_class: 0.860064 loss_bbox: 0.210634 loss_giou: 0.590195 loss_class_aux: 2.641099 loss_bbox_aux: 0.723187 loss_giou_aux: 1.988580 loss_class_dn: 0.442829 loss_bbox_dn: 0.310683 loss_giou_dn: 0.655694 loss_class_aux_dn: 0.931488 loss_bbox_aux_dn: 0.721231 loss_giou_aux_dn: 1.452750 loss: 11.745633 eta: 1 day, 15:30:11 batch_cost: 0.2924 data_cost: 0.0006 ips: 13.6791 images/s
[05/11 05:47:20] ppdet.engine INFO: Epoch: [4] [5400/7329] learning_rate: 0.000100 loss_class: 0.815039 loss_bbox: 0.198261 loss_giou: 0.486264 loss_class_aux: 2.607505 loss_bbox_aux: 0.682297 loss_giou_aux: 1.605855 loss_class_dn: 0.396500 loss_bbox_dn: 0.285655 loss_giou_dn: 0.580818 loss_class_aux_dn: 0.842306 loss_bbox_aux_dn: 0.656917 loss_giou_aux_dn: 1.286981 loss: 10.856537 eta: 1 day, 15:29:32 batch_cost: 0.2949 data_cost: 0.0006 ips: 13.5655 images/s
[05/11 05:48:25] ppdet.engine INFO: Epoch: [4] [5600/7329] learning_rate: 0.000100 loss_class: 0.776037 loss_bbox: 0.193869 loss_giou: 0.510141 loss_class_aux: 2.481824 loss_bbox_aux: 0.660094 loss_giou_aux: 1.696339 loss_class_dn: 0.389775 loss_bbox_dn: 0.292510 loss_giou_dn: 0.576999 loss_class_aux_dn: 0.828585 loss_bbox_aux_dn: 0.660928 loss_giou_aux_dn: 1.285832 loss: 10.434955 eta: 1 day, 15:28:40 batch_cost: 0.2905 data_cost: 0.0007 ips: 13.7700 images/s
[05/11 05:49:30] ppdet.engine INFO: Epoch: [4] [5800/7329] learning_rate: 0.000100 loss_class: 0.858907 loss_bbox: 0.218159 loss_giou: 0.536332 loss_class_aux: 2.765475 loss_bbox_aux: 0.738006 loss_giou_aux: 1.781875 loss_class_dn: 0.436323 loss_bbox_dn: 0.326955 loss_giou_dn: 0.612459 loss_class_aux_dn: 0.909402 loss_bbox_aux_dn: 0.740466 loss_giou_aux_dn: 1.341474 loss: 11.289371 eta: 1 day, 15:27:53 batch_cost: 0.2924 data_cost: 0.0006 ips: 13.6779 images/s
[05/11 05:50:34] ppdet.engine INFO: Epoch: [4] [6000/7329] learning_rate: 0.000100 loss_class: 0.798806 loss_bbox: 0.202484 loss_giou: 0.525096 loss_class_aux: 2.566074 loss_bbox_aux: 0.689486 loss_giou_aux: 1.687211 loss_class_dn: 0.407949 loss_bbox_dn: 0.295743 loss_giou_dn: 0.578507 loss_class_aux_dn: 0.882970 loss_bbox_aux_dn: 0.676090 loss_giou_aux_dn: 1.286793 loss: 10.834892 eta: 1 day, 15:26:50 batch_cost: 0.2865 data_cost: 0.0006 ips: 13.9608 images/s
[05/11 05:51:38] ppdet.engine INFO: Epoch: [4] [6200/7329] learning_rate: 0.000100 loss_class: 0.775285 loss_bbox: 0.189803 loss_giou: 0.496032 loss_class_aux: 2.480827 loss_bbox_aux: 0.658455 loss_giou_aux: 1.630183 loss_class_dn: 0.396088 loss_bbox_dn: 0.289531 loss_giou_dn: 0.588708 loss_class_aux_dn: 0.833744 loss_bbox_aux_dn: 0.668995 loss_giou_aux_dn: 1.308264 loss: 10.869814 eta: 1 day, 15:25:58 batch_cost: 0.2905 data_cost: 0.0006 ips: 13.7700 images/s
[05/11 05:52:43] ppdet.engine INFO: Epoch: [4] [6400/7329] learning_rate: 0.000100 loss_class: 0.808315 loss_bbox: 0.205634 loss_giou: 0.518637 loss_class_aux: 2.506855 loss_bbox_aux: 0.688652 loss_giou_aux: 1.699766 loss_class_dn: 0.417336 loss_bbox_dn: 0.304839 loss_giou_dn: 0.591100 loss_class_aux_dn: 0.887427 loss_bbox_aux_dn: 0.687766 loss_giou_aux_dn: 1.306009 loss: 10.733234 eta: 1 day, 15:25:11 batch_cost: 0.2921 data_cost: 0.0006 ips: 13.6950 images/s
[05/11 05:53:47] ppdet.engine INFO: Epoch: [4] [6600/7329] learning_rate: 0.000100 loss_class: 0.798747 loss_bbox: 0.196479 loss_giou: 0.469309 loss_class_aux: 2.510629 loss_bbox_aux: 0.687419 loss_giou_aux: 1.527802 loss_class_dn: 0.411923 loss_bbox_dn: 0.311042 loss_giou_dn: 0.545321 loss_class_aux_dn: 0.865476 loss_bbox_aux_dn: 0.710981 loss_giou_aux_dn: 1.247158 loss: 10.635702 eta: 1 day, 15:24:11 batch_cost: 0.2877 data_cost: 0.0006 ips: 13.9045 images/s
[05/11 05:54:51] ppdet.engine INFO: Epoch: [4] [6800/7329] learning_rate: 0.000100 loss_class: 0.826005 loss_bbox: 0.218739 loss_giou: 0.526029 loss_class_aux: 2.639963 loss_bbox_aux: 0.717919 loss_giou_aux: 1.740412 loss_class_dn: 0.407718 loss_bbox_dn: 0.303293 loss_giou_dn: 0.594257 loss_class_aux_dn: 0.855297 loss_bbox_aux_dn: 0.682590 loss_giou_aux_dn: 1.302264 loss: 11.315601 eta: 1 day, 15:23:08 batch_cost: 0.2864 data_cost: 0.0005 ips: 13.9642 images/s
[05/11 05:55:55] ppdet.engine INFO: Epoch: [4] [7000/7329] learning_rate: 0.000100 loss_class: 0.808112 loss_bbox: 0.209002 loss_giou: 0.491311 loss_class_aux: 2.620573 loss_bbox_aux: 0.714134 loss_giou_aux: 1.627808 loss_class_dn: 0.426109 loss_bbox_dn: 0.325770 loss_giou_dn: 0.564647 loss_class_aux_dn: 0.908536 loss_bbox_aux_dn: 0.766159 loss_giou_aux_dn: 1.267088 loss: 10.897365 eta: 1 day, 15:22:13 batch_cost: 0.2895 data_cost: 0.0006 ips: 13.8155 images/s
[05/11 05:57:00] ppdet.engine INFO: Epoch: [4] [7200/7329] learning_rate: 0.000100 loss_class: 0.816428 loss_bbox: 0.214242 loss_giou: 0.569861 loss_class_aux: 2.562711 loss_bbox_aux: 0.734466 loss_giou_aux: 1.822842 loss_class_dn: 0.428150 loss_bbox_dn: 0.290990 loss_giou_dn: 0.621176 loss_class_aux_dn: 0.897201 loss_bbox_aux_dn: 0.681195 loss_giou_aux_dn: 1.377979 loss: 11.325640 eta: 1 day, 15:21:19 batch_cost: 0.2899 data_cost: 0.0006 ips: 13.7972 images/s
[05/11 05:57:43] ppdet.engine INFO: Eval iter: 0
[05/11 05:57:49] ppdet.engine INFO: Eval iter: 100
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[05/11 05:58:15] ppdet.engine INFO: Eval iter: 500
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[05/11 05:58:28] ppdet.engine INFO: Eval iter: 700
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[05/11 05:58:48] ppdet.engine INFO: Eval iter: 1000
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[05/11 05:59:01] ppdet.engine INFO: Eval iter: 1200
[05/11 05:59:24] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.44s)
creating index...
index created!
[05/11 05:59:24] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.12s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=94.78s).
Accumulating evaluation results...
DONE (t=21.35s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.307
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.440
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.330
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.166
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.335
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.430
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.288
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.506
 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 ] = 0.354
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.635
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.810
[05/11 06:01:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.14853027549005
[05/11 06:01:38] ppdet.engine INFO: Best test bbox ap is 0.307.
[05/11 06:01:40] ppdet.engine INFO: Epoch: [5] [   0/7329] learning_rate: 0.000100 loss_class: 0.800090 loss_bbox: 0.188135 loss_giou: 0.550935 loss_class_aux: 2.498705 loss_bbox_aux: 0.649311 loss_giou_aux: 1.786531 loss_class_dn: 0.404122 loss_bbox_dn: 0.270868 loss_giou_dn: 0.593949 loss_class_aux_dn: 0.873834 loss_bbox_aux_dn: 0.621015 loss_giou_aux_dn: 1.313701 loss: 10.775496 eta: 1 day, 15:20:38 batch_cost: 0.2861 data_cost: 0.0006 ips: 13.9824 images/s
[05/11 06:02:46] ppdet.engine INFO: Epoch: [5] [ 200/7329] learning_rate: 0.000100 loss_class: 0.779765 loss_bbox: 0.205431 loss_giou: 0.564177 loss_class_aux: 2.504082 loss_bbox_aux: 0.682843 loss_giou_aux: 1.869492 loss_class_dn: 0.407936 loss_bbox_dn: 0.302233 loss_giou_dn: 0.610012 loss_class_aux_dn: 0.881348 loss_bbox_aux_dn: 0.701472 loss_giou_aux_dn: 1.367087 loss: 10.890958 eta: 1 day, 15:19:55 batch_cost: 0.2940 data_cost: 0.0006 ips: 13.6042 images/s
[05/11 06:03:50] ppdet.engine INFO: Epoch: [5] [ 400/7329] learning_rate: 0.000100 loss_class: 0.794689 loss_bbox: 0.185968 loss_giou: 0.499542 loss_class_aux: 2.516351 loss_bbox_aux: 0.696988 loss_giou_aux: 1.602774 loss_class_dn: 0.419964 loss_bbox_dn: 0.282172 loss_giou_dn: 0.567302 loss_class_aux_dn: 0.897493 loss_bbox_aux_dn: 0.658676 loss_giou_aux_dn: 1.288169 loss: 11.156435 eta: 1 day, 15:19:04 batch_cost: 0.2912 data_cost: 0.0006 ips: 13.7371 images/s
[05/11 06:04:55] ppdet.engine INFO: Epoch: [5] [ 600/7329] learning_rate: 0.000100 loss_class: 0.867540 loss_bbox: 0.209987 loss_giou: 0.629704 loss_class_aux: 2.676219 loss_bbox_aux: 0.722362 loss_giou_aux: 2.068694 loss_class_dn: 0.449975 loss_bbox_dn: 0.307421 loss_giou_dn: 0.665993 loss_class_aux_dn: 0.960465 loss_bbox_aux_dn: 0.706577 loss_giou_aux_dn: 1.480104 loss: 12.297674 eta: 1 day, 15:18:13 batch_cost: 0.2911 data_cost: 0.0006 ips: 13.7423 images/s
[05/11 06:06:00] ppdet.engine INFO: Epoch: [5] [ 800/7329] learning_rate: 0.000100 loss_class: 0.813102 loss_bbox: 0.201246 loss_giou: 0.500129 loss_class_aux: 2.617787 loss_bbox_aux: 0.706996 loss_giou_aux: 1.660850 loss_class_dn: 0.424875 loss_bbox_dn: 0.303630 loss_giou_dn: 0.582453 loss_class_aux_dn: 0.890023 loss_bbox_aux_dn: 0.709260 loss_giou_aux_dn: 1.334670 loss: 11.333330 eta: 1 day, 15:17:24 batch_cost: 0.2918 data_cost: 0.0005 ips: 13.7070 images/s
[05/11 06:07:05] ppdet.engine INFO: Epoch: [5] [1000/7329] learning_rate: 0.000100 loss_class: 0.802750 loss_bbox: 0.202266 loss_giou: 0.482907 loss_class_aux: 2.553385 loss_bbox_aux: 0.693120 loss_giou_aux: 1.599902 loss_class_dn: 0.411175 loss_bbox_dn: 0.288707 loss_giou_dn: 0.557757 loss_class_aux_dn: 0.868267 loss_bbox_aux_dn: 0.662603 loss_giou_aux_dn: 1.267158 loss: 10.851976 eta: 1 day, 15:16:36 batch_cost: 0.2921 data_cost: 0.0006 ips: 13.6922 images/s
[05/11 06:08:10] ppdet.engine INFO: Epoch: [5] [1200/7329] learning_rate: 0.000100 loss_class: 0.766808 loss_bbox: 0.202752 loss_giou: 0.512373 loss_class_aux: 2.521705 loss_bbox_aux: 0.679900 loss_giou_aux: 1.664724 loss_class_dn: 0.399624 loss_bbox_dn: 0.287588 loss_giou_dn: 0.575845 loss_class_aux_dn: 0.831832 loss_bbox_aux_dn: 0.653867 loss_giou_aux_dn: 1.240243 loss: 11.348991 eta: 1 day, 15:15:50 batch_cost: 0.2929 data_cost: 0.0006 ips: 13.6583 images/s
[05/11 06:09:14] ppdet.engine INFO: Epoch: [5] [1400/7329] learning_rate: 0.000100 loss_class: 0.809716 loss_bbox: 0.199711 loss_giou: 0.560582 loss_class_aux: 2.546265 loss_bbox_aux: 0.665128 loss_giou_aux: 1.909532 loss_class_dn: 0.416103 loss_bbox_dn: 0.284867 loss_giou_dn: 0.598496 loss_class_aux_dn: 0.893231 loss_bbox_aux_dn: 0.647163 loss_giou_aux_dn: 1.353966 loss: 11.192221 eta: 1 day, 15:14:59 batch_cost: 0.2911 data_cost: 0.0006 ips: 13.7404 images/s
[05/11 06:10:19] ppdet.engine INFO: Epoch: [5] [1600/7329] learning_rate: 0.000100 loss_class: 0.790515 loss_bbox: 0.198411 loss_giou: 0.498596 loss_class_aux: 2.462056 loss_bbox_aux: 0.681576 loss_giou_aux: 1.686181 loss_class_dn: 0.410722 loss_bbox_dn: 0.302819 loss_giou_dn: 0.570013 loss_class_aux_dn: 0.864367 loss_bbox_aux_dn: 0.697129 loss_giou_aux_dn: 1.260864 loss: 10.765977 eta: 1 day, 15:14:12 batch_cost: 0.2931 data_cost: 0.0006 ips: 13.6494 images/s
[05/11 06:11:23] ppdet.engine INFO: Epoch: [5] [1800/7329] learning_rate: 0.000100 loss_class: 0.868873 loss_bbox: 0.207724 loss_giou: 0.537734 loss_class_aux: 2.661212 loss_bbox_aux: 0.676015 loss_giou_aux: 1.752802 loss_class_dn: 0.441802 loss_bbox_dn: 0.286054 loss_giou_dn: 0.629521 loss_class_aux_dn: 0.941136 loss_bbox_aux_dn: 0.654331 loss_giou_aux_dn: 1.424449 loss: 11.689673 eta: 1 day, 15:13:13 batch_cost: 0.2879 data_cost: 0.0006 ips: 13.8942 images/s
[05/11 06:12:28] ppdet.engine INFO: Epoch: [5] [2000/7329] learning_rate: 0.000100 loss_class: 0.844000 loss_bbox: 0.217614 loss_giou: 0.517045 loss_class_aux: 2.661665 loss_bbox_aux: 0.737697 loss_giou_aux: 1.717243 loss_class_dn: 0.421522 loss_bbox_dn: 0.318294 loss_giou_dn: 0.571507 loss_class_aux_dn: 0.886750 loss_bbox_aux_dn: 0.742771 loss_giou_aux_dn: 1.299317 loss: 11.231918 eta: 1 day, 15:12:22 batch_cost: 0.2912 data_cost: 0.0006 ips: 13.7376 images/s
[05/11 06:13:33] ppdet.engine INFO: Epoch: [5] [2200/7329] learning_rate: 0.000100 loss_class: 0.862073 loss_bbox: 0.212953 loss_giou: 0.600760 loss_class_aux: 2.653326 loss_bbox_aux: 0.720070 loss_giou_aux: 1.972327 loss_class_dn: 0.446515 loss_bbox_dn: 0.302563 loss_giou_dn: 0.650733 loss_class_aux_dn: 0.948088 loss_bbox_aux_dn: 0.688024 loss_giou_aux_dn: 1.452770 loss: 12.205807 eta: 1 day, 15:11:29 batch_cost: 0.2907 data_cost: 0.0006 ips: 13.7619 images/s
[05/11 06:14:37] ppdet.engine INFO: Epoch: [5] [2400/7329] learning_rate: 0.000100 loss_class: 0.812435 loss_bbox: 0.197018 loss_giou: 0.493840 loss_class_aux: 2.577815 loss_bbox_aux: 0.670540 loss_giou_aux: 1.665743 loss_class_dn: 0.405965 loss_bbox_dn: 0.298646 loss_giou_dn: 0.567702 loss_class_aux_dn: 0.874127 loss_bbox_aux_dn: 0.680714 loss_giou_aux_dn: 1.267823 loss: 10.898422 eta: 1 day, 15:10:33 batch_cost: 0.2893 data_cost: 0.0005 ips: 13.8271 images/s
[05/11 06:15:41] ppdet.engine INFO: Epoch: [5] [2600/7329] learning_rate: 0.000100 loss_class: 0.791511 loss_bbox: 0.199415 loss_giou: 0.497750 loss_class_aux: 2.459054 loss_bbox_aux: 0.665919 loss_giou_aux: 1.682478 loss_class_dn: 0.393701 loss_bbox_dn: 0.292228 loss_giou_dn: 0.574440 loss_class_aux_dn: 0.831197 loss_bbox_aux_dn: 0.681753 loss_giou_aux_dn: 1.299054 loss: 10.761095 eta: 1 day, 15:09:42 batch_cost: 0.2914 data_cost: 0.0005 ips: 13.7284 images/s
[05/11 06:16:46] ppdet.engine INFO: Epoch: [5] [2800/7329] learning_rate: 0.000100 loss_class: 0.819428 loss_bbox: 0.205803 loss_giou: 0.489821 loss_class_aux: 2.602852 loss_bbox_aux: 0.684324 loss_giou_aux: 1.671166 loss_class_dn: 0.429787 loss_bbox_dn: 0.277154 loss_giou_dn: 0.583109 loss_class_aux_dn: 0.893897 loss_bbox_aux_dn: 0.655538 loss_giou_aux_dn: 1.304860 loss: 11.076912 eta: 1 day, 15:08:55 batch_cost: 0.2928 data_cost: 0.0006 ips: 13.6598 images/s
[05/11 06:17:51] ppdet.engine INFO: Epoch: [5] [3000/7329] learning_rate: 0.000100 loss_class: 0.818882 loss_bbox: 0.186945 loss_giou: 0.499021 loss_class_aux: 2.505667 loss_bbox_aux: 0.641009 loss_giou_aux: 1.641593 loss_class_dn: 0.391690 loss_bbox_dn: 0.280346 loss_giou_dn: 0.556235 loss_class_aux_dn: 0.823704 loss_bbox_aux_dn: 0.647959 loss_giou_aux_dn: 1.267756 loss: 10.816125 eta: 1 day, 15:08:04 batch_cost: 0.2917 data_cost: 0.0006 ips: 13.7132 images/s
[05/11 06:18:56] ppdet.engine INFO: Epoch: [5] [3200/7329] learning_rate: 0.000100 loss_class: 0.817546 loss_bbox: 0.198229 loss_giou: 0.565983 loss_class_aux: 2.542537 loss_bbox_aux: 0.678003 loss_giou_aux: 1.828070 loss_class_dn: 0.410747 loss_bbox_dn: 0.283578 loss_giou_dn: 0.602893 loss_class_aux_dn: 0.872052 loss_bbox_aux_dn: 0.660318 loss_giou_aux_dn: 1.344519 loss: 11.133059 eta: 1 day, 15:07:11 batch_cost: 0.2903 data_cost: 0.0006 ips: 13.7770 images/s
[05/11 06:20:00] ppdet.engine INFO: Epoch: [5] [3400/7329] learning_rate: 0.000100 loss_class: 0.767682 loss_bbox: 0.196011 loss_giou: 0.536239 loss_class_aux: 2.390012 loss_bbox_aux: 0.638032 loss_giou_aux: 1.798319 loss_class_dn: 0.402979 loss_bbox_dn: 0.266199 loss_giou_dn: 0.582851 loss_class_aux_dn: 0.823157 loss_bbox_aux_dn: 0.614007 loss_giou_aux_dn: 1.298465 loss: 10.337435 eta: 1 day, 15:06:16 batch_cost: 0.2901 data_cost: 0.0006 ips: 13.7904 images/s
[05/11 06:21:05] ppdet.engine INFO: Epoch: [5] [3600/7329] learning_rate: 0.000100 loss_class: 0.861037 loss_bbox: 0.224255 loss_giou: 0.532873 loss_class_aux: 2.725403 loss_bbox_aux: 0.751287 loss_giou_aux: 1.769455 loss_class_dn: 0.440415 loss_bbox_dn: 0.302491 loss_giou_dn: 0.599234 loss_class_aux_dn: 0.920846 loss_bbox_aux_dn: 0.700238 loss_giou_aux_dn: 1.338191 loss: 11.373131 eta: 1 day, 15:05:23 batch_cost: 0.2905 data_cost: 0.0006 ips: 13.7715 images/s
[05/11 06:22:09] ppdet.engine INFO: Epoch: [5] [3800/7329] learning_rate: 0.000100 loss_class: 0.859708 loss_bbox: 0.213267 loss_giou: 0.548274 loss_class_aux: 2.694253 loss_bbox_aux: 0.728095 loss_giou_aux: 1.790100 loss_class_dn: 0.444315 loss_bbox_dn: 0.307204 loss_giou_dn: 0.603638 loss_class_aux_dn: 0.947916 loss_bbox_aux_dn: 0.700691 loss_giou_aux_dn: 1.379605 loss: 11.570416 eta: 1 day, 15:04:27 batch_cost: 0.2895 data_cost: 0.0005 ips: 13.8174 images/s
[05/11 06:23:14] ppdet.engine INFO: Epoch: [5] [4000/7329] learning_rate: 0.000100 loss_class: 0.819391 loss_bbox: 0.200728 loss_giou: 0.561374 loss_class_aux: 2.617959 loss_bbox_aux: 0.670727 loss_giou_aux: 1.874594 loss_class_dn: 0.424025 loss_bbox_dn: 0.276696 loss_giou_dn: 0.601624 loss_class_aux_dn: 0.908407 loss_bbox_aux_dn: 0.648783 loss_giou_aux_dn: 1.329525 loss: 11.073853 eta: 1 day, 15:03:35 batch_cost: 0.2910 data_cost: 0.0006 ips: 13.7447 images/s
[05/11 06:24:19] ppdet.engine INFO: Epoch: [5] [4200/7329] learning_rate: 0.000100 loss_class: 0.797120 loss_bbox: 0.197631 loss_giou: 0.505234 loss_class_aux: 2.531337 loss_bbox_aux: 0.696393 loss_giou_aux: 1.666660 loss_class_dn: 0.408218 loss_bbox_dn: 0.272421 loss_giou_dn: 0.557408 loss_class_aux_dn: 0.859013 loss_bbox_aux_dn: 0.624344 loss_giou_aux_dn: 1.238786 loss: 10.984546 eta: 1 day, 15:02:51 batch_cost: 0.2947 data_cost: 0.0006 ips: 13.5725 images/s
[05/11 06:25:24] ppdet.engine INFO: Epoch: [5] [4400/7329] learning_rate: 0.000100 loss_class: 0.842581 loss_bbox: 0.190312 loss_giou: 0.500807 loss_class_aux: 2.602193 loss_bbox_aux: 0.641055 loss_giou_aux: 1.739711 loss_class_dn: 0.401669 loss_bbox_dn: 0.269365 loss_giou_dn: 0.551407 loss_class_aux_dn: 0.864708 loss_bbox_aux_dn: 0.635681 loss_giou_aux_dn: 1.259492 loss: 10.549210 eta: 1 day, 15:02:02 batch_cost: 0.2921 data_cost: 0.0006 ips: 13.6953 images/s
[05/11 06:26:28] ppdet.engine INFO: Epoch: [5] [4600/7329] learning_rate: 0.000100 loss_class: 0.796933 loss_bbox: 0.188292 loss_giou: 0.488073 loss_class_aux: 2.519782 loss_bbox_aux: 0.650084 loss_giou_aux: 1.624284 loss_class_dn: 0.407508 loss_bbox_dn: 0.282068 loss_giou_dn: 0.560765 loss_class_aux_dn: 0.870702 loss_bbox_aux_dn: 0.661775 loss_giou_aux_dn: 1.251677 loss: 11.017057 eta: 1 day, 15:01:05 batch_cost: 0.2894 data_cost: 0.0006 ips: 13.8221 images/s
[05/11 06:27:33] ppdet.engine INFO: Epoch: [5] [4800/7329] learning_rate: 0.000100 loss_class: 0.866321 loss_bbox: 0.203790 loss_giou: 0.489485 loss_class_aux: 2.692089 loss_bbox_aux: 0.702790 loss_giou_aux: 1.663999 loss_class_dn: 0.422332 loss_bbox_dn: 0.301686 loss_giou_dn: 0.566857 loss_class_aux_dn: 0.906561 loss_bbox_aux_dn: 0.684755 loss_giou_aux_dn: 1.301840 loss: 10.884800 eta: 1 day, 15:00:10 batch_cost: 0.2898 data_cost: 0.0006 ips: 13.8011 images/s
[05/11 06:28:38] ppdet.engine INFO: Epoch: [5] [5000/7329] learning_rate: 0.000100 loss_class: 0.829119 loss_bbox: 0.184835 loss_giou: 0.520683 loss_class_aux: 2.636534 loss_bbox_aux: 0.623660 loss_giou_aux: 1.711459 loss_class_dn: 0.415610 loss_bbox_dn: 0.283482 loss_giou_dn: 0.615143 loss_class_aux_dn: 0.890443 loss_bbox_aux_dn: 0.648153 loss_giou_aux_dn: 1.360822 loss: 11.059481 eta: 1 day, 14:59:27 batch_cost: 0.2950 data_cost: 0.0006 ips: 13.5605 images/s
[05/11 06:29:43] ppdet.engine INFO: Epoch: [5] [5200/7329] learning_rate: 0.000100 loss_class: 0.843031 loss_bbox: 0.201188 loss_giou: 0.579324 loss_class_aux: 2.683686 loss_bbox_aux: 0.697235 loss_giou_aux: 1.895934 loss_class_dn: 0.432556 loss_bbox_dn: 0.291505 loss_giou_dn: 0.648342 loss_class_aux_dn: 0.927842 loss_bbox_aux_dn: 0.645726 loss_giou_aux_dn: 1.438246 loss: 11.322292 eta: 1 day, 14:58:35 batch_cost: 0.2914 data_cost: 0.0006 ips: 13.7279 images/s
[05/11 06:30:48] ppdet.engine INFO: Epoch: [5] [5400/7329] learning_rate: 0.000100 loss_class: 0.811908 loss_bbox: 0.188448 loss_giou: 0.537683 loss_class_aux: 2.626762 loss_bbox_aux: 0.644211 loss_giou_aux: 1.763110 loss_class_dn: 0.414959 loss_bbox_dn: 0.307320 loss_giou_dn: 0.593002 loss_class_aux_dn: 0.890406 loss_bbox_aux_dn: 0.701497 loss_giou_aux_dn: 1.343164 loss: 11.013884 eta: 1 day, 14:57:43 batch_cost: 0.2911 data_cost: 0.0006 ips: 13.7426 images/s
[05/11 06:31:52] ppdet.engine INFO: Epoch: [5] [5600/7329] learning_rate: 0.000100 loss_class: 0.798688 loss_bbox: 0.206072 loss_giou: 0.486453 loss_class_aux: 2.535514 loss_bbox_aux: 0.689427 loss_giou_aux: 1.676688 loss_class_dn: 0.427262 loss_bbox_dn: 0.296829 loss_giou_dn: 0.571816 loss_class_aux_dn: 0.907724 loss_bbox_aux_dn: 0.676663 loss_giou_aux_dn: 1.281413 loss: 11.139973 eta: 1 day, 14:56:51 batch_cost: 0.2914 data_cost: 0.0007 ips: 13.7247 images/s
[05/11 06:32:57] ppdet.engine INFO: Epoch: [5] [5800/7329] learning_rate: 0.000100 loss_class: 0.821632 loss_bbox: 0.210110 loss_giou: 0.548791 loss_class_aux: 2.617685 loss_bbox_aux: 0.709723 loss_giou_aux: 1.812671 loss_class_dn: 0.436947 loss_bbox_dn: 0.326692 loss_giou_dn: 0.611701 loss_class_aux_dn: 0.944391 loss_bbox_aux_dn: 0.735227 loss_giou_aux_dn: 1.357121 loss: 11.679232 eta: 1 day, 14:56:01 batch_cost: 0.2921 data_cost: 0.0006 ips: 13.6938 images/s
[05/11 06:34:02] ppdet.engine INFO: Epoch: [5] [6000/7329] learning_rate: 0.000100 loss_class: 0.815343 loss_bbox: 0.202001 loss_giou: 0.481229 loss_class_aux: 2.548192 loss_bbox_aux: 0.664337 loss_giou_aux: 1.633507 loss_class_dn: 0.376289 loss_bbox_dn: 0.312230 loss_giou_dn: 0.543359 loss_class_aux_dn: 0.799455 loss_bbox_aux_dn: 0.705136 loss_giou_aux_dn: 1.219211 loss: 10.408852 eta: 1 day, 14:55:10 batch_cost: 0.2919 data_cost: 0.0006 ips: 13.7046 images/s
[05/11 06:35:06] ppdet.engine INFO: Epoch: [5] [6200/7329] learning_rate: 0.000100 loss_class: 0.881608 loss_bbox: 0.197340 loss_giou: 0.524654 loss_class_aux: 2.774312 loss_bbox_aux: 0.689038 loss_giou_aux: 1.742290 loss_class_dn: 0.428926 loss_bbox_dn: 0.284209 loss_giou_dn: 0.581339 loss_class_aux_dn: 0.912898 loss_bbox_aux_dn: 0.655723 loss_giou_aux_dn: 1.306669 loss: 11.612690 eta: 1 day, 14:54:11 batch_cost: 0.2886 data_cost: 0.0006 ips: 13.8584 images/s
[05/11 06:36:11] ppdet.engine INFO: Epoch: [5] [6400/7329] learning_rate: 0.000100 loss_class: 0.859155 loss_bbox: 0.225852 loss_giou: 0.481953 loss_class_aux: 2.697066 loss_bbox_aux: 0.765439 loss_giou_aux: 1.563054 loss_class_dn: 0.415271 loss_bbox_dn: 0.329774 loss_giou_dn: 0.560242 loss_class_aux_dn: 0.879842 loss_bbox_aux_dn: 0.761408 loss_giou_aux_dn: 1.248446 loss: 11.603857 eta: 1 day, 14:53:20 batch_cost: 0.2919 data_cost: 0.0006 ips: 13.7046 images/s
[05/11 06:37:16] ppdet.engine INFO: Epoch: [5] [6600/7329] learning_rate: 0.000100 loss_class: 0.763259 loss_bbox: 0.193256 loss_giou: 0.477511 loss_class_aux: 2.461764 loss_bbox_aux: 0.655307 loss_giou_aux: 1.575165 loss_class_dn: 0.401608 loss_bbox_dn: 0.298124 loss_giou_dn: 0.535849 loss_class_aux_dn: 0.855525 loss_bbox_aux_dn: 0.686760 loss_giou_aux_dn: 1.222336 loss: 10.305597 eta: 1 day, 14:52:26 batch_cost: 0.2904 data_cost: 0.0006 ips: 13.7753 images/s
[05/11 06:38:20] ppdet.engine INFO: Epoch: [5] [6800/7329] learning_rate: 0.000100 loss_class: 0.814216 loss_bbox: 0.196117 loss_giou: 0.508190 loss_class_aux: 2.558599 loss_bbox_aux: 0.673427 loss_giou_aux: 1.633162 loss_class_dn: 0.410567 loss_bbox_dn: 0.297177 loss_giou_dn: 0.570737 loss_class_aux_dn: 0.870984 loss_bbox_aux_dn: 0.677209 loss_giou_aux_dn: 1.253339 loss: 10.830961 eta: 1 day, 14:51:30 batch_cost: 0.2897 data_cost: 0.0006 ips: 13.8084 images/s
[05/11 06:39:25] ppdet.engine INFO: Epoch: [5] [7000/7329] learning_rate: 0.000100 loss_class: 0.819414 loss_bbox: 0.198881 loss_giou: 0.502199 loss_class_aux: 2.603686 loss_bbox_aux: 0.670703 loss_giou_aux: 1.644270 loss_class_dn: 0.411281 loss_bbox_dn: 0.284319 loss_giou_dn: 0.552801 loss_class_aux_dn: 0.874038 loss_bbox_aux_dn: 0.684707 loss_giou_aux_dn: 1.261746 loss: 10.465649 eta: 1 day, 14:50:36 batch_cost: 0.2906 data_cost: 0.0005 ips: 13.7628 images/s
[05/11 06:40:29] ppdet.engine INFO: Epoch: [5] [7200/7329] learning_rate: 0.000100 loss_class: 0.825775 loss_bbox: 0.190293 loss_giou: 0.446572 loss_class_aux: 2.620051 loss_bbox_aux: 0.671328 loss_giou_aux: 1.590824 loss_class_dn: 0.407001 loss_bbox_dn: 0.294682 loss_giou_dn: 0.539690 loss_class_aux_dn: 0.873212 loss_bbox_aux_dn: 0.698063 loss_giou_aux_dn: 1.236751 loss: 10.760794 eta: 1 day, 14:49:44 batch_cost: 0.2917 data_cost: 0.0005 ips: 13.7134 images/s
[05/11 06:41:13] ppdet.engine INFO: Eval iter: 0
[05/11 06:41:19] ppdet.engine INFO: Eval iter: 100
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[05/11 06:41:41] ppdet.engine INFO: Eval iter: 500
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[05/11 06:41:53] ppdet.engine INFO: Eval iter: 700
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[05/11 06:42:04] ppdet.engine INFO: Eval iter: 900
[05/11 06:42:11] ppdet.engine INFO: Eval iter: 1000
[05/11 06:42:16] ppdet.engine INFO: Eval iter: 1100
[05/11 06:42:22] ppdet.engine INFO: Eval iter: 1200
[05/11 06:42:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.44s)
creating index...
index created!
[05/11 06:42:46] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.00s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=94.66s).
Accumulating evaluation results...
DONE (t=21.24s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.328
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.466
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.353
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.179
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.355
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.463
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.299
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.519
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.602
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.369
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.646
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.815
[05/11 06:44:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 68.84445202207418
[05/11 06:44:59] ppdet.engine INFO: Best test bbox ap is 0.328.
[05/11 06:45:01] ppdet.engine INFO: Epoch: [6] [   0/7329] learning_rate: 0.000100 loss_class: 0.773221 loss_bbox: 0.199991 loss_giou: 0.473097 loss_class_aux: 2.455867 loss_bbox_aux: 0.677240 loss_giou_aux: 1.605696 loss_class_dn: 0.406197 loss_bbox_dn: 0.282448 loss_giou_dn: 0.534887 loss_class_aux_dn: 0.861223 loss_bbox_aux_dn: 0.665739 loss_giou_aux_dn: 1.227277 loss: 10.855309 eta: 1 day, 14:49:12 batch_cost: 0.2936 data_cost: 0.0006 ips: 13.6257 images/s
[05/11 06:46:06] ppdet.engine INFO: Epoch: [6] [ 200/7329] learning_rate: 0.000100 loss_class: 0.812380 loss_bbox: 0.205340 loss_giou: 0.508119 loss_class_aux: 2.434641 loss_bbox_aux: 0.685686 loss_giou_aux: 1.669290 loss_class_dn: 0.397567 loss_bbox_dn: 0.294320 loss_giou_dn: 0.559032 loss_class_aux_dn: 0.831976 loss_bbox_aux_dn: 0.661163 loss_giou_aux_dn: 1.280010 loss: 10.840418 eta: 1 day, 14:48:22 batch_cost: 0.2924 data_cost: 0.0006 ips: 13.6807 images/s
[05/11 06:47:11] ppdet.engine INFO: Epoch: [6] [ 400/7329] learning_rate: 0.000100 loss_class: 0.853992 loss_bbox: 0.218216 loss_giou: 0.517848 loss_class_aux: 2.707160 loss_bbox_aux: 0.731317 loss_giou_aux: 1.716880 loss_class_dn: 0.398955 loss_bbox_dn: 0.304188 loss_giou_dn: 0.585369 loss_class_aux_dn: 0.886424 loss_bbox_aux_dn: 0.707811 loss_giou_aux_dn: 1.298566 loss: 11.260355 eta: 1 day, 14:47:23 batch_cost: 0.2883 data_cost: 0.0006 ips: 13.8737 images/s
[05/11 06:48:15] ppdet.engine INFO: Epoch: [6] [ 600/7329] learning_rate: 0.000100 loss_class: 0.821570 loss_bbox: 0.197076 loss_giou: 0.555027 loss_class_aux: 2.634609 loss_bbox_aux: 0.683383 loss_giou_aux: 1.825107 loss_class_dn: 0.429779 loss_bbox_dn: 0.296253 loss_giou_dn: 0.595548 loss_class_aux_dn: 0.924694 loss_bbox_aux_dn: 0.678932 loss_giou_aux_dn: 1.335172 loss: 11.403058 eta: 1 day, 14:46:21 batch_cost: 0.2873 data_cost: 0.0006 ips: 13.9248 images/s
[05/11 06:49:20] ppdet.engine INFO: Epoch: [6] [ 800/7329] learning_rate: 0.000100 loss_class: 0.790264 loss_bbox: 0.186040 loss_giou: 0.511027 loss_class_aux: 2.448573 loss_bbox_aux: 0.635026 loss_giou_aux: 1.665470 loss_class_dn: 0.404099 loss_bbox_dn: 0.278789 loss_giou_dn: 0.570891 loss_class_aux_dn: 0.863515 loss_bbox_aux_dn: 0.632663 loss_giou_aux_dn: 1.306941 loss: 10.747496 eta: 1 day, 14:45:32 batch_cost: 0.2927 data_cost: 0.0006 ips: 13.6663 images/s
[05/11 06:50:25] ppdet.engine INFO: Epoch: [6] [1000/7329] learning_rate: 0.000100 loss_class: 0.768541 loss_bbox: 0.193438 loss_giou: 0.493180 loss_class_aux: 2.435058 loss_bbox_aux: 0.662683 loss_giou_aux: 1.673818 loss_class_dn: 0.404457 loss_bbox_dn: 0.272683 loss_giou_dn: 0.547475 loss_class_aux_dn: 0.876141 loss_bbox_aux_dn: 0.632413 loss_giou_aux_dn: 1.255545 loss: 10.740873 eta: 1 day, 14:44:43 batch_cost: 0.2930 data_cost: 0.0006 ips: 13.6513 images/s
[05/11 06:51:30] ppdet.engine INFO: Epoch: [6] [1200/7329] learning_rate: 0.000100 loss_class: 0.841444 loss_bbox: 0.211043 loss_giou: 0.550505 loss_class_aux: 2.608743 loss_bbox_aux: 0.703007 loss_giou_aux: 1.820494 loss_class_dn: 0.423522 loss_bbox_dn: 0.289978 loss_giou_dn: 0.596607 loss_class_aux_dn: 0.917609 loss_bbox_aux_dn: 0.686657 loss_giou_aux_dn: 1.344181 loss: 11.198857 eta: 1 day, 14:43:52 batch_cost: 0.2924 data_cost: 0.0006 ips: 13.6792 images/s
[05/11 06:52:35] ppdet.engine INFO: Epoch: [6] [1400/7329] learning_rate: 0.000100 loss_class: 0.811792 loss_bbox: 0.190007 loss_giou: 0.527103 loss_class_aux: 2.550062 loss_bbox_aux: 0.639260 loss_giou_aux: 1.759309 loss_class_dn: 0.415558 loss_bbox_dn: 0.275985 loss_giou_dn: 0.588797 loss_class_aux_dn: 0.879102 loss_bbox_aux_dn: 0.638281 loss_giou_aux_dn: 1.342509 loss: 10.960575 eta: 1 day, 14:43:03 batch_cost: 0.2929 data_cost: 0.0006 ips: 13.6580 images/s
[05/11 06:53:40] ppdet.engine INFO: Epoch: [6] [1600/7329] learning_rate: 0.000100 loss_class: 0.855340 loss_bbox: 0.210638 loss_giou: 0.533345 loss_class_aux: 2.761464 loss_bbox_aux: 0.700226 loss_giou_aux: 1.795718 loss_class_dn: 0.443708 loss_bbox_dn: 0.314981 loss_giou_dn: 0.609722 loss_class_aux_dn: 0.936158 loss_bbox_aux_dn: 0.716068 loss_giou_aux_dn: 1.369624 loss: 11.796221 eta: 1 day, 14:42:15 batch_cost: 0.2937 data_cost: 0.0007 ips: 13.6216 images/s
[05/11 06:54:48] ppdet.engine INFO: Epoch: [6] [1800/7329] learning_rate: 0.000100 loss_class: 0.802722 loss_bbox: 0.207985 loss_giou: 0.482389 loss_class_aux: 2.551374 loss_bbox_aux: 0.695282 loss_giou_aux: 1.613185 loss_class_dn: 0.397577 loss_bbox_dn: 0.296301 loss_giou_dn: 0.557276 loss_class_aux_dn: 0.854633 loss_bbox_aux_dn: 0.679327 loss_giou_aux_dn: 1.240551 loss: 11.218043 eta: 1 day, 14:41:45 batch_cost: 0.3023 data_cost: 0.0006 ips: 13.2333 images/s
[05/11 06:55:52] ppdet.engine INFO: Epoch: [6] [2000/7329] learning_rate: 0.000100 loss_class: 0.841711 loss_bbox: 0.189714 loss_giou: 0.514525 loss_class_aux: 2.688215 loss_bbox_aux: 0.673628 loss_giou_aux: 1.614865 loss_class_dn: 0.421939 loss_bbox_dn: 0.282567 loss_giou_dn: 0.573014 loss_class_aux_dn: 0.894909 loss_bbox_aux_dn: 0.657521 loss_giou_aux_dn: 1.306753 loss: 11.027137 eta: 1 day, 14:40:49 batch_cost: 0.2898 data_cost: 0.0007 ips: 13.8011 images/s
[05/11 06:56:57] ppdet.engine INFO: Epoch: [6] [2200/7329] learning_rate: 0.000100 loss_class: 0.821480 loss_bbox: 0.205144 loss_giou: 0.566554 loss_class_aux: 2.536590 loss_bbox_aux: 0.693836 loss_giou_aux: 1.900221 loss_class_dn: 0.417013 loss_bbox_dn: 0.284838 loss_giou_dn: 0.581256 loss_class_aux_dn: 0.891242 loss_bbox_aux_dn: 0.658862 loss_giou_aux_dn: 1.317914 loss: 10.629327 eta: 1 day, 14:39:55 batch_cost: 0.2912 data_cost: 0.0006 ips: 13.7373 images/s
[05/11 06:58:04] ppdet.engine INFO: Epoch: [6] [2400/7329] learning_rate: 0.000100 loss_class: 0.815904 loss_bbox: 0.201551 loss_giou: 0.577658 loss_class_aux: 2.586655 loss_bbox_aux: 0.697876 loss_giou_aux: 1.900506 loss_class_dn: 0.427178 loss_bbox_dn: 0.282001 loss_giou_dn: 0.618892 loss_class_aux_dn: 0.910084 loss_bbox_aux_dn: 0.651184 loss_giou_aux_dn: 1.386622 loss: 11.343036 eta: 1 day, 14:39:26 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2138 images/s
[05/11 06:59:14] ppdet.engine INFO: Epoch: [6] [2600/7329] learning_rate: 0.000100 loss_class: 0.769132 loss_bbox: 0.185362 loss_giou: 0.481723 loss_class_aux: 2.497452 loss_bbox_aux: 0.665452 loss_giou_aux: 1.553876 loss_class_dn: 0.396236 loss_bbox_dn: 0.287541 loss_giou_dn: 0.535272 loss_class_aux_dn: 0.865011 loss_bbox_aux_dn: 0.666665 loss_giou_aux_dn: 1.194366 loss: 10.414459 eta: 1 day, 14:39:19 batch_cost: 0.3137 data_cost: 0.0007 ips: 12.7510 images/s
[05/11 07:00:19] ppdet.engine INFO: Epoch: [6] [2800/7329] learning_rate: 0.000100 loss_class: 0.775149 loss_bbox: 0.185939 loss_giou: 0.467504 loss_class_aux: 2.449076 loss_bbox_aux: 0.624852 loss_giou_aux: 1.549565 loss_class_dn: 0.380197 loss_bbox_dn: 0.283897 loss_giou_dn: 0.505177 loss_class_aux_dn: 0.816348 loss_bbox_aux_dn: 0.660436 loss_giou_aux_dn: 1.161054 loss: 10.055191 eta: 1 day, 14:38:25 batch_cost: 0.2915 data_cost: 0.0006 ips: 13.7219 images/s
[05/11 07:01:24] ppdet.engine INFO: Epoch: [6] [3000/7329] learning_rate: 0.000100 loss_class: 0.834559 loss_bbox: 0.194096 loss_giou: 0.519707 loss_class_aux: 2.590536 loss_bbox_aux: 0.651961 loss_giou_aux: 1.725367 loss_class_dn: 0.413419 loss_bbox_dn: 0.289256 loss_giou_dn: 0.602299 loss_class_aux_dn: 0.888272 loss_bbox_aux_dn: 0.664830 loss_giou_aux_dn: 1.346791 loss: 10.995783 eta: 1 day, 14:37:27 batch_cost: 0.2891 data_cost: 0.0006 ips: 13.8379 images/s
[05/11 07:02:30] ppdet.engine INFO: Epoch: [6] [3200/7329] learning_rate: 0.000100 loss_class: 0.818801 loss_bbox: 0.194879 loss_giou: 0.505582 loss_class_aux: 2.538623 loss_bbox_aux: 0.665629 loss_giou_aux: 1.699634 loss_class_dn: 0.417949 loss_bbox_dn: 0.278686 loss_giou_dn: 0.561420 loss_class_aux_dn: 0.888143 loss_bbox_aux_dn: 0.641688 loss_giou_aux_dn: 1.255663 loss: 11.327925 eta: 1 day, 14:36:46 batch_cost: 0.2976 data_cost: 0.0006 ips: 13.4401 images/s
[05/11 07:03:35] ppdet.engine INFO: Epoch: [6] [3400/7329] learning_rate: 0.000100 loss_class: 0.840404 loss_bbox: 0.199024 loss_giou: 0.502306 loss_class_aux: 2.619242 loss_bbox_aux: 0.692109 loss_giou_aux: 1.657668 loss_class_dn: 0.422090 loss_bbox_dn: 0.293245 loss_giou_dn: 0.559362 loss_class_aux_dn: 0.918576 loss_bbox_aux_dn: 0.668609 loss_giou_aux_dn: 1.262335 loss: 11.088123 eta: 1 day, 14:35:50 batch_cost: 0.2900 data_cost: 0.0006 ips: 13.7950 images/s
[05/11 07:04:39] ppdet.engine INFO: Epoch: [6] [3600/7329] learning_rate: 0.000100 loss_class: 0.781490 loss_bbox: 0.204615 loss_giou: 0.504807 loss_class_aux: 2.442261 loss_bbox_aux: 0.664887 loss_giou_aux: 1.623449 loss_class_dn: 0.408908 loss_bbox_dn: 0.275833 loss_giou_dn: 0.555023 loss_class_aux_dn: 0.858466 loss_bbox_aux_dn: 0.644122 loss_giou_aux_dn: 1.237341 loss: 10.790430 eta: 1 day, 14:34:55 batch_cost: 0.2908 data_cost: 0.0006 ips: 13.7569 images/s
[05/11 07:05:44] ppdet.engine INFO: Epoch: [6] [3800/7329] learning_rate: 0.000100 loss_class: 0.762092 loss_bbox: 0.184562 loss_giou: 0.482265 loss_class_aux: 2.442199 loss_bbox_aux: 0.640593 loss_giou_aux: 1.580029 loss_class_dn: 0.395813 loss_bbox_dn: 0.281904 loss_giou_dn: 0.523032 loss_class_aux_dn: 0.849986 loss_bbox_aux_dn: 0.675280 loss_giou_aux_dn: 1.196619 loss: 10.137884 eta: 1 day, 14:33:59 batch_cost: 0.2903 data_cost: 0.0006 ips: 13.7802 images/s
[05/11 07:06:48] ppdet.engine INFO: Epoch: [6] [4000/7329] learning_rate: 0.000100 loss_class: 0.799521 loss_bbox: 0.194790 loss_giou: 0.488897 loss_class_aux: 2.524147 loss_bbox_aux: 0.671326 loss_giou_aux: 1.607435 loss_class_dn: 0.398853 loss_bbox_dn: 0.291829 loss_giou_dn: 0.536430 loss_class_aux_dn: 0.856356 loss_bbox_aux_dn: 0.673952 loss_giou_aux_dn: 1.253615 loss: 10.562059 eta: 1 day, 14:32:54 batch_cost: 0.2854 data_cost: 0.0006 ips: 14.0131 images/s
[05/11 07:07:52] ppdet.engine INFO: Epoch: [6] [4200/7329] learning_rate: 0.000100 loss_class: 0.760212 loss_bbox: 0.174086 loss_giou: 0.464590 loss_class_aux: 2.402847 loss_bbox_aux: 0.589241 loss_giou_aux: 1.533357 loss_class_dn: 0.387186 loss_bbox_dn: 0.266363 loss_giou_dn: 0.546822 loss_class_aux_dn: 0.818641 loss_bbox_aux_dn: 0.610739 loss_giou_aux_dn: 1.206376 loss: 10.031908 eta: 1 day, 14:31:57 batch_cost: 0.2900 data_cost: 0.0006 ips: 13.7937 images/s
[05/11 07:08:58] ppdet.engine INFO: Epoch: [6] [4400/7329] learning_rate: 0.000100 loss_class: 0.810425 loss_bbox: 0.200316 loss_giou: 0.554398 loss_class_aux: 2.608790 loss_bbox_aux: 0.681222 loss_giou_aux: 1.791023 loss_class_dn: 0.447547 loss_bbox_dn: 0.281832 loss_giou_dn: 0.602873 loss_class_aux_dn: 0.950835 loss_bbox_aux_dn: 0.652251 loss_giou_aux_dn: 1.371590 loss: 11.155138 eta: 1 day, 14:31:06 batch_cost: 0.2927 data_cost: 0.0006 ips: 13.6644 images/s
[05/11 07:10:02] ppdet.engine INFO: Epoch: [6] [4600/7329] learning_rate: 0.000100 loss_class: 0.809795 loss_bbox: 0.183574 loss_giou: 0.452461 loss_class_aux: 2.458661 loss_bbox_aux: 0.610142 loss_giou_aux: 1.509614 loss_class_dn: 0.377355 loss_bbox_dn: 0.281938 loss_giou_dn: 0.523286 loss_class_aux_dn: 0.807923 loss_bbox_aux_dn: 0.658423 loss_giou_aux_dn: 1.166312 loss: 10.454130 eta: 1 day, 14:30:09 batch_cost: 0.2897 data_cost: 0.0006 ips: 13.8094 images/s
[05/11 07:11:07] ppdet.engine INFO: Epoch: [6] [4800/7329] learning_rate: 0.000100 loss_class: 0.766748 loss_bbox: 0.188977 loss_giou: 0.447336 loss_class_aux: 2.422808 loss_bbox_aux: 0.658165 loss_giou_aux: 1.484114 loss_class_dn: 0.381917 loss_bbox_dn: 0.279790 loss_giou_dn: 0.514643 loss_class_aux_dn: 0.807705 loss_bbox_aux_dn: 0.633084 loss_giou_aux_dn: 1.154491 loss: 10.067282 eta: 1 day, 14:29:15 batch_cost: 0.2911 data_cost: 0.0006 ips: 13.7391 images/s
[05/11 07:12:11] ppdet.engine INFO: Epoch: [6] [5000/7329] learning_rate: 0.000100 loss_class: 0.802171 loss_bbox: 0.188456 loss_giou: 0.508613 loss_class_aux: 2.513622 loss_bbox_aux: 0.650872 loss_giou_aux: 1.697200 loss_class_dn: 0.398192 loss_bbox_dn: 0.275952 loss_giou_dn: 0.572590 loss_class_aux_dn: 0.844861 loss_bbox_aux_dn: 0.645178 loss_giou_aux_dn: 1.282587 loss: 10.547184 eta: 1 day, 14:28:21 batch_cost: 0.2917 data_cost: 0.0006 ips: 13.7114 images/s
[05/11 07:13:16] ppdet.engine INFO: Epoch: [6] [5200/7329] learning_rate: 0.000100 loss_class: 0.806101 loss_bbox: 0.194355 loss_giou: 0.546498 loss_class_aux: 2.545847 loss_bbox_aux: 0.674492 loss_giou_aux: 1.824338 loss_class_dn: 0.405505 loss_bbox_dn: 0.278052 loss_giou_dn: 0.570964 loss_class_aux_dn: 0.879553 loss_bbox_aux_dn: 0.649628 loss_giou_aux_dn: 1.303750 loss: 10.805073 eta: 1 day, 14:27:25 batch_cost: 0.2900 data_cost: 0.0006 ips: 13.7946 images/s
[05/11 07:14:20] ppdet.engine INFO: Epoch: [6] [5400/7329] learning_rate: 0.000100 loss_class: 0.772641 loss_bbox: 0.190322 loss_giou: 0.504856 loss_class_aux: 2.437520 loss_bbox_aux: 0.639732 loss_giou_aux: 1.635945 loss_class_dn: 0.379778 loss_bbox_dn: 0.297408 loss_giou_dn: 0.539403 loss_class_aux_dn: 0.830325 loss_bbox_aux_dn: 0.678209 loss_giou_aux_dn: 1.218237 loss: 10.319333 eta: 1 day, 14:26:26 batch_cost: 0.2890 data_cost: 0.0006 ips: 13.8389 images/s
[05/11 07:15:27] ppdet.engine INFO: Epoch: [6] [5600/7329] learning_rate: 0.000100 loss_class: 0.814548 loss_bbox: 0.198839 loss_giou: 0.525426 loss_class_aux: 2.613940 loss_bbox_aux: 0.650025 loss_giou_aux: 1.743857 loss_class_dn: 0.402851 loss_bbox_dn: 0.291009 loss_giou_dn: 0.589555 loss_class_aux_dn: 0.869754 loss_bbox_aux_dn: 0.661055 loss_giou_aux_dn: 1.335496 loss: 10.724400 eta: 1 day, 14:25:46 batch_cost: 0.2986 data_cost: 0.0006 ips: 13.3969 images/s
[05/11 07:16:33] ppdet.engine INFO: Epoch: [6] [5800/7329] learning_rate: 0.000100 loss_class: 0.826901 loss_bbox: 0.182437 loss_giou: 0.485029 loss_class_aux: 2.557689 loss_bbox_aux: 0.653284 loss_giou_aux: 1.617375 loss_class_dn: 0.408578 loss_bbox_dn: 0.281586 loss_giou_dn: 0.543756 loss_class_aux_dn: 0.848757 loss_bbox_aux_dn: 0.634672 loss_giou_aux_dn: 1.230823 loss: 11.000591 eta: 1 day, 14:25:01 batch_cost: 0.2957 data_cost: 0.0006 ips: 13.5251 images/s
[05/11 07:17:42] ppdet.engine INFO: Epoch: [6] [6000/7329] learning_rate: 0.000100 loss_class: 0.818188 loss_bbox: 0.194862 loss_giou: 0.484207 loss_class_aux: 2.579087 loss_bbox_aux: 0.662626 loss_giou_aux: 1.579402 loss_class_dn: 0.406683 loss_bbox_dn: 0.271853 loss_giou_dn: 0.563861 loss_class_aux_dn: 0.858795 loss_bbox_aux_dn: 0.649956 loss_giou_aux_dn: 1.276092 loss: 10.950773 eta: 1 day, 14:24:47 batch_cost: 0.3123 data_cost: 0.0007 ips: 12.8095 images/s
[05/11 07:18:52] ppdet.engine INFO: Epoch: [6] [6200/7329] learning_rate: 0.000100 loss_class: 0.844278 loss_bbox: 0.202214 loss_giou: 0.521365 loss_class_aux: 2.670556 loss_bbox_aux: 0.692777 loss_giou_aux: 1.677825 loss_class_dn: 0.417340 loss_bbox_dn: 0.297083 loss_giou_dn: 0.580886 loss_class_aux_dn: 0.899535 loss_bbox_aux_dn: 0.676537 loss_giou_aux_dn: 1.313167 loss: 11.460962 eta: 1 day, 14:24:33 batch_cost: 0.3125 data_cost: 0.0007 ips: 12.8009 images/s
[05/11 07:20:01] ppdet.engine INFO: Epoch: [6] [6400/7329] learning_rate: 0.000100 loss_class: 0.746957 loss_bbox: 0.177062 loss_giou: 0.499095 loss_class_aux: 2.455705 loss_bbox_aux: 0.613470 loss_giou_aux: 1.604460 loss_class_dn: 0.380404 loss_bbox_dn: 0.255199 loss_giou_dn: 0.556194 loss_class_aux_dn: 0.822390 loss_bbox_aux_dn: 0.610316 loss_giou_aux_dn: 1.252528 loss: 10.069689 eta: 1 day, 14:24:14 batch_cost: 0.3104 data_cost: 0.0006 ips: 12.8874 images/s
[05/11 07:21:11] ppdet.engine INFO: Epoch: [6] [6600/7329] learning_rate: 0.000100 loss_class: 0.798753 loss_bbox: 0.182976 loss_giou: 0.455456 loss_class_aux: 2.513654 loss_bbox_aux: 0.642288 loss_giou_aux: 1.553934 loss_class_dn: 0.381275 loss_bbox_dn: 0.262827 loss_giou_dn: 0.519763 loss_class_aux_dn: 0.823330 loss_bbox_aux_dn: 0.617981 loss_giou_aux_dn: 1.186656 loss: 10.129852 eta: 1 day, 14:24:07 batch_cost: 0.3166 data_cost: 0.0007 ips: 12.6334 images/s
[05/11 07:22:20] ppdet.engine INFO: Epoch: [6] [6800/7329] learning_rate: 0.000100 loss_class: 0.782125 loss_bbox: 0.197888 loss_giou: 0.465547 loss_class_aux: 2.377902 loss_bbox_aux: 0.653160 loss_giou_aux: 1.536826 loss_class_dn: 0.392964 loss_bbox_dn: 0.277249 loss_giou_dn: 0.520988 loss_class_aux_dn: 0.849429 loss_bbox_aux_dn: 0.642462 loss_giou_aux_dn: 1.197362 loss: 10.430768 eta: 1 day, 14:23:53 batch_cost: 0.3130 data_cost: 0.0006 ips: 12.7775 images/s
[05/11 07:23:31] ppdet.engine INFO: Epoch: [6] [7000/7329] learning_rate: 0.000100 loss_class: 0.772388 loss_bbox: 0.176393 loss_giou: 0.505925 loss_class_aux: 2.489541 loss_bbox_aux: 0.597445 loss_giou_aux: 1.672674 loss_class_dn: 0.399575 loss_bbox_dn: 0.263257 loss_giou_dn: 0.534492 loss_class_aux_dn: 0.866506 loss_bbox_aux_dn: 0.640584 loss_giou_aux_dn: 1.209017 loss: 10.431446 eta: 1 day, 14:23:50 batch_cost: 0.3194 data_cost: 0.0006 ips: 12.5254 images/s
[05/11 07:24:40] ppdet.engine INFO: Epoch: [6] [7200/7329] learning_rate: 0.000100 loss_class: 0.809581 loss_bbox: 0.206569 loss_giou: 0.535485 loss_class_aux: 2.587720 loss_bbox_aux: 0.705876 loss_giou_aux: 1.756626 loss_class_dn: 0.408444 loss_bbox_dn: 0.295279 loss_giou_dn: 0.565935 loss_class_aux_dn: 0.880573 loss_bbox_aux_dn: 0.664230 loss_giou_aux_dn: 1.268267 loss: 10.847574 eta: 1 day, 14:23:30 batch_cost: 0.3105 data_cost: 0.0006 ips: 12.8808 images/s
[05/11 07:25:27] ppdet.engine INFO: Eval iter: 0
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[05/11 07:27:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.45s)
creating index...
index created!
[05/11 07:27:01] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.24s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.47s).
Accumulating evaluation results...
DONE (t=22.92s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.342
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.485
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.369
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.190
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.372
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.480
 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 ] = 0.532
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.615
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.382
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.658
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.828
[05/11 07:29:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.8547663675569
[05/11 07:29:20] ppdet.engine INFO: Best test bbox ap is 0.342.
[05/11 07:29:22] ppdet.engine INFO: Epoch: [7] [   0/7329] learning_rate: 0.000100 loss_class: 0.833929 loss_bbox: 0.212232 loss_giou: 0.512208 loss_class_aux: 2.698201 loss_bbox_aux: 0.706274 loss_giou_aux: 1.667655 loss_class_dn: 0.421643 loss_bbox_dn: 0.298428 loss_giou_dn: 0.571960 loss_class_aux_dn: 0.895137 loss_bbox_aux_dn: 0.660913 loss_giou_aux_dn: 1.306456 loss: 10.927256 eta: 1 day, 14:23:21 batch_cost: 0.3126 data_cost: 0.0006 ips: 12.7976 images/s
[05/11 07:30:33] ppdet.engine INFO: Epoch: [7] [ 200/7329] learning_rate: 0.000100 loss_class: 0.770648 loss_bbox: 0.180224 loss_giou: 0.493777 loss_class_aux: 2.469656 loss_bbox_aux: 0.622910 loss_giou_aux: 1.607277 loss_class_dn: 0.400395 loss_bbox_dn: 0.254560 loss_giou_dn: 0.542511 loss_class_aux_dn: 0.844661 loss_bbox_aux_dn: 0.607380 loss_giou_aux_dn: 1.240341 loss: 10.539886 eta: 1 day, 14:23:17 batch_cost: 0.3195 data_cost: 0.0006 ips: 12.5214 images/s
[05/11 07:31:43] ppdet.engine INFO: Epoch: [7] [ 400/7329] learning_rate: 0.000100 loss_class: 0.846246 loss_bbox: 0.203747 loss_giou: 0.552831 loss_class_aux: 2.712078 loss_bbox_aux: 0.708691 loss_giou_aux: 1.749456 loss_class_dn: 0.437920 loss_bbox_dn: 0.283585 loss_giou_dn: 0.587565 loss_class_aux_dn: 0.944245 loss_bbox_aux_dn: 0.670249 loss_giou_aux_dn: 1.311860 loss: 11.229562 eta: 1 day, 14:23:13 batch_cost: 0.3194 data_cost: 0.0006 ips: 12.5221 images/s
[05/11 07:32:54] ppdet.engine INFO: Epoch: [7] [ 600/7329] learning_rate: 0.000100 loss_class: 0.775814 loss_bbox: 0.192869 loss_giou: 0.449047 loss_class_aux: 2.457143 loss_bbox_aux: 0.669664 loss_giou_aux: 1.534750 loss_class_dn: 0.411569 loss_bbox_dn: 0.285045 loss_giou_dn: 0.526113 loss_class_aux_dn: 0.869222 loss_bbox_aux_dn: 0.666123 loss_giou_aux_dn: 1.168778 loss: 10.390770 eta: 1 day, 14:23:05 batch_cost: 0.3178 data_cost: 0.0006 ips: 12.5883 images/s
[05/11 07:34:03] ppdet.engine INFO: Epoch: [7] [ 800/7329] learning_rate: 0.000100 loss_class: 0.765489 loss_bbox: 0.180250 loss_giou: 0.496158 loss_class_aux: 2.486132 loss_bbox_aux: 0.632452 loss_giou_aux: 1.641947 loss_class_dn: 0.401928 loss_bbox_dn: 0.274492 loss_giou_dn: 0.561108 loss_class_aux_dn: 0.855803 loss_bbox_aux_dn: 0.641424 loss_giou_aux_dn: 1.265121 loss: 10.635296 eta: 1 day, 14:22:49 batch_cost: 0.3138 data_cost: 0.0006 ips: 12.7470 images/s
[05/11 07:35:14] ppdet.engine INFO: Epoch: [7] [1000/7329] learning_rate: 0.000100 loss_class: 0.760885 loss_bbox: 0.178389 loss_giou: 0.438981 loss_class_aux: 2.429748 loss_bbox_aux: 0.617254 loss_giou_aux: 1.476309 loss_class_dn: 0.376595 loss_bbox_dn: 0.269295 loss_giou_dn: 0.509484 loss_class_aux_dn: 0.804355 loss_bbox_aux_dn: 0.622996 loss_giou_aux_dn: 1.130056 loss: 9.949265 eta: 1 day, 14:22:37 batch_cost: 0.3156 data_cost: 0.0006 ips: 12.6754 images/s
[05/11 07:36:24] ppdet.engine INFO: Epoch: [7] [1200/7329] learning_rate: 0.000100 loss_class: 0.831948 loss_bbox: 0.187778 loss_giou: 0.466267 loss_class_aux: 2.639812 loss_bbox_aux: 0.661223 loss_giou_aux: 1.580962 loss_class_dn: 0.405231 loss_bbox_dn: 0.279493 loss_giou_dn: 0.553743 loss_class_aux_dn: 0.874194 loss_bbox_aux_dn: 0.654532 loss_giou_aux_dn: 1.228318 loss: 10.635663 eta: 1 day, 14:22:25 batch_cost: 0.3164 data_cost: 0.0006 ips: 12.6433 images/s
[05/11 07:37:34] ppdet.engine INFO: Epoch: [7] [1400/7329] learning_rate: 0.000100 loss_class: 0.781959 loss_bbox: 0.189554 loss_giou: 0.474016 loss_class_aux: 2.499988 loss_bbox_aux: 0.645628 loss_giou_aux: 1.566396 loss_class_dn: 0.396474 loss_bbox_dn: 0.272798 loss_giou_dn: 0.557250 loss_class_aux_dn: 0.833708 loss_bbox_aux_dn: 0.645875 loss_giou_aux_dn: 1.238170 loss: 10.869951 eta: 1 day, 14:22:15 batch_cost: 0.3171 data_cost: 0.0006 ips: 12.6134 images/s
[05/11 07:38:44] ppdet.engine INFO: Epoch: [7] [1600/7329] learning_rate: 0.000100 loss_class: 0.753823 loss_bbox: 0.173675 loss_giou: 0.485889 loss_class_aux: 2.438525 loss_bbox_aux: 0.618511 loss_giou_aux: 1.603710 loss_class_dn: 0.401258 loss_bbox_dn: 0.266656 loss_giou_dn: 0.561538 loss_class_aux_dn: 0.865909 loss_bbox_aux_dn: 0.623498 loss_giou_aux_dn: 1.237221 loss: 10.389547 eta: 1 day, 14:22:00 batch_cost: 0.3149 data_cost: 0.0006 ips: 12.7022 images/s
[05/11 07:39:54] ppdet.engine INFO: Epoch: [7] [1800/7329] learning_rate: 0.000100 loss_class: 0.826858 loss_bbox: 0.202765 loss_giou: 0.538232 loss_class_aux: 2.601794 loss_bbox_aux: 0.668482 loss_giou_aux: 1.805591 loss_class_dn: 0.417562 loss_bbox_dn: 0.274963 loss_giou_dn: 0.574664 loss_class_aux_dn: 0.901980 loss_bbox_aux_dn: 0.642323 loss_giou_aux_dn: 1.297024 loss: 10.918339 eta: 1 day, 14:21:48 batch_cost: 0.3169 data_cost: 0.0006 ips: 12.6225 images/s
[05/11 07:41:03] ppdet.engine INFO: Epoch: [7] [2000/7329] learning_rate: 0.000100 loss_class: 0.769554 loss_bbox: 0.195015 loss_giou: 0.515783 loss_class_aux: 2.496736 loss_bbox_aux: 0.666471 loss_giou_aux: 1.706503 loss_class_dn: 0.395113 loss_bbox_dn: 0.263091 loss_giou_dn: 0.571045 loss_class_aux_dn: 0.841577 loss_bbox_aux_dn: 0.636432 loss_giou_aux_dn: 1.280173 loss: 10.495422 eta: 1 day, 14:21:27 batch_cost: 0.3116 data_cost: 0.0006 ips: 12.8351 images/s
[05/11 07:42:13] ppdet.engine INFO: Epoch: [7] [2200/7329] learning_rate: 0.000100 loss_class: 0.793780 loss_bbox: 0.197872 loss_giou: 0.491067 loss_class_aux: 2.513652 loss_bbox_aux: 0.692466 loss_giou_aux: 1.638923 loss_class_dn: 0.397148 loss_bbox_dn: 0.282578 loss_giou_dn: 0.536651 loss_class_aux_dn: 0.847885 loss_bbox_aux_dn: 0.657825 loss_giou_aux_dn: 1.213584 loss: 10.436436 eta: 1 day, 14:21:15 batch_cost: 0.3173 data_cost: 0.0006 ips: 12.6082 images/s
[05/11 07:43:23] ppdet.engine INFO: Epoch: [7] [2400/7329] learning_rate: 0.000100 loss_class: 0.796266 loss_bbox: 0.191889 loss_giou: 0.430483 loss_class_aux: 2.546153 loss_bbox_aux: 0.648575 loss_giou_aux: 1.431939 loss_class_dn: 0.390165 loss_bbox_dn: 0.291952 loss_giou_dn: 0.515408 loss_class_aux_dn: 0.841161 loss_bbox_aux_dn: 0.691855 loss_giou_aux_dn: 1.206974 loss: 10.180612 eta: 1 day, 14:21:00 batch_cost: 0.3156 data_cost: 0.0006 ips: 12.6723 images/s
[05/11 07:44:32] ppdet.engine INFO: Epoch: [7] [2600/7329] learning_rate: 0.000100 loss_class: 0.756039 loss_bbox: 0.186013 loss_giou: 0.500442 loss_class_aux: 2.413300 loss_bbox_aux: 0.640953 loss_giou_aux: 1.686476 loss_class_dn: 0.382804 loss_bbox_dn: 0.270369 loss_giou_dn: 0.525352 loss_class_aux_dn: 0.808631 loss_bbox_aux_dn: 0.628494 loss_giou_aux_dn: 1.174840 loss: 10.762053 eta: 1 day, 14:20:39 batch_cost: 0.3127 data_cost: 0.0006 ips: 12.7909 images/s
[05/11 07:45:42] ppdet.engine INFO: Epoch: [7] [2800/7329] learning_rate: 0.000100 loss_class: 0.816420 loss_bbox: 0.192962 loss_giou: 0.456181 loss_class_aux: 2.594815 loss_bbox_aux: 0.668942 loss_giou_aux: 1.563811 loss_class_dn: 0.409098 loss_bbox_dn: 0.285274 loss_giou_dn: 0.552925 loss_class_aux_dn: 0.863757 loss_bbox_aux_dn: 0.676374 loss_giou_aux_dn: 1.229224 loss: 10.858252 eta: 1 day, 14:20:23 batch_cost: 0.3154 data_cost: 0.0006 ips: 12.6823 images/s
[05/11 07:46:52] ppdet.engine INFO: Epoch: [7] [3000/7329] learning_rate: 0.000100 loss_class: 0.771344 loss_bbox: 0.173313 loss_giou: 0.435178 loss_class_aux: 2.403099 loss_bbox_aux: 0.604880 loss_giou_aux: 1.446235 loss_class_dn: 0.381036 loss_bbox_dn: 0.265568 loss_giou_dn: 0.510580 loss_class_aux_dn: 0.816886 loss_bbox_aux_dn: 0.610600 loss_giou_aux_dn: 1.135430 loss: 9.947642 eta: 1 day, 14:20:08 batch_cost: 0.3163 data_cost: 0.0006 ips: 12.6464 images/s
[05/11 07:48:02] ppdet.engine INFO: Epoch: [7] [3200/7329] learning_rate: 0.000100 loss_class: 0.726052 loss_bbox: 0.174673 loss_giou: 0.402423 loss_class_aux: 2.330283 loss_bbox_aux: 0.598633 loss_giou_aux: 1.381038 loss_class_dn: 0.363107 loss_bbox_dn: 0.256560 loss_giou_dn: 0.463057 loss_class_aux_dn: 0.794918 loss_bbox_aux_dn: 0.610036 loss_giou_aux_dn: 1.061882 loss: 9.487090 eta: 1 day, 14:19:55 batch_cost: 0.3177 data_cost: 0.0006 ips: 12.5910 images/s
[05/11 07:49:12] ppdet.engine INFO: Epoch: [7] [3400/7329] learning_rate: 0.000100 loss_class: 0.776350 loss_bbox: 0.182595 loss_giou: 0.496674 loss_class_aux: 2.475957 loss_bbox_aux: 0.636763 loss_giou_aux: 1.637525 loss_class_dn: 0.392308 loss_bbox_dn: 0.269308 loss_giou_dn: 0.563757 loss_class_aux_dn: 0.839625 loss_bbox_aux_dn: 0.614586 loss_giou_aux_dn: 1.247940 loss: 10.293811 eta: 1 day, 14:19:35 batch_cost: 0.3135 data_cost: 0.0006 ips: 12.7612 images/s
[05/11 07:50:21] ppdet.engine INFO: Epoch: [7] [3600/7329] learning_rate: 0.000100 loss_class: 0.820277 loss_bbox: 0.186771 loss_giou: 0.486235 loss_class_aux: 2.630298 loss_bbox_aux: 0.635423 loss_giou_aux: 1.630887 loss_class_dn: 0.415943 loss_bbox_dn: 0.281940 loss_giou_dn: 0.565899 loss_class_aux_dn: 0.878361 loss_bbox_aux_dn: 0.641895 loss_giou_aux_dn: 1.268939 loss: 10.931444 eta: 1 day, 14:19:13 batch_cost: 0.3132 data_cost: 0.0006 ips: 12.7724 images/s
[05/11 07:51:31] ppdet.engine INFO: Epoch: [7] [3800/7329] learning_rate: 0.000100 loss_class: 0.754432 loss_bbox: 0.173284 loss_giou: 0.472651 loss_class_aux: 2.456982 loss_bbox_aux: 0.607586 loss_giou_aux: 1.584301 loss_class_dn: 0.388511 loss_bbox_dn: 0.259478 loss_giou_dn: 0.535822 loss_class_aux_dn: 0.837223 loss_bbox_aux_dn: 0.617012 loss_giou_aux_dn: 1.228068 loss: 10.350237 eta: 1 day, 14:18:59 batch_cost: 0.3176 data_cost: 0.0006 ips: 12.5951 images/s
[05/11 07:52:41] ppdet.engine INFO: Epoch: [7] [4000/7329] learning_rate: 0.000100 loss_class: 0.800095 loss_bbox: 0.186743 loss_giou: 0.532720 loss_class_aux: 2.596277 loss_bbox_aux: 0.640918 loss_giou_aux: 1.743333 loss_class_dn: 0.420720 loss_bbox_dn: 0.249309 loss_giou_dn: 0.594291 loss_class_aux_dn: 0.870532 loss_bbox_aux_dn: 0.583579 loss_giou_aux_dn: 1.330182 loss: 10.806772 eta: 1 day, 14:18:44 batch_cost: 0.3171 data_cost: 0.0006 ips: 12.6124 images/s
[05/11 07:53:52] ppdet.engine INFO: Epoch: [7] [4200/7329] learning_rate: 0.000100 loss_class: 0.794594 loss_bbox: 0.203112 loss_giou: 0.501336 loss_class_aux: 2.592511 loss_bbox_aux: 0.681419 loss_giou_aux: 1.640191 loss_class_dn: 0.394939 loss_bbox_dn: 0.296939 loss_giou_dn: 0.542085 loss_class_aux_dn: 0.848829 loss_bbox_aux_dn: 0.671266 loss_giou_aux_dn: 1.210039 loss: 10.350945 eta: 1 day, 14:18:29 batch_cost: 0.3178 data_cost: 0.0006 ips: 12.5864 images/s
[05/11 07:55:01] ppdet.engine INFO: Epoch: [7] [4400/7329] learning_rate: 0.000100 loss_class: 0.774152 loss_bbox: 0.181428 loss_giou: 0.477541 loss_class_aux: 2.437903 loss_bbox_aux: 0.617067 loss_giou_aux: 1.580324 loss_class_dn: 0.398693 loss_bbox_dn: 0.267927 loss_giou_dn: 0.554415 loss_class_aux_dn: 0.860425 loss_bbox_aux_dn: 0.638284 loss_giou_aux_dn: 1.250139 loss: 10.509447 eta: 1 day, 14:18:07 batch_cost: 0.3131 data_cost: 0.0006 ips: 12.7756 images/s
[05/11 07:56:10] ppdet.engine INFO: Epoch: [7] [4600/7329] learning_rate: 0.000100 loss_class: 0.851209 loss_bbox: 0.203955 loss_giou: 0.531151 loss_class_aux: 2.672334 loss_bbox_aux: 0.686553 loss_giou_aux: 1.746342 loss_class_dn: 0.433023 loss_bbox_dn: 0.284590 loss_giou_dn: 0.589236 loss_class_aux_dn: 0.923012 loss_bbox_aux_dn: 0.645180 loss_giou_aux_dn: 1.333033 loss: 11.135689 eta: 1 day, 14:17:38 batch_cost: 0.3098 data_cost: 0.0006 ips: 12.9101 images/s
[05/11 07:57:19] ppdet.engine INFO: Epoch: [7] [4800/7329] learning_rate: 0.000100 loss_class: 0.794718 loss_bbox: 0.191254 loss_giou: 0.437121 loss_class_aux: 2.473848 loss_bbox_aux: 0.659588 loss_giou_aux: 1.432202 loss_class_dn: 0.384426 loss_bbox_dn: 0.282034 loss_giou_dn: 0.500807 loss_class_aux_dn: 0.831886 loss_bbox_aux_dn: 0.665763 loss_giou_aux_dn: 1.141786 loss: 10.532052 eta: 1 day, 14:17:13 batch_cost: 0.3119 data_cost: 0.0007 ips: 12.8259 images/s
[05/11 07:58:30] ppdet.engine INFO: Epoch: [7] [5000/7329] learning_rate: 0.000100 loss_class: 0.778882 loss_bbox: 0.192907 loss_giou: 0.496434 loss_class_aux: 2.523326 loss_bbox_aux: 0.669337 loss_giou_aux: 1.672668 loss_class_dn: 0.401828 loss_bbox_dn: 0.270814 loss_giou_dn: 0.536944 loss_class_aux_dn: 0.861022 loss_bbox_aux_dn: 0.629805 loss_giou_aux_dn: 1.206748 loss: 10.234261 eta: 1 day, 14:17:00 batch_cost: 0.3194 data_cost: 0.0006 ips: 12.5248 images/s
[05/11 07:59:39] ppdet.engine INFO: Epoch: [7] [5200/7329] learning_rate: 0.000100 loss_class: 0.792710 loss_bbox: 0.191375 loss_giou: 0.474277 loss_class_aux: 2.586989 loss_bbox_aux: 0.631971 loss_giou_aux: 1.521567 loss_class_dn: 0.393687 loss_bbox_dn: 0.279927 loss_giou_dn: 0.528713 loss_class_aux_dn: 0.832609 loss_bbox_aux_dn: 0.642158 loss_giou_aux_dn: 1.193319 loss: 10.390190 eta: 1 day, 14:16:37 batch_cost: 0.3137 data_cost: 0.0006 ips: 12.7523 images/s
[05/11 08:00:50] ppdet.engine INFO: Epoch: [7] [5400/7329] learning_rate: 0.000100 loss_class: 0.821141 loss_bbox: 0.219022 loss_giou: 0.500996 loss_class_aux: 2.575946 loss_bbox_aux: 0.718483 loss_giou_aux: 1.686317 loss_class_dn: 0.422712 loss_bbox_dn: 0.294983 loss_giou_dn: 0.582252 loss_class_aux_dn: 0.898215 loss_bbox_aux_dn: 0.673900 loss_giou_aux_dn: 1.275932 loss: 10.977720 eta: 1 day, 14:16:22 batch_cost: 0.3190 data_cost: 0.0006 ips: 12.5403 images/s
[05/11 08:02:00] ppdet.engine INFO: Epoch: [7] [5600/7329] learning_rate: 0.000100 loss_class: 0.782294 loss_bbox: 0.191699 loss_giou: 0.485750 loss_class_aux: 2.490285 loss_bbox_aux: 0.647979 loss_giou_aux: 1.563488 loss_class_dn: 0.396197 loss_bbox_dn: 0.274702 loss_giou_dn: 0.520663 loss_class_aux_dn: 0.846548 loss_bbox_aux_dn: 0.633706 loss_giou_aux_dn: 1.196854 loss: 10.719349 eta: 1 day, 14:16:00 batch_cost: 0.3144 data_cost: 0.0006 ips: 12.7245 images/s
[05/11 08:03:09] ppdet.engine INFO: Epoch: [7] [5800/7329] learning_rate: 0.000100 loss_class: 0.765294 loss_bbox: 0.190918 loss_giou: 0.526797 loss_class_aux: 2.494332 loss_bbox_aux: 0.641402 loss_giou_aux: 1.712211 loss_class_dn: 0.412263 loss_bbox_dn: 0.266894 loss_giou_dn: 0.553455 loss_class_aux_dn: 0.879589 loss_bbox_aux_dn: 0.635330 loss_giou_aux_dn: 1.247218 loss: 10.462523 eta: 1 day, 14:15:33 batch_cost: 0.3120 data_cost: 0.0006 ips: 12.8201 images/s
[05/11 08:04:19] ppdet.engine INFO: Epoch: [7] [6000/7329] learning_rate: 0.000100 loss_class: 0.757527 loss_bbox: 0.178720 loss_giou: 0.513257 loss_class_aux: 2.444278 loss_bbox_aux: 0.641152 loss_giou_aux: 1.701028 loss_class_dn: 0.402968 loss_bbox_dn: 0.270181 loss_giou_dn: 0.577243 loss_class_aux_dn: 0.862651 loss_bbox_aux_dn: 0.625358 loss_giou_aux_dn: 1.292119 loss: 10.768506 eta: 1 day, 14:15:10 batch_cost: 0.3145 data_cost: 0.0007 ips: 12.7176 images/s
[05/11 08:05:29] ppdet.engine INFO: Epoch: [7] [6200/7329] learning_rate: 0.000100 loss_class: 0.797424 loss_bbox: 0.188875 loss_giou: 0.503097 loss_class_aux: 2.606308 loss_bbox_aux: 0.651731 loss_giou_aux: 1.646794 loss_class_dn: 0.418971 loss_bbox_dn: 0.270316 loss_giou_dn: 0.561501 loss_class_aux_dn: 0.898716 loss_bbox_aux_dn: 0.619954 loss_giou_aux_dn: 1.263184 loss: 10.620529 eta: 1 day, 14:14:53 batch_cost: 0.3179 data_cost: 0.0006 ips: 12.5836 images/s
[05/11 08:06:39] ppdet.engine INFO: Epoch: [7] [6400/7329] learning_rate: 0.000100 loss_class: 0.826156 loss_bbox: 0.193655 loss_giou: 0.495046 loss_class_aux: 2.699190 loss_bbox_aux: 0.645027 loss_giou_aux: 1.651911 loss_class_dn: 0.396096 loss_bbox_dn: 0.278456 loss_giou_dn: 0.562791 loss_class_aux_dn: 0.870368 loss_bbox_aux_dn: 0.677051 loss_giou_aux_dn: 1.274124 loss: 10.465298 eta: 1 day, 14:14:26 batch_cost: 0.3125 data_cost: 0.0006 ips: 12.7993 images/s
[05/11 08:07:48] ppdet.engine INFO: Epoch: [7] [6600/7329] learning_rate: 0.000100 loss_class: 0.808636 loss_bbox: 0.210063 loss_giou: 0.553462 loss_class_aux: 2.623860 loss_bbox_aux: 0.716284 loss_giou_aux: 1.802886 loss_class_dn: 0.418996 loss_bbox_dn: 0.304977 loss_giou_dn: 0.581708 loss_class_aux_dn: 0.890647 loss_bbox_aux_dn: 0.701013 loss_giou_aux_dn: 1.299823 loss: 11.304247 eta: 1 day, 14:14:02 batch_cost: 0.3138 data_cost: 0.0006 ips: 12.7467 images/s
[05/11 08:08:58] ppdet.engine INFO: Epoch: [7] [6800/7329] learning_rate: 0.000100 loss_class: 0.742640 loss_bbox: 0.184825 loss_giou: 0.438672 loss_class_aux: 2.418134 loss_bbox_aux: 0.656983 loss_giou_aux: 1.504006 loss_class_dn: 0.356820 loss_bbox_dn: 0.283672 loss_giou_dn: 0.505430 loss_class_aux_dn: 0.765239 loss_bbox_aux_dn: 0.675197 loss_giou_aux_dn: 1.148854 loss: 9.936560 eta: 1 day, 14:13:34 batch_cost: 0.3118 data_cost: 0.0006 ips: 12.8282 images/s
[05/11 08:10:07] ppdet.engine INFO: Epoch: [7] [7000/7329] learning_rate: 0.000100 loss_class: 0.775998 loss_bbox: 0.168036 loss_giou: 0.447723 loss_class_aux: 2.449110 loss_bbox_aux: 0.572933 loss_giou_aux: 1.465515 loss_class_dn: 0.391756 loss_bbox_dn: 0.250560 loss_giou_dn: 0.507058 loss_class_aux_dn: 0.845450 loss_bbox_aux_dn: 0.596401 loss_giou_aux_dn: 1.143282 loss: 10.588785 eta: 1 day, 14:13:12 batch_cost: 0.3161 data_cost: 0.0006 ips: 12.6549 images/s
[05/11 08:11:17] ppdet.engine INFO: Epoch: [7] [7200/7329] learning_rate: 0.000100 loss_class: 0.727190 loss_bbox: 0.180844 loss_giou: 0.449891 loss_class_aux: 2.348307 loss_bbox_aux: 0.601316 loss_giou_aux: 1.497315 loss_class_dn: 0.383208 loss_bbox_dn: 0.257811 loss_giou_dn: 0.525600 loss_class_aux_dn: 0.820100 loss_bbox_aux_dn: 0.605822 loss_giou_aux_dn: 1.173221 loss: 9.988598 eta: 1 day, 14:12:45 batch_cost: 0.3127 data_cost: 0.0007 ips: 12.7913 images/s
[05/11 08:12:04] ppdet.engine INFO: Eval iter: 0
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[05/11 08:12:50] ppdet.engine INFO: Eval iter: 700
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[05/11 08:13:03] ppdet.engine INFO: Eval iter: 900
[05/11 08:13:10] ppdet.engine INFO: Eval iter: 1000
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[05/11 08:13:23] ppdet.engine INFO: Eval iter: 1200
[05/11 08:13:46] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.45s)
creating index...
index created!
[05/11 08:13:46] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.09s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=95.32s).
Accumulating evaluation results...
DONE (t=21.63s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.357
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.504
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.385
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.197
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.387
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.499
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.314
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.540
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.620
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.389
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.663
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.825
[05/11 08:16:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.36866593714824
[05/11 08:16:01] ppdet.engine INFO: Best test bbox ap is 0.357.
[05/11 08:16:03] ppdet.engine INFO: Epoch: [8] [   0/7329] learning_rate: 0.000100 loss_class: 0.737388 loss_bbox: 0.184414 loss_giou: 0.501567 loss_class_aux: 2.440970 loss_bbox_aux: 0.612516 loss_giou_aux: 1.721773 loss_class_dn: 0.377463 loss_bbox_dn: 0.267832 loss_giou_dn: 0.536998 loss_class_aux_dn: 0.815105 loss_bbox_aux_dn: 0.624087 loss_giou_aux_dn: 1.206299 loss: 10.091311 eta: 1 day, 14:12:29 batch_cost: 0.3149 data_cost: 0.0006 ips: 12.7015 images/s
[05/11 08:17:11] ppdet.engine INFO: Epoch: [8] [ 200/7329] learning_rate: 0.000100 loss_class: 0.775518 loss_bbox: 0.173884 loss_giou: 0.494241 loss_class_aux: 2.467198 loss_bbox_aux: 0.591156 loss_giou_aux: 1.704766 loss_class_dn: 0.394817 loss_bbox_dn: 0.248696 loss_giou_dn: 0.546173 loss_class_aux_dn: 0.852070 loss_bbox_aux_dn: 0.605520 loss_giou_aux_dn: 1.239744 loss: 10.504637 eta: 1 day, 14:11:48 batch_cost: 0.3040 data_cost: 0.0006 ips: 13.1600 images/s
[05/11 08:18:22] ppdet.engine INFO: Epoch: [8] [ 400/7329] learning_rate: 0.000100 loss_class: 0.750342 loss_bbox: 0.174457 loss_giou: 0.502158 loss_class_aux: 2.472037 loss_bbox_aux: 0.604875 loss_giou_aux: 1.662256 loss_class_dn: 0.414670 loss_bbox_dn: 0.249371 loss_giou_dn: 0.554816 loss_class_aux_dn: 0.873774 loss_bbox_aux_dn: 0.571352 loss_giou_aux_dn: 1.263309 loss: 10.838170 eta: 1 day, 14:11:32 batch_cost: 0.3204 data_cost: 0.0006 ips: 12.4861 images/s
[05/11 08:19:32] ppdet.engine INFO: Epoch: [8] [ 600/7329] learning_rate: 0.000100 loss_class: 0.854881 loss_bbox: 0.202293 loss_giou: 0.512995 loss_class_aux: 2.629608 loss_bbox_aux: 0.681259 loss_giou_aux: 1.701149 loss_class_dn: 0.444317 loss_bbox_dn: 0.277934 loss_giou_dn: 0.595116 loss_class_aux_dn: 0.937923 loss_bbox_aux_dn: 0.640220 loss_giou_aux_dn: 1.323837 loss: 11.615217 eta: 1 day, 14:11:15 batch_cost: 0.3199 data_cost: 0.0006 ips: 12.5043 images/s
[05/11 08:20:42] ppdet.engine INFO: Epoch: [8] [ 800/7329] learning_rate: 0.000100 loss_class: 0.780561 loss_bbox: 0.185501 loss_giou: 0.462496 loss_class_aux: 2.511092 loss_bbox_aux: 0.649709 loss_giou_aux: 1.542250 loss_class_dn: 0.388252 loss_bbox_dn: 0.254096 loss_giou_dn: 0.525938 loss_class_aux_dn: 0.842117 loss_bbox_aux_dn: 0.613766 loss_giou_aux_dn: 1.207685 loss: 10.293930 eta: 1 day, 14:10:48 batch_cost: 0.3134 data_cost: 0.0006 ips: 12.7614 images/s
[05/11 08:21:52] ppdet.engine INFO: Epoch: [8] [1000/7329] learning_rate: 0.000100 loss_class: 0.823789 loss_bbox: 0.178586 loss_giou: 0.464497 loss_class_aux: 2.618411 loss_bbox_aux: 0.623006 loss_giou_aux: 1.478696 loss_class_dn: 0.399606 loss_bbox_dn: 0.267944 loss_giou_dn: 0.542341 loss_class_aux_dn: 0.855602 loss_bbox_aux_dn: 0.634796 loss_giou_aux_dn: 1.225554 loss: 10.632108 eta: 1 day, 14:10:28 batch_cost: 0.3180 data_cost: 0.0006 ips: 12.5774 images/s
[05/11 08:23:02] ppdet.engine INFO: Epoch: [8] [1200/7329] learning_rate: 0.000100 loss_class: 0.737248 loss_bbox: 0.182727 loss_giou: 0.434139 loss_class_aux: 2.338490 loss_bbox_aux: 0.623321 loss_giou_aux: 1.432598 loss_class_dn: 0.366837 loss_bbox_dn: 0.253567 loss_giou_dn: 0.494451 loss_class_aux_dn: 0.795842 loss_bbox_aux_dn: 0.609967 loss_giou_aux_dn: 1.124081 loss: 9.904258 eta: 1 day, 14:10:03 batch_cost: 0.3157 data_cost: 0.0007 ips: 12.6712 images/s
[05/11 08:24:12] ppdet.engine INFO: Epoch: [8] [1400/7329] learning_rate: 0.000100 loss_class: 0.799618 loss_bbox: 0.195736 loss_giou: 0.510524 loss_class_aux: 2.457412 loss_bbox_aux: 0.687817 loss_giou_aux: 1.681328 loss_class_dn: 0.390803 loss_bbox_dn: 0.284581 loss_giou_dn: 0.555904 loss_class_aux_dn: 0.852530 loss_bbox_aux_dn: 0.653527 loss_giou_aux_dn: 1.251257 loss: 10.718611 eta: 1 day, 14:09:42 batch_cost: 0.3173 data_cost: 0.0007 ips: 12.6057 images/s
[05/11 08:25:22] ppdet.engine INFO: Epoch: [8] [1600/7329] learning_rate: 0.000100 loss_class: 0.804786 loss_bbox: 0.191326 loss_giou: 0.515876 loss_class_aux: 2.539994 loss_bbox_aux: 0.674908 loss_giou_aux: 1.675609 loss_class_dn: 0.419240 loss_bbox_dn: 0.279519 loss_giou_dn: 0.566957 loss_class_aux_dn: 0.908159 loss_bbox_aux_dn: 0.655910 loss_giou_aux_dn: 1.260685 loss: 10.854715 eta: 1 day, 14:09:21 batch_cost: 0.3182 data_cost: 0.0007 ips: 12.5688 images/s
[05/11 08:26:32] ppdet.engine INFO: Epoch: [8] [1800/7329] learning_rate: 0.000100 loss_class: 0.721101 loss_bbox: 0.172124 loss_giou: 0.411554 loss_class_aux: 2.298970 loss_bbox_aux: 0.581326 loss_giou_aux: 1.342375 loss_class_dn: 0.340048 loss_bbox_dn: 0.260948 loss_giou_dn: 0.464247 loss_class_aux_dn: 0.739505 loss_bbox_aux_dn: 0.638079 loss_giou_aux_dn: 1.051493 loss: 9.073359 eta: 1 day, 14:08:58 batch_cost: 0.3170 data_cost: 0.0006 ips: 12.6170 images/s
[05/11 08:27:42] ppdet.engine INFO: Epoch: [8] [2000/7329] learning_rate: 0.000100 loss_class: 0.841598 loss_bbox: 0.177794 loss_giou: 0.475673 loss_class_aux: 2.692248 loss_bbox_aux: 0.622607 loss_giou_aux: 1.603091 loss_class_dn: 0.399820 loss_bbox_dn: 0.273574 loss_giou_dn: 0.545565 loss_class_aux_dn: 0.860651 loss_bbox_aux_dn: 0.635927 loss_giou_aux_dn: 1.230342 loss: 10.567530 eta: 1 day, 14:08:30 batch_cost: 0.3138 data_cost: 0.0006 ips: 12.7473 images/s
[05/11 08:28:52] ppdet.engine INFO: Epoch: [8] [2200/7329] learning_rate: 0.000100 loss_class: 0.781332 loss_bbox: 0.193480 loss_giou: 0.513906 loss_class_aux: 2.522954 loss_bbox_aux: 0.677572 loss_giou_aux: 1.624987 loss_class_dn: 0.399324 loss_bbox_dn: 0.264031 loss_giou_dn: 0.544740 loss_class_aux_dn: 0.855866 loss_bbox_aux_dn: 0.646611 loss_giou_aux_dn: 1.227776 loss: 10.353151 eta: 1 day, 14:08:08 batch_cost: 0.3180 data_cost: 0.0006 ips: 12.5798 images/s
[05/11 08:30:02] ppdet.engine INFO: Epoch: [8] [2400/7329] learning_rate: 0.000100 loss_class: 0.748541 loss_bbox: 0.197192 loss_giou: 0.455708 loss_class_aux: 2.381357 loss_bbox_aux: 0.679770 loss_giou_aux: 1.536304 loss_class_dn: 0.382715 loss_bbox_dn: 0.268767 loss_giou_dn: 0.511815 loss_class_aux_dn: 0.829501 loss_bbox_aux_dn: 0.613754 loss_giou_aux_dn: 1.162975 loss: 10.114260 eta: 1 day, 14:07:40 batch_cost: 0.3143 data_cost: 0.0006 ips: 12.7264 images/s
[05/11 08:31:12] ppdet.engine INFO: Epoch: [8] [2600/7329] learning_rate: 0.000100 loss_class: 0.762509 loss_bbox: 0.175065 loss_giou: 0.427822 loss_class_aux: 2.383913 loss_bbox_aux: 0.627823 loss_giou_aux: 1.403512 loss_class_dn: 0.388054 loss_bbox_dn: 0.256044 loss_giou_dn: 0.502713 loss_class_aux_dn: 0.846419 loss_bbox_aux_dn: 0.608052 loss_giou_aux_dn: 1.144983 loss: 10.088641 eta: 1 day, 14:07:15 batch_cost: 0.3163 data_cost: 0.0006 ips: 12.6447 images/s
[05/11 08:32:22] ppdet.engine INFO: Epoch: [8] [2800/7329] learning_rate: 0.000100 loss_class: 0.764758 loss_bbox: 0.184552 loss_giou: 0.489188 loss_class_aux: 2.365723 loss_bbox_aux: 0.612303 loss_giou_aux: 1.575931 loss_class_dn: 0.388136 loss_bbox_dn: 0.256582 loss_giou_dn: 0.536623 loss_class_aux_dn: 0.851832 loss_bbox_aux_dn: 0.601811 loss_giou_aux_dn: 1.193884 loss: 10.232490 eta: 1 day, 14:06:47 batch_cost: 0.3149 data_cost: 0.0006 ips: 12.7039 images/s
[05/11 08:33:32] ppdet.engine INFO: Epoch: [8] [3000/7329] learning_rate: 0.000100 loss_class: 0.764254 loss_bbox: 0.191898 loss_giou: 0.471604 loss_class_aux: 2.452785 loss_bbox_aux: 0.667777 loss_giou_aux: 1.543723 loss_class_dn: 0.382060 loss_bbox_dn: 0.285870 loss_giou_dn: 0.536115 loss_class_aux_dn: 0.829678 loss_bbox_aux_dn: 0.657637 loss_giou_aux_dn: 1.195380 loss: 10.174212 eta: 1 day, 14:06:24 batch_cost: 0.3180 data_cost: 0.0006 ips: 12.5790 images/s
[05/11 08:34:42] ppdet.engine INFO: Epoch: [8] [3200/7329] learning_rate: 0.000100 loss_class: 0.755180 loss_bbox: 0.172523 loss_giou: 0.466717 loss_class_aux: 2.395480 loss_bbox_aux: 0.612911 loss_giou_aux: 1.575928 loss_class_dn: 0.405428 loss_bbox_dn: 0.278501 loss_giou_dn: 0.556131 loss_class_aux_dn: 0.872780 loss_bbox_aux_dn: 0.642618 loss_giou_aux_dn: 1.253829 loss: 10.412159 eta: 1 day, 14:05:59 batch_cost: 0.3163 data_cost: 0.0007 ips: 12.6444 images/s
[05/11 08:35:52] ppdet.engine INFO: Epoch: [8] [3400/7329] learning_rate: 0.000100 loss_class: 0.789149 loss_bbox: 0.198837 loss_giou: 0.515504 loss_class_aux: 2.535883 loss_bbox_aux: 0.647284 loss_giou_aux: 1.692243 loss_class_dn: 0.413416 loss_bbox_dn: 0.283755 loss_giou_dn: 0.563179 loss_class_aux_dn: 0.891623 loss_bbox_aux_dn: 0.660881 loss_giou_aux_dn: 1.260134 loss: 10.687016 eta: 1 day, 14:05:31 batch_cost: 0.3154 data_cost: 0.0006 ips: 12.6821 images/s
[05/11 08:37:02] ppdet.engine INFO: Epoch: [8] [3600/7329] learning_rate: 0.000100 loss_class: 0.830743 loss_bbox: 0.190176 loss_giou: 0.482974 loss_class_aux: 2.710560 loss_bbox_aux: 0.650435 loss_giou_aux: 1.601911 loss_class_dn: 0.423726 loss_bbox_dn: 0.283070 loss_giou_dn: 0.567451 loss_class_aux_dn: 0.913266 loss_bbox_aux_dn: 0.644170 loss_giou_aux_dn: 1.238819 loss: 11.010093 eta: 1 day, 14:05:02 batch_cost: 0.3146 data_cost: 0.0006 ips: 12.7154 images/s
[05/11 08:38:13] ppdet.engine INFO: Epoch: [8] [3800/7329] learning_rate: 0.000100 loss_class: 0.795246 loss_bbox: 0.179991 loss_giou: 0.500065 loss_class_aux: 2.566403 loss_bbox_aux: 0.631494 loss_giou_aux: 1.648068 loss_class_dn: 0.404288 loss_bbox_dn: 0.263141 loss_giou_dn: 0.545837 loss_class_aux_dn: 0.866551 loss_bbox_aux_dn: 0.642719 loss_giou_aux_dn: 1.232052 loss: 10.795359 eta: 1 day, 14:04:42 batch_cost: 0.3205 data_cost: 0.0006 ips: 12.4790 images/s
[05/11 08:39:23] ppdet.engine INFO: Epoch: [8] [4000/7329] learning_rate: 0.000100 loss_class: 0.844155 loss_bbox: 0.196931 loss_giou: 0.506451 loss_class_aux: 2.618179 loss_bbox_aux: 0.653484 loss_giou_aux: 1.707560 loss_class_dn: 0.409771 loss_bbox_dn: 0.281105 loss_giou_dn: 0.588042 loss_class_aux_dn: 0.902180 loss_bbox_aux_dn: 0.641706 loss_giou_aux_dn: 1.293650 loss: 10.956572 eta: 1 day, 14:04:16 batch_cost: 0.3167 data_cost: 0.0006 ips: 12.6298 images/s
[05/11 08:40:33] ppdet.engine INFO: Epoch: [8] [4200/7329] learning_rate: 0.000100 loss_class: 0.760763 loss_bbox: 0.190075 loss_giou: 0.448959 loss_class_aux: 2.427752 loss_bbox_aux: 0.657091 loss_giou_aux: 1.487272 loss_class_dn: 0.385988 loss_bbox_dn: 0.283054 loss_giou_dn: 0.532173 loss_class_aux_dn: 0.827127 loss_bbox_aux_dn: 0.638618 loss_giou_aux_dn: 1.201574 loss: 10.192762 eta: 1 day, 14:03:53 batch_cost: 0.3188 data_cost: 0.0006 ips: 12.5480 images/s
[05/11 08:41:42] ppdet.engine INFO: Epoch: [8] [4400/7329] learning_rate: 0.000100 loss_class: 0.795460 loss_bbox: 0.192588 loss_giou: 0.492526 loss_class_aux: 2.543016 loss_bbox_aux: 0.644772 loss_giou_aux: 1.619432 loss_class_dn: 0.393524 loss_bbox_dn: 0.266857 loss_giou_dn: 0.558456 loss_class_aux_dn: 0.833982 loss_bbox_aux_dn: 0.624033 loss_giou_aux_dn: 1.263597 loss: 10.665545 eta: 1 day, 14:03:21 batch_cost: 0.3134 data_cost: 0.0006 ips: 12.7613 images/s
[05/11 08:42:53] ppdet.engine INFO: Epoch: [8] [4600/7329] learning_rate: 0.000100 loss_class: 0.755711 loss_bbox: 0.178714 loss_giou: 0.466776 loss_class_aux: 2.299595 loss_bbox_aux: 0.620331 loss_giou_aux: 1.476020 loss_class_dn: 0.376792 loss_bbox_dn: 0.249702 loss_giou_dn: 0.510640 loss_class_aux_dn: 0.811019 loss_bbox_aux_dn: 0.591157 loss_giou_aux_dn: 1.157624 loss: 9.955273 eta: 1 day, 14:02:55 batch_cost: 0.3173 data_cost: 0.0006 ips: 12.6057 images/s
[05/11 08:44:03] ppdet.engine INFO: Epoch: [8] [4800/7329] learning_rate: 0.000100 loss_class: 0.740722 loss_bbox: 0.170149 loss_giou: 0.439014 loss_class_aux: 2.376608 loss_bbox_aux: 0.591827 loss_giou_aux: 1.425858 loss_class_dn: 0.371768 loss_bbox_dn: 0.258821 loss_giou_dn: 0.491742 loss_class_aux_dn: 0.808408 loss_bbox_aux_dn: 0.619220 loss_giou_aux_dn: 1.109740 loss: 9.718509 eta: 1 day, 14:02:33 batch_cost: 0.3199 data_cost: 0.0007 ips: 12.5034 images/s
[05/11 08:45:13] ppdet.engine INFO: Epoch: [8] [5000/7329] learning_rate: 0.000100 loss_class: 0.848005 loss_bbox: 0.192403 loss_giou: 0.568907 loss_class_aux: 2.682239 loss_bbox_aux: 0.644465 loss_giou_aux: 1.791475 loss_class_dn: 0.445038 loss_bbox_dn: 0.261081 loss_giou_dn: 0.627805 loss_class_aux_dn: 0.945240 loss_bbox_aux_dn: 0.616004 loss_giou_aux_dn: 1.413579 loss: 11.765665 eta: 1 day, 14:02:03 batch_cost: 0.3146 data_cost: 0.0006 ips: 12.7140 images/s
[05/11 08:46:23] ppdet.engine INFO: Epoch: [8] [5200/7329] learning_rate: 0.000100 loss_class: 0.788769 loss_bbox: 0.175538 loss_giou: 0.500569 loss_class_aux: 2.573414 loss_bbox_aux: 0.611242 loss_giou_aux: 1.632355 loss_class_dn: 0.402203 loss_bbox_dn: 0.254568 loss_giou_dn: 0.550689 loss_class_aux_dn: 0.865010 loss_bbox_aux_dn: 0.597761 loss_giou_aux_dn: 1.275124 loss: 10.676579 eta: 1 day, 14:01:33 batch_cost: 0.3153 data_cost: 0.0006 ips: 12.6857 images/s
[05/11 08:47:33] ppdet.engine INFO: Epoch: [8] [5400/7329] learning_rate: 0.000100 loss_class: 0.764105 loss_bbox: 0.182668 loss_giou: 0.485657 loss_class_aux: 2.483558 loss_bbox_aux: 0.613621 loss_giou_aux: 1.579270 loss_class_dn: 0.387943 loss_bbox_dn: 0.240228 loss_giou_dn: 0.533792 loss_class_aux_dn: 0.856190 loss_bbox_aux_dn: 0.579460 loss_giou_aux_dn: 1.198394 loss: 10.139746 eta: 1 day, 14:01:07 batch_cost: 0.3178 data_cost: 0.0006 ips: 12.5865 images/s
[05/11 08:48:43] ppdet.engine INFO: Epoch: [8] [5600/7329] learning_rate: 0.000100 loss_class: 0.734404 loss_bbox: 0.169664 loss_giou: 0.446907 loss_class_aux: 2.365153 loss_bbox_aux: 0.579286 loss_giou_aux: 1.548308 loss_class_dn: 0.384530 loss_bbox_dn: 0.234380 loss_giou_dn: 0.529656 loss_class_aux_dn: 0.844414 loss_bbox_aux_dn: 0.595358 loss_giou_aux_dn: 1.217511 loss: 9.954462 eta: 1 day, 14:00:34 batch_cost: 0.3133 data_cost: 0.0006 ips: 12.7660 images/s
[05/11 08:49:53] ppdet.engine INFO: Epoch: [8] [5800/7329] learning_rate: 0.000100 loss_class: 0.799515 loss_bbox: 0.199087 loss_giou: 0.460706 loss_class_aux: 2.603832 loss_bbox_aux: 0.694678 loss_giou_aux: 1.560908 loss_class_dn: 0.405491 loss_bbox_dn: 0.289307 loss_giou_dn: 0.547537 loss_class_aux_dn: 0.885468 loss_bbox_aux_dn: 0.656155 loss_giou_aux_dn: 1.253175 loss: 10.770190 eta: 1 day, 14:00:06 batch_cost: 0.3167 data_cost: 0.0006 ips: 12.6314 images/s
[05/11 08:51:04] ppdet.engine INFO: Epoch: [8] [6000/7329] learning_rate: 0.000100 loss_class: 0.794167 loss_bbox: 0.189215 loss_giou: 0.523208 loss_class_aux: 2.555697 loss_bbox_aux: 0.652877 loss_giou_aux: 1.735826 loss_class_dn: 0.414679 loss_bbox_dn: 0.267867 loss_giou_dn: 0.546339 loss_class_aux_dn: 0.891093 loss_bbox_aux_dn: 0.645256 loss_giou_aux_dn: 1.258826 loss: 10.629541 eta: 1 day, 13:59:44 batch_cost: 0.3215 data_cost: 0.0006 ips: 12.4432 images/s
[05/11 08:52:14] ppdet.engine INFO: Epoch: [8] [6200/7329] learning_rate: 0.000100 loss_class: 0.779865 loss_bbox: 0.185076 loss_giou: 0.472794 loss_class_aux: 2.473014 loss_bbox_aux: 0.641857 loss_giou_aux: 1.566195 loss_class_dn: 0.395471 loss_bbox_dn: 0.257225 loss_giou_dn: 0.516697 loss_class_aux_dn: 0.848696 loss_bbox_aux_dn: 0.620208 loss_giou_aux_dn: 1.164823 loss: 10.149903 eta: 1 day, 13:59:17 batch_cost: 0.3176 data_cost: 0.0006 ips: 12.5950 images/s
[05/11 08:53:25] ppdet.engine INFO: Epoch: [8] [6400/7329] learning_rate: 0.000100 loss_class: 0.790187 loss_bbox: 0.189152 loss_giou: 0.509598 loss_class_aux: 2.552165 loss_bbox_aux: 0.637116 loss_giou_aux: 1.685736 loss_class_dn: 0.399939 loss_bbox_dn: 0.288553 loss_giou_dn: 0.567721 loss_class_aux_dn: 0.868082 loss_bbox_aux_dn: 0.666863 loss_giou_aux_dn: 1.307420 loss: 10.880848 eta: 1 day, 13:58:50 batch_cost: 0.3181 data_cost: 0.0006 ips: 12.5758 images/s
[05/11 08:54:35] ppdet.engine INFO: Epoch: [8] [6600/7329] learning_rate: 0.000100 loss_class: 0.799581 loss_bbox: 0.197051 loss_giou: 0.571445 loss_class_aux: 2.497702 loss_bbox_aux: 0.666634 loss_giou_aux: 1.835047 loss_class_dn: 0.428835 loss_bbox_dn: 0.259907 loss_giou_dn: 0.604121 loss_class_aux_dn: 0.925305 loss_bbox_aux_dn: 0.613671 loss_giou_aux_dn: 1.348386 loss: 11.016205 eta: 1 day, 13:58:22 batch_cost: 0.3176 data_cost: 0.0006 ips: 12.5935 images/s
[05/11 08:55:45] ppdet.engine INFO: Epoch: [8] [6800/7329] learning_rate: 0.000100 loss_class: 0.765624 loss_bbox: 0.177582 loss_giou: 0.493015 loss_class_aux: 2.441216 loss_bbox_aux: 0.607105 loss_giou_aux: 1.632556 loss_class_dn: 0.387936 loss_bbox_dn: 0.264093 loss_giou_dn: 0.540311 loss_class_aux_dn: 0.841401 loss_bbox_aux_dn: 0.607589 loss_giou_aux_dn: 1.220996 loss: 10.347658 eta: 1 day, 13:57:52 batch_cost: 0.3159 data_cost: 0.0006 ips: 12.6624 images/s
[05/11 08:56:56] ppdet.engine INFO: Epoch: [8] [7000/7329] learning_rate: 0.000100 loss_class: 0.800650 loss_bbox: 0.195019 loss_giou: 0.519258 loss_class_aux: 2.576980 loss_bbox_aux: 0.653611 loss_giou_aux: 1.738840 loss_class_dn: 0.437672 loss_bbox_dn: 0.279081 loss_giou_dn: 0.577554 loss_class_aux_dn: 0.935597 loss_bbox_aux_dn: 0.647028 loss_giou_aux_dn: 1.307404 loss: 11.045572 eta: 1 day, 13:57:26 batch_cost: 0.3198 data_cost: 0.0006 ips: 12.5080 images/s
[05/11 08:58:06] ppdet.engine INFO: Epoch: [8] [7200/7329] learning_rate: 0.000100 loss_class: 0.743010 loss_bbox: 0.171660 loss_giou: 0.490723 loss_class_aux: 2.403841 loss_bbox_aux: 0.588123 loss_giou_aux: 1.599437 loss_class_dn: 0.388442 loss_bbox_dn: 0.240112 loss_giou_dn: 0.512012 loss_class_aux_dn: 0.855514 loss_bbox_aux_dn: 0.580096 loss_giou_aux_dn: 1.142238 loss: 9.965208 eta: 1 day, 13:56:56 batch_cost: 0.3164 data_cost: 0.0006 ips: 12.6415 images/s
[05/11 08:58:53] ppdet.engine INFO: Eval iter: 0
[05/11 08:58:59] ppdet.engine INFO: Eval iter: 100
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[05/11 08:59:34] ppdet.engine INFO: Eval iter: 700
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[05/11 08:59:51] ppdet.engine INFO: Eval iter: 1000
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[05/11 09:00:04] ppdet.engine INFO: Eval iter: 1200
[05/11 09:00:27] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.45s)
creating index...
index created!
[05/11 09:00:28] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.22s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.90s).
Accumulating evaluation results...
DONE (t=23.30s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.366
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.518
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.394
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.204
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.396
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.511
 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 ] = 0.546
 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 ] = 0.398
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.670
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.837
[05/11 09:02:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.85476922168974
[05/11 09:02:48] ppdet.engine INFO: Best test bbox ap is 0.366.
[05/11 09:02:50] ppdet.engine INFO: Epoch: [9] [   0/7329] learning_rate: 0.000100 loss_class: 0.764317 loss_bbox: 0.176205 loss_giou: 0.492384 loss_class_aux: 2.403826 loss_bbox_aux: 0.603608 loss_giou_aux: 1.630492 loss_class_dn: 0.408084 loss_bbox_dn: 0.247557 loss_giou_dn: 0.557974 loss_class_aux_dn: 0.875410 loss_bbox_aux_dn: 0.579657 loss_giou_aux_dn: 1.260126 loss: 10.438850 eta: 1 day, 13:56:37 batch_cost: 0.3151 data_cost: 0.0006 ips: 12.6940 images/s
[05/11 09:04:01] ppdet.engine INFO: Epoch: [9] [ 200/7329] learning_rate: 0.000100 loss_class: 0.758712 loss_bbox: 0.170340 loss_giou: 0.455880 loss_class_aux: 2.407049 loss_bbox_aux: 0.595083 loss_giou_aux: 1.510576 loss_class_dn: 0.369249 loss_bbox_dn: 0.258859 loss_giou_dn: 0.500274 loss_class_aux_dn: 0.801316 loss_bbox_aux_dn: 0.617258 loss_giou_aux_dn: 1.136534 loss: 9.793406 eta: 1 day, 13:56:07 batch_cost: 0.3165 data_cost: 0.0009 ips: 12.6368 images/s
[05/11 09:05:10] ppdet.engine INFO: Epoch: [9] [ 400/7329] learning_rate: 0.000100 loss_class: 0.793205 loss_bbox: 0.186293 loss_giou: 0.473310 loss_class_aux: 2.472657 loss_bbox_aux: 0.639072 loss_giou_aux: 1.563430 loss_class_dn: 0.402769 loss_bbox_dn: 0.264289 loss_giou_dn: 0.512703 loss_class_aux_dn: 0.895196 loss_bbox_aux_dn: 0.641848 loss_giou_aux_dn: 1.213376 loss: 10.617298 eta: 1 day, 13:55:32 batch_cost: 0.3137 data_cost: 0.0007 ips: 12.7504 images/s
[05/11 09:06:20] ppdet.engine INFO: Epoch: [9] [ 600/7329] learning_rate: 0.000100 loss_class: 0.806866 loss_bbox: 0.190161 loss_giou: 0.478432 loss_class_aux: 2.521870 loss_bbox_aux: 0.646792 loss_giou_aux: 1.513209 loss_class_dn: 0.402120 loss_bbox_dn: 0.275096 loss_giou_dn: 0.541033 loss_class_aux_dn: 0.868869 loss_bbox_aux_dn: 0.672201 loss_giou_aux_dn: 1.245015 loss: 10.787214 eta: 1 day, 13:54:58 batch_cost: 0.3138 data_cost: 0.0007 ips: 12.7462 images/s
[05/11 09:07:29] ppdet.engine INFO: Epoch: [9] [ 800/7329] learning_rate: 0.000100 loss_class: 0.730193 loss_bbox: 0.155665 loss_giou: 0.441302 loss_class_aux: 2.326911 loss_bbox_aux: 0.558593 loss_giou_aux: 1.464992 loss_class_dn: 0.355081 loss_bbox_dn: 0.229213 loss_giou_dn: 0.466802 loss_class_aux_dn: 0.782519 loss_bbox_aux_dn: 0.557504 loss_giou_aux_dn: 1.043081 loss: 9.461013 eta: 1 day, 13:54:19 batch_cost: 0.3104 data_cost: 0.0006 ips: 12.8848 images/s
[05/11 09:08:38] ppdet.engine INFO: Epoch: [9] [1000/7329] learning_rate: 0.000100 loss_class: 0.741996 loss_bbox: 0.200186 loss_giou: 0.493084 loss_class_aux: 2.388048 loss_bbox_aux: 0.664022 loss_giou_aux: 1.641373 loss_class_dn: 0.401629 loss_bbox_dn: 0.247478 loss_giou_dn: 0.549479 loss_class_aux_dn: 0.865666 loss_bbox_aux_dn: 0.579588 loss_giou_aux_dn: 1.253898 loss: 11.078346 eta: 1 day, 13:53:42 batch_cost: 0.3123 data_cost: 0.0006 ips: 12.8096 images/s
[05/11 09:09:47] ppdet.engine INFO: Epoch: [9] [1200/7329] learning_rate: 0.000100 loss_class: 0.737141 loss_bbox: 0.184607 loss_giou: 0.392749 loss_class_aux: 2.412053 loss_bbox_aux: 0.645211 loss_giou_aux: 1.323376 loss_class_dn: 0.370409 loss_bbox_dn: 0.271865 loss_giou_dn: 0.449373 loss_class_aux_dn: 0.799903 loss_bbox_aux_dn: 0.663390 loss_giou_aux_dn: 1.034065 loss: 9.470289 eta: 1 day, 13:53:06 batch_cost: 0.3132 data_cost: 0.0006 ips: 12.7725 images/s
[05/11 09:10:56] ppdet.engine INFO: Epoch: [9] [1400/7329] learning_rate: 0.000100 loss_class: 0.777319 loss_bbox: 0.203732 loss_giou: 0.494345 loss_class_aux: 2.480334 loss_bbox_aux: 0.677463 loss_giou_aux: 1.657926 loss_class_dn: 0.402387 loss_bbox_dn: 0.281013 loss_giou_dn: 0.545546 loss_class_aux_dn: 0.851524 loss_bbox_aux_dn: 0.660522 loss_giou_aux_dn: 1.212974 loss: 10.724412 eta: 1 day, 13:52:29 batch_cost: 0.3121 data_cost: 0.0007 ips: 12.8182 images/s
[05/11 09:12:06] ppdet.engine INFO: Epoch: [9] [1600/7329] learning_rate: 0.000100 loss_class: 0.784984 loss_bbox: 0.183676 loss_giou: 0.484510 loss_class_aux: 2.539298 loss_bbox_aux: 0.633752 loss_giou_aux: 1.594447 loss_class_dn: 0.393731 loss_bbox_dn: 0.245459 loss_giou_dn: 0.526727 loss_class_aux_dn: 0.848909 loss_bbox_aux_dn: 0.599462 loss_giou_aux_dn: 1.176583 loss: 10.269058 eta: 1 day, 13:51:52 batch_cost: 0.3129 data_cost: 0.0006 ips: 12.7840 images/s
[05/11 09:13:15] ppdet.engine INFO: Epoch: [9] [1800/7329] learning_rate: 0.000100 loss_class: 0.770262 loss_bbox: 0.199500 loss_giou: 0.431898 loss_class_aux: 2.488462 loss_bbox_aux: 0.641735 loss_giou_aux: 1.458336 loss_class_dn: 0.382668 loss_bbox_dn: 0.271834 loss_giou_dn: 0.500738 loss_class_aux_dn: 0.832203 loss_bbox_aux_dn: 0.618023 loss_giou_aux_dn: 1.161099 loss: 10.362430 eta: 1 day, 13:51:13 batch_cost: 0.3113 data_cost: 0.0006 ips: 12.8479 images/s
[05/11 09:14:21] ppdet.engine INFO: Epoch: [9] [2000/7329] learning_rate: 0.000100 loss_class: 0.760512 loss_bbox: 0.187874 loss_giou: 0.468785 loss_class_aux: 2.454058 loss_bbox_aux: 0.647424 loss_giou_aux: 1.514974 loss_class_dn: 0.393492 loss_bbox_dn: 0.251486 loss_giou_dn: 0.537671 loss_class_aux_dn: 0.848466 loss_bbox_aux_dn: 0.620860 loss_giou_aux_dn: 1.188666 loss: 10.335791 eta: 1 day, 13:50:21 batch_cost: 0.3014 data_cost: 0.0006 ips: 13.2728 images/s
[05/11 09:15:26] ppdet.engine INFO: Epoch: [9] [2200/7329] learning_rate: 0.000100 loss_class: 0.754682 loss_bbox: 0.182468 loss_giou: 0.443508 loss_class_aux: 2.461781 loss_bbox_aux: 0.614083 loss_giou_aux: 1.463758 loss_class_dn: 0.384589 loss_bbox_dn: 0.261663 loss_giou_dn: 0.524172 loss_class_aux_dn: 0.827942 loss_bbox_aux_dn: 0.604729 loss_giou_aux_dn: 1.187275 loss: 9.882441 eta: 1 day, 13:49:12 batch_cost: 0.2892 data_cost: 0.0006 ips: 13.8305 images/s
[05/11 09:16:30] ppdet.engine INFO: Epoch: [9] [2400/7329] learning_rate: 0.000100 loss_class: 0.730906 loss_bbox: 0.174853 loss_giou: 0.481218 loss_class_aux: 2.319951 loss_bbox_aux: 0.603260 loss_giou_aux: 1.612811 loss_class_dn: 0.369123 loss_bbox_dn: 0.250223 loss_giou_dn: 0.504968 loss_class_aux_dn: 0.800485 loss_bbox_aux_dn: 0.600185 loss_giou_aux_dn: 1.146496 loss: 9.933496 eta: 1 day, 13:48:04 batch_cost: 0.2894 data_cost: 0.0007 ips: 13.8197 images/s
[05/11 09:17:38] ppdet.engine INFO: Epoch: [9] [2600/7329] learning_rate: 0.000100 loss_class: 0.774587 loss_bbox: 0.182386 loss_giou: 0.476486 loss_class_aux: 2.424446 loss_bbox_aux: 0.609343 loss_giou_aux: 1.554960 loss_class_dn: 0.384909 loss_bbox_dn: 0.251240 loss_giou_dn: 0.530455 loss_class_aux_dn: 0.831163 loss_bbox_aux_dn: 0.588571 loss_giou_aux_dn: 1.198230 loss: 10.088220 eta: 1 day, 13:47:20 batch_cost: 0.3077 data_cost: 0.0006 ips: 13.0015 images/s
[05/11 09:18:47] ppdet.engine INFO: Epoch: [9] [2800/7329] learning_rate: 0.000100 loss_class: 0.744349 loss_bbox: 0.178206 loss_giou: 0.479861 loss_class_aux: 2.362810 loss_bbox_aux: 0.623021 loss_giou_aux: 1.603405 loss_class_dn: 0.402567 loss_bbox_dn: 0.250485 loss_giou_dn: 0.547636 loss_class_aux_dn: 0.866080 loss_bbox_aux_dn: 0.591829 loss_giou_aux_dn: 1.228012 loss: 10.085831 eta: 1 day, 13:46:37 batch_cost: 0.3090 data_cost: 0.0006 ips: 12.9448 images/s
[05/11 09:19:56] ppdet.engine INFO: Epoch: [9] [3000/7329] learning_rate: 0.000100 loss_class: 0.768205 loss_bbox: 0.204204 loss_giou: 0.462980 loss_class_aux: 2.384938 loss_bbox_aux: 0.673266 loss_giou_aux: 1.542846 loss_class_dn: 0.399614 loss_bbox_dn: 0.279736 loss_giou_dn: 0.538716 loss_class_aux_dn: 0.864293 loss_bbox_aux_dn: 0.637098 loss_giou_aux_dn: 1.211740 loss: 10.644281 eta: 1 day, 13:45:56 batch_cost: 0.3095 data_cost: 0.0006 ips: 12.9244 images/s
[05/11 09:21:05] ppdet.engine INFO: Epoch: [9] [3200/7329] learning_rate: 0.000100 loss_class: 0.770144 loss_bbox: 0.184348 loss_giou: 0.464119 loss_class_aux: 2.500418 loss_bbox_aux: 0.610636 loss_giou_aux: 1.574308 loss_class_dn: 0.390474 loss_bbox_dn: 0.271572 loss_giou_dn: 0.535172 loss_class_aux_dn: 0.844738 loss_bbox_aux_dn: 0.642479 loss_giou_aux_dn: 1.204027 loss: 10.036736 eta: 1 day, 13:45:18 batch_cost: 0.3126 data_cost: 0.0006 ips: 12.7970 images/s
[05/11 09:22:14] ppdet.engine INFO: Epoch: [9] [3400/7329] learning_rate: 0.000100 loss_class: 0.755660 loss_bbox: 0.173414 loss_giou: 0.455350 loss_class_aux: 2.390396 loss_bbox_aux: 0.594243 loss_giou_aux: 1.456790 loss_class_dn: 0.395183 loss_bbox_dn: 0.261085 loss_giou_dn: 0.481934 loss_class_aux_dn: 0.869706 loss_bbox_aux_dn: 0.610749 loss_giou_aux_dn: 1.102819 loss: 10.278533 eta: 1 day, 13:44:38 batch_cost: 0.3110 data_cost: 0.0007 ips: 12.8627 images/s
[05/11 09:23:22] ppdet.engine INFO: Epoch: [9] [3600/7329] learning_rate: 0.000100 loss_class: 0.830640 loss_bbox: 0.197507 loss_giou: 0.495207 loss_class_aux: 2.660081 loss_bbox_aux: 0.676212 loss_giou_aux: 1.660779 loss_class_dn: 0.413920 loss_bbox_dn: 0.268179 loss_giou_dn: 0.544620 loss_class_aux_dn: 0.882756 loss_bbox_aux_dn: 0.624458 loss_giou_aux_dn: 1.239505 loss: 10.923314 eta: 1 day, 13:43:52 batch_cost: 0.3066 data_cost: 0.0006 ips: 13.0461 images/s
[05/11 09:24:31] ppdet.engine INFO: Epoch: [9] [3800/7329] learning_rate: 0.000100 loss_class: 0.705087 loss_bbox: 0.170240 loss_giou: 0.433726 loss_class_aux: 2.256778 loss_bbox_aux: 0.585806 loss_giou_aux: 1.454956 loss_class_dn: 0.368376 loss_bbox_dn: 0.245112 loss_giou_dn: 0.467097 loss_class_aux_dn: 0.780610 loss_bbox_aux_dn: 0.571428 loss_giou_aux_dn: 1.072128 loss: 9.413094 eta: 1 day, 13:43:12 batch_cost: 0.3118 data_cost: 0.0006 ips: 12.8303 images/s
[05/11 09:25:40] ppdet.engine INFO: Epoch: [9] [4000/7329] learning_rate: 0.000100 loss_class: 0.785050 loss_bbox: 0.179448 loss_giou: 0.454887 loss_class_aux: 2.479587 loss_bbox_aux: 0.611324 loss_giou_aux: 1.501543 loss_class_dn: 0.388446 loss_bbox_dn: 0.263481 loss_giou_dn: 0.544467 loss_class_aux_dn: 0.837920 loss_bbox_aux_dn: 0.627228 loss_giou_aux_dn: 1.165712 loss: 10.410787 eta: 1 day, 13:42:34 batch_cost: 0.3128 data_cost: 0.0006 ips: 12.7872 images/s
[05/11 09:26:49] ppdet.engine INFO: Epoch: [9] [4200/7329] learning_rate: 0.000100 loss_class: 0.790313 loss_bbox: 0.187591 loss_giou: 0.476031 loss_class_aux: 2.507592 loss_bbox_aux: 0.630481 loss_giou_aux: 1.591854 loss_class_dn: 0.388290 loss_bbox_dn: 0.276680 loss_giou_dn: 0.516839 loss_class_aux_dn: 0.849466 loss_bbox_aux_dn: 0.632240 loss_giou_aux_dn: 1.182580 loss: 10.160226 eta: 1 day, 13:41:51 batch_cost: 0.3091 data_cost: 0.0006 ips: 12.9417 images/s
[05/11 09:27:58] ppdet.engine INFO: Epoch: [9] [4400/7329] learning_rate: 0.000100 loss_class: 0.770725 loss_bbox: 0.202004 loss_giou: 0.526275 loss_class_aux: 2.507336 loss_bbox_aux: 0.673952 loss_giou_aux: 1.783205 loss_class_dn: 0.401706 loss_bbox_dn: 0.268922 loss_giou_dn: 0.564738 loss_class_aux_dn: 0.869532 loss_bbox_aux_dn: 0.622231 loss_giou_aux_dn: 1.282446 loss: 10.598438 eta: 1 day, 13:41:12 batch_cost: 0.3116 data_cost: 0.0006 ips: 12.8360 images/s
[05/11 09:29:07] ppdet.engine INFO: Epoch: [9] [4600/7329] learning_rate: 0.000100 loss_class: 0.786689 loss_bbox: 0.195590 loss_giou: 0.474315 loss_class_aux: 2.570794 loss_bbox_aux: 0.654628 loss_giou_aux: 1.622338 loss_class_dn: 0.415594 loss_bbox_dn: 0.250823 loss_giou_dn: 0.532136 loss_class_aux_dn: 0.889937 loss_bbox_aux_dn: 0.602562 loss_giou_aux_dn: 1.222110 loss: 10.740110 eta: 1 day, 13:40:30 batch_cost: 0.3105 data_cost: 0.0006 ips: 12.8844 images/s
[05/11 09:30:15] ppdet.engine INFO: Epoch: [9] [4800/7329] learning_rate: 0.000100 loss_class: 0.772605 loss_bbox: 0.184245 loss_giou: 0.498122 loss_class_aux: 2.385935 loss_bbox_aux: 0.632872 loss_giou_aux: 1.651656 loss_class_dn: 0.401207 loss_bbox_dn: 0.257137 loss_giou_dn: 0.559801 loss_class_aux_dn: 0.860559 loss_bbox_aux_dn: 0.616511 loss_giou_aux_dn: 1.265864 loss: 10.641987 eta: 1 day, 13:39:45 batch_cost: 0.3078 data_cost: 0.0006 ips: 12.9944 images/s
[05/11 09:31:25] ppdet.engine INFO: Epoch: [9] [5000/7329] learning_rate: 0.000100 loss_class: 0.788985 loss_bbox: 0.198567 loss_giou: 0.520201 loss_class_aux: 2.561913 loss_bbox_aux: 0.681531 loss_giou_aux: 1.721470 loss_class_dn: 0.410881 loss_bbox_dn: 0.293532 loss_giou_dn: 0.556305 loss_class_aux_dn: 0.885466 loss_bbox_aux_dn: 0.671233 loss_giou_aux_dn: 1.253781 loss: 10.909347 eta: 1 day, 13:39:06 batch_cost: 0.3123 data_cost: 0.0006 ips: 12.8095 images/s
[05/11 09:32:33] ppdet.engine INFO: Epoch: [9] [5200/7329] learning_rate: 0.000100 loss_class: 0.771868 loss_bbox: 0.178051 loss_giou: 0.469639 loss_class_aux: 2.492985 loss_bbox_aux: 0.599109 loss_giou_aux: 1.577408 loss_class_dn: 0.392125 loss_bbox_dn: 0.259193 loss_giou_dn: 0.539595 loss_class_aux_dn: 0.842438 loss_bbox_aux_dn: 0.629194 loss_giou_aux_dn: 1.230021 loss: 10.468038 eta: 1 day, 13:38:23 batch_cost: 0.3098 data_cost: 0.0006 ips: 12.9119 images/s
[05/11 09:33:43] ppdet.engine INFO: Epoch: [9] [5400/7329] learning_rate: 0.000100 loss_class: 0.756212 loss_bbox: 0.178937 loss_giou: 0.476074 loss_class_aux: 2.414696 loss_bbox_aux: 0.612345 loss_giou_aux: 1.583789 loss_class_dn: 0.398534 loss_bbox_dn: 0.265466 loss_giou_dn: 0.559591 loss_class_aux_dn: 0.871621 loss_bbox_aux_dn: 0.624222 loss_giou_aux_dn: 1.248407 loss: 10.554525 eta: 1 day, 13:37:45 batch_cost: 0.3132 data_cost: 0.0006 ips: 12.7706 images/s
[05/11 09:34:51] ppdet.engine INFO: Epoch: [9] [5600/7329] learning_rate: 0.000100 loss_class: 0.796084 loss_bbox: 0.203143 loss_giou: 0.524419 loss_class_aux: 2.539127 loss_bbox_aux: 0.685426 loss_giou_aux: 1.734779 loss_class_dn: 0.420732 loss_bbox_dn: 0.242791 loss_giou_dn: 0.564349 loss_class_aux_dn: 0.901970 loss_bbox_aux_dn: 0.588083 loss_giou_aux_dn: 1.289571 loss: 11.306850 eta: 1 day, 13:37:02 batch_cost: 0.3098 data_cost: 0.0006 ips: 12.9133 images/s
[05/11 09:36:01] ppdet.engine INFO: Epoch: [9] [5800/7329] learning_rate: 0.000100 loss_class: 0.791153 loss_bbox: 0.176930 loss_giou: 0.503486 loss_class_aux: 2.468085 loss_bbox_aux: 0.587605 loss_giou_aux: 1.605540 loss_class_dn: 0.392912 loss_bbox_dn: 0.253462 loss_giou_dn: 0.542993 loss_class_aux_dn: 0.847532 loss_bbox_aux_dn: 0.598030 loss_giou_aux_dn: 1.220434 loss: 10.291872 eta: 1 day, 13:36:22 batch_cost: 0.3121 data_cost: 0.0006 ips: 12.8161 images/s
[05/11 09:37:10] ppdet.engine INFO: Epoch: [9] [6000/7329] learning_rate: 0.000100 loss_class: 0.758571 loss_bbox: 0.199472 loss_giou: 0.468266 loss_class_aux: 2.471525 loss_bbox_aux: 0.646007 loss_giou_aux: 1.538259 loss_class_dn: 0.382078 loss_bbox_dn: 0.247797 loss_giou_dn: 0.506096 loss_class_aux_dn: 0.822448 loss_bbox_aux_dn: 0.606912 loss_giou_aux_dn: 1.201818 loss: 10.019513 eta: 1 day, 13:35:40 batch_cost: 0.3111 data_cost: 0.0006 ips: 12.8590 images/s
[05/11 09:38:18] ppdet.engine INFO: Epoch: [9] [6200/7329] learning_rate: 0.000100 loss_class: 0.745104 loss_bbox: 0.179465 loss_giou: 0.460366 loss_class_aux: 2.371073 loss_bbox_aux: 0.601339 loss_giou_aux: 1.501652 loss_class_dn: 0.387071 loss_bbox_dn: 0.236466 loss_giou_dn: 0.519907 loss_class_aux_dn: 0.824043 loss_bbox_aux_dn: 0.566425 loss_giou_aux_dn: 1.181456 loss: 10.390805 eta: 1 day, 13:34:57 batch_cost: 0.3100 data_cost: 0.0006 ips: 12.9044 images/s
[05/11 09:39:27] ppdet.engine INFO: Epoch: [9] [6400/7329] learning_rate: 0.000100 loss_class: 0.811075 loss_bbox: 0.188801 loss_giou: 0.506495 loss_class_aux: 2.543996 loss_bbox_aux: 0.643942 loss_giou_aux: 1.664616 loss_class_dn: 0.408006 loss_bbox_dn: 0.267755 loss_giou_dn: 0.557646 loss_class_aux_dn: 0.872902 loss_bbox_aux_dn: 0.624573 loss_giou_aux_dn: 1.251827 loss: 10.790287 eta: 1 day, 13:34:13 batch_cost: 0.3088 data_cost: 0.0007 ips: 12.9552 images/s
[05/11 09:40:36] ppdet.engine INFO: Epoch: [9] [6600/7329] learning_rate: 0.000100 loss_class: 0.778596 loss_bbox: 0.192410 loss_giou: 0.494002 loss_class_aux: 2.458214 loss_bbox_aux: 0.670152 loss_giou_aux: 1.613235 loss_class_dn: 0.408455 loss_bbox_dn: 0.262590 loss_giou_dn: 0.525766 loss_class_aux_dn: 0.872357 loss_bbox_aux_dn: 0.632141 loss_giou_aux_dn: 1.202505 loss: 10.616574 eta: 1 day, 13:33:33 batch_cost: 0.3130 data_cost: 0.0006 ips: 12.7814 images/s
[05/11 09:41:45] ppdet.engine INFO: Epoch: [9] [6800/7329] learning_rate: 0.000100 loss_class: 0.716028 loss_bbox: 0.170936 loss_giou: 0.452588 loss_class_aux: 2.345138 loss_bbox_aux: 0.598578 loss_giou_aux: 1.479910 loss_class_dn: 0.370032 loss_bbox_dn: 0.238740 loss_giou_dn: 0.484350 loss_class_aux_dn: 0.801729 loss_bbox_aux_dn: 0.582813 loss_giou_aux_dn: 1.129024 loss: 9.868279 eta: 1 day, 13:32:54 batch_cost: 0.3135 data_cost: 0.0006 ips: 12.7589 images/s
[05/11 09:42:55] ppdet.engine INFO: Epoch: [9] [7000/7329] learning_rate: 0.000100 loss_class: 0.747320 loss_bbox: 0.192114 loss_giou: 0.487838 loss_class_aux: 2.408577 loss_bbox_aux: 0.667438 loss_giou_aux: 1.623895 loss_class_dn: 0.387043 loss_bbox_dn: 0.270842 loss_giou_dn: 0.514315 loss_class_aux_dn: 0.838650 loss_bbox_aux_dn: 0.651970 loss_giou_aux_dn: 1.199558 loss: 10.116550 eta: 1 day, 13:32:15 batch_cost: 0.3136 data_cost: 0.0006 ips: 12.7552 images/s
[05/11 09:44:03] ppdet.engine INFO: Epoch: [9] [7200/7329] learning_rate: 0.000100 loss_class: 0.799370 loss_bbox: 0.192141 loss_giou: 0.548534 loss_class_aux: 2.482548 loss_bbox_aux: 0.652154 loss_giou_aux: 1.772213 loss_class_dn: 0.419714 loss_bbox_dn: 0.262568 loss_giou_dn: 0.586563 loss_class_aux_dn: 0.893154 loss_bbox_aux_dn: 0.627537 loss_giou_aux_dn: 1.273666 loss: 10.853548 eta: 1 day, 13:31:30 batch_cost: 0.3086 data_cost: 0.0006 ips: 12.9624 images/s
[05/11 09:44:49] ppdet.engine INFO: Eval iter: 0
[05/11 09:44:55] ppdet.engine INFO: Eval iter: 100
[05/11 09:45:01] ppdet.engine INFO: Eval iter: 200
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[05/11 09:45:13] ppdet.engine INFO: Eval iter: 400
[05/11 09:45:19] ppdet.engine INFO: Eval iter: 500
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[05/11 09:45:31] ppdet.engine INFO: Eval iter: 700
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[05/11 09:45:43] ppdet.engine INFO: Eval iter: 900
[05/11 09:45:49] ppdet.engine INFO: Eval iter: 1000
[05/11 09:45:55] ppdet.engine INFO: Eval iter: 1100
[05/11 09:46:00] ppdet.engine INFO: Eval iter: 1200
[05/11 09:46:25] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/11 09:46:25] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.76s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=103.08s).
Accumulating evaluation results...
DONE (t=23.55s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.374
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.527
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.403
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.211
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.403
 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 ] = 0.323
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.552
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.630
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.402
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.674
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.842
[05/11 09:48:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.18461125860341
[05/11 09:48:48] ppdet.engine INFO: Best test bbox ap is 0.374.
[05/11 09:48:50] ppdet.engine INFO: Epoch: [10] [   0/7329] learning_rate: 0.000100 loss_class: 0.763888 loss_bbox: 0.183563 loss_giou: 0.486704 loss_class_aux: 2.412444 loss_bbox_aux: 0.617367 loss_giou_aux: 1.563165 loss_class_dn: 0.398360 loss_bbox_dn: 0.248677 loss_giou_dn: 0.542019 loss_class_aux_dn: 0.845644 loss_bbox_aux_dn: 0.617326 loss_giou_aux_dn: 1.222907 loss: 9.907970 eta: 1 day, 13:31:00 batch_cost: 0.3095 data_cost: 0.0006 ips: 12.9238 images/s
[05/11 09:50:00] ppdet.engine INFO: Epoch: [10] [ 200/7329] learning_rate: 0.000100 loss_class: 0.742735 loss_bbox: 0.173664 loss_giou: 0.442114 loss_class_aux: 2.352751 loss_bbox_aux: 0.611103 loss_giou_aux: 1.441423 loss_class_dn: 0.377457 loss_bbox_dn: 0.256200 loss_giou_dn: 0.522344 loss_class_aux_dn: 0.811789 loss_bbox_aux_dn: 0.614628 loss_giou_aux_dn: 1.166912 loss: 9.940917 eta: 1 day, 13:30:17 batch_cost: 0.3101 data_cost: 0.0008 ips: 12.8970 images/s
[05/11 09:51:09] ppdet.engine INFO: Epoch: [10] [ 400/7329] learning_rate: 0.000100 loss_class: 0.717531 loss_bbox: 0.176446 loss_giou: 0.408727 loss_class_aux: 2.342922 loss_bbox_aux: 0.597637 loss_giou_aux: 1.348294 loss_class_dn: 0.360049 loss_bbox_dn: 0.255766 loss_giou_dn: 0.452939 loss_class_aux_dn: 0.792402 loss_bbox_aux_dn: 0.617754 loss_giou_aux_dn: 1.052410 loss: 9.287895 eta: 1 day, 13:29:38 batch_cost: 0.3142 data_cost: 0.0006 ips: 12.7328 images/s
[05/11 09:52:19] ppdet.engine INFO: Epoch: [10] [ 600/7329] learning_rate: 0.000100 loss_class: 0.697671 loss_bbox: 0.159963 loss_giou: 0.367001 loss_class_aux: 2.244777 loss_bbox_aux: 0.560082 loss_giou_aux: 1.217606 loss_class_dn: 0.350959 loss_bbox_dn: 0.236878 loss_giou_dn: 0.414204 loss_class_aux_dn: 0.766161 loss_bbox_aux_dn: 0.560927 loss_giou_aux_dn: 0.973443 loss: 9.141918 eta: 1 day, 13:28:56 batch_cost: 0.3117 data_cost: 0.0006 ips: 12.8318 images/s
[05/11 09:53:28] ppdet.engine INFO: Epoch: [10] [ 800/7329] learning_rate: 0.000100 loss_class: 0.753641 loss_bbox: 0.176521 loss_giou: 0.470204 loss_class_aux: 2.414472 loss_bbox_aux: 0.600414 loss_giou_aux: 1.560322 loss_class_dn: 0.391343 loss_bbox_dn: 0.242822 loss_giou_dn: 0.510519 loss_class_aux_dn: 0.847284 loss_bbox_aux_dn: 0.568537 loss_giou_aux_dn: 1.184859 loss: 10.029891 eta: 1 day, 13:28:13 batch_cost: 0.3102 data_cost: 0.0006 ips: 12.8931 images/s
[05/11 09:54:36] ppdet.engine INFO: Epoch: [10] [1000/7329] learning_rate: 0.000100 loss_class: 0.756479 loss_bbox: 0.179834 loss_giou: 0.436325 loss_class_aux: 2.457027 loss_bbox_aux: 0.605015 loss_giou_aux: 1.412925 loss_class_dn: 0.396589 loss_bbox_dn: 0.254848 loss_giou_dn: 0.484562 loss_class_aux_dn: 0.834889 loss_bbox_aux_dn: 0.590749 loss_giou_aux_dn: 1.124613 loss: 9.774149 eta: 1 day, 13:27:26 batch_cost: 0.3077 data_cost: 0.0006 ips: 12.9997 images/s
[05/11 09:55:45] ppdet.engine INFO: Epoch: [10] [1200/7329] learning_rate: 0.000100 loss_class: 0.751815 loss_bbox: 0.173508 loss_giou: 0.502683 loss_class_aux: 2.423972 loss_bbox_aux: 0.597342 loss_giou_aux: 1.695023 loss_class_dn: 0.403500 loss_bbox_dn: 0.239833 loss_giou_dn: 0.560314 loss_class_aux_dn: 0.873270 loss_bbox_aux_dn: 0.571044 loss_giou_aux_dn: 1.226153 loss: 10.330696 eta: 1 day, 13:26:41 batch_cost: 0.3097 data_cost: 0.0006 ips: 12.9152 images/s
[05/11 09:56:53] ppdet.engine INFO: Epoch: [10] [1400/7329] learning_rate: 0.000100 loss_class: 0.787000 loss_bbox: 0.180743 loss_giou: 0.484687 loss_class_aux: 2.492448 loss_bbox_aux: 0.589567 loss_giou_aux: 1.553670 loss_class_dn: 0.403319 loss_bbox_dn: 0.249778 loss_giou_dn: 0.528841 loss_class_aux_dn: 0.876643 loss_bbox_aux_dn: 0.602870 loss_giou_aux_dn: 1.187389 loss: 10.177954 eta: 1 day, 13:25:54 batch_cost: 0.3078 data_cost: 0.0006 ips: 12.9939 images/s
[05/11 09:58:02] ppdet.engine INFO: Epoch: [10] [1600/7329] learning_rate: 0.000100 loss_class: 0.735387 loss_bbox: 0.172252 loss_giou: 0.406967 loss_class_aux: 2.360301 loss_bbox_aux: 0.592725 loss_giou_aux: 1.344647 loss_class_dn: 0.376622 loss_bbox_dn: 0.239151 loss_giou_dn: 0.462966 loss_class_aux_dn: 0.832520 loss_bbox_aux_dn: 0.572661 loss_giou_aux_dn: 1.075928 loss: 9.916113 eta: 1 day, 13:25:11 batch_cost: 0.3106 data_cost: 0.0008 ips: 12.8767 images/s
[05/11 09:59:11] ppdet.engine INFO: Epoch: [10] [1800/7329] learning_rate: 0.000100 loss_class: 0.771041 loss_bbox: 0.188336 loss_giou: 0.480632 loss_class_aux: 2.499036 loss_bbox_aux: 0.646821 loss_giou_aux: 1.637790 loss_class_dn: 0.390851 loss_bbox_dn: 0.253115 loss_giou_dn: 0.526979 loss_class_aux_dn: 0.856034 loss_bbox_aux_dn: 0.608194 loss_giou_aux_dn: 1.259808 loss: 10.400503 eta: 1 day, 13:24:26 batch_cost: 0.3093 data_cost: 0.0006 ips: 12.9321 images/s
[05/11 10:00:20] ppdet.engine INFO: Epoch: [10] [2000/7329] learning_rate: 0.000100 loss_class: 0.750644 loss_bbox: 0.171324 loss_giou: 0.517533 loss_class_aux: 2.376778 loss_bbox_aux: 0.583367 loss_giou_aux: 1.684953 loss_class_dn: 0.386029 loss_bbox_dn: 0.238540 loss_giou_dn: 0.544314 loss_class_aux_dn: 0.832195 loss_bbox_aux_dn: 0.555329 loss_giou_aux_dn: 1.208242 loss: 10.361053 eta: 1 day, 13:23:42 batch_cost: 0.3106 data_cost: 0.0006 ips: 12.8764 images/s
[05/11 10:01:28] ppdet.engine INFO: Epoch: [10] [2200/7329] learning_rate: 0.000100 loss_class: 0.764314 loss_bbox: 0.175441 loss_giou: 0.476016 loss_class_aux: 2.469356 loss_bbox_aux: 0.600943 loss_giou_aux: 1.531490 loss_class_dn: 0.389468 loss_bbox_dn: 0.236392 loss_giou_dn: 0.522141 loss_class_aux_dn: 0.849432 loss_bbox_aux_dn: 0.569782 loss_giou_aux_dn: 1.179518 loss: 9.981491 eta: 1 day, 13:22:51 batch_cost: 0.3051 data_cost: 0.0006 ips: 13.1119 images/s
[05/11 10:02:36] ppdet.engine INFO: Epoch: [10] [2400/7329] learning_rate: 0.000100 loss_class: 0.766157 loss_bbox: 0.189441 loss_giou: 0.488612 loss_class_aux: 2.404854 loss_bbox_aux: 0.644775 loss_giou_aux: 1.637836 loss_class_dn: 0.379966 loss_bbox_dn: 0.264312 loss_giou_dn: 0.524235 loss_class_aux_dn: 0.824450 loss_bbox_aux_dn: 0.607079 loss_giou_aux_dn: 1.183497 loss: 9.851797 eta: 1 day, 13:22:04 batch_cost: 0.3081 data_cost: 0.0006 ips: 12.9821 images/s
[05/11 10:03:46] ppdet.engine INFO: Epoch: [10] [2600/7329] learning_rate: 0.000100 loss_class: 0.759114 loss_bbox: 0.178995 loss_giou: 0.405224 loss_class_aux: 2.447903 loss_bbox_aux: 0.596091 loss_giou_aux: 1.374583 loss_class_dn: 0.388091 loss_bbox_dn: 0.245451 loss_giou_dn: 0.453855 loss_class_aux_dn: 0.836878 loss_bbox_aux_dn: 0.583877 loss_giou_aux_dn: 1.069685 loss: 9.620997 eta: 1 day, 13:21:22 batch_cost: 0.3122 data_cost: 0.0006 ips: 12.8133 images/s
[05/11 10:04:55] ppdet.engine INFO: Epoch: [10] [2800/7329] learning_rate: 0.000100 loss_class: 0.741502 loss_bbox: 0.181436 loss_giou: 0.464466 loss_class_aux: 2.416489 loss_bbox_aux: 0.619622 loss_giou_aux: 1.602904 loss_class_dn: 0.393298 loss_bbox_dn: 0.250804 loss_giou_dn: 0.537906 loss_class_aux_dn: 0.854428 loss_bbox_aux_dn: 0.611794 loss_giou_aux_dn: 1.203741 loss: 10.139344 eta: 1 day, 13:20:42 batch_cost: 0.3137 data_cost: 0.0006 ips: 12.7502 images/s
[05/11 10:06:04] ppdet.engine INFO: Epoch: [10] [3000/7329] learning_rate: 0.000100 loss_class: 0.717447 loss_bbox: 0.188671 loss_giou: 0.440623 loss_class_aux: 2.289490 loss_bbox_aux: 0.651429 loss_giou_aux: 1.458673 loss_class_dn: 0.368571 loss_bbox_dn: 0.263252 loss_giou_dn: 0.474139 loss_class_aux_dn: 0.812967 loss_bbox_aux_dn: 0.625140 loss_giou_aux_dn: 1.076654 loss: 9.772915 eta: 1 day, 13:19:54 batch_cost: 0.3080 data_cost: 0.0006 ips: 12.9875 images/s
[05/11 10:07:13] ppdet.engine INFO: Epoch: [10] [3200/7329] learning_rate: 0.000100 loss_class: 0.755415 loss_bbox: 0.183744 loss_giou: 0.478306 loss_class_aux: 2.381971 loss_bbox_aux: 0.604296 loss_giou_aux: 1.584590 loss_class_dn: 0.401919 loss_bbox_dn: 0.245181 loss_giou_dn: 0.527540 loss_class_aux_dn: 0.866271 loss_bbox_aux_dn: 0.596433 loss_giou_aux_dn: 1.214604 loss: 10.276139 eta: 1 day, 13:19:12 batch_cost: 0.3125 data_cost: 0.0006 ips: 12.8011 images/s
[05/11 10:08:22] ppdet.engine INFO: Epoch: [10] [3400/7329] learning_rate: 0.000100 loss_class: 0.781326 loss_bbox: 0.166079 loss_giou: 0.407858 loss_class_aux: 2.454546 loss_bbox_aux: 0.593062 loss_giou_aux: 1.333709 loss_class_dn: 0.368965 loss_bbox_dn: 0.254839 loss_giou_dn: 0.455821 loss_class_aux_dn: 0.810546 loss_bbox_aux_dn: 0.601077 loss_giou_aux_dn: 1.047386 loss: 9.768648 eta: 1 day, 13:18:27 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9201 images/s
[05/11 10:09:32] ppdet.engine INFO: Epoch: [10] [3600/7329] learning_rate: 0.000100 loss_class: 0.743442 loss_bbox: 0.171228 loss_giou: 0.430877 loss_class_aux: 2.361670 loss_bbox_aux: 0.582950 loss_giou_aux: 1.328712 loss_class_dn: 0.363252 loss_bbox_dn: 0.232237 loss_giou_dn: 0.481321 loss_class_aux_dn: 0.796844 loss_bbox_aux_dn: 0.548818 loss_giou_aux_dn: 1.097771 loss: 9.681319 eta: 1 day, 13:17:44 batch_cost: 0.3127 data_cost: 0.0006 ips: 12.7921 images/s
[05/11 10:10:41] ppdet.engine INFO: Epoch: [10] [3800/7329] learning_rate: 0.000100 loss_class: 0.770862 loss_bbox: 0.180835 loss_giou: 0.460462 loss_class_aux: 2.500386 loss_bbox_aux: 0.627576 loss_giou_aux: 1.563398 loss_class_dn: 0.378916 loss_bbox_dn: 0.243502 loss_giou_dn: 0.505578 loss_class_aux_dn: 0.826073 loss_bbox_aux_dn: 0.599487 loss_giou_aux_dn: 1.163878 loss: 9.988290 eta: 1 day, 13:16:59 batch_cost: 0.3098 data_cost: 0.0007 ips: 12.9100 images/s
[05/11 10:11:49] ppdet.engine INFO: Epoch: [10] [4000/7329] learning_rate: 0.000100 loss_class: 0.782017 loss_bbox: 0.175922 loss_giou: 0.465942 loss_class_aux: 2.523390 loss_bbox_aux: 0.623371 loss_giou_aux: 1.573475 loss_class_dn: 0.395616 loss_bbox_dn: 0.249525 loss_giou_dn: 0.510045 loss_class_aux_dn: 0.856591 loss_bbox_aux_dn: 0.593231 loss_giou_aux_dn: 1.152970 loss: 10.306913 eta: 1 day, 13:16:08 batch_cost: 0.3055 data_cost: 0.0006 ips: 13.0927 images/s
[05/11 10:12:57] ppdet.engine INFO: Epoch: [10] [4200/7329] learning_rate: 0.000100 loss_class: 0.777397 loss_bbox: 0.174677 loss_giou: 0.466554 loss_class_aux: 2.522376 loss_bbox_aux: 0.586646 loss_giou_aux: 1.503455 loss_class_dn: 0.383412 loss_bbox_dn: 0.238501 loss_giou_dn: 0.522915 loss_class_aux_dn: 0.839011 loss_bbox_aux_dn: 0.565362 loss_giou_aux_dn: 1.163880 loss: 10.008409 eta: 1 day, 13:15:20 batch_cost: 0.3079 data_cost: 0.0006 ips: 12.9913 images/s
[05/11 10:14:05] ppdet.engine INFO: Epoch: [10] [4400/7329] learning_rate: 0.000100 loss_class: 0.829782 loss_bbox: 0.180094 loss_giou: 0.533999 loss_class_aux: 2.539513 loss_bbox_aux: 0.639536 loss_giou_aux: 1.777690 loss_class_dn: 0.410257 loss_bbox_dn: 0.253935 loss_giou_dn: 0.558918 loss_class_aux_dn: 0.891239 loss_bbox_aux_dn: 0.615814 loss_giou_aux_dn: 1.272490 loss: 10.541355 eta: 1 day, 13:14:28 batch_cost: 0.3042 data_cost: 0.0006 ips: 13.1479 images/s
[05/11 10:15:10] ppdet.engine INFO: Epoch: [10] [4600/7329] learning_rate: 0.000100 loss_class: 0.831522 loss_bbox: 0.189521 loss_giou: 0.504207 loss_class_aux: 2.644632 loss_bbox_aux: 0.650908 loss_giou_aux: 1.672333 loss_class_dn: 0.423835 loss_bbox_dn: 0.259787 loss_giou_dn: 0.552269 loss_class_aux_dn: 0.911703 loss_bbox_aux_dn: 0.621845 loss_giou_aux_dn: 1.263243 loss: 10.985476 eta: 1 day, 13:13:21 batch_cost: 0.2911 data_cost: 0.0007 ips: 13.7422 images/s
[05/11 10:16:15] ppdet.engine INFO: Epoch: [10] [4800/7329] learning_rate: 0.000100 loss_class: 0.764351 loss_bbox: 0.183418 loss_giou: 0.497667 loss_class_aux: 2.518159 loss_bbox_aux: 0.598946 loss_giou_aux: 1.622319 loss_class_dn: 0.413446 loss_bbox_dn: 0.226582 loss_giou_dn: 0.539786 loss_class_aux_dn: 0.907120 loss_bbox_aux_dn: 0.556232 loss_giou_aux_dn: 1.244627 loss: 10.943745 eta: 1 day, 13:12:14 batch_cost: 0.2917 data_cost: 0.0006 ips: 13.7123 images/s
[05/11 10:17:21] ppdet.engine INFO: Epoch: [10] [5000/7329] learning_rate: 0.000100 loss_class: 0.690621 loss_bbox: 0.179156 loss_giou: 0.421442 loss_class_aux: 2.278669 loss_bbox_aux: 0.578186 loss_giou_aux: 1.409287 loss_class_dn: 0.352807 loss_bbox_dn: 0.240203 loss_giou_dn: 0.447233 loss_class_aux_dn: 0.762949 loss_bbox_aux_dn: 0.560709 loss_giou_aux_dn: 1.035113 loss: 9.200029 eta: 1 day, 13:11:17 batch_cost: 0.3007 data_cost: 0.0006 ips: 13.3005 images/s
[05/11 10:18:30] ppdet.engine INFO: Epoch: [10] [5200/7329] learning_rate: 0.000100 loss_class: 0.754773 loss_bbox: 0.183602 loss_giou: 0.418957 loss_class_aux: 2.402225 loss_bbox_aux: 0.614941 loss_giou_aux: 1.439829 loss_class_dn: 0.369546 loss_bbox_dn: 0.267735 loss_giou_dn: 0.497935 loss_class_aux_dn: 0.811627 loss_bbox_aux_dn: 0.618635 loss_giou_aux_dn: 1.143821 loss: 9.775860 eta: 1 day, 13:10:30 batch_cost: 0.3086 data_cost: 0.0006 ips: 12.9629 images/s
[05/11 10:19:39] ppdet.engine INFO: Epoch: [10] [5400/7329] learning_rate: 0.000100 loss_class: 0.790920 loss_bbox: 0.192613 loss_giou: 0.508937 loss_class_aux: 2.473392 loss_bbox_aux: 0.661412 loss_giou_aux: 1.661450 loss_class_dn: 0.400204 loss_bbox_dn: 0.270610 loss_giou_dn: 0.559764 loss_class_aux_dn: 0.872763 loss_bbox_aux_dn: 0.659387 loss_giou_aux_dn: 1.232641 loss: 10.671453 eta: 1 day, 13:09:48 batch_cost: 0.3133 data_cost: 0.0006 ips: 12.7678 images/s
[05/11 10:20:49] ppdet.engine INFO: Epoch: [10] [5600/7329] learning_rate: 0.000100 loss_class: 0.766313 loss_bbox: 0.174568 loss_giou: 0.454783 loss_class_aux: 2.439129 loss_bbox_aux: 0.604437 loss_giou_aux: 1.534213 loss_class_dn: 0.383734 loss_bbox_dn: 0.230028 loss_giou_dn: 0.515571 loss_class_aux_dn: 0.836389 loss_bbox_aux_dn: 0.543191 loss_giou_aux_dn: 1.182440 loss: 9.772749 eta: 1 day, 13:09:05 batch_cost: 0.3121 data_cost: 0.0006 ips: 12.8152 images/s
[05/11 10:21:57] ppdet.engine INFO: Epoch: [10] [5800/7329] learning_rate: 0.000100 loss_class: 0.770552 loss_bbox: 0.192800 loss_giou: 0.496627 loss_class_aux: 2.511294 loss_bbox_aux: 0.652803 loss_giou_aux: 1.592013 loss_class_dn: 0.402237 loss_bbox_dn: 0.257613 loss_giou_dn: 0.557411 loss_class_aux_dn: 0.869866 loss_bbox_aux_dn: 0.622616 loss_giou_aux_dn: 1.264073 loss: 10.667746 eta: 1 day, 13:08:19 batch_cost: 0.3100 data_cost: 0.0006 ips: 12.9031 images/s
[05/11 10:23:06] ppdet.engine INFO: Epoch: [10] [6000/7329] learning_rate: 0.000100 loss_class: 0.770466 loss_bbox: 0.187162 loss_giou: 0.425445 loss_class_aux: 2.439048 loss_bbox_aux: 0.616680 loss_giou_aux: 1.482096 loss_class_dn: 0.390891 loss_bbox_dn: 0.276478 loss_giou_dn: 0.481692 loss_class_aux_dn: 0.851521 loss_bbox_aux_dn: 0.634763 loss_giou_aux_dn: 1.144686 loss: 9.830803 eta: 1 day, 13:07:32 batch_cost: 0.3097 data_cost: 0.0007 ips: 12.9166 images/s
[05/11 10:24:16] ppdet.engine INFO: Epoch: [10] [6200/7329] learning_rate: 0.000100 loss_class: 0.745912 loss_bbox: 0.184232 loss_giou: 0.411621 loss_class_aux: 2.355702 loss_bbox_aux: 0.605281 loss_giou_aux: 1.314077 loss_class_dn: 0.361098 loss_bbox_dn: 0.277073 loss_giou_dn: 0.459251 loss_class_aux_dn: 0.785433 loss_bbox_aux_dn: 0.670307 loss_giou_aux_dn: 1.044023 loss: 9.526532 eta: 1 day, 13:06:50 batch_cost: 0.3139 data_cost: 0.0006 ips: 12.7445 images/s
[05/11 10:25:25] ppdet.engine INFO: Epoch: [10] [6400/7329] learning_rate: 0.000100 loss_class: 0.823946 loss_bbox: 0.182094 loss_giou: 0.548269 loss_class_aux: 2.619856 loss_bbox_aux: 0.620158 loss_giou_aux: 1.764597 loss_class_dn: 0.437974 loss_bbox_dn: 0.257761 loss_giou_dn: 0.607651 loss_class_aux_dn: 0.946900 loss_bbox_aux_dn: 0.607018 loss_giou_aux_dn: 1.357141 loss: 11.220054 eta: 1 day, 13:06:08 batch_cost: 0.3132 data_cost: 0.0006 ips: 12.7694 images/s
[05/11 10:26:34] ppdet.engine INFO: Epoch: [10] [6600/7329] learning_rate: 0.000100 loss_class: 0.776952 loss_bbox: 0.182013 loss_giou: 0.440629 loss_class_aux: 2.492139 loss_bbox_aux: 0.614621 loss_giou_aux: 1.456384 loss_class_dn: 0.373020 loss_bbox_dn: 0.255378 loss_giou_dn: 0.492491 loss_class_aux_dn: 0.802690 loss_bbox_aux_dn: 0.584449 loss_giou_aux_dn: 1.119667 loss: 9.721291 eta: 1 day, 13:05:21 batch_cost: 0.3098 data_cost: 0.0007 ips: 12.9115 images/s
[05/11 10:27:43] ppdet.engine INFO: Epoch: [10] [6800/7329] learning_rate: 0.000100 loss_class: 0.756313 loss_bbox: 0.180979 loss_giou: 0.474817 loss_class_aux: 2.388057 loss_bbox_aux: 0.621527 loss_giou_aux: 1.582421 loss_class_dn: 0.385857 loss_bbox_dn: 0.244318 loss_giou_dn: 0.507964 loss_class_aux_dn: 0.817913 loss_bbox_aux_dn: 0.569378 loss_giou_aux_dn: 1.151550 loss: 9.955179 eta: 1 day, 13:04:35 batch_cost: 0.3106 data_cost: 0.0006 ips: 12.8789 images/s
[05/11 10:28:52] ppdet.engine INFO: Epoch: [10] [7000/7329] learning_rate: 0.000100 loss_class: 0.744048 loss_bbox: 0.195267 loss_giou: 0.507379 loss_class_aux: 2.400204 loss_bbox_aux: 0.658773 loss_giou_aux: 1.682267 loss_class_dn: 0.392534 loss_bbox_dn: 0.261827 loss_giou_dn: 0.531476 loss_class_aux_dn: 0.836041 loss_bbox_aux_dn: 0.616235 loss_giou_aux_dn: 1.226318 loss: 10.353329 eta: 1 day, 13:03:50 batch_cost: 0.3111 data_cost: 0.0006 ips: 12.8566 images/s
[05/11 10:30:01] ppdet.engine INFO: Epoch: [10] [7200/7329] learning_rate: 0.000100 loss_class: 0.793386 loss_bbox: 0.201773 loss_giou: 0.472070 loss_class_aux: 2.557509 loss_bbox_aux: 0.668632 loss_giou_aux: 1.568111 loss_class_dn: 0.408872 loss_bbox_dn: 0.269428 loss_giou_dn: 0.517635 loss_class_aux_dn: 0.890881 loss_bbox_aux_dn: 0.643690 loss_giou_aux_dn: 1.174996 loss: 10.649597 eta: 1 day, 13:03:08 batch_cost: 0.3143 data_cost: 0.0007 ips: 12.7277 images/s
[05/11 10:30:48] ppdet.engine INFO: Eval iter: 0
[05/11 10:30:53] ppdet.engine INFO: Eval iter: 100
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[05/11 10:31:16] ppdet.engine INFO: Eval iter: 500
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[05/11 10:31:27] ppdet.engine INFO: Eval iter: 700
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[05/11 10:31:44] ppdet.engine INFO: Eval iter: 1000
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[05/11 10:31:56] ppdet.engine INFO: Eval iter: 1200
[05/11 10:32:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/11 10:32:21] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.39s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.98s).
Accumulating evaluation results...
DONE (t=23.20s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.382
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.537
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.411
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.217
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.411
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.534
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.327
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.558
 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 ] = 0.410
 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 ] = 0.841
[05/11 10:34:41] ppdet.engine INFO: Total sample number: 5000, average FPS: 69.01580037930599
[05/11 10:34:41] ppdet.engine INFO: Best test bbox ap is 0.382.
[05/11 10:34:43] ppdet.engine INFO: Epoch: [11] [   0/7329] learning_rate: 0.000100 loss_class: 0.793126 loss_bbox: 0.191775 loss_giou: 0.503477 loss_class_aux: 2.577447 loss_bbox_aux: 0.639613 loss_giou_aux: 1.716243 loss_class_dn: 0.416013 loss_bbox_dn: 0.240341 loss_giou_dn: 0.540295 loss_class_aux_dn: 0.904105 loss_bbox_aux_dn: 0.566457 loss_giou_aux_dn: 1.213098 loss: 10.417445 eta: 1 day, 13:02:38 batch_cost: 0.3125 data_cost: 0.0006 ips: 12.8008 images/s
[05/11 10:35:52] ppdet.engine INFO: Epoch: [11] [ 200/7329] learning_rate: 0.000100 loss_class: 0.732350 loss_bbox: 0.176973 loss_giou: 0.516709 loss_class_aux: 2.376269 loss_bbox_aux: 0.616817 loss_giou_aux: 1.682225 loss_class_dn: 0.375550 loss_bbox_dn: 0.235855 loss_giou_dn: 0.514196 loss_class_aux_dn: 0.807223 loss_bbox_aux_dn: 0.562466 loss_giou_aux_dn: 1.183406 loss: 9.874579 eta: 1 day, 13:01:52 batch_cost: 0.3106 data_cost: 0.0007 ips: 12.8790 images/s
[05/11 10:37:01] ppdet.engine INFO: Epoch: [11] [ 400/7329] learning_rate: 0.000100 loss_class: 0.759615 loss_bbox: 0.187307 loss_giou: 0.473885 loss_class_aux: 2.424058 loss_bbox_aux: 0.631137 loss_giou_aux: 1.578477 loss_class_dn: 0.400597 loss_bbox_dn: 0.242201 loss_giou_dn: 0.520674 loss_class_aux_dn: 0.860334 loss_bbox_aux_dn: 0.587081 loss_giou_aux_dn: 1.192384 loss: 10.464241 eta: 1 day, 13:00:59 batch_cost: 0.3050 data_cost: 0.0006 ips: 13.1166 images/s
[05/11 10:38:08] ppdet.engine INFO: Epoch: [11] [ 600/7329] learning_rate: 0.000100 loss_class: 0.727970 loss_bbox: 0.158678 loss_giou: 0.372101 loss_class_aux: 2.307453 loss_bbox_aux: 0.559703 loss_giou_aux: 1.273688 loss_class_dn: 0.366949 loss_bbox_dn: 0.227030 loss_giou_dn: 0.442218 loss_class_aux_dn: 0.786083 loss_bbox_aux_dn: 0.564609 loss_giou_aux_dn: 1.010845 loss: 9.128999 eta: 1 day, 13:00:06 batch_cost: 0.3039 data_cost: 0.0008 ips: 13.1617 images/s
[05/11 10:39:15] ppdet.engine INFO: Epoch: [11] [ 800/7329] learning_rate: 0.000100 loss_class: 0.743154 loss_bbox: 0.168536 loss_giou: 0.452244 loss_class_aux: 2.373601 loss_bbox_aux: 0.587515 loss_giou_aux: 1.572502 loss_class_dn: 0.390183 loss_bbox_dn: 0.228286 loss_giou_dn: 0.525172 loss_class_aux_dn: 0.828418 loss_bbox_aux_dn: 0.566042 loss_giou_aux_dn: 1.186525 loss: 9.813972 eta: 1 day, 12:59:08 batch_cost: 0.3000 data_cost: 0.0006 ips: 13.3350 images/s
[05/11 10:40:23] ppdet.engine INFO: Epoch: [11] [1000/7329] learning_rate: 0.000100 loss_class: 0.761488 loss_bbox: 0.195376 loss_giou: 0.495435 loss_class_aux: 2.510685 loss_bbox_aux: 0.629996 loss_giou_aux: 1.643823 loss_class_dn: 0.405693 loss_bbox_dn: 0.255376 loss_giou_dn: 0.533429 loss_class_aux_dn: 0.880794 loss_bbox_aux_dn: 0.576653 loss_giou_aux_dn: 1.206190 loss: 10.784151 eta: 1 day, 12:58:13 batch_cost: 0.3025 data_cost: 0.0006 ips: 13.2216 images/s
[05/11 10:41:30] ppdet.engine INFO: Epoch: [11] [1200/7329] learning_rate: 0.000100 loss_class: 0.744730 loss_bbox: 0.186429 loss_giou: 0.434846 loss_class_aux: 2.409787 loss_bbox_aux: 0.599164 loss_giou_aux: 1.477251 loss_class_dn: 0.373196 loss_bbox_dn: 0.256396 loss_giou_dn: 0.500880 loss_class_aux_dn: 0.819945 loss_bbox_aux_dn: 0.622272 loss_giou_aux_dn: 1.161281 loss: 9.873053 eta: 1 day, 12:57:15 batch_cost: 0.2998 data_cost: 0.0008 ips: 13.3426 images/s
[05/11 10:42:38] ppdet.engine INFO: Epoch: [11] [1400/7329] learning_rate: 0.000100 loss_class: 0.768476 loss_bbox: 0.180521 loss_giou: 0.452341 loss_class_aux: 2.376956 loss_bbox_aux: 0.612833 loss_giou_aux: 1.510000 loss_class_dn: 0.386696 loss_bbox_dn: 0.245574 loss_giou_dn: 0.499636 loss_class_aux_dn: 0.836375 loss_bbox_aux_dn: 0.588942 loss_giou_aux_dn: 1.133539 loss: 10.119189 eta: 1 day, 12:56:22 batch_cost: 0.3044 data_cost: 0.0006 ips: 13.1392 images/s
[05/11 10:43:45] ppdet.engine INFO: Epoch: [11] [1600/7329] learning_rate: 0.000100 loss_class: 0.762992 loss_bbox: 0.176220 loss_giou: 0.471178 loss_class_aux: 2.449490 loss_bbox_aux: 0.584046 loss_giou_aux: 1.575399 loss_class_dn: 0.403658 loss_bbox_dn: 0.233740 loss_giou_dn: 0.551555 loss_class_aux_dn: 0.876069 loss_bbox_aux_dn: 0.556082 loss_giou_aux_dn: 1.271059 loss: 10.201630 eta: 1 day, 12:55:24 batch_cost: 0.3000 data_cost: 0.0006 ips: 13.3327 images/s
[05/11 10:44:53] ppdet.engine INFO: Epoch: [11] [1800/7329] learning_rate: 0.000100 loss_class: 0.776347 loss_bbox: 0.178973 loss_giou: 0.486857 loss_class_aux: 2.445847 loss_bbox_aux: 0.633534 loss_giou_aux: 1.634503 loss_class_dn: 0.402082 loss_bbox_dn: 0.247386 loss_giou_dn: 0.541988 loss_class_aux_dn: 0.868071 loss_bbox_aux_dn: 0.610994 loss_giou_aux_dn: 1.214810 loss: 10.313219 eta: 1 day, 12:54:31 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1106 images/s
[05/11 10:46:01] ppdet.engine INFO: Epoch: [11] [2000/7329] learning_rate: 0.000100 loss_class: 0.732679 loss_bbox: 0.178173 loss_giou: 0.467859 loss_class_aux: 2.391520 loss_bbox_aux: 0.600802 loss_giou_aux: 1.558630 loss_class_dn: 0.379903 loss_bbox_dn: 0.254555 loss_giou_dn: 0.497002 loss_class_aux_dn: 0.827290 loss_bbox_aux_dn: 0.601703 loss_giou_aux_dn: 1.122977 loss: 9.719078 eta: 1 day, 12:53:40 batch_cost: 0.3062 data_cost: 0.0006 ips: 13.0631 images/s
[05/11 10:47:08] ppdet.engine INFO: Epoch: [11] [2200/7329] learning_rate: 0.000100 loss_class: 0.744378 loss_bbox: 0.177302 loss_giou: 0.395361 loss_class_aux: 2.409762 loss_bbox_aux: 0.624514 loss_giou_aux: 1.334771 loss_class_dn: 0.358468 loss_bbox_dn: 0.238079 loss_giou_dn: 0.454642 loss_class_aux_dn: 0.804294 loss_bbox_aux_dn: 0.575450 loss_giou_aux_dn: 1.029017 loss: 9.450701 eta: 1 day, 12:52:45 batch_cost: 0.3025 data_cost: 0.0006 ips: 13.2236 images/s
[05/11 10:48:17] ppdet.engine INFO: Epoch: [11] [2400/7329] learning_rate: 0.000100 loss_class: 0.791723 loss_bbox: 0.183085 loss_giou: 0.501192 loss_class_aux: 2.505815 loss_bbox_aux: 0.629953 loss_giou_aux: 1.655619 loss_class_dn: 0.416810 loss_bbox_dn: 0.272208 loss_giou_dn: 0.540002 loss_class_aux_dn: 0.889192 loss_bbox_aux_dn: 0.653491 loss_giou_aux_dn: 1.206794 loss: 10.204844 eta: 1 day, 12:51:52 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0946 images/s
[05/11 10:49:25] ppdet.engine INFO: Epoch: [11] [2600/7329] learning_rate: 0.000100 loss_class: 0.754099 loss_bbox: 0.174193 loss_giou: 0.517187 loss_class_aux: 2.434021 loss_bbox_aux: 0.592145 loss_giou_aux: 1.698439 loss_class_dn: 0.403718 loss_bbox_dn: 0.233539 loss_giou_dn: 0.556762 loss_class_aux_dn: 0.874167 loss_bbox_aux_dn: 0.584043 loss_giou_aux_dn: 1.260782 loss: 10.816587 eta: 1 day, 12:51:02 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0426 images/s
[05/11 10:50:33] ppdet.engine INFO: Epoch: [11] [2800/7329] learning_rate: 0.000100 loss_class: 0.817779 loss_bbox: 0.196047 loss_giou: 0.502986 loss_class_aux: 2.584267 loss_bbox_aux: 0.676366 loss_giou_aux: 1.670319 loss_class_dn: 0.411548 loss_bbox_dn: 0.275043 loss_giou_dn: 0.536798 loss_class_aux_dn: 0.908115 loss_bbox_aux_dn: 0.655214 loss_giou_aux_dn: 1.256123 loss: 10.630644 eta: 1 day, 12:50:09 batch_cost: 0.3057 data_cost: 0.0006 ips: 13.0864 images/s
[05/11 10:51:41] ppdet.engine INFO: Epoch: [11] [3000/7329] learning_rate: 0.000100 loss_class: 0.813317 loss_bbox: 0.190021 loss_giou: 0.533139 loss_class_aux: 2.605726 loss_bbox_aux: 0.634558 loss_giou_aux: 1.873848 loss_class_dn: 0.420639 loss_bbox_dn: 0.248433 loss_giou_dn: 0.613256 loss_class_aux_dn: 0.896762 loss_bbox_aux_dn: 0.606648 loss_giou_aux_dn: 1.351668 loss: 10.946155 eta: 1 day, 12:49:14 batch_cost: 0.3025 data_cost: 0.0006 ips: 13.2248 images/s
[05/11 10:52:49] ppdet.engine INFO: Epoch: [11] [3200/7329] learning_rate: 0.000100 loss_class: 0.735214 loss_bbox: 0.186848 loss_giou: 0.443380 loss_class_aux: 2.328733 loss_bbox_aux: 0.626711 loss_giou_aux: 1.463783 loss_class_dn: 0.352791 loss_bbox_dn: 0.260198 loss_giou_dn: 0.491573 loss_class_aux_dn: 0.773566 loss_bbox_aux_dn: 0.594560 loss_giou_aux_dn: 1.094109 loss: 9.390530 eta: 1 day, 12:48:21 batch_cost: 0.3050 data_cost: 0.0006 ips: 13.1152 images/s
[05/11 10:53:56] ppdet.engine INFO: Epoch: [11] [3400/7329] learning_rate: 0.000100 loss_class: 0.801245 loss_bbox: 0.180786 loss_giou: 0.474160 loss_class_aux: 2.572187 loss_bbox_aux: 0.612354 loss_giou_aux: 1.571170 loss_class_dn: 0.389827 loss_bbox_dn: 0.239459 loss_giou_dn: 0.530594 loss_class_aux_dn: 0.846869 loss_bbox_aux_dn: 0.579245 loss_giou_aux_dn: 1.217311 loss: 9.854012 eta: 1 day, 12:47:29 batch_cost: 0.3059 data_cost: 0.0006 ips: 13.0782 images/s
[05/11 10:55:03] ppdet.engine INFO: Epoch: [11] [3600/7329] learning_rate: 0.000100 loss_class: 0.757581 loss_bbox: 0.170273 loss_giou: 0.481281 loss_class_aux: 2.371836 loss_bbox_aux: 0.590299 loss_giou_aux: 1.584092 loss_class_dn: 0.375637 loss_bbox_dn: 0.224126 loss_giou_dn: 0.509894 loss_class_aux_dn: 0.811497 loss_bbox_aux_dn: 0.547550 loss_giou_aux_dn: 1.141629 loss: 9.861334 eta: 1 day, 12:46:31 batch_cost: 0.3001 data_cost: 0.0006 ips: 13.3310 images/s
[05/11 10:56:10] ppdet.engine INFO: Epoch: [11] [3800/7329] learning_rate: 0.000100 loss_class: 0.772444 loss_bbox: 0.180244 loss_giou: 0.467476 loss_class_aux: 2.426694 loss_bbox_aux: 0.633114 loss_giou_aux: 1.542257 loss_class_dn: 0.405645 loss_bbox_dn: 0.254524 loss_giou_dn: 0.544865 loss_class_aux_dn: 0.860796 loss_bbox_aux_dn: 0.618172 loss_giou_aux_dn: 1.229525 loss: 10.461699 eta: 1 day, 12:45:32 batch_cost: 0.2989 data_cost: 0.0006 ips: 13.3823 images/s
[05/11 10:57:19] ppdet.engine INFO: Epoch: [11] [4000/7329] learning_rate: 0.000100 loss_class: 0.797878 loss_bbox: 0.181161 loss_giou: 0.507552 loss_class_aux: 2.515007 loss_bbox_aux: 0.622500 loss_giou_aux: 1.709224 loss_class_dn: 0.399020 loss_bbox_dn: 0.258796 loss_giou_dn: 0.533691 loss_class_aux_dn: 0.899053 loss_bbox_aux_dn: 0.596588 loss_giou_aux_dn: 1.244423 loss: 10.551027 eta: 1 day, 12:44:42 batch_cost: 0.3084 data_cost: 0.0006 ips: 12.9681 images/s
[05/11 10:58:28] ppdet.engine INFO: Epoch: [11] [4200/7329] learning_rate: 0.000100 loss_class: 0.740528 loss_bbox: 0.183217 loss_giou: 0.540763 loss_class_aux: 2.403683 loss_bbox_aux: 0.610613 loss_giou_aux: 1.766640 loss_class_dn: 0.396284 loss_bbox_dn: 0.232436 loss_giou_dn: 0.582898 loss_class_aux_dn: 0.859555 loss_bbox_aux_dn: 0.560523 loss_giou_aux_dn: 1.300914 loss: 10.425148 eta: 1 day, 12:43:53 batch_cost: 0.3082 data_cost: 0.0008 ips: 12.9792 images/s
[05/11 10:59:35] ppdet.engine INFO: Epoch: [11] [4400/7329] learning_rate: 0.000100 loss_class: 0.774671 loss_bbox: 0.190086 loss_giou: 0.427153 loss_class_aux: 2.566138 loss_bbox_aux: 0.654937 loss_giou_aux: 1.462980 loss_class_dn: 0.400964 loss_bbox_dn: 0.266771 loss_giou_dn: 0.484592 loss_class_aux_dn: 0.872697 loss_bbox_aux_dn: 0.630312 loss_giou_aux_dn: 1.127552 loss: 9.977301 eta: 1 day, 12:42:59 batch_cost: 0.3038 data_cost: 0.0006 ips: 13.1655 images/s
[05/11 11:00:43] ppdet.engine INFO: Epoch: [11] [4600/7329] learning_rate: 0.000100 loss_class: 0.731517 loss_bbox: 0.169287 loss_giou: 0.454269 loss_class_aux: 2.335468 loss_bbox_aux: 0.577013 loss_giou_aux: 1.487336 loss_class_dn: 0.359394 loss_bbox_dn: 0.249451 loss_giou_dn: 0.473760 loss_class_aux_dn: 0.788812 loss_bbox_aux_dn: 0.572218 loss_giou_aux_dn: 1.090894 loss: 9.561822 eta: 1 day, 12:42:03 batch_cost: 0.3030 data_cost: 0.0006 ips: 13.1991 images/s
[05/11 11:01:51] ppdet.engine INFO: Epoch: [11] [4800/7329] learning_rate: 0.000100 loss_class: 0.756833 loss_bbox: 0.195792 loss_giou: 0.454616 loss_class_aux: 2.411430 loss_bbox_aux: 0.647794 loss_giou_aux: 1.544058 loss_class_dn: 0.388058 loss_bbox_dn: 0.238089 loss_giou_dn: 0.520347 loss_class_aux_dn: 0.845811 loss_bbox_aux_dn: 0.589777 loss_giou_aux_dn: 1.204285 loss: 10.096416 eta: 1 day, 12:41:06 batch_cost: 0.3012 data_cost: 0.0006 ips: 13.2793 images/s
[05/11 11:02:59] ppdet.engine INFO: Epoch: [11] [5000/7329] learning_rate: 0.000100 loss_class: 0.740127 loss_bbox: 0.175324 loss_giou: 0.423945 loss_class_aux: 2.357051 loss_bbox_aux: 0.606778 loss_giou_aux: 1.455583 loss_class_dn: 0.372823 loss_bbox_dn: 0.235436 loss_giou_dn: 0.485058 loss_class_aux_dn: 0.823285 loss_bbox_aux_dn: 0.578194 loss_giou_aux_dn: 1.129001 loss: 9.763918 eta: 1 day, 12:40:15 batch_cost: 0.3065 data_cost: 0.0006 ips: 13.0498 images/s
[05/11 11:04:08] ppdet.engine INFO: Epoch: [11] [5200/7329] learning_rate: 0.000100 loss_class: 0.769676 loss_bbox: 0.180346 loss_giou: 0.501553 loss_class_aux: 2.387114 loss_bbox_aux: 0.625280 loss_giou_aux: 1.662331 loss_class_dn: 0.390674 loss_bbox_dn: 0.244452 loss_giou_dn: 0.535174 loss_class_aux_dn: 0.853754 loss_bbox_aux_dn: 0.577420 loss_giou_aux_dn: 1.223213 loss: 10.159147 eta: 1 day, 12:39:25 batch_cost: 0.3079 data_cost: 0.0006 ips: 12.9906 images/s
[05/11 11:05:16] ppdet.engine INFO: Epoch: [11] [5400/7329] learning_rate: 0.000100 loss_class: 0.748100 loss_bbox: 0.169698 loss_giou: 0.429195 loss_class_aux: 2.385328 loss_bbox_aux: 0.588626 loss_giou_aux: 1.427991 loss_class_dn: 0.374582 loss_bbox_dn: 0.234411 loss_giou_dn: 0.496477 loss_class_aux_dn: 0.825456 loss_bbox_aux_dn: 0.573959 loss_giou_aux_dn: 1.103314 loss: 9.829270 eta: 1 day, 12:38:31 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1186 images/s
[05/11 11:06:24] ppdet.engine INFO: Epoch: [11] [5600/7329] learning_rate: 0.000100 loss_class: 0.753633 loss_bbox: 0.179462 loss_giou: 0.436524 loss_class_aux: 2.382983 loss_bbox_aux: 0.631149 loss_giou_aux: 1.440442 loss_class_dn: 0.374143 loss_bbox_dn: 0.248339 loss_giou_dn: 0.491578 loss_class_aux_dn: 0.826821 loss_bbox_aux_dn: 0.584905 loss_giou_aux_dn: 1.124978 loss: 9.860159 eta: 1 day, 12:37:39 batch_cost: 0.3062 data_cost: 0.0006 ips: 13.0625 images/s
[05/11 11:07:32] ppdet.engine INFO: Epoch: [11] [5800/7329] learning_rate: 0.000100 loss_class: 0.761788 loss_bbox: 0.184765 loss_giou: 0.491781 loss_class_aux: 2.415120 loss_bbox_aux: 0.624938 loss_giou_aux: 1.534595 loss_class_dn: 0.390516 loss_bbox_dn: 0.260390 loss_giou_dn: 0.516677 loss_class_aux_dn: 0.851043 loss_bbox_aux_dn: 0.621785 loss_giou_aux_dn: 1.147032 loss: 9.983053 eta: 1 day, 12:36:47 batch_cost: 0.3056 data_cost: 0.0006 ips: 13.0883 images/s
[05/11 11:08:40] ppdet.engine INFO: Epoch: [11] [6000/7329] learning_rate: 0.000100 loss_class: 0.732876 loss_bbox: 0.173342 loss_giou: 0.416465 loss_class_aux: 2.359098 loss_bbox_aux: 0.580605 loss_giou_aux: 1.382154 loss_class_dn: 0.363168 loss_bbox_dn: 0.238229 loss_giou_dn: 0.453693 loss_class_aux_dn: 0.786919 loss_bbox_aux_dn: 0.572528 loss_giou_aux_dn: 1.033877 loss: 9.568595 eta: 1 day, 12:35:52 batch_cost: 0.3040 data_cost: 0.0008 ips: 13.1562 images/s
[05/11 11:09:49] ppdet.engine INFO: Epoch: [11] [6200/7329] learning_rate: 0.000100 loss_class: 0.799875 loss_bbox: 0.194994 loss_giou: 0.517457 loss_class_aux: 2.506675 loss_bbox_aux: 0.639409 loss_giou_aux: 1.711628 loss_class_dn: 0.433620 loss_bbox_dn: 0.261808 loss_giou_dn: 0.563506 loss_class_aux_dn: 0.926430 loss_bbox_aux_dn: 0.607229 loss_giou_aux_dn: 1.300418 loss: 11.381390 eta: 1 day, 12:35:07 batch_cost: 0.3124 data_cost: 0.0006 ips: 12.8039 images/s
[05/11 11:10:58] ppdet.engine INFO: Epoch: [11] [6400/7329] learning_rate: 0.000100 loss_class: 0.787889 loss_bbox: 0.168685 loss_giou: 0.469983 loss_class_aux: 2.453064 loss_bbox_aux: 0.583879 loss_giou_aux: 1.575187 loss_class_dn: 0.397484 loss_bbox_dn: 0.215691 loss_giou_dn: 0.540694 loss_class_aux_dn: 0.857899 loss_bbox_aux_dn: 0.537067 loss_giou_aux_dn: 1.231235 loss: 10.117290 eta: 1 day, 12:34:14 batch_cost: 0.3057 data_cost: 0.0006 ips: 13.0840 images/s
[05/11 11:12:06] ppdet.engine INFO: Epoch: [11] [6600/7329] learning_rate: 0.000100 loss_class: 0.793694 loss_bbox: 0.184924 loss_giou: 0.458387 loss_class_aux: 2.492672 loss_bbox_aux: 0.613091 loss_giou_aux: 1.490488 loss_class_dn: 0.399675 loss_bbox_dn: 0.255009 loss_giou_dn: 0.506140 loss_class_aux_dn: 0.875247 loss_bbox_aux_dn: 0.592157 loss_giou_aux_dn: 1.170928 loss: 10.233972 eta: 1 day, 12:33:21 batch_cost: 0.3052 data_cost: 0.0006 ips: 13.1047 images/s
[05/11 11:13:12] ppdet.engine INFO: Epoch: [11] [6800/7329] learning_rate: 0.000100 loss_class: 0.767870 loss_bbox: 0.211535 loss_giou: 0.564740 loss_class_aux: 2.533742 loss_bbox_aux: 0.700319 loss_giou_aux: 1.897164 loss_class_dn: 0.417436 loss_bbox_dn: 0.271931 loss_giou_dn: 0.595242 loss_class_aux_dn: 0.917428 loss_bbox_aux_dn: 0.607097 loss_giou_aux_dn: 1.329608 loss: 11.307849 eta: 1 day, 12:32:20 batch_cost: 0.2981 data_cost: 0.0006 ips: 13.4201 images/s
[05/11 11:14:19] ppdet.engine INFO: Epoch: [11] [7000/7329] learning_rate: 0.000100 loss_class: 0.756338 loss_bbox: 0.176930 loss_giou: 0.471564 loss_class_aux: 2.487011 loss_bbox_aux: 0.597146 loss_giou_aux: 1.512839 loss_class_dn: 0.389055 loss_bbox_dn: 0.251658 loss_giou_dn: 0.517046 loss_class_aux_dn: 0.830054 loss_bbox_aux_dn: 0.590080 loss_giou_aux_dn: 1.160967 loss: 10.214496 eta: 1 day, 12:31:20 batch_cost: 0.2983 data_cost: 0.0006 ips: 13.4104 images/s
[05/11 11:15:23] ppdet.engine INFO: Epoch: [11] [7200/7329] learning_rate: 0.000100 loss_class: 0.783374 loss_bbox: 0.188014 loss_giou: 0.506050 loss_class_aux: 2.518489 loss_bbox_aux: 0.620806 loss_giou_aux: 1.622981 loss_class_dn: 0.401314 loss_bbox_dn: 0.242290 loss_giou_dn: 0.540476 loss_class_aux_dn: 0.871899 loss_bbox_aux_dn: 0.596449 loss_giou_aux_dn: 1.199133 loss: 10.542126 eta: 1 day, 12:30:09 batch_cost: 0.2878 data_cost: 0.0008 ips: 13.9006 images/s
[05/11 11:16:06] ppdet.engine INFO: Eval iter: 0
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[05/11 11:17:46] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/11 11:17:46] 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=100.61s).
Accumulating evaluation results...
DONE (t=23.44s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.387
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.543
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.418
 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 ] = 0.416
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.543
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.329
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.561
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.638
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.415
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.684
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.843
[05/11 11:20:09] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.69528824498622
[05/11 11:20:09] ppdet.engine INFO: Best test bbox ap is 0.387.
[05/11 11:20:11] ppdet.engine INFO: Epoch: [12] [   0/7329] learning_rate: 0.000100 loss_class: 0.774878 loss_bbox: 0.191314 loss_giou: 0.545668 loss_class_aux: 2.526308 loss_bbox_aux: 0.640421 loss_giou_aux: 1.768931 loss_class_dn: 0.412041 loss_bbox_dn: 0.264807 loss_giou_dn: 0.571268 loss_class_aux_dn: 0.883842 loss_bbox_aux_dn: 0.635927 loss_giou_aux_dn: 1.291123 loss: 10.820870 eta: 1 day, 12:29:18 batch_cost: 0.2813 data_cost: 0.0007 ips: 14.2214 images/s
[05/11 11:21:20] ppdet.engine INFO: Epoch: [12] [ 200/7329] learning_rate: 0.000100 loss_class: 0.771397 loss_bbox: 0.178120 loss_giou: 0.461419 loss_class_aux: 2.434245 loss_bbox_aux: 0.613383 loss_giou_aux: 1.542192 loss_class_dn: 0.380280 loss_bbox_dn: 0.267294 loss_giou_dn: 0.514738 loss_class_aux_dn: 0.840108 loss_bbox_aux_dn: 0.631188 loss_giou_aux_dn: 1.139433 loss: 10.344199 eta: 1 day, 12:28:28 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9705 images/s
[05/11 11:22:28] ppdet.engine INFO: Epoch: [12] [ 400/7329] learning_rate: 0.000100 loss_class: 0.779422 loss_bbox: 0.194624 loss_giou: 0.495659 loss_class_aux: 2.522781 loss_bbox_aux: 0.633924 loss_giou_aux: 1.573949 loss_class_dn: 0.398732 loss_bbox_dn: 0.254213 loss_giou_dn: 0.530199 loss_class_aux_dn: 0.862486 loss_bbox_aux_dn: 0.602236 loss_giou_aux_dn: 1.204605 loss: 10.625693 eta: 1 day, 12:27:32 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1888 images/s
[05/11 11:23:35] ppdet.engine INFO: Epoch: [12] [ 600/7329] learning_rate: 0.000100 loss_class: 0.739211 loss_bbox: 0.183337 loss_giou: 0.527186 loss_class_aux: 2.407941 loss_bbox_aux: 0.589006 loss_giou_aux: 1.697639 loss_class_dn: 0.405881 loss_bbox_dn: 0.239588 loss_giou_dn: 0.560741 loss_class_aux_dn: 0.870260 loss_bbox_aux_dn: 0.568777 loss_giou_aux_dn: 1.275367 loss: 10.581380 eta: 1 day, 12:26:37 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2044 images/s
[05/11 11:24:43] ppdet.engine INFO: Epoch: [12] [ 800/7329] learning_rate: 0.000100 loss_class: 0.740980 loss_bbox: 0.170429 loss_giou: 0.463031 loss_class_aux: 2.361743 loss_bbox_aux: 0.558948 loss_giou_aux: 1.466405 loss_class_dn: 0.366173 loss_bbox_dn: 0.227527 loss_giou_dn: 0.498992 loss_class_aux_dn: 0.797131 loss_bbox_aux_dn: 0.542131 loss_giou_aux_dn: 1.145581 loss: 9.480330 eta: 1 day, 12:25:42 batch_cost: 0.3042 data_cost: 0.0006 ips: 13.1474 images/s
[05/11 11:25:51] ppdet.engine INFO: Epoch: [12] [1000/7329] learning_rate: 0.000100 loss_class: 0.753134 loss_bbox: 0.172763 loss_giou: 0.437181 loss_class_aux: 2.451257 loss_bbox_aux: 0.602612 loss_giou_aux: 1.457037 loss_class_dn: 0.385230 loss_bbox_dn: 0.241103 loss_giou_dn: 0.471570 loss_class_aux_dn: 0.829761 loss_bbox_aux_dn: 0.588784 loss_giou_aux_dn: 1.073889 loss: 9.873320 eta: 1 day, 12:24:47 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1753 images/s
[05/11 11:27:00] ppdet.engine INFO: Epoch: [12] [1200/7329] learning_rate: 0.000100 loss_class: 0.728693 loss_bbox: 0.168670 loss_giou: 0.412907 loss_class_aux: 2.299065 loss_bbox_aux: 0.576863 loss_giou_aux: 1.361447 loss_class_dn: 0.351262 loss_bbox_dn: 0.232650 loss_giou_dn: 0.462893 loss_class_aux_dn: 0.793617 loss_bbox_aux_dn: 0.550135 loss_giou_aux_dn: 1.041942 loss: 9.030884 eta: 1 day, 12:23:55 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0770 images/s
[05/11 11:28:08] ppdet.engine INFO: Epoch: [12] [1400/7329] learning_rate: 0.000100 loss_class: 0.724151 loss_bbox: 0.171131 loss_giou: 0.438720 loss_class_aux: 2.363976 loss_bbox_aux: 0.580925 loss_giou_aux: 1.463733 loss_class_dn: 0.359667 loss_bbox_dn: 0.257856 loss_giou_dn: 0.478508 loss_class_aux_dn: 0.796035 loss_bbox_aux_dn: 0.600743 loss_giou_aux_dn: 1.101315 loss: 9.442051 eta: 1 day, 12:23:01 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1199 images/s
[05/11 11:29:15] ppdet.engine INFO: Epoch: [12] [1600/7329] learning_rate: 0.000100 loss_class: 0.768763 loss_bbox: 0.175568 loss_giou: 0.474693 loss_class_aux: 2.426892 loss_bbox_aux: 0.592711 loss_giou_aux: 1.552800 loss_class_dn: 0.394056 loss_bbox_dn: 0.250514 loss_giou_dn: 0.518059 loss_class_aux_dn: 0.856618 loss_bbox_aux_dn: 0.588629 loss_giou_aux_dn: 1.174663 loss: 10.055536 eta: 1 day, 12:22:04 batch_cost: 0.3021 data_cost: 0.0006 ips: 13.2385 images/s
[05/11 11:30:23] ppdet.engine INFO: Epoch: [12] [1800/7329] learning_rate: 0.000100 loss_class: 0.728461 loss_bbox: 0.169815 loss_giou: 0.458722 loss_class_aux: 2.376560 loss_bbox_aux: 0.579288 loss_giou_aux: 1.501524 loss_class_dn: 0.385485 loss_bbox_dn: 0.231890 loss_giou_dn: 0.482230 loss_class_aux_dn: 0.850455 loss_bbox_aux_dn: 0.556591 loss_giou_aux_dn: 1.083972 loss: 9.758648 eta: 1 day, 12:21:11 batch_cost: 0.3053 data_cost: 0.0006 ips: 13.1014 images/s
[05/11 11:31:32] ppdet.engine INFO: Epoch: [12] [2000/7329] learning_rate: 0.000100 loss_class: 0.778566 loss_bbox: 0.166369 loss_giou: 0.485139 loss_class_aux: 2.488386 loss_bbox_aux: 0.575989 loss_giou_aux: 1.592250 loss_class_dn: 0.391368 loss_bbox_dn: 0.221558 loss_giou_dn: 0.515049 loss_class_aux_dn: 0.857642 loss_bbox_aux_dn: 0.532414 loss_giou_aux_dn: 1.224427 loss: 10.087645 eta: 1 day, 12:20:19 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0435 images/s
[05/11 11:32:41] ppdet.engine INFO: Epoch: [12] [2200/7329] learning_rate: 0.000100 loss_class: 0.729806 loss_bbox: 0.178411 loss_giou: 0.457301 loss_class_aux: 2.364876 loss_bbox_aux: 0.617023 loss_giou_aux: 1.502803 loss_class_dn: 0.375941 loss_bbox_dn: 0.246792 loss_giou_dn: 0.494614 loss_class_aux_dn: 0.818809 loss_bbox_aux_dn: 0.598779 loss_giou_aux_dn: 1.135330 loss: 9.708021 eta: 1 day, 12:19:26 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0703 images/s
[05/11 11:33:49] ppdet.engine INFO: Epoch: [12] [2400/7329] learning_rate: 0.000100 loss_class: 0.723523 loss_bbox: 0.173664 loss_giou: 0.460395 loss_class_aux: 2.283344 loss_bbox_aux: 0.590014 loss_giou_aux: 1.563136 loss_class_dn: 0.379414 loss_bbox_dn: 0.240454 loss_giou_dn: 0.519649 loss_class_aux_dn: 0.834072 loss_bbox_aux_dn: 0.580719 loss_giou_aux_dn: 1.145016 loss: 10.227451 eta: 1 day, 12:18:33 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0897 images/s
[05/11 11:34:57] ppdet.engine INFO: Epoch: [12] [2600/7329] learning_rate: 0.000100 loss_class: 0.819311 loss_bbox: 0.193947 loss_giou: 0.545454 loss_class_aux: 2.599067 loss_bbox_aux: 0.640929 loss_giou_aux: 1.755999 loss_class_dn: 0.431332 loss_bbox_dn: 0.261324 loss_giou_dn: 0.547347 loss_class_aux_dn: 0.915148 loss_bbox_aux_dn: 0.622326 loss_giou_aux_dn: 1.288699 loss: 10.717377 eta: 1 day, 12:17:38 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1659 images/s
[05/11 11:36:05] ppdet.engine INFO: Epoch: [12] [2800/7329] learning_rate: 0.000100 loss_class: 0.700691 loss_bbox: 0.172665 loss_giou: 0.432294 loss_class_aux: 2.245262 loss_bbox_aux: 0.604957 loss_giou_aux: 1.425806 loss_class_dn: 0.339910 loss_bbox_dn: 0.239970 loss_giou_dn: 0.431217 loss_class_aux_dn: 0.757244 loss_bbox_aux_dn: 0.572773 loss_giou_aux_dn: 0.972148 loss: 9.325890 eta: 1 day, 12:16:42 batch_cost: 0.3027 data_cost: 0.0006 ips: 13.2134 images/s
[05/11 11:37:13] ppdet.engine INFO: Epoch: [12] [3000/7329] learning_rate: 0.000100 loss_class: 0.699027 loss_bbox: 0.168814 loss_giou: 0.442237 loss_class_aux: 2.255731 loss_bbox_aux: 0.588572 loss_giou_aux: 1.470161 loss_class_dn: 0.368649 loss_bbox_dn: 0.231207 loss_giou_dn: 0.468456 loss_class_aux_dn: 0.790050 loss_bbox_aux_dn: 0.554401 loss_giou_aux_dn: 1.086408 loss: 9.376508 eta: 1 day, 12:15:46 batch_cost: 0.3028 data_cost: 0.0006 ips: 13.2122 images/s
[05/11 11:38:20] ppdet.engine INFO: Epoch: [12] [3200/7329] learning_rate: 0.000100 loss_class: 0.734284 loss_bbox: 0.174071 loss_giou: 0.444905 loss_class_aux: 2.391637 loss_bbox_aux: 0.554954 loss_giou_aux: 1.452565 loss_class_dn: 0.389204 loss_bbox_dn: 0.231551 loss_giou_dn: 0.486699 loss_class_aux_dn: 0.850723 loss_bbox_aux_dn: 0.563274 loss_giou_aux_dn: 1.127076 loss: 9.717005 eta: 1 day, 12:14:48 batch_cost: 0.3007 data_cost: 0.0006 ips: 13.3012 images/s
[05/11 11:39:28] ppdet.engine INFO: Epoch: [12] [3400/7329] learning_rate: 0.000100 loss_class: 0.762451 loss_bbox: 0.180363 loss_giou: 0.453287 loss_class_aux: 2.423240 loss_bbox_aux: 0.617835 loss_giou_aux: 1.494267 loss_class_dn: 0.377292 loss_bbox_dn: 0.248671 loss_giou_dn: 0.510709 loss_class_aux_dn: 0.817953 loss_bbox_aux_dn: 0.586681 loss_giou_aux_dn: 1.143955 loss: 9.941550 eta: 1 day, 12:13:54 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0987 images/s
[05/11 11:40:36] ppdet.engine INFO: Epoch: [12] [3600/7329] learning_rate: 0.000100 loss_class: 0.794286 loss_bbox: 0.189959 loss_giou: 0.510538 loss_class_aux: 2.595426 loss_bbox_aux: 0.664241 loss_giou_aux: 1.700521 loss_class_dn: 0.417924 loss_bbox_dn: 0.233608 loss_giou_dn: 0.537670 loss_class_aux_dn: 0.900993 loss_bbox_aux_dn: 0.571574 loss_giou_aux_dn: 1.237441 loss: 10.753119 eta: 1 day, 12:12:56 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2972 images/s
[05/11 11:41:43] ppdet.engine INFO: Epoch: [12] [3800/7329] learning_rate: 0.000100 loss_class: 0.777943 loss_bbox: 0.181175 loss_giou: 0.471342 loss_class_aux: 2.538244 loss_bbox_aux: 0.630553 loss_giou_aux: 1.555384 loss_class_dn: 0.410572 loss_bbox_dn: 0.258062 loss_giou_dn: 0.541623 loss_class_aux_dn: 0.869800 loss_bbox_aux_dn: 0.636940 loss_giou_aux_dn: 1.261437 loss: 10.453070 eta: 1 day, 12:12:00 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2083 images/s
[05/11 11:42:51] ppdet.engine INFO: Epoch: [12] [4000/7329] learning_rate: 0.000100 loss_class: 0.769218 loss_bbox: 0.173042 loss_giou: 0.457868 loss_class_aux: 2.441232 loss_bbox_aux: 0.613405 loss_giou_aux: 1.510860 loss_class_dn: 0.394450 loss_bbox_dn: 0.222766 loss_giou_dn: 0.502092 loss_class_aux_dn: 0.849546 loss_bbox_aux_dn: 0.523339 loss_giou_aux_dn: 1.155375 loss: 10.115856 eta: 1 day, 12:11:03 batch_cost: 0.3025 data_cost: 0.0006 ips: 13.2232 images/s
[05/11 11:43:58] ppdet.engine INFO: Epoch: [12] [4200/7329] learning_rate: 0.000100 loss_class: 0.774839 loss_bbox: 0.185943 loss_giou: 0.472818 loss_class_aux: 2.509372 loss_bbox_aux: 0.640155 loss_giou_aux: 1.631447 loss_class_dn: 0.397775 loss_bbox_dn: 0.255048 loss_giou_dn: 0.542091 loss_class_aux_dn: 0.862350 loss_bbox_aux_dn: 0.599983 loss_giou_aux_dn: 1.229124 loss: 10.369442 eta: 1 day, 12:10:07 batch_cost: 0.3022 data_cost: 0.0006 ips: 13.2380 images/s
[05/11 11:45:06] ppdet.engine INFO: Epoch: [12] [4400/7329] learning_rate: 0.000100 loss_class: 0.759468 loss_bbox: 0.173071 loss_giou: 0.442649 loss_class_aux: 2.416389 loss_bbox_aux: 0.603504 loss_giou_aux: 1.485092 loss_class_dn: 0.392665 loss_bbox_dn: 0.244676 loss_giou_dn: 0.487558 loss_class_aux_dn: 0.852824 loss_bbox_aux_dn: 0.572305 loss_giou_aux_dn: 1.152175 loss: 9.877709 eta: 1 day, 12:09:09 batch_cost: 0.3014 data_cost: 0.0006 ips: 13.2696 images/s
[05/11 11:46:14] ppdet.engine INFO: Epoch: [12] [4600/7329] learning_rate: 0.000100 loss_class: 0.763172 loss_bbox: 0.176652 loss_giou: 0.435225 loss_class_aux: 2.451766 loss_bbox_aux: 0.605297 loss_giou_aux: 1.449048 loss_class_dn: 0.384575 loss_bbox_dn: 0.236809 loss_giou_dn: 0.466336 loss_class_aux_dn: 0.815144 loss_bbox_aux_dn: 0.571593 loss_giou_aux_dn: 1.060444 loss: 9.744722 eta: 1 day, 12:08:15 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1425 images/s
[05/11 11:47:20] ppdet.engine INFO: Epoch: [12] [4800/7329] learning_rate: 0.000100 loss_class: 0.777736 loss_bbox: 0.175977 loss_giou: 0.516073 loss_class_aux: 2.460146 loss_bbox_aux: 0.594243 loss_giou_aux: 1.708827 loss_class_dn: 0.398000 loss_bbox_dn: 0.233827 loss_giou_dn: 0.548976 loss_class_aux_dn: 0.854623 loss_bbox_aux_dn: 0.561034 loss_giou_aux_dn: 1.235202 loss: 10.138838 eta: 1 day, 12:07:15 batch_cost: 0.2995 data_cost: 0.0006 ips: 13.3534 images/s
[05/11 11:48:28] ppdet.engine INFO: Epoch: [12] [5000/7329] learning_rate: 0.000100 loss_class: 0.736349 loss_bbox: 0.204603 loss_giou: 0.518677 loss_class_aux: 2.410560 loss_bbox_aux: 0.679341 loss_giou_aux: 1.741151 loss_class_dn: 0.396113 loss_bbox_dn: 0.239323 loss_giou_dn: 0.554501 loss_class_aux_dn: 0.851191 loss_bbox_aux_dn: 0.577318 loss_giou_aux_dn: 1.237538 loss: 10.429083 eta: 1 day, 12:06:18 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2561 images/s
[05/11 11:49:35] ppdet.engine INFO: Epoch: [12] [5200/7329] learning_rate: 0.000100 loss_class: 0.750082 loss_bbox: 0.190064 loss_giou: 0.476654 loss_class_aux: 2.456853 loss_bbox_aux: 0.651942 loss_giou_aux: 1.566938 loss_class_dn: 0.394188 loss_bbox_dn: 0.241669 loss_giou_dn: 0.520849 loss_class_aux_dn: 0.875962 loss_bbox_aux_dn: 0.579447 loss_giou_aux_dn: 1.200497 loss: 10.360413 eta: 1 day, 12:05:22 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1868 images/s
[05/11 11:50:43] ppdet.engine INFO: Epoch: [12] [5400/7329] learning_rate: 0.000100 loss_class: 0.748192 loss_bbox: 0.173184 loss_giou: 0.444037 loss_class_aux: 2.438443 loss_bbox_aux: 0.559622 loss_giou_aux: 1.475091 loss_class_dn: 0.375088 loss_bbox_dn: 0.239356 loss_giou_dn: 0.488785 loss_class_aux_dn: 0.819923 loss_bbox_aux_dn: 0.582259 loss_giou_aux_dn: 1.160327 loss: 9.789493 eta: 1 day, 12:04:25 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2768 images/s
[05/11 11:51:50] ppdet.engine INFO: Epoch: [12] [5600/7329] learning_rate: 0.000100 loss_class: 0.751299 loss_bbox: 0.183732 loss_giou: 0.478905 loss_class_aux: 2.416549 loss_bbox_aux: 0.635388 loss_giou_aux: 1.566428 loss_class_dn: 0.388887 loss_bbox_dn: 0.256831 loss_giou_dn: 0.513300 loss_class_aux_dn: 0.805753 loss_bbox_aux_dn: 0.584433 loss_giou_aux_dn: 1.159919 loss: 9.982990 eta: 1 day, 12:03:30 batch_cost: 0.3041 data_cost: 0.0006 ips: 13.1556 images/s
[05/11 11:52:58] ppdet.engine INFO: Epoch: [12] [5800/7329] learning_rate: 0.000100 loss_class: 0.794049 loss_bbox: 0.179501 loss_giou: 0.469232 loss_class_aux: 2.575707 loss_bbox_aux: 0.600238 loss_giou_aux: 1.530162 loss_class_dn: 0.406209 loss_bbox_dn: 0.232364 loss_giou_dn: 0.511553 loss_class_aux_dn: 0.881994 loss_bbox_aux_dn: 0.571828 loss_giou_aux_dn: 1.163742 loss: 10.214705 eta: 1 day, 12:02:34 batch_cost: 0.3040 data_cost: 0.0006 ips: 13.1588 images/s
[05/11 11:54:05] ppdet.engine INFO: Epoch: [12] [6000/7329] learning_rate: 0.000100 loss_class: 0.711265 loss_bbox: 0.162089 loss_giou: 0.456235 loss_class_aux: 2.261230 loss_bbox_aux: 0.571013 loss_giou_aux: 1.498523 loss_class_dn: 0.363111 loss_bbox_dn: 0.228643 loss_giou_dn: 0.481070 loss_class_aux_dn: 0.791283 loss_bbox_aux_dn: 0.545609 loss_giou_aux_dn: 1.082708 loss: 9.643017 eta: 1 day, 12:01:36 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3063 images/s
[05/11 11:55:13] ppdet.engine INFO: Epoch: [12] [6200/7329] learning_rate: 0.000100 loss_class: 0.769009 loss_bbox: 0.175049 loss_giou: 0.449815 loss_class_aux: 2.445736 loss_bbox_aux: 0.578679 loss_giou_aux: 1.519825 loss_class_dn: 0.389496 loss_bbox_dn: 0.252227 loss_giou_dn: 0.499336 loss_class_aux_dn: 0.852268 loss_bbox_aux_dn: 0.596291 loss_giou_aux_dn: 1.138243 loss: 9.918033 eta: 1 day, 12:00:41 batch_cost: 0.3038 data_cost: 0.0006 ips: 13.1649 images/s
[05/11 11:56:20] ppdet.engine INFO: Epoch: [12] [6400/7329] learning_rate: 0.000100 loss_class: 0.747419 loss_bbox: 0.163007 loss_giou: 0.430380 loss_class_aux: 2.359429 loss_bbox_aux: 0.572384 loss_giou_aux: 1.406342 loss_class_dn: 0.382366 loss_bbox_dn: 0.217581 loss_giou_dn: 0.485687 loss_class_aux_dn: 0.817609 loss_bbox_aux_dn: 0.545304 loss_giou_aux_dn: 1.094328 loss: 9.550385 eta: 1 day, 11:59:44 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2302 images/s
[05/11 11:57:29] ppdet.engine INFO: Epoch: [12] [6600/7329] learning_rate: 0.000100 loss_class: 0.747007 loss_bbox: 0.179133 loss_giou: 0.459890 loss_class_aux: 2.412836 loss_bbox_aux: 0.583405 loss_giou_aux: 1.547623 loss_class_dn: 0.382204 loss_bbox_dn: 0.254157 loss_giou_dn: 0.499939 loss_class_aux_dn: 0.820483 loss_bbox_aux_dn: 0.597591 loss_giou_aux_dn: 1.142944 loss: 9.897290 eta: 1 day, 11:58:52 batch_cost: 0.3071 data_cost: 0.0006 ips: 13.0239 images/s
[05/11 11:58:36] ppdet.engine INFO: Epoch: [12] [6800/7329] learning_rate: 0.000100 loss_class: 0.774227 loss_bbox: 0.188412 loss_giou: 0.483196 loss_class_aux: 2.551945 loss_bbox_aux: 0.645946 loss_giou_aux: 1.580759 loss_class_dn: 0.399621 loss_bbox_dn: 0.265874 loss_giou_dn: 0.526469 loss_class_aux_dn: 0.882802 loss_bbox_aux_dn: 0.624495 loss_giou_aux_dn: 1.188112 loss: 10.315649 eta: 1 day, 11:57:52 batch_cost: 0.2989 data_cost: 0.0006 ips: 13.3840 images/s
[05/11 11:59:44] ppdet.engine INFO: Epoch: [12] [7000/7329] learning_rate: 0.000100 loss_class: 0.728128 loss_bbox: 0.175710 loss_giou: 0.459730 loss_class_aux: 2.384892 loss_bbox_aux: 0.601880 loss_giou_aux: 1.528729 loss_class_dn: 0.360823 loss_bbox_dn: 0.237812 loss_giou_dn: 0.491477 loss_class_aux_dn: 0.788714 loss_bbox_aux_dn: 0.571539 loss_giou_aux_dn: 1.081803 loss: 9.649506 eta: 1 day, 11:56:59 batch_cost: 0.3073 data_cost: 0.0006 ips: 13.0179 images/s
[05/11 12:00:51] ppdet.engine INFO: Epoch: [12] [7200/7329] learning_rate: 0.000100 loss_class: 0.737679 loss_bbox: 0.175437 loss_giou: 0.505820 loss_class_aux: 2.385765 loss_bbox_aux: 0.600796 loss_giou_aux: 1.706265 loss_class_dn: 0.379198 loss_bbox_dn: 0.230299 loss_giou_dn: 0.519690 loss_class_aux_dn: 0.829010 loss_bbox_aux_dn: 0.563207 loss_giou_aux_dn: 1.183575 loss: 9.912188 eta: 1 day, 11:56:00 batch_cost: 0.2998 data_cost: 0.0006 ips: 13.3414 images/s
[05/11 12:01:36] ppdet.engine INFO: Eval iter: 0
[05/11 12:01:41] ppdet.engine INFO: Eval iter: 100
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[05/11 12:03:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/11 12:03:12] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=15.01s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.83s).
Accumulating evaluation results...
DONE (t=23.39s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.393
 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 ] = 0.225
 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 ] = 0.548
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.331
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.563
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.641
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.420
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.688
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.843
[05/11 12:05:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.91098075169253
[05/11 12:05:34] ppdet.engine INFO: Best test bbox ap is 0.393.
[05/11 12:05:36] ppdet.engine INFO: Epoch: [13] [   0/7329] learning_rate: 0.000100 loss_class: 0.760155 loss_bbox: 0.182153 loss_giou: 0.445285 loss_class_aux: 2.411036 loss_bbox_aux: 0.606387 loss_giou_aux: 1.525933 loss_class_dn: 0.394308 loss_bbox_dn: 0.242214 loss_giou_dn: 0.496053 loss_class_aux_dn: 0.878788 loss_bbox_aux_dn: 0.585035 loss_giou_aux_dn: 1.142587 loss: 10.006569 eta: 1 day, 11:55:21 batch_cost: 0.2971 data_cost: 0.0007 ips: 13.4618 images/s
[05/11 12:06:45] ppdet.engine INFO: Epoch: [13] [ 200/7329] learning_rate: 0.000100 loss_class: 0.792376 loss_bbox: 0.193229 loss_giou: 0.473404 loss_class_aux: 2.558379 loss_bbox_aux: 0.641236 loss_giou_aux: 1.505562 loss_class_dn: 0.386674 loss_bbox_dn: 0.253583 loss_giou_dn: 0.492155 loss_class_aux_dn: 0.847565 loss_bbox_aux_dn: 0.593415 loss_giou_aux_dn: 1.105125 loss: 10.146647 eta: 1 day, 11:54:29 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9793 images/s
[05/11 12:07:54] ppdet.engine INFO: Epoch: [13] [ 400/7329] learning_rate: 0.000100 loss_class: 0.777872 loss_bbox: 0.183669 loss_giou: 0.479308 loss_class_aux: 2.501626 loss_bbox_aux: 0.608875 loss_giou_aux: 1.566369 loss_class_dn: 0.391963 loss_bbox_dn: 0.260850 loss_giou_dn: 0.528731 loss_class_aux_dn: 0.834012 loss_bbox_aux_dn: 0.618936 loss_giou_aux_dn: 1.181680 loss: 10.306248 eta: 1 day, 11:53:37 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9817 images/s
[05/11 12:09:01] ppdet.engine INFO: Epoch: [13] [ 600/7329] learning_rate: 0.000100 loss_class: 0.778241 loss_bbox: 0.170770 loss_giou: 0.493052 loss_class_aux: 2.482199 loss_bbox_aux: 0.584737 loss_giou_aux: 1.648180 loss_class_dn: 0.401811 loss_bbox_dn: 0.236850 loss_giou_dn: 0.540606 loss_class_aux_dn: 0.860994 loss_bbox_aux_dn: 0.565574 loss_giou_aux_dn: 1.223129 loss: 10.462746 eta: 1 day, 11:52:36 batch_cost: 0.2978 data_cost: 0.0008 ips: 13.4319 images/s
[05/11 12:10:09] ppdet.engine INFO: Epoch: [13] [ 800/7329] learning_rate: 0.000100 loss_class: 0.711113 loss_bbox: 0.175710 loss_giou: 0.477358 loss_class_aux: 2.325096 loss_bbox_aux: 0.579364 loss_giou_aux: 1.561474 loss_class_dn: 0.376846 loss_bbox_dn: 0.237086 loss_giou_dn: 0.502619 loss_class_aux_dn: 0.820019 loss_bbox_aux_dn: 0.569051 loss_giou_aux_dn: 1.135758 loss: 9.479555 eta: 1 day, 11:51:42 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1010 images/s
[05/11 12:11:18] ppdet.engine INFO: Epoch: [13] [1000/7329] learning_rate: 0.000100 loss_class: 0.793974 loss_bbox: 0.191833 loss_giou: 0.482982 loss_class_aux: 2.547895 loss_bbox_aux: 0.638909 loss_giou_aux: 1.613937 loss_class_dn: 0.401627 loss_bbox_dn: 0.258826 loss_giou_dn: 0.531757 loss_class_aux_dn: 0.891287 loss_bbox_aux_dn: 0.605602 loss_giou_aux_dn: 1.221104 loss: 10.510141 eta: 1 day, 11:50:48 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0794 images/s
[05/11 12:12:25] ppdet.engine INFO: Epoch: [13] [1200/7329] learning_rate: 0.000100 loss_class: 0.759779 loss_bbox: 0.176461 loss_giou: 0.475554 loss_class_aux: 2.494300 loss_bbox_aux: 0.608080 loss_giou_aux: 1.603412 loss_class_dn: 0.417620 loss_bbox_dn: 0.239241 loss_giou_dn: 0.538400 loss_class_aux_dn: 0.909050 loss_bbox_aux_dn: 0.587159 loss_giou_aux_dn: 1.201686 loss: 10.648126 eta: 1 day, 11:49:50 batch_cost: 0.3008 data_cost: 0.0006 ips: 13.2992 images/s
[05/11 12:13:30] ppdet.engine INFO: Epoch: [13] [1400/7329] learning_rate: 0.000100 loss_class: 0.725329 loss_bbox: 0.172428 loss_giou: 0.419045 loss_class_aux: 2.362950 loss_bbox_aux: 0.639125 loss_giou_aux: 1.379912 loss_class_dn: 0.362382 loss_bbox_dn: 0.245709 loss_giou_dn: 0.462202 loss_class_aux_dn: 0.798811 loss_bbox_aux_dn: 0.592021 loss_giou_aux_dn: 1.062552 loss: 9.483366 eta: 1 day, 11:48:43 batch_cost: 0.2914 data_cost: 0.0006 ips: 13.7292 images/s
[05/11 12:14:34] ppdet.engine INFO: Epoch: [13] [1600/7329] learning_rate: 0.000100 loss_class: 0.775733 loss_bbox: 0.167582 loss_giou: 0.463712 loss_class_aux: 2.417002 loss_bbox_aux: 0.594154 loss_giou_aux: 1.536028 loss_class_dn: 0.378515 loss_bbox_dn: 0.240810 loss_giou_dn: 0.494861 loss_class_aux_dn: 0.838331 loss_bbox_aux_dn: 0.585838 loss_giou_aux_dn: 1.130180 loss: 9.568932 eta: 1 day, 11:47:32 batch_cost: 0.2863 data_cost: 0.0006 ips: 13.9728 images/s
[05/11 12:15:39] ppdet.engine INFO: Epoch: [13] [1800/7329] learning_rate: 0.000100 loss_class: 0.713155 loss_bbox: 0.176842 loss_giou: 0.462797 loss_class_aux: 2.319680 loss_bbox_aux: 0.585681 loss_giou_aux: 1.469722 loss_class_dn: 0.375905 loss_bbox_dn: 0.229268 loss_giou_dn: 0.501257 loss_class_aux_dn: 0.825172 loss_bbox_aux_dn: 0.555375 loss_giou_aux_dn: 1.120316 loss: 9.647745 eta: 1 day, 11:46:25 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7483 images/s
[05/11 12:16:47] ppdet.engine INFO: Epoch: [13] [2000/7329] learning_rate: 0.000100 loss_class: 0.724033 loss_bbox: 0.191815 loss_giou: 0.427667 loss_class_aux: 2.352353 loss_bbox_aux: 0.643203 loss_giou_aux: 1.409593 loss_class_dn: 0.367002 loss_bbox_dn: 0.250712 loss_giou_dn: 0.467649 loss_class_aux_dn: 0.805722 loss_bbox_aux_dn: 0.609511 loss_giou_aux_dn: 1.068612 loss: 9.668856 eta: 1 day, 11:45:27 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2676 images/s
[05/11 12:17:54] ppdet.engine INFO: Epoch: [13] [2200/7329] learning_rate: 0.000100 loss_class: 0.738881 loss_bbox: 0.173751 loss_giou: 0.449780 loss_class_aux: 2.271843 loss_bbox_aux: 0.613013 loss_giou_aux: 1.433419 loss_class_dn: 0.383566 loss_bbox_dn: 0.232736 loss_giou_dn: 0.495450 loss_class_aux_dn: 0.823691 loss_bbox_aux_dn: 0.569404 loss_giou_aux_dn: 1.122106 loss: 10.044635 eta: 1 day, 11:44:27 batch_cost: 0.2986 data_cost: 0.0007 ips: 13.3941 images/s
[05/11 12:19:02] ppdet.engine INFO: Epoch: [13] [2400/7329] learning_rate: 0.000100 loss_class: 0.787664 loss_bbox: 0.184402 loss_giou: 0.471257 loss_class_aux: 2.545949 loss_bbox_aux: 0.651055 loss_giou_aux: 1.524858 loss_class_dn: 0.399608 loss_bbox_dn: 0.264800 loss_giou_dn: 0.528345 loss_class_aux_dn: 0.888606 loss_bbox_aux_dn: 0.634088 loss_giou_aux_dn: 1.209737 loss: 10.641727 eta: 1 day, 11:43:32 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1496 images/s
[05/11 12:20:10] ppdet.engine INFO: Epoch: [13] [2600/7329] learning_rate: 0.000100 loss_class: 0.784618 loss_bbox: 0.186911 loss_giou: 0.463594 loss_class_aux: 2.498834 loss_bbox_aux: 0.637403 loss_giou_aux: 1.520910 loss_class_dn: 0.398555 loss_bbox_dn: 0.251145 loss_giou_dn: 0.501552 loss_class_aux_dn: 0.871522 loss_bbox_aux_dn: 0.615702 loss_giou_aux_dn: 1.153942 loss: 10.515616 eta: 1 day, 11:42:34 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2490 images/s
[05/11 12:21:17] ppdet.engine INFO: Epoch: [13] [2800/7329] learning_rate: 0.000100 loss_class: 0.757187 loss_bbox: 0.181137 loss_giou: 0.468786 loss_class_aux: 2.345564 loss_bbox_aux: 0.591059 loss_giou_aux: 1.548339 loss_class_dn: 0.375828 loss_bbox_dn: 0.221046 loss_giou_dn: 0.515706 loss_class_aux_dn: 0.823813 loss_bbox_aux_dn: 0.539250 loss_giou_aux_dn: 1.164697 loss: 9.952040 eta: 1 day, 11:41:34 batch_cost: 0.2982 data_cost: 0.0007 ips: 13.4133 images/s
[05/11 12:22:25] ppdet.engine INFO: Epoch: [13] [3000/7329] learning_rate: 0.000100 loss_class: 0.770239 loss_bbox: 0.171367 loss_giou: 0.431201 loss_class_aux: 2.396124 loss_bbox_aux: 0.586751 loss_giou_aux: 1.452983 loss_class_dn: 0.397797 loss_bbox_dn: 0.230787 loss_giou_dn: 0.495977 loss_class_aux_dn: 0.880264 loss_bbox_aux_dn: 0.564430 loss_giou_aux_dn: 1.154755 loss: 9.960762 eta: 1 day, 11:40:41 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0118 images/s
[05/11 12:23:33] ppdet.engine INFO: Epoch: [13] [3200/7329] learning_rate: 0.000100 loss_class: 0.771058 loss_bbox: 0.174916 loss_giou: 0.490815 loss_class_aux: 2.450906 loss_bbox_aux: 0.602262 loss_giou_aux: 1.644128 loss_class_dn: 0.386636 loss_bbox_dn: 0.226735 loss_giou_dn: 0.511546 loss_class_aux_dn: 0.831787 loss_bbox_aux_dn: 0.571056 loss_giou_aux_dn: 1.184020 loss: 9.814377 eta: 1 day, 11:39:43 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3095 images/s
[05/11 12:24:41] ppdet.engine INFO: Epoch: [13] [3400/7329] learning_rate: 0.000100 loss_class: 0.763523 loss_bbox: 0.182832 loss_giou: 0.436588 loss_class_aux: 2.438130 loss_bbox_aux: 0.585676 loss_giou_aux: 1.501921 loss_class_dn: 0.388262 loss_bbox_dn: 0.227754 loss_giou_dn: 0.481620 loss_class_aux_dn: 0.853666 loss_bbox_aux_dn: 0.561940 loss_giou_aux_dn: 1.106438 loss: 10.363091 eta: 1 day, 11:38:48 batch_cost: 0.3054 data_cost: 0.0006 ips: 13.0958 images/s
[05/11 12:25:48] ppdet.engine INFO: Epoch: [13] [3600/7329] learning_rate: 0.000100 loss_class: 0.758185 loss_bbox: 0.175191 loss_giou: 0.488962 loss_class_aux: 2.380679 loss_bbox_aux: 0.616818 loss_giou_aux: 1.628380 loss_class_dn: 0.401711 loss_bbox_dn: 0.232834 loss_giou_dn: 0.550329 loss_class_aux_dn: 0.859376 loss_bbox_aux_dn: 0.550922 loss_giou_aux_dn: 1.220073 loss: 10.431536 eta: 1 day, 11:37:49 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3539 images/s
[05/11 12:26:55] ppdet.engine INFO: Epoch: [13] [3800/7329] learning_rate: 0.000100 loss_class: 0.702697 loss_bbox: 0.168725 loss_giou: 0.483461 loss_class_aux: 2.348112 loss_bbox_aux: 0.593139 loss_giou_aux: 1.596201 loss_class_dn: 0.385422 loss_bbox_dn: 0.223272 loss_giou_dn: 0.523473 loss_class_aux_dn: 0.843322 loss_bbox_aux_dn: 0.540273 loss_giou_aux_dn: 1.178291 loss: 9.876501 eta: 1 day, 11:36:50 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3299 images/s
[05/11 12:28:02] ppdet.engine INFO: Epoch: [13] [4000/7329] learning_rate: 0.000100 loss_class: 0.727175 loss_bbox: 0.177361 loss_giou: 0.426184 loss_class_aux: 2.312632 loss_bbox_aux: 0.627884 loss_giou_aux: 1.428205 loss_class_dn: 0.378135 loss_bbox_dn: 0.236592 loss_giou_dn: 0.495449 loss_class_aux_dn: 0.825068 loss_bbox_aux_dn: 0.553982 loss_giou_aux_dn: 1.122819 loss: 9.772110 eta: 1 day, 11:35:49 batch_cost: 0.2982 data_cost: 0.0008 ips: 13.4116 images/s
[05/11 12:29:10] ppdet.engine INFO: Epoch: [13] [4200/7329] learning_rate: 0.000100 loss_class: 0.762251 loss_bbox: 0.189031 loss_giou: 0.488660 loss_class_aux: 2.508340 loss_bbox_aux: 0.638352 loss_giou_aux: 1.624818 loss_class_dn: 0.396711 loss_bbox_dn: 0.244504 loss_giou_dn: 0.528314 loss_class_aux_dn: 0.847499 loss_bbox_aux_dn: 0.592782 loss_giou_aux_dn: 1.231331 loss: 10.327205 eta: 1 day, 11:34:52 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2236 images/s
[05/11 12:30:17] ppdet.engine INFO: Epoch: [13] [4400/7329] learning_rate: 0.000100 loss_class: 0.743332 loss_bbox: 0.170207 loss_giou: 0.447481 loss_class_aux: 2.403747 loss_bbox_aux: 0.592046 loss_giou_aux: 1.479152 loss_class_dn: 0.370144 loss_bbox_dn: 0.253784 loss_giou_dn: 0.488943 loss_class_aux_dn: 0.812636 loss_bbox_aux_dn: 0.595082 loss_giou_aux_dn: 1.137081 loss: 9.700040 eta: 1 day, 11:33:56 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2195 images/s
[05/11 12:31:24] ppdet.engine INFO: Epoch: [13] [4600/7329] learning_rate: 0.000100 loss_class: 0.742970 loss_bbox: 0.187197 loss_giou: 0.459180 loss_class_aux: 2.377147 loss_bbox_aux: 0.622113 loss_giou_aux: 1.550205 loss_class_dn: 0.382409 loss_bbox_dn: 0.239381 loss_giou_dn: 0.502671 loss_class_aux_dn: 0.810012 loss_bbox_aux_dn: 0.566815 loss_giou_aux_dn: 1.160929 loss: 9.928253 eta: 1 day, 11:32:56 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3345 images/s
[05/11 12:32:32] ppdet.engine INFO: Epoch: [13] [4800/7329] learning_rate: 0.000100 loss_class: 0.767699 loss_bbox: 0.189354 loss_giou: 0.445276 loss_class_aux: 2.477861 loss_bbox_aux: 0.641108 loss_giou_aux: 1.472209 loss_class_dn: 0.412992 loss_bbox_dn: 0.250184 loss_giou_dn: 0.485635 loss_class_aux_dn: 0.882184 loss_bbox_aux_dn: 0.600830 loss_giou_aux_dn: 1.156531 loss: 10.433182 eta: 1 day, 11:32:00 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2009 images/s
[05/11 12:33:38] ppdet.engine INFO: Epoch: [13] [5000/7329] learning_rate: 0.000100 loss_class: 0.708689 loss_bbox: 0.154630 loss_giou: 0.434649 loss_class_aux: 2.268139 loss_bbox_aux: 0.531740 loss_giou_aux: 1.411284 loss_class_dn: 0.362547 loss_bbox_dn: 0.218996 loss_giou_dn: 0.482640 loss_class_aux_dn: 0.797241 loss_bbox_aux_dn: 0.525089 loss_giou_aux_dn: 1.086502 loss: 9.464815 eta: 1 day, 11:31:00 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3608 images/s
[05/11 12:34:46] ppdet.engine INFO: Epoch: [13] [5200/7329] learning_rate: 0.000100 loss_class: 0.738806 loss_bbox: 0.178768 loss_giou: 0.466170 loss_class_aux: 2.397403 loss_bbox_aux: 0.589506 loss_giou_aux: 1.555882 loss_class_dn: 0.381661 loss_bbox_dn: 0.225956 loss_giou_dn: 0.502229 loss_class_aux_dn: 0.825266 loss_bbox_aux_dn: 0.545012 loss_giou_aux_dn: 1.137325 loss: 9.979578 eta: 1 day, 11:30:02 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3122 images/s
[05/11 12:35:53] ppdet.engine INFO: Epoch: [13] [5400/7329] learning_rate: 0.000100 loss_class: 0.764400 loss_bbox: 0.173722 loss_giou: 0.518790 loss_class_aux: 2.463944 loss_bbox_aux: 0.604612 loss_giou_aux: 1.707546 loss_class_dn: 0.407792 loss_bbox_dn: 0.217422 loss_giou_dn: 0.531080 loss_class_aux_dn: 0.892745 loss_bbox_aux_dn: 0.546409 loss_giou_aux_dn: 1.220422 loss: 10.632014 eta: 1 day, 11:29:03 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3008 images/s
[05/11 12:37:01] ppdet.engine INFO: Epoch: [13] [5600/7329] learning_rate: 0.000100 loss_class: 0.747464 loss_bbox: 0.173181 loss_giou: 0.466170 loss_class_aux: 2.420581 loss_bbox_aux: 0.605527 loss_giou_aux: 1.528804 loss_class_dn: 0.382009 loss_bbox_dn: 0.233939 loss_giou_dn: 0.515623 loss_class_aux_dn: 0.847739 loss_bbox_aux_dn: 0.554126 loss_giou_aux_dn: 1.189059 loss: 9.967848 eta: 1 day, 11:28:09 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0732 images/s
[05/11 12:38:09] ppdet.engine INFO: Epoch: [13] [5800/7329] learning_rate: 0.000100 loss_class: 0.734879 loss_bbox: 0.158114 loss_giou: 0.432316 loss_class_aux: 2.294576 loss_bbox_aux: 0.548276 loss_giou_aux: 1.463279 loss_class_dn: 0.362553 loss_bbox_dn: 0.221165 loss_giou_dn: 0.459314 loss_class_aux_dn: 0.794301 loss_bbox_aux_dn: 0.548080 loss_giou_aux_dn: 1.042828 loss: 9.222815 eta: 1 day, 11:27:13 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1798 images/s
[05/11 12:39:16] ppdet.engine INFO: Epoch: [13] [6000/7329] learning_rate: 0.000100 loss_class: 0.719641 loss_bbox: 0.175575 loss_giou: 0.458424 loss_class_aux: 2.308279 loss_bbox_aux: 0.607474 loss_giou_aux: 1.507210 loss_class_dn: 0.355196 loss_bbox_dn: 0.246060 loss_giou_dn: 0.502251 loss_class_aux_dn: 0.779272 loss_bbox_aux_dn: 0.598605 loss_giou_aux_dn: 1.145908 loss: 9.642370 eta: 1 day, 11:26:15 batch_cost: 0.3015 data_cost: 0.0006 ips: 13.2688 images/s
[05/11 12:40:24] ppdet.engine INFO: Epoch: [13] [6200/7329] learning_rate: 0.000100 loss_class: 0.766940 loss_bbox: 0.179267 loss_giou: 0.448339 loss_class_aux: 2.434763 loss_bbox_aux: 0.604512 loss_giou_aux: 1.486259 loss_class_dn: 0.378968 loss_bbox_dn: 0.240406 loss_giou_dn: 0.507387 loss_class_aux_dn: 0.831393 loss_bbox_aux_dn: 0.574294 loss_giou_aux_dn: 1.167901 loss: 10.222881 eta: 1 day, 11:25:19 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1621 images/s
[05/11 12:41:33] ppdet.engine INFO: Epoch: [13] [6400/7329] learning_rate: 0.000100 loss_class: 0.766549 loss_bbox: 0.195003 loss_giou: 0.477372 loss_class_aux: 2.504347 loss_bbox_aux: 0.632451 loss_giou_aux: 1.566592 loss_class_dn: 0.400313 loss_bbox_dn: 0.249438 loss_giou_dn: 0.529086 loss_class_aux_dn: 0.882639 loss_bbox_aux_dn: 0.603071 loss_giou_aux_dn: 1.203332 loss: 10.280280 eta: 1 day, 11:24:24 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1101 images/s
[05/11 12:42:40] ppdet.engine INFO: Epoch: [13] [6600/7329] learning_rate: 0.000100 loss_class: 0.793733 loss_bbox: 0.185490 loss_giou: 0.448837 loss_class_aux: 2.541572 loss_bbox_aux: 0.639668 loss_giou_aux: 1.462944 loss_class_dn: 0.379980 loss_bbox_dn: 0.256951 loss_giou_dn: 0.497163 loss_class_aux_dn: 0.830613 loss_bbox_aux_dn: 0.626746 loss_giou_aux_dn: 1.152158 loss: 9.883232 eta: 1 day, 11:23:24 batch_cost: 0.2994 data_cost: 0.0008 ips: 13.3599 images/s
[05/11 12:43:48] ppdet.engine INFO: Epoch: [13] [6800/7329] learning_rate: 0.000100 loss_class: 0.757631 loss_bbox: 0.165076 loss_giou: 0.454023 loss_class_aux: 2.376770 loss_bbox_aux: 0.567202 loss_giou_aux: 1.484248 loss_class_dn: 0.386341 loss_bbox_dn: 0.237150 loss_giou_dn: 0.494451 loss_class_aux_dn: 0.845918 loss_bbox_aux_dn: 0.571020 loss_giou_aux_dn: 1.135935 loss: 10.232058 eta: 1 day, 11:22:30 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1102 images/s
[05/11 12:44:55] ppdet.engine INFO: Epoch: [13] [7000/7329] learning_rate: 0.000100 loss_class: 0.756363 loss_bbox: 0.175413 loss_giou: 0.452953 loss_class_aux: 2.458408 loss_bbox_aux: 0.598876 loss_giou_aux: 1.460573 loss_class_dn: 0.396556 loss_bbox_dn: 0.257782 loss_giou_dn: 0.507654 loss_class_aux_dn: 0.861870 loss_bbox_aux_dn: 0.623334 loss_giou_aux_dn: 1.170886 loss: 10.241913 eta: 1 day, 11:21:32 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2252 images/s
[05/11 12:46:02] ppdet.engine INFO: Epoch: [13] [7200/7329] learning_rate: 0.000100 loss_class: 0.716649 loss_bbox: 0.164641 loss_giou: 0.468359 loss_class_aux: 2.342655 loss_bbox_aux: 0.570384 loss_giou_aux: 1.525894 loss_class_dn: 0.375632 loss_bbox_dn: 0.233428 loss_giou_dn: 0.504654 loss_class_aux_dn: 0.814064 loss_bbox_aux_dn: 0.573606 loss_giou_aux_dn: 1.159551 loss: 9.627066 eta: 1 day, 11:20:32 batch_cost: 0.2980 data_cost: 0.0007 ips: 13.4249 images/s
[05/11 12:46:48] ppdet.engine INFO: Eval iter: 0
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[05/11 12:48:23] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.46s)
creating index...
index created!
[05/11 12:48:24] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.77s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.32s).
Accumulating evaluation results...
DONE (t=23.84s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.397
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.554
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.428
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.230
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.425
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.552
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.332
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.567
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.645
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.425
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.692
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.845
[05/11 12:50:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.33778290626253
[05/11 12:50:44] ppdet.engine INFO: Best test bbox ap is 0.397.
[05/11 12:50:46] ppdet.engine INFO: Epoch: [14] [   0/7329] learning_rate: 0.000100 loss_class: 0.716506 loss_bbox: 0.160853 loss_giou: 0.470728 loss_class_aux: 2.323346 loss_bbox_aux: 0.533815 loss_giou_aux: 1.530677 loss_class_dn: 0.380732 loss_bbox_dn: 0.222968 loss_giou_dn: 0.503231 loss_class_aux_dn: 0.824002 loss_bbox_aux_dn: 0.542753 loss_giou_aux_dn: 1.133158 loss: 9.846733 eta: 1 day, 11:19:54 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2777 images/s
[05/11 12:51:56] ppdet.engine INFO: Epoch: [14] [ 200/7329] learning_rate: 0.000100 loss_class: 0.799205 loss_bbox: 0.177403 loss_giou: 0.507321 loss_class_aux: 2.508531 loss_bbox_aux: 0.616457 loss_giou_aux: 1.625800 loss_class_dn: 0.395673 loss_bbox_dn: 0.228152 loss_giou_dn: 0.531712 loss_class_aux_dn: 0.881040 loss_bbox_aux_dn: 0.529010 loss_giou_aux_dn: 1.202154 loss: 10.323060 eta: 1 day, 11:19:04 batch_cost: 0.3111 data_cost: 0.0007 ips: 12.8588 images/s
[05/11 12:53:06] ppdet.engine INFO: Epoch: [14] [ 400/7329] learning_rate: 0.000100 loss_class: 0.745749 loss_bbox: 0.171566 loss_giou: 0.462672 loss_class_aux: 2.456737 loss_bbox_aux: 0.582375 loss_giou_aux: 1.490647 loss_class_dn: 0.387189 loss_bbox_dn: 0.249928 loss_giou_dn: 0.481114 loss_class_aux_dn: 0.846714 loss_bbox_aux_dn: 0.597882 loss_giou_aux_dn: 1.098685 loss: 9.689002 eta: 1 day, 11:18:16 batch_cost: 0.3135 data_cost: 0.0007 ips: 12.7608 images/s
[05/11 12:54:14] ppdet.engine INFO: Epoch: [14] [ 600/7329] learning_rate: 0.000100 loss_class: 0.756994 loss_bbox: 0.172739 loss_giou: 0.492777 loss_class_aux: 2.433727 loss_bbox_aux: 0.588036 loss_giou_aux: 1.593932 loss_class_dn: 0.380229 loss_bbox_dn: 0.243148 loss_giou_dn: 0.523272 loss_class_aux_dn: 0.846185 loss_bbox_aux_dn: 0.588417 loss_giou_aux_dn: 1.172813 loss: 10.068479 eta: 1 day, 11:17:23 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0048 images/s
[05/11 12:55:22] ppdet.engine INFO: Epoch: [14] [ 800/7329] learning_rate: 0.000100 loss_class: 0.735860 loss_bbox: 0.170516 loss_giou: 0.467471 loss_class_aux: 2.384703 loss_bbox_aux: 0.584947 loss_giou_aux: 1.563892 loss_class_dn: 0.390860 loss_bbox_dn: 0.243507 loss_giou_dn: 0.504732 loss_class_aux_dn: 0.843764 loss_bbox_aux_dn: 0.568968 loss_giou_aux_dn: 1.164417 loss: 9.924463 eta: 1 day, 11:16:29 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0605 images/s
[05/11 12:56:30] ppdet.engine INFO: Epoch: [14] [1000/7329] learning_rate: 0.000100 loss_class: 0.784590 loss_bbox: 0.180503 loss_giou: 0.470077 loss_class_aux: 2.520033 loss_bbox_aux: 0.586112 loss_giou_aux: 1.576779 loss_class_dn: 0.398634 loss_bbox_dn: 0.227154 loss_giou_dn: 0.518920 loss_class_aux_dn: 0.868518 loss_bbox_aux_dn: 0.537333 loss_giou_aux_dn: 1.195500 loss: 9.993053 eta: 1 day, 11:15:33 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1622 images/s
[05/11 12:57:40] ppdet.engine INFO: Epoch: [14] [1200/7329] learning_rate: 0.000100 loss_class: 0.735000 loss_bbox: 0.162703 loss_giou: 0.479342 loss_class_aux: 2.350803 loss_bbox_aux: 0.558819 loss_giou_aux: 1.577215 loss_class_dn: 0.384744 loss_bbox_dn: 0.205388 loss_giou_dn: 0.518543 loss_class_aux_dn: 0.849362 loss_bbox_aux_dn: 0.510089 loss_giou_aux_dn: 1.149218 loss: 9.926817 eta: 1 day, 11:14:44 batch_cost: 0.3123 data_cost: 0.0007 ips: 12.8074 images/s
[05/11 12:58:48] ppdet.engine INFO: Epoch: [14] [1400/7329] learning_rate: 0.000100 loss_class: 0.760160 loss_bbox: 0.173076 loss_giou: 0.482197 loss_class_aux: 2.445993 loss_bbox_aux: 0.587049 loss_giou_aux: 1.564415 loss_class_dn: 0.385327 loss_bbox_dn: 0.223175 loss_giou_dn: 0.510819 loss_class_aux_dn: 0.839535 loss_bbox_aux_dn: 0.548208 loss_giou_aux_dn: 1.155989 loss: 9.959745 eta: 1 day, 11:13:47 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1892 images/s
[05/11 12:59:56] ppdet.engine INFO: Epoch: [14] [1600/7329] learning_rate: 0.000100 loss_class: 0.781704 loss_bbox: 0.170954 loss_giou: 0.493944 loss_class_aux: 2.541881 loss_bbox_aux: 0.622182 loss_giou_aux: 1.633871 loss_class_dn: 0.405875 loss_bbox_dn: 0.245437 loss_giou_dn: 0.546337 loss_class_aux_dn: 0.875683 loss_bbox_aux_dn: 0.566769 loss_giou_aux_dn: 1.240149 loss: 10.273449 eta: 1 day, 11:12:53 batch_cost: 0.3061 data_cost: 0.0006 ips: 13.0684 images/s
[05/11 13:01:03] ppdet.engine INFO: Epoch: [14] [1800/7329] learning_rate: 0.000100 loss_class: 0.741218 loss_bbox: 0.167048 loss_giou: 0.538460 loss_class_aux: 2.379405 loss_bbox_aux: 0.577468 loss_giou_aux: 1.754040 loss_class_dn: 0.393530 loss_bbox_dn: 0.226070 loss_giou_dn: 0.524515 loss_class_aux_dn: 0.874792 loss_bbox_aux_dn: 0.548056 loss_giou_aux_dn: 1.211868 loss: 9.933010 eta: 1 day, 11:11:55 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2395 images/s
[05/11 13:02:11] ppdet.engine INFO: Epoch: [14] [2000/7329] learning_rate: 0.000100 loss_class: 0.707056 loss_bbox: 0.169359 loss_giou: 0.429742 loss_class_aux: 2.294394 loss_bbox_aux: 0.590882 loss_giou_aux: 1.434307 loss_class_dn: 0.341164 loss_bbox_dn: 0.223746 loss_giou_dn: 0.454544 loss_class_aux_dn: 0.781793 loss_bbox_aux_dn: 0.545851 loss_giou_aux_dn: 1.033701 loss: 8.980160 eta: 1 day, 11:10:58 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1844 images/s
[05/11 13:03:20] ppdet.engine INFO: Epoch: [14] [2200/7329] learning_rate: 0.000100 loss_class: 0.752823 loss_bbox: 0.182572 loss_giou: 0.436670 loss_class_aux: 2.439124 loss_bbox_aux: 0.632879 loss_giou_aux: 1.490855 loss_class_dn: 0.387834 loss_bbox_dn: 0.243237 loss_giou_dn: 0.499242 loss_class_aux_dn: 0.843393 loss_bbox_aux_dn: 0.591033 loss_giou_aux_dn: 1.142062 loss: 10.297472 eta: 1 day, 11:10:03 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1019 images/s
[05/11 13:04:28] ppdet.engine INFO: Epoch: [14] [2400/7329] learning_rate: 0.000100 loss_class: 0.782492 loss_bbox: 0.179333 loss_giou: 0.509064 loss_class_aux: 2.536531 loss_bbox_aux: 0.624287 loss_giou_aux: 1.616670 loss_class_dn: 0.401151 loss_bbox_dn: 0.240153 loss_giou_dn: 0.545125 loss_class_aux_dn: 0.860575 loss_bbox_aux_dn: 0.592599 loss_giou_aux_dn: 1.243969 loss: 10.709723 eta: 1 day, 11:09:09 batch_cost: 0.3068 data_cost: 0.0006 ips: 13.0387 images/s
[05/11 13:05:36] ppdet.engine INFO: Epoch: [14] [2600/7329] learning_rate: 0.000100 loss_class: 0.797343 loss_bbox: 0.180101 loss_giou: 0.488042 loss_class_aux: 2.517234 loss_bbox_aux: 0.625341 loss_giou_aux: 1.643592 loss_class_dn: 0.391890 loss_bbox_dn: 0.243164 loss_giou_dn: 0.507557 loss_class_aux_dn: 0.887823 loss_bbox_aux_dn: 0.611324 loss_giou_aux_dn: 1.143238 loss: 10.207041 eta: 1 day, 11:08:12 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2322 images/s
[05/11 13:06:43] ppdet.engine INFO: Epoch: [14] [2800/7329] learning_rate: 0.000100 loss_class: 0.716440 loss_bbox: 0.160271 loss_giou: 0.422750 loss_class_aux: 2.282828 loss_bbox_aux: 0.568154 loss_giou_aux: 1.403771 loss_class_dn: 0.377376 loss_bbox_dn: 0.237315 loss_giou_dn: 0.487525 loss_class_aux_dn: 0.835967 loss_bbox_aux_dn: 0.570190 loss_giou_aux_dn: 1.090740 loss: 9.445512 eta: 1 day, 11:07:13 batch_cost: 0.3010 data_cost: 0.0007 ips: 13.2893 images/s
[05/11 13:07:51] ppdet.engine INFO: Epoch: [14] [3000/7329] learning_rate: 0.000100 loss_class: 0.811165 loss_bbox: 0.189582 loss_giou: 0.481789 loss_class_aux: 2.590044 loss_bbox_aux: 0.635842 loss_giou_aux: 1.565501 loss_class_dn: 0.434158 loss_bbox_dn: 0.247348 loss_giou_dn: 0.531482 loss_class_aux_dn: 0.932776 loss_bbox_aux_dn: 0.599800 loss_giou_aux_dn: 1.226394 loss: 10.483907 eta: 1 day, 11:06:17 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1411 images/s
[05/11 13:08:59] ppdet.engine INFO: Epoch: [14] [3200/7329] learning_rate: 0.000100 loss_class: 0.771593 loss_bbox: 0.185805 loss_giou: 0.490507 loss_class_aux: 2.471564 loss_bbox_aux: 0.626037 loss_giou_aux: 1.641403 loss_class_dn: 0.399344 loss_bbox_dn: 0.253079 loss_giou_dn: 0.543560 loss_class_aux_dn: 0.875261 loss_bbox_aux_dn: 0.611212 loss_giou_aux_dn: 1.236048 loss: 10.205196 eta: 1 day, 11:05:23 batch_cost: 0.3059 data_cost: 0.0006 ips: 13.0771 images/s
[05/11 13:10:07] ppdet.engine INFO: Epoch: [14] [3400/7329] learning_rate: 0.000100 loss_class: 0.700034 loss_bbox: 0.178583 loss_giou: 0.438259 loss_class_aux: 2.295668 loss_bbox_aux: 0.593437 loss_giou_aux: 1.501502 loss_class_dn: 0.355535 loss_bbox_dn: 0.224977 loss_giou_dn: 0.486282 loss_class_aux_dn: 0.770812 loss_bbox_aux_dn: 0.539493 loss_giou_aux_dn: 1.121685 loss: 9.716332 eta: 1 day, 11:04:26 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1950 images/s
[05/11 13:11:14] ppdet.engine INFO: Epoch: [14] [3600/7329] learning_rate: 0.000100 loss_class: 0.773643 loss_bbox: 0.181846 loss_giou: 0.431335 loss_class_aux: 2.524201 loss_bbox_aux: 0.593018 loss_giou_aux: 1.476516 loss_class_dn: 0.383835 loss_bbox_dn: 0.229891 loss_giou_dn: 0.486463 loss_class_aux_dn: 0.850012 loss_bbox_aux_dn: 0.582696 loss_giou_aux_dn: 1.119540 loss: 9.639303 eta: 1 day, 11:03:26 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3269 images/s
[05/11 13:12:20] ppdet.engine INFO: Epoch: [14] [3800/7329] learning_rate: 0.000100 loss_class: 0.767613 loss_bbox: 0.166838 loss_giou: 0.435669 loss_class_aux: 2.452130 loss_bbox_aux: 0.582104 loss_giou_aux: 1.455648 loss_class_dn: 0.403653 loss_bbox_dn: 0.233436 loss_giou_dn: 0.480681 loss_class_aux_dn: 0.885132 loss_bbox_aux_dn: 0.557527 loss_giou_aux_dn: 1.123009 loss: 10.251153 eta: 1 day, 11:02:22 batch_cost: 0.2941 data_cost: 0.0006 ips: 13.6005 images/s
[05/11 13:13:24] ppdet.engine INFO: Epoch: [14] [4000/7329] learning_rate: 0.000100 loss_class: 0.740399 loss_bbox: 0.175262 loss_giou: 0.500327 loss_class_aux: 2.402928 loss_bbox_aux: 0.585418 loss_giou_aux: 1.659745 loss_class_dn: 0.401388 loss_bbox_dn: 0.231461 loss_giou_dn: 0.518324 loss_class_aux_dn: 0.876416 loss_bbox_aux_dn: 0.566886 loss_giou_aux_dn: 1.182222 loss: 10.096292 eta: 1 day, 11:01:13 batch_cost: 0.2875 data_cost: 0.0006 ips: 13.9125 images/s
[05/11 13:14:29] ppdet.engine INFO: Epoch: [14] [4200/7329] learning_rate: 0.000100 loss_class: 0.781701 loss_bbox: 0.178918 loss_giou: 0.489495 loss_class_aux: 2.505773 loss_bbox_aux: 0.606075 loss_giou_aux: 1.592929 loss_class_dn: 0.398168 loss_bbox_dn: 0.261465 loss_giou_dn: 0.536222 loss_class_aux_dn: 0.864390 loss_bbox_aux_dn: 0.622934 loss_giou_aux_dn: 1.221387 loss: 10.350925 eta: 1 day, 11:00:06 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7512 images/s
[05/11 13:15:37] ppdet.engine INFO: Epoch: [14] [4400/7329] learning_rate: 0.000100 loss_class: 0.744151 loss_bbox: 0.190681 loss_giou: 0.508237 loss_class_aux: 2.428653 loss_bbox_aux: 0.662890 loss_giou_aux: 1.602870 loss_class_dn: 0.370204 loss_bbox_dn: 0.249715 loss_giou_dn: 0.494574 loss_class_aux_dn: 0.809276 loss_bbox_aux_dn: 0.611617 loss_giou_aux_dn: 1.166588 loss: 9.847539 eta: 1 day, 10:59:08 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2842 images/s
[05/11 13:16:45] ppdet.engine INFO: Epoch: [14] [4600/7329] learning_rate: 0.000100 loss_class: 0.714948 loss_bbox: 0.173132 loss_giou: 0.475327 loss_class_aux: 2.319803 loss_bbox_aux: 0.579973 loss_giou_aux: 1.595632 loss_class_dn: 0.392346 loss_bbox_dn: 0.231667 loss_giou_dn: 0.508142 loss_class_aux_dn: 0.839515 loss_bbox_aux_dn: 0.566440 loss_giou_aux_dn: 1.147088 loss: 9.930131 eta: 1 day, 10:58:14 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0425 images/s
[05/11 13:17:53] ppdet.engine INFO: Epoch: [14] [4800/7329] learning_rate: 0.000100 loss_class: 0.691823 loss_bbox: 0.175715 loss_giou: 0.484258 loss_class_aux: 2.262462 loss_bbox_aux: 0.596433 loss_giou_aux: 1.557013 loss_class_dn: 0.371975 loss_bbox_dn: 0.220283 loss_giou_dn: 0.514709 loss_class_aux_dn: 0.807388 loss_bbox_aux_dn: 0.518333 loss_giou_aux_dn: 1.140859 loss: 9.633643 eta: 1 day, 10:57:17 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2111 images/s
[05/11 13:19:03] ppdet.engine INFO: Epoch: [14] [5000/7329] learning_rate: 0.000100 loss_class: 0.751988 loss_bbox: 0.184474 loss_giou: 0.493508 loss_class_aux: 2.380833 loss_bbox_aux: 0.624821 loss_giou_aux: 1.626903 loss_class_dn: 0.388868 loss_bbox_dn: 0.240608 loss_giou_dn: 0.544356 loss_class_aux_dn: 0.850095 loss_bbox_aux_dn: 0.593293 loss_giou_aux_dn: 1.219576 loss: 10.343309 eta: 1 day, 10:56:27 batch_cost: 0.3123 data_cost: 0.0007 ips: 12.8100 images/s
[05/11 13:20:10] ppdet.engine INFO: Epoch: [14] [5200/7329] learning_rate: 0.000100 loss_class: 0.739601 loss_bbox: 0.184077 loss_giou: 0.509456 loss_class_aux: 2.391699 loss_bbox_aux: 0.601015 loss_giou_aux: 1.688872 loss_class_dn: 0.400786 loss_bbox_dn: 0.216427 loss_giou_dn: 0.532121 loss_class_aux_dn: 0.876573 loss_bbox_aux_dn: 0.519000 loss_giou_aux_dn: 1.209364 loss: 10.405918 eta: 1 day, 10:55:29 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2309 images/s
[05/11 13:21:19] ppdet.engine INFO: Epoch: [14] [5400/7329] learning_rate: 0.000100 loss_class: 0.754122 loss_bbox: 0.174092 loss_giou: 0.428249 loss_class_aux: 2.386989 loss_bbox_aux: 0.617439 loss_giou_aux: 1.432265 loss_class_dn: 0.373418 loss_bbox_dn: 0.237385 loss_giou_dn: 0.479602 loss_class_aux_dn: 0.821850 loss_bbox_aux_dn: 0.581530 loss_giou_aux_dn: 1.144407 loss: 9.998611 eta: 1 day, 10:54:33 batch_cost: 0.3041 data_cost: 0.0008 ips: 13.1545 images/s
[05/11 13:22:27] ppdet.engine INFO: Epoch: [14] [5600/7329] learning_rate: 0.000100 loss_class: 0.760542 loss_bbox: 0.177509 loss_giou: 0.443632 loss_class_aux: 2.435950 loss_bbox_aux: 0.596011 loss_giou_aux: 1.482524 loss_class_dn: 0.382944 loss_bbox_dn: 0.225693 loss_giou_dn: 0.493280 loss_class_aux_dn: 0.852886 loss_bbox_aux_dn: 0.558488 loss_giou_aux_dn: 1.127129 loss: 9.999469 eta: 1 day, 10:53:37 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0976 images/s
[05/11 13:23:35] ppdet.engine INFO: Epoch: [14] [5800/7329] learning_rate: 0.000100 loss_class: 0.740973 loss_bbox: 0.182509 loss_giou: 0.475205 loss_class_aux: 2.412534 loss_bbox_aux: 0.589999 loss_giou_aux: 1.596383 loss_class_dn: 0.389072 loss_bbox_dn: 0.231267 loss_giou_dn: 0.528888 loss_class_aux_dn: 0.861399 loss_bbox_aux_dn: 0.573423 loss_giou_aux_dn: 1.193597 loss: 9.894449 eta: 1 day, 10:52:41 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1660 images/s
[05/11 13:24:43] ppdet.engine INFO: Epoch: [14] [6000/7329] learning_rate: 0.000100 loss_class: 0.771225 loss_bbox: 0.174933 loss_giou: 0.488095 loss_class_aux: 2.440629 loss_bbox_aux: 0.594763 loss_giou_aux: 1.614185 loss_class_dn: 0.404612 loss_bbox_dn: 0.237994 loss_giou_dn: 0.508873 loss_class_aux_dn: 0.884889 loss_bbox_aux_dn: 0.579979 loss_giou_aux_dn: 1.157921 loss: 10.102903 eta: 1 day, 10:51:46 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0876 images/s
[05/11 13:25:52] ppdet.engine INFO: Epoch: [14] [6200/7329] learning_rate: 0.000100 loss_class: 0.750475 loss_bbox: 0.186074 loss_giou: 0.461674 loss_class_aux: 2.333301 loss_bbox_aux: 0.633944 loss_giou_aux: 1.537070 loss_class_dn: 0.381295 loss_bbox_dn: 0.259704 loss_giou_dn: 0.502881 loss_class_aux_dn: 0.835893 loss_bbox_aux_dn: 0.613645 loss_giou_aux_dn: 1.150543 loss: 9.981518 eta: 1 day, 10:50:52 batch_cost: 0.3080 data_cost: 0.0007 ips: 12.9882 images/s
[05/11 13:27:00] ppdet.engine INFO: Epoch: [14] [6400/7329] learning_rate: 0.000100 loss_class: 0.722764 loss_bbox: 0.164516 loss_giou: 0.447342 loss_class_aux: 2.321041 loss_bbox_aux: 0.559375 loss_giou_aux: 1.478978 loss_class_dn: 0.374529 loss_bbox_dn: 0.233255 loss_giou_dn: 0.466270 loss_class_aux_dn: 0.827538 loss_bbox_aux_dn: 0.566683 loss_giou_aux_dn: 1.085000 loss: 9.519297 eta: 1 day, 10:49:58 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0732 images/s
[05/11 13:28:09] ppdet.engine INFO: Epoch: [14] [6600/7329] learning_rate: 0.000100 loss_class: 0.744489 loss_bbox: 0.178327 loss_giou: 0.450595 loss_class_aux: 2.372895 loss_bbox_aux: 0.588407 loss_giou_aux: 1.442370 loss_class_dn: 0.352107 loss_bbox_dn: 0.216644 loss_giou_dn: 0.467373 loss_class_aux_dn: 0.781846 loss_bbox_aux_dn: 0.525531 loss_giou_aux_dn: 1.041464 loss: 9.790521 eta: 1 day, 10:49:03 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0294 images/s
[05/11 13:29:17] ppdet.engine INFO: Epoch: [14] [6800/7329] learning_rate: 0.000100 loss_class: 0.716070 loss_bbox: 0.171635 loss_giou: 0.434599 loss_class_aux: 2.324222 loss_bbox_aux: 0.588163 loss_giou_aux: 1.399109 loss_class_dn: 0.351950 loss_bbox_dn: 0.220431 loss_giou_dn: 0.471074 loss_class_aux_dn: 0.766545 loss_bbox_aux_dn: 0.541352 loss_giou_aux_dn: 1.076704 loss: 9.036263 eta: 1 day, 10:48:07 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1658 images/s
[05/11 13:30:25] ppdet.engine INFO: Epoch: [14] [7000/7329] learning_rate: 0.000100 loss_class: 0.765256 loss_bbox: 0.176513 loss_giou: 0.491658 loss_class_aux: 2.488362 loss_bbox_aux: 0.594539 loss_giou_aux: 1.642048 loss_class_dn: 0.393917 loss_bbox_dn: 0.238428 loss_giou_dn: 0.521976 loss_class_aux_dn: 0.849719 loss_bbox_aux_dn: 0.580523 loss_giou_aux_dn: 1.184182 loss: 10.109001 eta: 1 day, 10:47:11 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1142 images/s
[05/11 13:31:34] ppdet.engine INFO: Epoch: [14] [7200/7329] learning_rate: 0.000100 loss_class: 0.726445 loss_bbox: 0.171637 loss_giou: 0.469007 loss_class_aux: 2.308992 loss_bbox_aux: 0.579336 loss_giou_aux: 1.504891 loss_class_dn: 0.383592 loss_bbox_dn: 0.232553 loss_giou_dn: 0.497503 loss_class_aux_dn: 0.845222 loss_bbox_aux_dn: 0.561156 loss_giou_aux_dn: 1.127485 loss: 9.370998 eta: 1 day, 10:46:16 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0833 images/s
[05/11 13:32:19] ppdet.engine INFO: Eval iter: 0
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[05/11 13:33:04] ppdet.engine INFO: Eval iter: 700
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[05/11 13:33:36] ppdet.engine INFO: Eval iter: 1200
[05/11 13:34:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/11 13:34:00] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.57s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=105.29s).
Accumulating evaluation results...
DONE (t=24.26s).
 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 ] = 0.433
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.235
 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 ] = 0.560
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.335
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.571
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.647
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.428
 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 ] = 0.845
[05/11 13:36:26] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.93662028132167
[05/11 13:36:26] ppdet.engine INFO: Best test bbox ap is 0.402.
[05/11 13:36:29] ppdet.engine INFO: Epoch: [15] [   0/7329] learning_rate: 0.000100 loss_class: 0.709664 loss_bbox: 0.175227 loss_giou: 0.448720 loss_class_aux: 2.312513 loss_bbox_aux: 0.596651 loss_giou_aux: 1.433166 loss_class_dn: 0.380026 loss_bbox_dn: 0.238097 loss_giou_dn: 0.477068 loss_class_aux_dn: 0.814984 loss_bbox_aux_dn: 0.584681 loss_giou_aux_dn: 1.089121 loss: 9.612568 eta: 1 day, 10:45:37 batch_cost: 0.2988 data_cost: 0.0008 ips: 13.3851 images/s
[05/11 13:37:38] ppdet.engine INFO: Epoch: [15] [ 200/7329] learning_rate: 0.000100 loss_class: 0.771339 loss_bbox: 0.187654 loss_giou: 0.522362 loss_class_aux: 2.489108 loss_bbox_aux: 0.652866 loss_giou_aux: 1.670555 loss_class_dn: 0.411263 loss_bbox_dn: 0.251949 loss_giou_dn: 0.556312 loss_class_aux_dn: 0.895482 loss_bbox_aux_dn: 0.586780 loss_giou_aux_dn: 1.236799 loss: 10.438402 eta: 1 day, 10:44:44 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9432 images/s
[05/11 13:38:46] ppdet.engine INFO: Epoch: [15] [ 400/7329] learning_rate: 0.000100 loss_class: 0.755235 loss_bbox: 0.186656 loss_giou: 0.418960 loss_class_aux: 2.465196 loss_bbox_aux: 0.619831 loss_giou_aux: 1.422788 loss_class_dn: 0.381214 loss_bbox_dn: 0.250823 loss_giou_dn: 0.475979 loss_class_aux_dn: 0.857239 loss_bbox_aux_dn: 0.603693 loss_giou_aux_dn: 1.105760 loss: 10.093931 eta: 1 day, 10:43:48 batch_cost: 0.3050 data_cost: 0.0008 ips: 13.1152 images/s
[05/11 13:39:53] ppdet.engine INFO: Epoch: [15] [ 600/7329] learning_rate: 0.000100 loss_class: 0.711362 loss_bbox: 0.159427 loss_giou: 0.420097 loss_class_aux: 2.251543 loss_bbox_aux: 0.534062 loss_giou_aux: 1.376429 loss_class_dn: 0.381422 loss_bbox_dn: 0.212703 loss_giou_dn: 0.465009 loss_class_aux_dn: 0.830489 loss_bbox_aux_dn: 0.508556 loss_giou_aux_dn: 1.074365 loss: 9.553576 eta: 1 day, 10:42:48 batch_cost: 0.2986 data_cost: 0.0006 ips: 13.3961 images/s
[05/11 13:41:00] ppdet.engine INFO: Epoch: [15] [ 800/7329] learning_rate: 0.000100 loss_class: 0.771448 loss_bbox: 0.175563 loss_giou: 0.452186 loss_class_aux: 2.451688 loss_bbox_aux: 0.591366 loss_giou_aux: 1.494465 loss_class_dn: 0.391074 loss_bbox_dn: 0.224189 loss_giou_dn: 0.473547 loss_class_aux_dn: 0.853863 loss_bbox_aux_dn: 0.562942 loss_giou_aux_dn: 1.089359 loss: 9.933315 eta: 1 day, 10:41:50 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2078 images/s
[05/11 13:42:09] ppdet.engine INFO: Epoch: [15] [1000/7329] learning_rate: 0.000100 loss_class: 0.764711 loss_bbox: 0.172494 loss_giou: 0.471226 loss_class_aux: 2.376865 loss_bbox_aux: 0.602951 loss_giou_aux: 1.592391 loss_class_dn: 0.386013 loss_bbox_dn: 0.232549 loss_giou_dn: 0.509758 loss_class_aux_dn: 0.838256 loss_bbox_aux_dn: 0.561398 loss_giou_aux_dn: 1.163042 loss: 10.061787 eta: 1 day, 10:40:55 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0955 images/s
[05/11 13:43:17] ppdet.engine INFO: Epoch: [15] [1200/7329] learning_rate: 0.000100 loss_class: 0.733776 loss_bbox: 0.182347 loss_giou: 0.521764 loss_class_aux: 2.408445 loss_bbox_aux: 0.622838 loss_giou_aux: 1.670480 loss_class_dn: 0.388499 loss_bbox_dn: 0.240328 loss_giou_dn: 0.548413 loss_class_aux_dn: 0.828127 loss_bbox_aux_dn: 0.573551 loss_giou_aux_dn: 1.241985 loss: 9.806416 eta: 1 day, 10:39:59 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1131 images/s
[05/11 13:44:26] ppdet.engine INFO: Epoch: [15] [1400/7329] learning_rate: 0.000100 loss_class: 0.757637 loss_bbox: 0.169075 loss_giou: 0.496331 loss_class_aux: 2.401911 loss_bbox_aux: 0.562169 loss_giou_aux: 1.587055 loss_class_dn: 0.404114 loss_bbox_dn: 0.223978 loss_giou_dn: 0.505684 loss_class_aux_dn: 0.873300 loss_bbox_aux_dn: 0.542562 loss_giou_aux_dn: 1.183191 loss: 9.913767 eta: 1 day, 10:39:05 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9958 images/s
[05/11 13:45:34] ppdet.engine INFO: Epoch: [15] [1600/7329] learning_rate: 0.000100 loss_class: 0.736623 loss_bbox: 0.160942 loss_giou: 0.439740 loss_class_aux: 2.314093 loss_bbox_aux: 0.575505 loss_giou_aux: 1.470692 loss_class_dn: 0.377602 loss_bbox_dn: 0.213938 loss_giou_dn: 0.490771 loss_class_aux_dn: 0.829442 loss_bbox_aux_dn: 0.522517 loss_giou_aux_dn: 1.109891 loss: 9.609278 eta: 1 day, 10:38:08 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2015 images/s
[05/11 13:46:41] ppdet.engine INFO: Epoch: [15] [1800/7329] learning_rate: 0.000100 loss_class: 0.680576 loss_bbox: 0.166665 loss_giou: 0.416528 loss_class_aux: 2.177987 loss_bbox_aux: 0.546264 loss_giou_aux: 1.344163 loss_class_dn: 0.370189 loss_bbox_dn: 0.213702 loss_giou_dn: 0.448731 loss_class_aux_dn: 0.800461 loss_bbox_aux_dn: 0.519526 loss_giou_aux_dn: 1.017772 loss: 8.693813 eta: 1 day, 10:37:07 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3776 images/s
[05/11 13:47:49] ppdet.engine INFO: Epoch: [15] [2000/7329] learning_rate: 0.000100 loss_class: 0.742856 loss_bbox: 0.183328 loss_giou: 0.457183 loss_class_aux: 2.401218 loss_bbox_aux: 0.608461 loss_giou_aux: 1.505196 loss_class_dn: 0.373964 loss_bbox_dn: 0.228726 loss_giou_dn: 0.478425 loss_class_aux_dn: 0.837340 loss_bbox_aux_dn: 0.547086 loss_giou_aux_dn: 1.107893 loss: 9.761308 eta: 1 day, 10:36:12 batch_cost: 0.3061 data_cost: 0.0007 ips: 13.0695 images/s
[05/11 13:48:56] ppdet.engine INFO: Epoch: [15] [2200/7329] learning_rate: 0.000100 loss_class: 0.765809 loss_bbox: 0.187682 loss_giou: 0.434445 loss_class_aux: 2.526120 loss_bbox_aux: 0.615083 loss_giou_aux: 1.445272 loss_class_dn: 0.390696 loss_bbox_dn: 0.250110 loss_giou_dn: 0.498547 loss_class_aux_dn: 0.847729 loss_bbox_aux_dn: 0.605061 loss_giou_aux_dn: 1.142816 loss: 9.950317 eta: 1 day, 10:35:14 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2353 images/s
[05/11 13:50:03] ppdet.engine INFO: Epoch: [15] [2400/7329] learning_rate: 0.000100 loss_class: 0.682382 loss_bbox: 0.164927 loss_giou: 0.434776 loss_class_aux: 2.160315 loss_bbox_aux: 0.562458 loss_giou_aux: 1.466390 loss_class_dn: 0.358233 loss_bbox_dn: 0.215510 loss_giou_dn: 0.469110 loss_class_aux_dn: 0.777674 loss_bbox_aux_dn: 0.533185 loss_giou_aux_dn: 1.089504 loss: 9.074245 eta: 1 day, 10:34:15 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2970 images/s
[05/11 13:51:12] ppdet.engine INFO: Epoch: [15] [2600/7329] learning_rate: 0.000100 loss_class: 0.762054 loss_bbox: 0.176450 loss_giou: 0.491196 loss_class_aux: 2.400353 loss_bbox_aux: 0.591811 loss_giou_aux: 1.564392 loss_class_dn: 0.376874 loss_bbox_dn: 0.221711 loss_giou_dn: 0.538009 loss_class_aux_dn: 0.818280 loss_bbox_aux_dn: 0.540960 loss_giou_aux_dn: 1.210291 loss: 10.172296 eta: 1 day, 10:33:22 batch_cost: 0.3097 data_cost: 0.0006 ips: 12.9171 images/s
[05/11 13:52:20] ppdet.engine INFO: Epoch: [15] [2800/7329] learning_rate: 0.000100 loss_class: 0.721275 loss_bbox: 0.175134 loss_giou: 0.427450 loss_class_aux: 2.311546 loss_bbox_aux: 0.592479 loss_giou_aux: 1.423797 loss_class_dn: 0.368886 loss_bbox_dn: 0.222751 loss_giou_dn: 0.489183 loss_class_aux_dn: 0.814766 loss_bbox_aux_dn: 0.553646 loss_giou_aux_dn: 1.115069 loss: 9.597954 eta: 1 day, 10:32:24 batch_cost: 0.3022 data_cost: 0.0006 ips: 13.2368 images/s
[05/11 13:53:28] ppdet.engine INFO: Epoch: [15] [3000/7329] learning_rate: 0.000100 loss_class: 0.780639 loss_bbox: 0.175570 loss_giou: 0.475635 loss_class_aux: 2.413802 loss_bbox_aux: 0.617019 loss_giou_aux: 1.531517 loss_class_dn: 0.386176 loss_bbox_dn: 0.231027 loss_giou_dn: 0.510615 loss_class_aux_dn: 0.845374 loss_bbox_aux_dn: 0.576859 loss_giou_aux_dn: 1.162533 loss: 10.099688 eta: 1 day, 10:31:28 batch_cost: 0.3038 data_cost: 0.0006 ips: 13.1663 images/s
[05/11 13:54:35] ppdet.engine INFO: Epoch: [15] [3200/7329] learning_rate: 0.000100 loss_class: 0.713950 loss_bbox: 0.170002 loss_giou: 0.490791 loss_class_aux: 2.274469 loss_bbox_aux: 0.556950 loss_giou_aux: 1.631181 loss_class_dn: 0.387031 loss_bbox_dn: 0.234779 loss_giou_dn: 0.507375 loss_class_aux_dn: 0.834319 loss_bbox_aux_dn: 0.569652 loss_giou_aux_dn: 1.159899 loss: 9.875420 eta: 1 day, 10:30:30 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1792 images/s
[05/11 13:55:43] ppdet.engine INFO: Epoch: [15] [3400/7329] learning_rate: 0.000100 loss_class: 0.724473 loss_bbox: 0.177752 loss_giou: 0.412773 loss_class_aux: 2.333910 loss_bbox_aux: 0.599326 loss_giou_aux: 1.341794 loss_class_dn: 0.371679 loss_bbox_dn: 0.233452 loss_giou_dn: 0.446383 loss_class_aux_dn: 0.805616 loss_bbox_aux_dn: 0.551080 loss_giou_aux_dn: 1.051557 loss: 9.458853 eta: 1 day, 10:29:36 batch_cost: 0.3070 data_cost: 0.0006 ips: 13.0293 images/s
[05/11 13:56:51] ppdet.engine INFO: Epoch: [15] [3600/7329] learning_rate: 0.000100 loss_class: 0.767141 loss_bbox: 0.177882 loss_giou: 0.478287 loss_class_aux: 2.418317 loss_bbox_aux: 0.604375 loss_giou_aux: 1.602666 loss_class_dn: 0.390450 loss_bbox_dn: 0.225486 loss_giou_dn: 0.519161 loss_class_aux_dn: 0.845173 loss_bbox_aux_dn: 0.562004 loss_giou_aux_dn: 1.154988 loss: 9.953079 eta: 1 day, 10:28:39 batch_cost: 0.3045 data_cost: 0.0006 ips: 13.1349 images/s
[05/11 13:57:58] ppdet.engine INFO: Epoch: [15] [3800/7329] learning_rate: 0.000100 loss_class: 0.765985 loss_bbox: 0.187802 loss_giou: 0.499607 loss_class_aux: 2.418454 loss_bbox_aux: 0.616506 loss_giou_aux: 1.619607 loss_class_dn: 0.382842 loss_bbox_dn: 0.240217 loss_giou_dn: 0.514490 loss_class_aux_dn: 0.828686 loss_bbox_aux_dn: 0.568153 loss_giou_aux_dn: 1.169335 loss: 9.735761 eta: 1 day, 10:27:38 batch_cost: 0.2983 data_cost: 0.0006 ips: 13.4108 images/s
[05/11 13:59:07] ppdet.engine INFO: Epoch: [15] [4000/7329] learning_rate: 0.000100 loss_class: 0.740631 loss_bbox: 0.179652 loss_giou: 0.459861 loss_class_aux: 2.307687 loss_bbox_aux: 0.592754 loss_giou_aux: 1.494883 loss_class_dn: 0.371284 loss_bbox_dn: 0.223132 loss_giou_dn: 0.494950 loss_class_aux_dn: 0.821429 loss_bbox_aux_dn: 0.548999 loss_giou_aux_dn: 1.133611 loss: 9.520529 eta: 1 day, 10:26:46 batch_cost: 0.3099 data_cost: 0.0006 ips: 12.9054 images/s
[05/11 14:00:15] ppdet.engine INFO: Epoch: [15] [4200/7329] learning_rate: 0.000100 loss_class: 0.772180 loss_bbox: 0.171284 loss_giou: 0.474394 loss_class_aux: 2.475923 loss_bbox_aux: 0.583300 loss_giou_aux: 1.591698 loss_class_dn: 0.394434 loss_bbox_dn: 0.240113 loss_giou_dn: 0.528811 loss_class_aux_dn: 0.860740 loss_bbox_aux_dn: 0.569033 loss_giou_aux_dn: 1.193859 loss: 10.475680 eta: 1 day, 10:25:48 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2262 images/s
[05/11 14:01:23] ppdet.engine INFO: Epoch: [15] [4400/7329] learning_rate: 0.000100 loss_class: 0.776659 loss_bbox: 0.179470 loss_giou: 0.454659 loss_class_aux: 2.472313 loss_bbox_aux: 0.602571 loss_giou_aux: 1.473594 loss_class_dn: 0.396310 loss_bbox_dn: 0.230798 loss_giou_dn: 0.476833 loss_class_aux_dn: 0.860513 loss_bbox_aux_dn: 0.555044 loss_giou_aux_dn: 1.098917 loss: 9.746508 eta: 1 day, 10:24:52 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1041 images/s
[05/11 14:02:30] ppdet.engine INFO: Epoch: [15] [4600/7329] learning_rate: 0.000100 loss_class: 0.751619 loss_bbox: 0.183126 loss_giou: 0.425521 loss_class_aux: 2.387307 loss_bbox_aux: 0.605178 loss_giou_aux: 1.429490 loss_class_dn: 0.376363 loss_bbox_dn: 0.244479 loss_giou_dn: 0.474178 loss_class_aux_dn: 0.830974 loss_bbox_aux_dn: 0.595237 loss_giou_aux_dn: 1.084453 loss: 9.686084 eta: 1 day, 10:23:55 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1848 images/s
[05/11 14:03:38] ppdet.engine INFO: Epoch: [15] [4800/7329] learning_rate: 0.000100 loss_class: 0.754825 loss_bbox: 0.176115 loss_giou: 0.491820 loss_class_aux: 2.427510 loss_bbox_aux: 0.605390 loss_giou_aux: 1.643971 loss_class_dn: 0.396047 loss_bbox_dn: 0.230326 loss_giou_dn: 0.542665 loss_class_aux_dn: 0.865453 loss_bbox_aux_dn: 0.557421 loss_giou_aux_dn: 1.214785 loss: 10.264494 eta: 1 day, 10:22:56 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2497 images/s
[05/11 14:04:44] ppdet.engine INFO: Epoch: [15] [5000/7329] learning_rate: 0.000100 loss_class: 0.741533 loss_bbox: 0.190625 loss_giou: 0.463356 loss_class_aux: 2.433482 loss_bbox_aux: 0.644577 loss_giou_aux: 1.592108 loss_class_dn: 0.391876 loss_bbox_dn: 0.234427 loss_giou_dn: 0.518944 loss_class_aux_dn: 0.854862 loss_bbox_aux_dn: 0.575603 loss_giou_aux_dn: 1.162631 loss: 10.059345 eta: 1 day, 10:21:55 batch_cost: 0.2972 data_cost: 0.0006 ips: 13.4585 images/s
[05/11 14:05:52] ppdet.engine INFO: Epoch: [15] [5200/7329] learning_rate: 0.000100 loss_class: 0.736718 loss_bbox: 0.173098 loss_giou: 0.445446 loss_class_aux: 2.352419 loss_bbox_aux: 0.590137 loss_giou_aux: 1.497353 loss_class_dn: 0.379731 loss_bbox_dn: 0.234411 loss_giou_dn: 0.500050 loss_class_aux_dn: 0.828924 loss_bbox_aux_dn: 0.568443 loss_giou_aux_dn: 1.132757 loss: 9.699690 eta: 1 day, 10:20:58 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1533 images/s
[05/11 14:07:00] ppdet.engine INFO: Epoch: [15] [5400/7329] learning_rate: 0.000100 loss_class: 0.743533 loss_bbox: 0.173550 loss_giou: 0.446954 loss_class_aux: 2.422599 loss_bbox_aux: 0.592128 loss_giou_aux: 1.524690 loss_class_dn: 0.381802 loss_bbox_dn: 0.226101 loss_giou_dn: 0.490152 loss_class_aux_dn: 0.844273 loss_bbox_aux_dn: 0.557940 loss_giou_aux_dn: 1.109737 loss: 9.968240 eta: 1 day, 10:20:03 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0407 images/s
[05/11 14:08:08] ppdet.engine INFO: Epoch: [15] [5600/7329] learning_rate: 0.000100 loss_class: 0.699512 loss_bbox: 0.152288 loss_giou: 0.432344 loss_class_aux: 2.243832 loss_bbox_aux: 0.520114 loss_giou_aux: 1.422454 loss_class_dn: 0.360647 loss_bbox_dn: 0.205972 loss_giou_dn: 0.445668 loss_class_aux_dn: 0.798345 loss_bbox_aux_dn: 0.510846 loss_giou_aux_dn: 1.027463 loss: 8.753166 eta: 1 day, 10:19:05 batch_cost: 0.3023 data_cost: 0.0006 ips: 13.2304 images/s
[05/11 14:09:16] ppdet.engine INFO: Epoch: [15] [5800/7329] learning_rate: 0.000100 loss_class: 0.712347 loss_bbox: 0.178649 loss_giou: 0.464313 loss_class_aux: 2.267071 loss_bbox_aux: 0.607996 loss_giou_aux: 1.548952 loss_class_dn: 0.373472 loss_bbox_dn: 0.223973 loss_giou_dn: 0.497429 loss_class_aux_dn: 0.817845 loss_bbox_aux_dn: 0.531696 loss_giou_aux_dn: 1.122558 loss: 10.228296 eta: 1 day, 10:18:11 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9447 images/s
[05/11 14:10:25] ppdet.engine INFO: Epoch: [15] [6000/7329] learning_rate: 0.000100 loss_class: 0.772295 loss_bbox: 0.180701 loss_giou: 0.493591 loss_class_aux: 2.449864 loss_bbox_aux: 0.628407 loss_giou_aux: 1.647573 loss_class_dn: 0.386836 loss_bbox_dn: 0.241476 loss_giou_dn: 0.524476 loss_class_aux_dn: 0.844926 loss_bbox_aux_dn: 0.591951 loss_giou_aux_dn: 1.199878 loss: 10.116838 eta: 1 day, 10:17:17 batch_cost: 0.3079 data_cost: 0.0006 ips: 12.9906 images/s
[05/11 14:11:29] ppdet.engine INFO: Epoch: [15] [6200/7329] learning_rate: 0.000100 loss_class: 0.712366 loss_bbox: 0.160815 loss_giou: 0.377965 loss_class_aux: 2.249577 loss_bbox_aux: 0.554224 loss_giou_aux: 1.248552 loss_class_dn: 0.351423 loss_bbox_dn: 0.236806 loss_giou_dn: 0.429023 loss_class_aux_dn: 0.795283 loss_bbox_aux_dn: 0.568367 loss_giou_aux_dn: 1.030631 loss: 8.989838 eta: 1 day, 10:16:10 batch_cost: 0.2900 data_cost: 0.0006 ips: 13.7918 images/s
[05/11 14:12:34] ppdet.engine INFO: Epoch: [15] [6400/7329] learning_rate: 0.000100 loss_class: 0.713193 loss_bbox: 0.162234 loss_giou: 0.467254 loss_class_aux: 2.350362 loss_bbox_aux: 0.544417 loss_giou_aux: 1.546704 loss_class_dn: 0.369915 loss_bbox_dn: 0.218773 loss_giou_dn: 0.473777 loss_class_aux_dn: 0.808978 loss_bbox_aux_dn: 0.532763 loss_giou_aux_dn: 1.081384 loss: 9.400934 eta: 1 day, 10:15:02 batch_cost: 0.2880 data_cost: 0.0006 ips: 13.8891 images/s
[05/11 14:13:38] ppdet.engine INFO: Epoch: [15] [6600/7329] learning_rate: 0.000100 loss_class: 0.734348 loss_bbox: 0.174159 loss_giou: 0.494235 loss_class_aux: 2.342907 loss_bbox_aux: 0.608918 loss_giou_aux: 1.658348 loss_class_dn: 0.388826 loss_bbox_dn: 0.231705 loss_giou_dn: 0.497484 loss_class_aux_dn: 0.856598 loss_bbox_aux_dn: 0.550595 loss_giou_aux_dn: 1.161438 loss: 9.912705 eta: 1 day, 10:13:53 batch_cost: 0.2874 data_cost: 0.0006 ips: 13.9191 images/s
[05/11 14:14:45] ppdet.engine INFO: Epoch: [15] [6800/7329] learning_rate: 0.000100 loss_class: 0.739166 loss_bbox: 0.170219 loss_giou: 0.426602 loss_class_aux: 2.337087 loss_bbox_aux: 0.560927 loss_giou_aux: 1.442557 loss_class_dn: 0.384063 loss_bbox_dn: 0.235361 loss_giou_dn: 0.470903 loss_class_aux_dn: 0.831761 loss_bbox_aux_dn: 0.576921 loss_giou_aux_dn: 1.073224 loss: 9.743237 eta: 1 day, 10:12:52 batch_cost: 0.2985 data_cost: 0.0006 ips: 13.4016 images/s
[05/11 14:15:52] ppdet.engine INFO: Epoch: [15] [7000/7329] learning_rate: 0.000100 loss_class: 0.756992 loss_bbox: 0.179601 loss_giou: 0.458688 loss_class_aux: 2.437497 loss_bbox_aux: 0.616398 loss_giou_aux: 1.572687 loss_class_dn: 0.388198 loss_bbox_dn: 0.229583 loss_giou_dn: 0.484961 loss_class_aux_dn: 0.848611 loss_bbox_aux_dn: 0.548281 loss_giou_aux_dn: 1.120600 loss: 10.097820 eta: 1 day, 10:11:52 batch_cost: 0.2992 data_cost: 0.0006 ips: 13.3676 images/s
[05/11 14:17:00] ppdet.engine INFO: Epoch: [15] [7200/7329] learning_rate: 0.000100 loss_class: 0.710501 loss_bbox: 0.165272 loss_giou: 0.429770 loss_class_aux: 2.285750 loss_bbox_aux: 0.563206 loss_giou_aux: 1.394397 loss_class_dn: 0.367760 loss_bbox_dn: 0.217275 loss_giou_dn: 0.464159 loss_class_aux_dn: 0.808372 loss_bbox_aux_dn: 0.547183 loss_giou_aux_dn: 1.071837 loss: 9.527394 eta: 1 day, 10:10:56 batch_cost: 0.3051 data_cost: 0.0006 ips: 13.1105 images/s
[05/11 14:17:46] ppdet.engine INFO: Eval iter: 0
[05/11 14:17:52] ppdet.engine INFO: Eval iter: 100
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[05/11 14:18:09] ppdet.engine INFO: Eval iter: 400
[05/11 14:18:15] ppdet.engine INFO: Eval iter: 500
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[05/11 14:18:27] ppdet.engine INFO: Eval iter: 700
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[05/11 14:18:39] ppdet.engine INFO: Eval iter: 900
[05/11 14:18:45] ppdet.engine INFO: Eval iter: 1000
[05/11 14:18:51] ppdet.engine INFO: Eval iter: 1100
[05/11 14:18:57] ppdet.engine INFO: Eval iter: 1200
[05/11 14:19:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/11 14:19:21] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.47s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=101.01s).
Accumulating evaluation results...
DONE (t=23.88s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.406
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.566
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.439
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.239
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.436
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.562
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.334
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.575
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.651
 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 ] = 0.700
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.846
[05/11 14:21:45] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.68874454254833
[05/11 14:21:45] ppdet.engine INFO: Best test bbox ap is 0.406.
[05/11 14:21:47] ppdet.engine INFO: Epoch: [16] [   0/7329] learning_rate: 0.000100 loss_class: 0.690487 loss_bbox: 0.157129 loss_giou: 0.447363 loss_class_aux: 2.275970 loss_bbox_aux: 0.566377 loss_giou_aux: 1.466243 loss_class_dn: 0.352711 loss_bbox_dn: 0.215749 loss_giou_dn: 0.454439 loss_class_aux_dn: 0.783669 loss_bbox_aux_dn: 0.541973 loss_giou_aux_dn: 1.052781 loss: 8.859743 eta: 1 day, 10:10:20 batch_cost: 0.3044 data_cost: 0.0006 ips: 13.1414 images/s
[05/11 14:22:56] ppdet.engine INFO: Epoch: [16] [ 200/7329] learning_rate: 0.000100 loss_class: 0.753064 loss_bbox: 0.182250 loss_giou: 0.420711 loss_class_aux: 2.436368 loss_bbox_aux: 0.607563 loss_giou_aux: 1.376393 loss_class_dn: 0.374589 loss_bbox_dn: 0.237942 loss_giou_dn: 0.476869 loss_class_aux_dn: 0.822333 loss_bbox_aux_dn: 0.562477 loss_giou_aux_dn: 1.119255 loss: 9.541113 eta: 1 day, 10:09:27 batch_cost: 0.3099 data_cost: 0.0007 ips: 12.9068 images/s
[05/11 14:24:07] ppdet.engine INFO: Epoch: [16] [ 400/7329] learning_rate: 0.000100 loss_class: 0.762272 loss_bbox: 0.158018 loss_giou: 0.417089 loss_class_aux: 2.475998 loss_bbox_aux: 0.564070 loss_giou_aux: 1.419762 loss_class_dn: 0.380631 loss_bbox_dn: 0.227150 loss_giou_dn: 0.479560 loss_class_aux_dn: 0.854702 loss_bbox_aux_dn: 0.578825 loss_giou_aux_dn: 1.098641 loss: 9.710747 eta: 1 day, 10:08:38 batch_cost: 0.3162 data_cost: 0.0007 ips: 12.6511 images/s
[05/11 14:25:17] ppdet.engine INFO: Epoch: [16] [ 600/7329] learning_rate: 0.000100 loss_class: 0.758808 loss_bbox: 0.186824 loss_giou: 0.428124 loss_class_aux: 2.421176 loss_bbox_aux: 0.629858 loss_giou_aux: 1.483221 loss_class_dn: 0.390084 loss_bbox_dn: 0.252293 loss_giou_dn: 0.479073 loss_class_aux_dn: 0.853115 loss_bbox_aux_dn: 0.598487 loss_giou_aux_dn: 1.118079 loss: 10.221991 eta: 1 day, 10:07:49 batch_cost: 0.3153 data_cost: 0.0007 ips: 12.6865 images/s
[05/11 14:26:27] ppdet.engine INFO: Epoch: [16] [ 800/7329] learning_rate: 0.000100 loss_class: 0.708784 loss_bbox: 0.170711 loss_giou: 0.455211 loss_class_aux: 2.380711 loss_bbox_aux: 0.580768 loss_giou_aux: 1.474857 loss_class_dn: 0.373493 loss_bbox_dn: 0.207718 loss_giou_dn: 0.485591 loss_class_aux_dn: 0.827807 loss_bbox_aux_dn: 0.509160 loss_giou_aux_dn: 1.098908 loss: 9.311882 eta: 1 day, 10:06:56 batch_cost: 0.3097 data_cost: 0.0007 ips: 12.9137 images/s
[05/11 14:27:38] ppdet.engine INFO: Epoch: [16] [1000/7329] learning_rate: 0.000100 loss_class: 0.783353 loss_bbox: 0.175887 loss_giou: 0.506279 loss_class_aux: 2.514738 loss_bbox_aux: 0.595328 loss_giou_aux: 1.641549 loss_class_dn: 0.380399 loss_bbox_dn: 0.243298 loss_giou_dn: 0.521200 loss_class_aux_dn: 0.824756 loss_bbox_aux_dn: 0.589054 loss_giou_aux_dn: 1.224984 loss: 10.204120 eta: 1 day, 10:06:10 batch_cost: 0.3200 data_cost: 0.0007 ips: 12.4986 images/s
[05/11 14:28:47] ppdet.engine INFO: Epoch: [16] [1200/7329] learning_rate: 0.000100 loss_class: 0.834598 loss_bbox: 0.189905 loss_giou: 0.530916 loss_class_aux: 2.756584 loss_bbox_aux: 0.651117 loss_giou_aux: 1.740624 loss_class_dn: 0.439134 loss_bbox_dn: 0.239763 loss_giou_dn: 0.564442 loss_class_aux_dn: 0.970130 loss_bbox_aux_dn: 0.581053 loss_giou_aux_dn: 1.283502 loss: 11.263368 eta: 1 day, 10:05:17 batch_cost: 0.3102 data_cost: 0.0007 ips: 12.8938 images/s
[05/11 14:29:58] ppdet.engine INFO: Epoch: [16] [1400/7329] learning_rate: 0.000100 loss_class: 0.748744 loss_bbox: 0.184515 loss_giou: 0.419754 loss_class_aux: 2.406830 loss_bbox_aux: 0.616628 loss_giou_aux: 1.409930 loss_class_dn: 0.384714 loss_bbox_dn: 0.250378 loss_giou_dn: 0.477066 loss_class_aux_dn: 0.826087 loss_bbox_aux_dn: 0.603728 loss_giou_aux_dn: 1.115411 loss: 9.978647 eta: 1 day, 10:04:29 batch_cost: 0.3165 data_cost: 0.0007 ips: 12.6365 images/s
[05/11 14:31:06] ppdet.engine INFO: Epoch: [16] [1600/7329] learning_rate: 0.000100 loss_class: 0.753532 loss_bbox: 0.189028 loss_giou: 0.486776 loss_class_aux: 2.403037 loss_bbox_aux: 0.604745 loss_giou_aux: 1.588010 loss_class_dn: 0.385806 loss_bbox_dn: 0.226419 loss_giou_dn: 0.528468 loss_class_aux_dn: 0.844042 loss_bbox_aux_dn: 0.560026 loss_giou_aux_dn: 1.233849 loss: 10.191755 eta: 1 day, 10:03:35 batch_cost: 0.3081 data_cost: 0.0008 ips: 12.9809 images/s
[05/11 14:32:15] ppdet.engine INFO: Epoch: [16] [1800/7329] learning_rate: 0.000100 loss_class: 0.733819 loss_bbox: 0.183954 loss_giou: 0.495929 loss_class_aux: 2.378036 loss_bbox_aux: 0.611942 loss_giou_aux: 1.619440 loss_class_dn: 0.376723 loss_bbox_dn: 0.234696 loss_giou_dn: 0.521836 loss_class_aux_dn: 0.826683 loss_bbox_aux_dn: 0.566638 loss_giou_aux_dn: 1.165832 loss: 9.769440 eta: 1 day, 10:02:41 batch_cost: 0.3086 data_cost: 0.0007 ips: 12.9607 images/s
[05/11 14:33:25] ppdet.engine INFO: Epoch: [16] [2000/7329] learning_rate: 0.000100 loss_class: 0.729682 loss_bbox: 0.170927 loss_giou: 0.431112 loss_class_aux: 2.356734 loss_bbox_aux: 0.574476 loss_giou_aux: 1.364487 loss_class_dn: 0.384219 loss_bbox_dn: 0.229178 loss_giou_dn: 0.441699 loss_class_aux_dn: 0.840094 loss_bbox_aux_dn: 0.540953 loss_giou_aux_dn: 1.049188 loss: 9.801196 eta: 1 day, 10:01:48 batch_cost: 0.3108 data_cost: 0.0007 ips: 12.8717 images/s
[05/11 14:34:34] ppdet.engine INFO: Epoch: [16] [2200/7329] learning_rate: 0.000100 loss_class: 0.708952 loss_bbox: 0.164375 loss_giou: 0.441378 loss_class_aux: 2.331979 loss_bbox_aux: 0.572954 loss_giou_aux: 1.515447 loss_class_dn: 0.371043 loss_bbox_dn: 0.219200 loss_giou_dn: 0.481740 loss_class_aux_dn: 0.808734 loss_bbox_aux_dn: 0.534703 loss_giou_aux_dn: 1.093289 loss: 9.116566 eta: 1 day, 10:00:57 batch_cost: 0.3129 data_cost: 0.0006 ips: 12.7817 images/s
[05/11 14:35:44] ppdet.engine INFO: Epoch: [16] [2400/7329] learning_rate: 0.000100 loss_class: 0.759915 loss_bbox: 0.179980 loss_giou: 0.476183 loss_class_aux: 2.406445 loss_bbox_aux: 0.610712 loss_giou_aux: 1.558284 loss_class_dn: 0.398448 loss_bbox_dn: 0.231444 loss_giou_dn: 0.509009 loss_class_aux_dn: 0.850747 loss_bbox_aux_dn: 0.572200 loss_giou_aux_dn: 1.183511 loss: 10.395363 eta: 1 day, 10:00:05 batch_cost: 0.3113 data_cost: 0.0007 ips: 12.8485 images/s
[05/11 14:36:53] ppdet.engine INFO: Epoch: [16] [2600/7329] learning_rate: 0.000100 loss_class: 0.764978 loss_bbox: 0.158920 loss_giou: 0.462865 loss_class_aux: 2.379830 loss_bbox_aux: 0.542840 loss_giou_aux: 1.560359 loss_class_dn: 0.375276 loss_bbox_dn: 0.218401 loss_giou_dn: 0.496879 loss_class_aux_dn: 0.812700 loss_bbox_aux_dn: 0.556386 loss_giou_aux_dn: 1.124479 loss: 9.803236 eta: 1 day, 9:59:08 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.0999 images/s
[05/11 14:38:02] ppdet.engine INFO: Epoch: [16] [2800/7329] learning_rate: 0.000100 loss_class: 0.758039 loss_bbox: 0.172201 loss_giou: 0.497171 loss_class_aux: 2.483910 loss_bbox_aux: 0.590862 loss_giou_aux: 1.595490 loss_class_dn: 0.387503 loss_bbox_dn: 0.225550 loss_giou_dn: 0.504088 loss_class_aux_dn: 0.870821 loss_bbox_aux_dn: 0.552782 loss_giou_aux_dn: 1.140085 loss: 9.889846 eta: 1 day, 9:58:17 batch_cost: 0.3134 data_cost: 0.0006 ips: 12.7623 images/s
[05/11 14:39:12] ppdet.engine INFO: Epoch: [16] [3000/7329] learning_rate: 0.000100 loss_class: 0.737678 loss_bbox: 0.167558 loss_giou: 0.491346 loss_class_aux: 2.386766 loss_bbox_aux: 0.556856 loss_giou_aux: 1.566190 loss_class_dn: 0.380615 loss_bbox_dn: 0.222957 loss_giou_dn: 0.495811 loss_class_aux_dn: 0.838905 loss_bbox_aux_dn: 0.532065 loss_giou_aux_dn: 1.138534 loss: 9.640308 eta: 1 day, 9:57:26 batch_cost: 0.3134 data_cost: 0.0006 ips: 12.7652 images/s
[05/11 14:40:21] ppdet.engine INFO: Epoch: [16] [3200/7329] learning_rate: 0.000100 loss_class: 0.771477 loss_bbox: 0.179459 loss_giou: 0.497591 loss_class_aux: 2.394077 loss_bbox_aux: 0.605291 loss_giou_aux: 1.626067 loss_class_dn: 0.425488 loss_bbox_dn: 0.228883 loss_giou_dn: 0.524225 loss_class_aux_dn: 0.916718 loss_bbox_aux_dn: 0.569479 loss_giou_aux_dn: 1.195067 loss: 10.079653 eta: 1 day, 9:56:31 batch_cost: 0.3075 data_cost: 0.0008 ips: 13.0090 images/s
[05/11 14:41:30] ppdet.engine INFO: Epoch: [16] [3400/7329] learning_rate: 0.000100 loss_class: 0.703599 loss_bbox: 0.168811 loss_giou: 0.457722 loss_class_aux: 2.386732 loss_bbox_aux: 0.578289 loss_giou_aux: 1.483530 loss_class_dn: 0.390680 loss_bbox_dn: 0.224607 loss_giou_dn: 0.491123 loss_class_aux_dn: 0.860798 loss_bbox_aux_dn: 0.556945 loss_giou_aux_dn: 1.106970 loss: 9.943666 eta: 1 day, 9:55:40 batch_cost: 0.3121 data_cost: 0.0008 ips: 12.8179 images/s
[05/11 14:42:40] ppdet.engine INFO: Epoch: [16] [3600/7329] learning_rate: 0.000100 loss_class: 0.687808 loss_bbox: 0.161135 loss_giou: 0.423790 loss_class_aux: 2.192877 loss_bbox_aux: 0.559612 loss_giou_aux: 1.362221 loss_class_dn: 0.363733 loss_bbox_dn: 0.216255 loss_giou_dn: 0.457901 loss_class_aux_dn: 0.786406 loss_bbox_aux_dn: 0.523894 loss_giou_aux_dn: 1.078039 loss: 9.144791 eta: 1 day, 9:54:49 batch_cost: 0.3143 data_cost: 0.0007 ips: 12.7257 images/s
[05/11 14:43:49] ppdet.engine INFO: Epoch: [16] [3800/7329] learning_rate: 0.000100 loss_class: 0.721303 loss_bbox: 0.165281 loss_giou: 0.394916 loss_class_aux: 2.363475 loss_bbox_aux: 0.563033 loss_giou_aux: 1.297372 loss_class_dn: 0.361559 loss_bbox_dn: 0.225383 loss_giou_dn: 0.435614 loss_class_aux_dn: 0.807606 loss_bbox_aux_dn: 0.548784 loss_giou_aux_dn: 1.015893 loss: 9.351951 eta: 1 day, 9:53:54 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9934 images/s
[05/11 14:44:57] ppdet.engine INFO: Epoch: [16] [4000/7329] learning_rate: 0.000100 loss_class: 0.750694 loss_bbox: 0.178130 loss_giou: 0.437749 loss_class_aux: 2.328925 loss_bbox_aux: 0.596504 loss_giou_aux: 1.389660 loss_class_dn: 0.387439 loss_bbox_dn: 0.236613 loss_giou_dn: 0.474313 loss_class_aux_dn: 0.867545 loss_bbox_aux_dn: 0.571261 loss_giou_aux_dn: 1.108260 loss: 9.910361 eta: 1 day, 9:52:59 batch_cost: 0.3069 data_cost: 0.0008 ips: 13.0327 images/s
[05/11 14:46:05] ppdet.engine INFO: Epoch: [16] [4200/7329] learning_rate: 0.000100 loss_class: 0.744906 loss_bbox: 0.190306 loss_giou: 0.526016 loss_class_aux: 2.428189 loss_bbox_aux: 0.638864 loss_giou_aux: 1.774900 loss_class_dn: 0.424074 loss_bbox_dn: 0.232921 loss_giou_dn: 0.560233 loss_class_aux_dn: 0.908780 loss_bbox_aux_dn: 0.565978 loss_giou_aux_dn: 1.255730 loss: 10.720436 eta: 1 day, 9:52:02 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1120 images/s
[05/11 14:47:14] ppdet.engine INFO: Epoch: [16] [4400/7329] learning_rate: 0.000100 loss_class: 0.768329 loss_bbox: 0.185559 loss_giou: 0.500752 loss_class_aux: 2.529495 loss_bbox_aux: 0.630848 loss_giou_aux: 1.665179 loss_class_dn: 0.404520 loss_bbox_dn: 0.234461 loss_giou_dn: 0.548746 loss_class_aux_dn: 0.908951 loss_bbox_aux_dn: 0.555591 loss_giou_aux_dn: 1.271334 loss: 10.431294 eta: 1 day, 9:51:07 batch_cost: 0.3081 data_cost: 0.0008 ips: 12.9829 images/s
[05/11 14:48:23] ppdet.engine INFO: Epoch: [16] [4600/7329] learning_rate: 0.000100 loss_class: 0.732623 loss_bbox: 0.172685 loss_giou: 0.490225 loss_class_aux: 2.395647 loss_bbox_aux: 0.602941 loss_giou_aux: 1.604313 loss_class_dn: 0.371152 loss_bbox_dn: 0.236999 loss_giou_dn: 0.494077 loss_class_aux_dn: 0.817019 loss_bbox_aux_dn: 0.553390 loss_giou_aux_dn: 1.123510 loss: 9.796435 eta: 1 day, 9:50:11 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0731 images/s
[05/11 14:49:32] ppdet.engine INFO: Epoch: [16] [4800/7329] learning_rate: 0.000100 loss_class: 0.747342 loss_bbox: 0.164932 loss_giou: 0.438406 loss_class_aux: 2.349847 loss_bbox_aux: 0.568550 loss_giou_aux: 1.450179 loss_class_dn: 0.374790 loss_bbox_dn: 0.222299 loss_giou_dn: 0.465808 loss_class_aux_dn: 0.813243 loss_bbox_aux_dn: 0.543984 loss_giou_aux_dn: 1.109858 loss: 9.412467 eta: 1 day, 9:49:18 batch_cost: 0.3111 data_cost: 0.0007 ips: 12.8560 images/s
[05/11 14:50:40] ppdet.engine INFO: Epoch: [16] [5000/7329] learning_rate: 0.000100 loss_class: 0.739376 loss_bbox: 0.163295 loss_giou: 0.470739 loss_class_aux: 2.380819 loss_bbox_aux: 0.555176 loss_giou_aux: 1.500100 loss_class_dn: 0.370155 loss_bbox_dn: 0.216773 loss_giou_dn: 0.479274 loss_class_aux_dn: 0.819218 loss_bbox_aux_dn: 0.515157 loss_giou_aux_dn: 1.117401 loss: 9.833096 eta: 1 day, 9:48:23 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0508 images/s
[05/11 14:51:48] ppdet.engine INFO: Epoch: [16] [5200/7329] learning_rate: 0.000100 loss_class: 0.741658 loss_bbox: 0.172735 loss_giou: 0.451121 loss_class_aux: 2.419874 loss_bbox_aux: 0.600438 loss_giou_aux: 1.473845 loss_class_dn: 0.387074 loss_bbox_dn: 0.233427 loss_giou_dn: 0.487421 loss_class_aux_dn: 0.868408 loss_bbox_aux_dn: 0.557777 loss_giou_aux_dn: 1.094743 loss: 9.642876 eta: 1 day, 9:47:26 batch_cost: 0.3050 data_cost: 0.0006 ips: 13.1147 images/s
[05/11 14:52:58] ppdet.engine INFO: Epoch: [16] [5400/7329] learning_rate: 0.000100 loss_class: 0.692353 loss_bbox: 0.172156 loss_giou: 0.453135 loss_class_aux: 2.226293 loss_bbox_aux: 0.577673 loss_giou_aux: 1.534130 loss_class_dn: 0.372497 loss_bbox_dn: 0.217241 loss_giou_dn: 0.457892 loss_class_aux_dn: 0.826839 loss_bbox_aux_dn: 0.520029 loss_giou_aux_dn: 1.059055 loss: 9.208990 eta: 1 day, 9:46:34 batch_cost: 0.3124 data_cost: 0.0007 ips: 12.8050 images/s
[05/11 14:54:07] ppdet.engine INFO: Epoch: [16] [5600/7329] learning_rate: 0.000100 loss_class: 0.772869 loss_bbox: 0.188189 loss_giou: 0.469217 loss_class_aux: 2.438706 loss_bbox_aux: 0.638783 loss_giou_aux: 1.524992 loss_class_dn: 0.386878 loss_bbox_dn: 0.244551 loss_giou_dn: 0.514754 loss_class_aux_dn: 0.856428 loss_bbox_aux_dn: 0.586239 loss_giou_aux_dn: 1.180200 loss: 10.141191 eta: 1 day, 9:45:41 batch_cost: 0.3106 data_cost: 0.0006 ips: 12.8785 images/s
[05/11 14:55:17] ppdet.engine INFO: Epoch: [16] [5800/7329] learning_rate: 0.000100 loss_class: 0.827686 loss_bbox: 0.184112 loss_giou: 0.548301 loss_class_aux: 2.598201 loss_bbox_aux: 0.635024 loss_giou_aux: 1.845878 loss_class_dn: 0.435033 loss_bbox_dn: 0.227365 loss_giou_dn: 0.619488 loss_class_aux_dn: 0.947570 loss_bbox_aux_dn: 0.574837 loss_giou_aux_dn: 1.394538 loss: 11.280559 eta: 1 day, 9:44:49 batch_cost: 0.3132 data_cost: 0.0006 ips: 12.7712 images/s
[05/11 14:56:26] ppdet.engine INFO: Epoch: [16] [6000/7329] learning_rate: 0.000100 loss_class: 0.725804 loss_bbox: 0.175278 loss_giou: 0.487523 loss_class_aux: 2.335748 loss_bbox_aux: 0.625822 loss_giou_aux: 1.600712 loss_class_dn: 0.390766 loss_bbox_dn: 0.243768 loss_giou_dn: 0.519657 loss_class_aux_dn: 0.839655 loss_bbox_aux_dn: 0.575659 loss_giou_aux_dn: 1.170086 loss: 10.086092 eta: 1 day, 9:43:55 batch_cost: 0.3092 data_cost: 0.0007 ips: 12.9358 images/s
[05/11 14:57:34] ppdet.engine INFO: Epoch: [16] [6200/7329] learning_rate: 0.000100 loss_class: 0.725006 loss_bbox: 0.157183 loss_giou: 0.476964 loss_class_aux: 2.325037 loss_bbox_aux: 0.536985 loss_giou_aux: 1.538283 loss_class_dn: 0.374839 loss_bbox_dn: 0.194196 loss_giou_dn: 0.487355 loss_class_aux_dn: 0.826303 loss_bbox_aux_dn: 0.468357 loss_giou_aux_dn: 1.112212 loss: 9.313374 eta: 1 day, 9:42:56 batch_cost: 0.3019 data_cost: 0.0006 ips: 13.2490 images/s
[05/11 14:58:42] ppdet.engine INFO: Epoch: [16] [6400/7329] learning_rate: 0.000100 loss_class: 0.723521 loss_bbox: 0.167014 loss_giou: 0.424933 loss_class_aux: 2.317816 loss_bbox_aux: 0.580345 loss_giou_aux: 1.412635 loss_class_dn: 0.363741 loss_bbox_dn: 0.226132 loss_giou_dn: 0.468287 loss_class_aux_dn: 0.808877 loss_bbox_aux_dn: 0.543951 loss_giou_aux_dn: 1.078723 loss: 9.644905 eta: 1 day, 9:42:01 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0079 images/s
[05/11 14:59:51] ppdet.engine INFO: Epoch: [16] [6600/7329] learning_rate: 0.000100 loss_class: 0.735833 loss_bbox: 0.177215 loss_giou: 0.437571 loss_class_aux: 2.429198 loss_bbox_aux: 0.591392 loss_giou_aux: 1.431089 loss_class_dn: 0.366608 loss_bbox_dn: 0.232556 loss_giou_dn: 0.449562 loss_class_aux_dn: 0.821774 loss_bbox_aux_dn: 0.566693 loss_giou_aux_dn: 1.045581 loss: 9.495912 eta: 1 day, 9:41:09 batch_cost: 0.3131 data_cost: 0.0006 ips: 12.7738 images/s
[05/11 15:01:00] ppdet.engine INFO: Epoch: [16] [6800/7329] learning_rate: 0.000100 loss_class: 0.722275 loss_bbox: 0.163251 loss_giou: 0.429222 loss_class_aux: 2.285517 loss_bbox_aux: 0.549306 loss_giou_aux: 1.384218 loss_class_dn: 0.362211 loss_bbox_dn: 0.204920 loss_giou_dn: 0.455910 loss_class_aux_dn: 0.801405 loss_bbox_aux_dn: 0.498899 loss_giou_aux_dn: 1.032103 loss: 9.700438 eta: 1 day, 9:40:14 batch_cost: 0.3086 data_cost: 0.0006 ips: 12.9620 images/s
[05/11 15:02:08] ppdet.engine INFO: Epoch: [16] [7000/7329] learning_rate: 0.000100 loss_class: 0.785072 loss_bbox: 0.175592 loss_giou: 0.513290 loss_class_aux: 2.532539 loss_bbox_aux: 0.619369 loss_giou_aux: 1.653275 loss_class_dn: 0.404226 loss_bbox_dn: 0.229270 loss_giou_dn: 0.541689 loss_class_aux_dn: 0.899840 loss_bbox_aux_dn: 0.544111 loss_giou_aux_dn: 1.204329 loss: 10.521221 eta: 1 day, 9:39:17 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1075 images/s
[05/11 15:03:17] ppdet.engine INFO: Epoch: [16] [7200/7329] learning_rate: 0.000100 loss_class: 0.694225 loss_bbox: 0.177047 loss_giou: 0.472950 loss_class_aux: 2.316377 loss_bbox_aux: 0.599658 loss_giou_aux: 1.555641 loss_class_dn: 0.368974 loss_bbox_dn: 0.223731 loss_giou_dn: 0.531850 loss_class_aux_dn: 0.828138 loss_bbox_aux_dn: 0.524803 loss_giou_aux_dn: 1.195813 loss: 10.176184 eta: 1 day, 9:38:20 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1148 images/s
[05/11 15:04:03] ppdet.engine INFO: Eval iter: 0
[05/11 15:04:09] ppdet.engine INFO: Eval iter: 100
[05/11 15:04:15] ppdet.engine INFO: Eval iter: 200
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[05/11 15:04:27] ppdet.engine INFO: Eval iter: 400
[05/11 15:04:33] ppdet.engine INFO: Eval iter: 500
[05/11 15:04:39] ppdet.engine INFO: Eval iter: 600
[05/11 15:04:46] ppdet.engine INFO: Eval iter: 700
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[05/11 15:04:58] ppdet.engine INFO: Eval iter: 900
[05/11 15:05:04] ppdet.engine INFO: Eval iter: 1000
[05/11 15:05:11] ppdet.engine INFO: Eval iter: 1100
[05/11 15:05:16] ppdet.engine INFO: Eval iter: 1200
[05/11 15:05:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/11 15:05:42] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.74s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.43s).
Accumulating evaluation results...
DONE (t=22.32s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.409
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.569
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.443
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.242
 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 ] = 0.567
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.337
 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 ] = 0.653
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.439
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.700
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.847
[05/11 15:08:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.05316423404234
[05/11 15:08:03] ppdet.engine INFO: Best test bbox ap is 0.409.
[05/11 15:08:05] ppdet.engine INFO: Epoch: [17] [   0/7329] learning_rate: 0.000100 loss_class: 0.751133 loss_bbox: 0.184528 loss_giou: 0.524285 loss_class_aux: 2.476445 loss_bbox_aux: 0.627621 loss_giou_aux: 1.666676 loss_class_dn: 0.404418 loss_bbox_dn: 0.232874 loss_giou_dn: 0.550046 loss_class_aux_dn: 0.885143 loss_bbox_aux_dn: 0.551879 loss_giou_aux_dn: 1.257207 loss: 10.227154 eta: 1 day, 9:37:44 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9940 images/s
[05/11 15:09:13] ppdet.engine INFO: Epoch: [17] [ 200/7329] learning_rate: 0.000100 loss_class: 0.743453 loss_bbox: 0.174824 loss_giou: 0.448470 loss_class_aux: 2.388949 loss_bbox_aux: 0.592604 loss_giou_aux: 1.464932 loss_class_dn: 0.377936 loss_bbox_dn: 0.218899 loss_giou_dn: 0.494711 loss_class_aux_dn: 0.822316 loss_bbox_aux_dn: 0.531286 loss_giou_aux_dn: 1.129608 loss: 9.962497 eta: 1 day, 9:36:48 batch_cost: 0.3059 data_cost: 0.0009 ips: 13.0770 images/s
[05/11 15:10:18] ppdet.engine INFO: Epoch: [17] [ 400/7329] learning_rate: 0.000100 loss_class: 0.727278 loss_bbox: 0.178222 loss_giou: 0.451481 loss_class_aux: 2.375515 loss_bbox_aux: 0.581075 loss_giou_aux: 1.476154 loss_class_dn: 0.364638 loss_bbox_dn: 0.238770 loss_giou_dn: 0.471046 loss_class_aux_dn: 0.820547 loss_bbox_aux_dn: 0.589462 loss_giou_aux_dn: 1.083219 loss: 9.410843 eta: 1 day, 9:35:42 batch_cost: 0.2907 data_cost: 0.0006 ips: 13.7601 images/s
[05/11 15:11:27] ppdet.engine INFO: Epoch: [17] [ 600/7329] learning_rate: 0.000100 loss_class: 0.762544 loss_bbox: 0.163831 loss_giou: 0.434671 loss_class_aux: 2.518393 loss_bbox_aux: 0.562950 loss_giou_aux: 1.452963 loss_class_dn: 0.378615 loss_bbox_dn: 0.215565 loss_giou_dn: 0.460116 loss_class_aux_dn: 0.837726 loss_bbox_aux_dn: 0.533033 loss_giou_aux_dn: 1.081171 loss: 9.509016 eta: 1 day, 9:34:51 batch_cost: 0.3145 data_cost: 0.0006 ips: 12.7193 images/s
[05/11 15:12:36] ppdet.engine INFO: Epoch: [17] [ 800/7329] learning_rate: 0.000100 loss_class: 0.713835 loss_bbox: 0.161464 loss_giou: 0.442433 loss_class_aux: 2.266237 loss_bbox_aux: 0.557084 loss_giou_aux: 1.459862 loss_class_dn: 0.384045 loss_bbox_dn: 0.219712 loss_giou_dn: 0.465647 loss_class_aux_dn: 0.848020 loss_bbox_aux_dn: 0.516707 loss_giou_aux_dn: 1.084887 loss: 9.693754 eta: 1 day, 9:33:56 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9800 images/s
[05/11 15:13:45] ppdet.engine INFO: Epoch: [17] [1000/7329] learning_rate: 0.000100 loss_class: 0.731533 loss_bbox: 0.163764 loss_giou: 0.451167 loss_class_aux: 2.346922 loss_bbox_aux: 0.588273 loss_giou_aux: 1.481358 loss_class_dn: 0.371259 loss_bbox_dn: 0.216868 loss_giou_dn: 0.483881 loss_class_aux_dn: 0.803281 loss_bbox_aux_dn: 0.533525 loss_giou_aux_dn: 1.100100 loss: 9.281780 eta: 1 day, 9:33:02 batch_cost: 0.3101 data_cost: 0.0007 ips: 12.8995 images/s
[05/11 15:14:54] ppdet.engine INFO: Epoch: [17] [1200/7329] learning_rate: 0.000100 loss_class: 0.706857 loss_bbox: 0.169659 loss_giou: 0.444503 loss_class_aux: 2.328205 loss_bbox_aux: 0.571122 loss_giou_aux: 1.462471 loss_class_dn: 0.344166 loss_bbox_dn: 0.208278 loss_giou_dn: 0.447933 loss_class_aux_dn: 0.773542 loss_bbox_aux_dn: 0.512672 loss_giou_aux_dn: 1.031620 loss: 8.997772 eta: 1 day, 9:32:07 batch_cost: 0.3092 data_cost: 0.0007 ips: 12.9384 images/s
[05/11 15:16:05] ppdet.engine INFO: Epoch: [17] [1400/7329] learning_rate: 0.000100 loss_class: 0.727027 loss_bbox: 0.161042 loss_giou: 0.447737 loss_class_aux: 2.272859 loss_bbox_aux: 0.551046 loss_giou_aux: 1.540144 loss_class_dn: 0.380684 loss_bbox_dn: 0.218765 loss_giou_dn: 0.475663 loss_class_aux_dn: 0.829663 loss_bbox_aux_dn: 0.520304 loss_giou_aux_dn: 1.092497 loss: 9.268913 eta: 1 day, 9:31:17 batch_cost: 0.3166 data_cost: 0.0007 ips: 12.6343 images/s
[05/11 15:17:13] ppdet.engine INFO: Epoch: [17] [1600/7329] learning_rate: 0.000100 loss_class: 0.693599 loss_bbox: 0.161179 loss_giou: 0.435599 loss_class_aux: 2.201740 loss_bbox_aux: 0.542246 loss_giou_aux: 1.427846 loss_class_dn: 0.360812 loss_bbox_dn: 0.200591 loss_giou_dn: 0.466804 loss_class_aux_dn: 0.780177 loss_bbox_aux_dn: 0.497777 loss_giou_aux_dn: 1.052463 loss: 8.825434 eta: 1 day, 9:30:22 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0022 images/s
[05/11 15:18:21] ppdet.engine INFO: Epoch: [17] [1800/7329] learning_rate: 0.000100 loss_class: 0.733114 loss_bbox: 0.178965 loss_giou: 0.448597 loss_class_aux: 2.434731 loss_bbox_aux: 0.592231 loss_giou_aux: 1.467329 loss_class_dn: 0.370041 loss_bbox_dn: 0.217670 loss_giou_dn: 0.483970 loss_class_aux_dn: 0.821712 loss_bbox_aux_dn: 0.542706 loss_giou_aux_dn: 1.118167 loss: 9.772747 eta: 1 day, 9:29:23 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2610 images/s
[05/11 15:19:29] ppdet.engine INFO: Epoch: [17] [2000/7329] learning_rate: 0.000100 loss_class: 0.722360 loss_bbox: 0.175000 loss_giou: 0.414758 loss_class_aux: 2.284023 loss_bbox_aux: 0.598516 loss_giou_aux: 1.366931 loss_class_dn: 0.366572 loss_bbox_dn: 0.234909 loss_giou_dn: 0.450992 loss_class_aux_dn: 0.814464 loss_bbox_aux_dn: 0.566700 loss_giou_aux_dn: 1.038779 loss: 9.184078 eta: 1 day, 9:28:26 batch_cost: 0.3051 data_cost: 0.0008 ips: 13.1091 images/s
[05/11 15:20:38] ppdet.engine INFO: Epoch: [17] [2200/7329] learning_rate: 0.000100 loss_class: 0.732972 loss_bbox: 0.178397 loss_giou: 0.494903 loss_class_aux: 2.382500 loss_bbox_aux: 0.620241 loss_giou_aux: 1.605941 loss_class_dn: 0.399793 loss_bbox_dn: 0.216114 loss_giou_dn: 0.497033 loss_class_aux_dn: 0.883936 loss_bbox_aux_dn: 0.526127 loss_giou_aux_dn: 1.153818 loss: 10.282448 eta: 1 day, 9:27:32 batch_cost: 0.3111 data_cost: 0.0007 ips: 12.8591 images/s
[05/11 15:21:48] ppdet.engine INFO: Epoch: [17] [2400/7329] learning_rate: 0.000100 loss_class: 0.736477 loss_bbox: 0.173006 loss_giou: 0.426755 loss_class_aux: 2.378991 loss_bbox_aux: 0.619280 loss_giou_aux: 1.470380 loss_class_dn: 0.373134 loss_bbox_dn: 0.233349 loss_giou_dn: 0.483108 loss_class_aux_dn: 0.845250 loss_bbox_aux_dn: 0.546489 loss_giou_aux_dn: 1.101479 loss: 9.777863 eta: 1 day, 9:26:41 batch_cost: 0.3147 data_cost: 0.0007 ips: 12.7102 images/s
[05/11 15:22:57] ppdet.engine INFO: Epoch: [17] [2600/7329] learning_rate: 0.000100 loss_class: 0.764934 loss_bbox: 0.159999 loss_giou: 0.512689 loss_class_aux: 2.435573 loss_bbox_aux: 0.549614 loss_giou_aux: 1.676087 loss_class_dn: 0.393739 loss_bbox_dn: 0.211098 loss_giou_dn: 0.541010 loss_class_aux_dn: 0.867991 loss_bbox_aux_dn: 0.510320 loss_giou_aux_dn: 1.207458 loss: 10.287071 eta: 1 day, 9:25:48 batch_cost: 0.3111 data_cost: 0.0007 ips: 12.8563 images/s
[05/11 15:24:05] ppdet.engine INFO: Epoch: [17] [2800/7329] learning_rate: 0.000100 loss_class: 0.721862 loss_bbox: 0.170737 loss_giou: 0.427882 loss_class_aux: 2.308936 loss_bbox_aux: 0.587809 loss_giou_aux: 1.415723 loss_class_dn: 0.385028 loss_bbox_dn: 0.219927 loss_giou_dn: 0.466081 loss_class_aux_dn: 0.836039 loss_bbox_aux_dn: 0.554016 loss_giou_aux_dn: 1.100380 loss: 9.633711 eta: 1 day, 9:24:51 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0567 images/s
[05/11 15:25:15] ppdet.engine INFO: Epoch: [17] [3000/7329] learning_rate: 0.000100 loss_class: 0.715970 loss_bbox: 0.170063 loss_giou: 0.431680 loss_class_aux: 2.303379 loss_bbox_aux: 0.607632 loss_giou_aux: 1.440818 loss_class_dn: 0.372888 loss_bbox_dn: 0.227561 loss_giou_dn: 0.466889 loss_class_aux_dn: 0.812041 loss_bbox_aux_dn: 0.559841 loss_giou_aux_dn: 1.079036 loss: 9.509724 eta: 1 day, 9:23:57 batch_cost: 0.3104 data_cost: 0.0006 ips: 12.8857 images/s
[05/11 15:26:25] ppdet.engine INFO: Epoch: [17] [3200/7329] learning_rate: 0.000100 loss_class: 0.712634 loss_bbox: 0.166812 loss_giou: 0.444866 loss_class_aux: 2.339036 loss_bbox_aux: 0.591159 loss_giou_aux: 1.485863 loss_class_dn: 0.375243 loss_bbox_dn: 0.226005 loss_giou_dn: 0.493123 loss_class_aux_dn: 0.816663 loss_bbox_aux_dn: 0.567615 loss_giou_aux_dn: 1.124008 loss: 9.597408 eta: 1 day, 9:23:04 batch_cost: 0.3108 data_cost: 0.0007 ips: 12.8692 images/s
[05/11 15:27:34] ppdet.engine INFO: Epoch: [17] [3400/7329] learning_rate: 0.000100 loss_class: 0.736849 loss_bbox: 0.170776 loss_giou: 0.497280 loss_class_aux: 2.410684 loss_bbox_aux: 0.579037 loss_giou_aux: 1.526467 loss_class_dn: 0.388024 loss_bbox_dn: 0.232045 loss_giou_dn: 0.484444 loss_class_aux_dn: 0.857106 loss_bbox_aux_dn: 0.571567 loss_giou_aux_dn: 1.122144 loss: 9.845963 eta: 1 day, 9:22:10 batch_cost: 0.3102 data_cost: 0.0007 ips: 12.8963 images/s
[05/11 15:28:44] ppdet.engine INFO: Epoch: [17] [3600/7329] learning_rate: 0.000100 loss_class: 0.731753 loss_bbox: 0.155089 loss_giou: 0.406020 loss_class_aux: 2.287063 loss_bbox_aux: 0.563475 loss_giou_aux: 1.392122 loss_class_dn: 0.369465 loss_bbox_dn: 0.216280 loss_giou_dn: 0.430636 loss_class_aux_dn: 0.817149 loss_bbox_aux_dn: 0.519101 loss_giou_aux_dn: 1.007402 loss: 9.330182 eta: 1 day, 9:21:16 batch_cost: 0.3112 data_cost: 0.0007 ips: 12.8543 images/s
[05/11 15:29:53] ppdet.engine INFO: Epoch: [17] [3800/7329] learning_rate: 0.000100 loss_class: 0.692952 loss_bbox: 0.178464 loss_giou: 0.435446 loss_class_aux: 2.235222 loss_bbox_aux: 0.598672 loss_giou_aux: 1.425773 loss_class_dn: 0.373535 loss_bbox_dn: 0.227691 loss_giou_dn: 0.450775 loss_class_aux_dn: 0.845425 loss_bbox_aux_dn: 0.558964 loss_giou_aux_dn: 1.071918 loss: 9.504544 eta: 1 day, 9:20:24 batch_cost: 0.3131 data_cost: 0.0007 ips: 12.7758 images/s
[05/11 15:31:02] ppdet.engine INFO: Epoch: [17] [4000/7329] learning_rate: 0.000100 loss_class: 0.734151 loss_bbox: 0.164924 loss_giou: 0.473527 loss_class_aux: 2.385722 loss_bbox_aux: 0.580388 loss_giou_aux: 1.541940 loss_class_dn: 0.380208 loss_bbox_dn: 0.206985 loss_giou_dn: 0.482976 loss_class_aux_dn: 0.827054 loss_bbox_aux_dn: 0.524611 loss_giou_aux_dn: 1.121376 loss: 9.520222 eta: 1 day, 9:19:30 batch_cost: 0.3110 data_cost: 0.0007 ips: 12.8635 images/s
[05/11 15:32:11] ppdet.engine INFO: Epoch: [17] [4200/7329] learning_rate: 0.000100 loss_class: 0.715180 loss_bbox: 0.168551 loss_giou: 0.459453 loss_class_aux: 2.325478 loss_bbox_aux: 0.593966 loss_giou_aux: 1.516035 loss_class_dn: 0.393351 loss_bbox_dn: 0.223904 loss_giou_dn: 0.506826 loss_class_aux_dn: 0.833445 loss_bbox_aux_dn: 0.563617 loss_giou_aux_dn: 1.137657 loss: 9.978955 eta: 1 day, 9:18:36 batch_cost: 0.3097 data_cost: 0.0006 ips: 12.9153 images/s
[05/11 15:33:20] ppdet.engine INFO: Epoch: [17] [4400/7329] learning_rate: 0.000100 loss_class: 0.773747 loss_bbox: 0.187978 loss_giou: 0.468475 loss_class_aux: 2.423997 loss_bbox_aux: 0.617630 loss_giou_aux: 1.551283 loss_class_dn: 0.392453 loss_bbox_dn: 0.230759 loss_giou_dn: 0.516486 loss_class_aux_dn: 0.882114 loss_bbox_aux_dn: 0.572717 loss_giou_aux_dn: 1.169617 loss: 10.492941 eta: 1 day, 9:17:42 batch_cost: 0.3108 data_cost: 0.0007 ips: 12.8709 images/s
[05/11 15:34:29] ppdet.engine INFO: Epoch: [17] [4600/7329] learning_rate: 0.000100 loss_class: 0.681077 loss_bbox: 0.167157 loss_giou: 0.421770 loss_class_aux: 2.252211 loss_bbox_aux: 0.564848 loss_giou_aux: 1.413320 loss_class_dn: 0.361405 loss_bbox_dn: 0.220576 loss_giou_dn: 0.457399 loss_class_aux_dn: 0.794163 loss_bbox_aux_dn: 0.560655 loss_giou_aux_dn: 1.059404 loss: 9.443346 eta: 1 day, 9:16:48 batch_cost: 0.3104 data_cost: 0.0007 ips: 12.8851 images/s
[05/11 15:35:37] ppdet.engine INFO: Epoch: [17] [4800/7329] learning_rate: 0.000100 loss_class: 0.691249 loss_bbox: 0.154315 loss_giou: 0.414882 loss_class_aux: 2.291436 loss_bbox_aux: 0.525309 loss_giou_aux: 1.334664 loss_class_dn: 0.355050 loss_bbox_dn: 0.211258 loss_giou_dn: 0.455896 loss_class_aux_dn: 0.788463 loss_bbox_aux_dn: 0.520153 loss_giou_aux_dn: 1.036479 loss: 8.874967 eta: 1 day, 9:15:48 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2679 images/s
[05/11 15:36:45] ppdet.engine INFO: Epoch: [17] [5000/7329] learning_rate: 0.000100 loss_class: 0.744738 loss_bbox: 0.175012 loss_giou: 0.454917 loss_class_aux: 2.448982 loss_bbox_aux: 0.588133 loss_giou_aux: 1.493333 loss_class_dn: 0.388217 loss_bbox_dn: 0.229071 loss_giou_dn: 0.478844 loss_class_aux_dn: 0.859456 loss_bbox_aux_dn: 0.550765 loss_giou_aux_dn: 1.087753 loss: 9.901327 eta: 1 day, 9:14:53 batch_cost: 0.3090 data_cost: 0.0006 ips: 12.9461 images/s
[05/11 15:37:55] ppdet.engine INFO: Epoch: [17] [5200/7329] learning_rate: 0.000100 loss_class: 0.735358 loss_bbox: 0.175590 loss_giou: 0.425257 loss_class_aux: 2.395702 loss_bbox_aux: 0.586309 loss_giou_aux: 1.353771 loss_class_dn: 0.366968 loss_bbox_dn: 0.225529 loss_giou_dn: 0.447035 loss_class_aux_dn: 0.812857 loss_bbox_aux_dn: 0.545628 loss_giou_aux_dn: 1.026150 loss: 9.501451 eta: 1 day, 9:14:01 batch_cost: 0.3140 data_cost: 0.0006 ips: 12.7394 images/s
[05/11 15:39:04] ppdet.engine INFO: Epoch: [17] [5400/7329] learning_rate: 0.000100 loss_class: 0.756251 loss_bbox: 0.181084 loss_giou: 0.444604 loss_class_aux: 2.441673 loss_bbox_aux: 0.624710 loss_giou_aux: 1.511125 loss_class_dn: 0.386531 loss_bbox_dn: 0.245905 loss_giou_dn: 0.520393 loss_class_aux_dn: 0.830581 loss_bbox_aux_dn: 0.597053 loss_giou_aux_dn: 1.191951 loss: 10.072351 eta: 1 day, 9:13:06 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9565 images/s
[05/11 15:40:13] ppdet.engine INFO: Epoch: [17] [5600/7329] learning_rate: 0.000100 loss_class: 0.752584 loss_bbox: 0.172839 loss_giou: 0.467347 loss_class_aux: 2.383398 loss_bbox_aux: 0.570136 loss_giou_aux: 1.528700 loss_class_dn: 0.373525 loss_bbox_dn: 0.224165 loss_giou_dn: 0.517139 loss_class_aux_dn: 0.836277 loss_bbox_aux_dn: 0.543218 loss_giou_aux_dn: 1.155842 loss: 9.939228 eta: 1 day, 9:12:10 batch_cost: 0.3084 data_cost: 0.0006 ips: 12.9695 images/s
[05/11 15:41:22] ppdet.engine INFO: Epoch: [17] [5800/7329] learning_rate: 0.000100 loss_class: 0.733874 loss_bbox: 0.173605 loss_giou: 0.435654 loss_class_aux: 2.387023 loss_bbox_aux: 0.581690 loss_giou_aux: 1.503617 loss_class_dn: 0.387371 loss_bbox_dn: 0.218832 loss_giou_dn: 0.466261 loss_class_aux_dn: 0.858390 loss_bbox_aux_dn: 0.541051 loss_giou_aux_dn: 1.037478 loss: 9.816812 eta: 1 day, 9:11:16 batch_cost: 0.3106 data_cost: 0.0006 ips: 12.8800 images/s
[05/11 15:42:31] ppdet.engine INFO: Epoch: [17] [6000/7329] learning_rate: 0.000100 loss_class: 0.731369 loss_bbox: 0.174463 loss_giou: 0.433029 loss_class_aux: 2.330107 loss_bbox_aux: 0.597418 loss_giou_aux: 1.398162 loss_class_dn: 0.377932 loss_bbox_dn: 0.224480 loss_giou_dn: 0.460821 loss_class_aux_dn: 0.840498 loss_bbox_aux_dn: 0.534829 loss_giou_aux_dn: 1.069512 loss: 9.484278 eta: 1 day, 9:10:23 batch_cost: 0.3115 data_cost: 0.0006 ips: 12.8418 images/s
[05/11 15:43:38] ppdet.engine INFO: Epoch: [17] [6200/7329] learning_rate: 0.000100 loss_class: 0.699200 loss_bbox: 0.164471 loss_giou: 0.421486 loss_class_aux: 2.240451 loss_bbox_aux: 0.566249 loss_giou_aux: 1.372575 loss_class_dn: 0.361186 loss_bbox_dn: 0.218391 loss_giou_dn: 0.460505 loss_class_aux_dn: 0.779433 loss_bbox_aux_dn: 0.535829 loss_giou_aux_dn: 1.062695 loss: 9.484994 eta: 1 day, 9:09:24 batch_cost: 0.3037 data_cost: 0.0006 ips: 13.1705 images/s
[05/11 15:44:47] ppdet.engine INFO: Epoch: [17] [6400/7329] learning_rate: 0.000100 loss_class: 0.734082 loss_bbox: 0.185157 loss_giou: 0.429414 loss_class_aux: 2.375300 loss_bbox_aux: 0.616617 loss_giou_aux: 1.448513 loss_class_dn: 0.387844 loss_bbox_dn: 0.241952 loss_giou_dn: 0.465828 loss_class_aux_dn: 0.828281 loss_bbox_aux_dn: 0.585615 loss_giou_aux_dn: 1.088104 loss: 10.161867 eta: 1 day, 9:08:28 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0627 images/s
[05/11 15:45:54] ppdet.engine INFO: Epoch: [17] [6600/7329] learning_rate: 0.000100 loss_class: 0.704161 loss_bbox: 0.157844 loss_giou: 0.446042 loss_class_aux: 2.240932 loss_bbox_aux: 0.547295 loss_giou_aux: 1.480026 loss_class_dn: 0.364060 loss_bbox_dn: 0.210905 loss_giou_dn: 0.459202 loss_class_aux_dn: 0.795558 loss_bbox_aux_dn: 0.528303 loss_giou_aux_dn: 1.061619 loss: 9.310561 eta: 1 day, 9:07:28 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2383 images/s
[05/11 15:47:04] ppdet.engine INFO: Epoch: [17] [6800/7329] learning_rate: 0.000100 loss_class: 0.807265 loss_bbox: 0.174606 loss_giou: 0.550456 loss_class_aux: 2.548398 loss_bbox_aux: 0.591324 loss_giou_aux: 1.818205 loss_class_dn: 0.423462 loss_bbox_dn: 0.226654 loss_giou_dn: 0.564017 loss_class_aux_dn: 0.928718 loss_bbox_aux_dn: 0.552650 loss_giou_aux_dn: 1.306397 loss: 11.145775 eta: 1 day, 9:06:34 batch_cost: 0.3102 data_cost: 0.0006 ips: 12.8947 images/s
[05/11 15:48:13] ppdet.engine INFO: Epoch: [17] [7000/7329] learning_rate: 0.000100 loss_class: 0.768886 loss_bbox: 0.188529 loss_giou: 0.496432 loss_class_aux: 2.474217 loss_bbox_aux: 0.641570 loss_giou_aux: 1.704379 loss_class_dn: 0.401589 loss_bbox_dn: 0.230568 loss_giou_dn: 0.523401 loss_class_aux_dn: 0.862067 loss_bbox_aux_dn: 0.564507 loss_giou_aux_dn: 1.235356 loss: 10.382946 eta: 1 day, 9:05:41 batch_cost: 0.3128 data_cost: 0.0007 ips: 12.7861 images/s
[05/11 15:49:21] ppdet.engine INFO: Epoch: [17] [7200/7329] learning_rate: 0.000100 loss_class: 0.712008 loss_bbox: 0.186540 loss_giou: 0.441302 loss_class_aux: 2.323519 loss_bbox_aux: 0.642330 loss_giou_aux: 1.523043 loss_class_dn: 0.373791 loss_bbox_dn: 0.226858 loss_giou_dn: 0.474494 loss_class_aux_dn: 0.802072 loss_bbox_aux_dn: 0.550316 loss_giou_aux_dn: 1.093279 loss: 9.935852 eta: 1 day, 9:04:44 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0869 images/s
[05/11 15:50:07] ppdet.engine INFO: Eval iter: 0
[05/11 15:50:14] ppdet.engine INFO: Eval iter: 100
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[05/11 15:50:56] ppdet.engine INFO: Eval iter: 700
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[05/11 15:51:32] ppdet.engine INFO: Eval iter: 1200
[05/11 15:51:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/11 15:51:57] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.46s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=104.45s).
Accumulating evaluation results...
DONE (t=23.90s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.410
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.571
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.443
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.241
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.441
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.567
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.339
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.577
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.654
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.436
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.702
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.850
[05/11 15:54:22] ppdet.engine INFO: Total sample number: 5000, average FPS: 56.06285494561526
[05/11 15:54:22] ppdet.engine INFO: Best test bbox ap is 0.410.
[05/11 15:54:24] ppdet.engine INFO: Epoch: [18] [   0/7329] learning_rate: 0.000100 loss_class: 0.743793 loss_bbox: 0.179614 loss_giou: 0.454244 loss_class_aux: 2.328335 loss_bbox_aux: 0.628075 loss_giou_aux: 1.515270 loss_class_dn: 0.387777 loss_bbox_dn: 0.227248 loss_giou_dn: 0.516587 loss_class_aux_dn: 0.860703 loss_bbox_aux_dn: 0.561095 loss_giou_aux_dn: 1.188937 loss: 10.183552 eta: 1 day, 9:04:07 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1065 images/s
[05/11 15:55:33] ppdet.engine INFO: Epoch: [18] [ 200/7329] learning_rate: 0.000100 loss_class: 0.761734 loss_bbox: 0.180396 loss_giou: 0.468488 loss_class_aux: 2.459778 loss_bbox_aux: 0.622675 loss_giou_aux: 1.584584 loss_class_dn: 0.391158 loss_bbox_dn: 0.228767 loss_giou_dn: 0.506401 loss_class_aux_dn: 0.867371 loss_bbox_aux_dn: 0.540119 loss_giou_aux_dn: 1.149970 loss: 9.904490 eta: 1 day, 9:03:12 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9448 images/s
[05/11 15:56:41] ppdet.engine INFO: Epoch: [18] [ 400/7329] learning_rate: 0.000100 loss_class: 0.734348 loss_bbox: 0.168213 loss_giou: 0.451611 loss_class_aux: 2.355466 loss_bbox_aux: 0.594138 loss_giou_aux: 1.523240 loss_class_dn: 0.390126 loss_bbox_dn: 0.223832 loss_giou_dn: 0.504794 loss_class_aux_dn: 0.846650 loss_bbox_aux_dn: 0.538504 loss_giou_aux_dn: 1.139921 loss: 9.740273 eta: 1 day, 9:02:12 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2277 images/s
[05/11 15:57:49] ppdet.engine INFO: Epoch: [18] [ 600/7329] learning_rate: 0.000100 loss_class: 0.727480 loss_bbox: 0.159835 loss_giou: 0.435350 loss_class_aux: 2.277438 loss_bbox_aux: 0.549402 loss_giou_aux: 1.476789 loss_class_dn: 0.377534 loss_bbox_dn: 0.210941 loss_giou_dn: 0.480582 loss_class_aux_dn: 0.811103 loss_bbox_aux_dn: 0.525041 loss_giou_aux_dn: 1.101713 loss: 9.698133 eta: 1 day, 9:01:16 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0625 images/s
[05/11 15:58:58] ppdet.engine INFO: Epoch: [18] [ 800/7329] learning_rate: 0.000100 loss_class: 0.768933 loss_bbox: 0.173644 loss_giou: 0.453944 loss_class_aux: 2.426833 loss_bbox_aux: 0.557616 loss_giou_aux: 1.513025 loss_class_dn: 0.389213 loss_bbox_dn: 0.227288 loss_giou_dn: 0.509414 loss_class_aux_dn: 0.862412 loss_bbox_aux_dn: 0.556523 loss_giou_aux_dn: 1.178016 loss: 10.220264 eta: 1 day, 9:00:20 batch_cost: 0.3094 data_cost: 0.0007 ips: 12.9294 images/s
[05/11 16:00:06] ppdet.engine INFO: Epoch: [18] [1000/7329] learning_rate: 0.000100 loss_class: 0.726180 loss_bbox: 0.172985 loss_giou: 0.456753 loss_class_aux: 2.352333 loss_bbox_aux: 0.617414 loss_giou_aux: 1.550698 loss_class_dn: 0.379864 loss_bbox_dn: 0.231301 loss_giou_dn: 0.479778 loss_class_aux_dn: 0.844579 loss_bbox_aux_dn: 0.558550 loss_giou_aux_dn: 1.118710 loss: 9.910329 eta: 1 day, 8:59:23 batch_cost: 0.3049 data_cost: 0.0006 ips: 13.1178 images/s
[05/11 16:01:14] ppdet.engine INFO: Epoch: [18] [1200/7329] learning_rate: 0.000100 loss_class: 0.733542 loss_bbox: 0.161926 loss_giou: 0.432211 loss_class_aux: 2.281160 loss_bbox_aux: 0.542119 loss_giou_aux: 1.441219 loss_class_dn: 0.369402 loss_bbox_dn: 0.211399 loss_giou_dn: 0.475246 loss_class_aux_dn: 0.818865 loss_bbox_aux_dn: 0.530804 loss_giou_aux_dn: 1.087517 loss: 9.286593 eta: 1 day, 8:58:25 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0901 images/s
[05/11 16:02:23] ppdet.engine INFO: Epoch: [18] [1400/7329] learning_rate: 0.000100 loss_class: 0.749404 loss_bbox: 0.155841 loss_giou: 0.413433 loss_class_aux: 2.403931 loss_bbox_aux: 0.537108 loss_giou_aux: 1.337959 loss_class_dn: 0.381345 loss_bbox_dn: 0.217164 loss_giou_dn: 0.446541 loss_class_aux_dn: 0.841483 loss_bbox_aux_dn: 0.539816 loss_giou_aux_dn: 1.047433 loss: 9.491899 eta: 1 day, 8:57:30 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9688 images/s
[05/11 16:03:31] ppdet.engine INFO: Epoch: [18] [1600/7329] learning_rate: 0.000100 loss_class: 0.783120 loss_bbox: 0.164676 loss_giou: 0.462331 loss_class_aux: 2.466728 loss_bbox_aux: 0.581979 loss_giou_aux: 1.524100 loss_class_dn: 0.394021 loss_bbox_dn: 0.227303 loss_giou_dn: 0.501803 loss_class_aux_dn: 0.855600 loss_bbox_aux_dn: 0.541189 loss_giou_aux_dn: 1.145444 loss: 9.944906 eta: 1 day, 8:56:34 batch_cost: 0.3090 data_cost: 0.0008 ips: 12.9448 images/s
[05/11 16:04:40] ppdet.engine INFO: Epoch: [18] [1800/7329] learning_rate: 0.000100 loss_class: 0.772932 loss_bbox: 0.176341 loss_giou: 0.438695 loss_class_aux: 2.424871 loss_bbox_aux: 0.582449 loss_giou_aux: 1.459320 loss_class_dn: 0.382386 loss_bbox_dn: 0.212477 loss_giou_dn: 0.453121 loss_class_aux_dn: 0.839813 loss_bbox_aux_dn: 0.531615 loss_giou_aux_dn: 1.064500 loss: 9.818727 eta: 1 day, 8:55:39 batch_cost: 0.3091 data_cost: 0.0007 ips: 12.9413 images/s
[05/11 16:05:49] ppdet.engine INFO: Epoch: [18] [2000/7329] learning_rate: 0.000100 loss_class: 0.751467 loss_bbox: 0.167187 loss_giou: 0.443876 loss_class_aux: 2.473904 loss_bbox_aux: 0.577180 loss_giou_aux: 1.486995 loss_class_dn: 0.379818 loss_bbox_dn: 0.217890 loss_giou_dn: 0.480399 loss_class_aux_dn: 0.842025 loss_bbox_aux_dn: 0.516272 loss_giou_aux_dn: 1.107764 loss: 9.679188 eta: 1 day, 8:54:45 batch_cost: 0.3112 data_cost: 0.0006 ips: 12.8546 images/s
[05/11 16:06:59] ppdet.engine INFO: Epoch: [18] [2200/7329] learning_rate: 0.000100 loss_class: 0.742486 loss_bbox: 0.163493 loss_giou: 0.423822 loss_class_aux: 2.348714 loss_bbox_aux: 0.569625 loss_giou_aux: 1.391258 loss_class_dn: 0.370196 loss_bbox_dn: 0.222733 loss_giou_dn: 0.450495 loss_class_aux_dn: 0.818022 loss_bbox_aux_dn: 0.529959 loss_giou_aux_dn: 1.030509 loss: 9.438110 eta: 1 day, 8:53:52 batch_cost: 0.3134 data_cost: 0.0006 ips: 12.7632 images/s
[05/11 16:08:05] ppdet.engine INFO: Epoch: [18] [2400/7329] learning_rate: 0.000100 loss_class: 0.777038 loss_bbox: 0.180605 loss_giou: 0.483641 loss_class_aux: 2.451439 loss_bbox_aux: 0.623350 loss_giou_aux: 1.595016 loss_class_dn: 0.407406 loss_bbox_dn: 0.232269 loss_giou_dn: 0.500761 loss_class_aux_dn: 0.889751 loss_bbox_aux_dn: 0.559975 loss_giou_aux_dn: 1.168185 loss: 10.415530 eta: 1 day, 8:52:50 batch_cost: 0.2979 data_cost: 0.0006 ips: 13.4289 images/s
[05/11 16:09:10] ppdet.engine INFO: Epoch: [18] [2600/7329] learning_rate: 0.000100 loss_class: 0.721655 loss_bbox: 0.178128 loss_giou: 0.457567 loss_class_aux: 2.395347 loss_bbox_aux: 0.604426 loss_giou_aux: 1.494404 loss_class_dn: 0.372271 loss_bbox_dn: 0.233201 loss_giou_dn: 0.478931 loss_class_aux_dn: 0.823440 loss_bbox_aux_dn: 0.561301 loss_giou_aux_dn: 1.092204 loss: 9.583340 eta: 1 day, 8:51:44 batch_cost: 0.2915 data_cost: 0.0006 ips: 13.7229 images/s
[05/11 16:10:15] ppdet.engine INFO: Epoch: [18] [2800/7329] learning_rate: 0.000100 loss_class: 0.694484 loss_bbox: 0.168317 loss_giou: 0.470264 loss_class_aux: 2.309804 loss_bbox_aux: 0.577816 loss_giou_aux: 1.551985 loss_class_dn: 0.383191 loss_bbox_dn: 0.215567 loss_giou_dn: 0.502914 loss_class_aux_dn: 0.851533 loss_bbox_aux_dn: 0.529119 loss_giou_aux_dn: 1.177091 loss: 9.806164 eta: 1 day, 8:50:40 batch_cost: 0.2931 data_cost: 0.0006 ips: 13.6449 images/s
[05/11 16:11:24] ppdet.engine INFO: Epoch: [18] [3000/7329] learning_rate: 0.000100 loss_class: 0.702731 loss_bbox: 0.178670 loss_giou: 0.460971 loss_class_aux: 2.336615 loss_bbox_aux: 0.611990 loss_giou_aux: 1.492169 loss_class_dn: 0.383295 loss_bbox_dn: 0.229158 loss_giou_dn: 0.491124 loss_class_aux_dn: 0.847960 loss_bbox_aux_dn: 0.569543 loss_giou_aux_dn: 1.117472 loss: 9.684390 eta: 1 day, 8:49:44 batch_cost: 0.3095 data_cost: 0.0006 ips: 12.9223 images/s
[05/11 16:12:33] ppdet.engine INFO: Epoch: [18] [3200/7329] learning_rate: 0.000100 loss_class: 0.688027 loss_bbox: 0.166322 loss_giou: 0.441477 loss_class_aux: 2.206580 loss_bbox_aux: 0.585938 loss_giou_aux: 1.417981 loss_class_dn: 0.356078 loss_bbox_dn: 0.207063 loss_giou_dn: 0.454011 loss_class_aux_dn: 0.787716 loss_bbox_aux_dn: 0.509566 loss_giou_aux_dn: 1.054057 loss: 9.256187 eta: 1 day, 8:48:51 batch_cost: 0.3123 data_cost: 0.0007 ips: 12.8081 images/s
[05/11 16:13:42] ppdet.engine INFO: Epoch: [18] [3400/7329] learning_rate: 0.000100 loss_class: 0.729357 loss_bbox: 0.176376 loss_giou: 0.436655 loss_class_aux: 2.298138 loss_bbox_aux: 0.605046 loss_giou_aux: 1.404995 loss_class_dn: 0.375203 loss_bbox_dn: 0.242900 loss_giou_dn: 0.440667 loss_class_aux_dn: 0.817602 loss_bbox_aux_dn: 0.579563 loss_giou_aux_dn: 1.017076 loss: 9.503046 eta: 1 day, 8:47:55 batch_cost: 0.3083 data_cost: 0.0006 ips: 12.9725 images/s
[05/11 16:14:51] ppdet.engine INFO: Epoch: [18] [3600/7329] learning_rate: 0.000100 loss_class: 0.740988 loss_bbox: 0.178822 loss_giou: 0.492304 loss_class_aux: 2.444599 loss_bbox_aux: 0.603357 loss_giou_aux: 1.615799 loss_class_dn: 0.385418 loss_bbox_dn: 0.231631 loss_giou_dn: 0.514558 loss_class_aux_dn: 0.861846 loss_bbox_aux_dn: 0.564538 loss_giou_aux_dn: 1.185583 loss: 9.984890 eta: 1 day, 8:47:00 batch_cost: 0.3106 data_cost: 0.0006 ips: 12.8765 images/s
[05/11 16:16:01] ppdet.engine INFO: Epoch: [18] [3800/7329] learning_rate: 0.000100 loss_class: 0.738365 loss_bbox: 0.164859 loss_giou: 0.455929 loss_class_aux: 2.364892 loss_bbox_aux: 0.577302 loss_giou_aux: 1.515338 loss_class_dn: 0.380785 loss_bbox_dn: 0.215756 loss_giou_dn: 0.499920 loss_class_aux_dn: 0.843872 loss_bbox_aux_dn: 0.526297 loss_giou_aux_dn: 1.154063 loss: 10.117090 eta: 1 day, 8:46:07 batch_cost: 0.3121 data_cost: 0.0006 ips: 12.8147 images/s
[05/11 16:17:09] ppdet.engine INFO: Epoch: [18] [4000/7329] learning_rate: 0.000100 loss_class: 0.717652 loss_bbox: 0.166892 loss_giou: 0.507175 loss_class_aux: 2.273127 loss_bbox_aux: 0.562422 loss_giou_aux: 1.649127 loss_class_dn: 0.386184 loss_bbox_dn: 0.218528 loss_giou_dn: 0.521764 loss_class_aux_dn: 0.847618 loss_bbox_aux_dn: 0.537027 loss_giou_aux_dn: 1.159203 loss: 9.762006 eta: 1 day, 8:45:10 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0051 images/s
[05/11 16:18:19] ppdet.engine INFO: Epoch: [18] [4200/7329] learning_rate: 0.000100 loss_class: 0.724065 loss_bbox: 0.180191 loss_giou: 0.467407 loss_class_aux: 2.406842 loss_bbox_aux: 0.616651 loss_giou_aux: 1.563680 loss_class_dn: 0.381301 loss_bbox_dn: 0.235247 loss_giou_dn: 0.503217 loss_class_aux_dn: 0.842572 loss_bbox_aux_dn: 0.595066 loss_giou_aux_dn: 1.154504 loss: 9.565779 eta: 1 day, 8:44:19 batch_cost: 0.3162 data_cost: 0.0006 ips: 12.6519 images/s
[05/11 16:19:27] ppdet.engine INFO: Epoch: [18] [4400/7329] learning_rate: 0.000100 loss_class: 0.685649 loss_bbox: 0.177331 loss_giou: 0.496942 loss_class_aux: 2.272807 loss_bbox_aux: 0.595240 loss_giou_aux: 1.613962 loss_class_dn: 0.378103 loss_bbox_dn: 0.243128 loss_giou_dn: 0.499948 loss_class_aux_dn: 0.810849 loss_bbox_aux_dn: 0.594281 loss_giou_aux_dn: 1.127208 loss: 9.476183 eta: 1 day, 8:43:22 batch_cost: 0.3072 data_cost: 0.0006 ips: 13.0205 images/s
[05/11 16:20:35] ppdet.engine INFO: Epoch: [18] [4600/7329] learning_rate: 0.000100 loss_class: 0.749309 loss_bbox: 0.175670 loss_giou: 0.510588 loss_class_aux: 2.397437 loss_bbox_aux: 0.578826 loss_giou_aux: 1.626845 loss_class_dn: 0.395441 loss_bbox_dn: 0.217587 loss_giou_dn: 0.522168 loss_class_aux_dn: 0.891601 loss_bbox_aux_dn: 0.528064 loss_giou_aux_dn: 1.193681 loss: 10.195086 eta: 1 day, 8:42:23 batch_cost: 0.3032 data_cost: 0.0006 ips: 13.1933 images/s
[05/11 16:21:44] ppdet.engine INFO: Epoch: [18] [4800/7329] learning_rate: 0.000100 loss_class: 0.724857 loss_bbox: 0.163993 loss_giou: 0.382977 loss_class_aux: 2.372962 loss_bbox_aux: 0.593965 loss_giou_aux: 1.273407 loss_class_dn: 0.356007 loss_bbox_dn: 0.227854 loss_giou_dn: 0.425081 loss_class_aux_dn: 0.774195 loss_bbox_aux_dn: 0.553408 loss_giou_aux_dn: 1.007028 loss: 9.265690 eta: 1 day, 8:41:28 batch_cost: 0.3095 data_cost: 0.0006 ips: 12.9225 images/s
[05/11 16:22:52] ppdet.engine INFO: Epoch: [18] [5000/7329] learning_rate: 0.000100 loss_class: 0.718076 loss_bbox: 0.168954 loss_giou: 0.442284 loss_class_aux: 2.317792 loss_bbox_aux: 0.539958 loss_giou_aux: 1.474459 loss_class_dn: 0.371385 loss_bbox_dn: 0.217481 loss_giou_dn: 0.483259 loss_class_aux_dn: 0.826004 loss_bbox_aux_dn: 0.538505 loss_giou_aux_dn: 1.099812 loss: 9.498951 eta: 1 day, 8:40:31 batch_cost: 0.3074 data_cost: 0.0006 ips: 13.0125 images/s
[05/11 16:24:00] ppdet.engine INFO: Epoch: [18] [5200/7329] learning_rate: 0.000100 loss_class: 0.746114 loss_bbox: 0.176528 loss_giou: 0.453313 loss_class_aux: 2.417475 loss_bbox_aux: 0.600568 loss_giou_aux: 1.508214 loss_class_dn: 0.374209 loss_bbox_dn: 0.232793 loss_giou_dn: 0.506022 loss_class_aux_dn: 0.847468 loss_bbox_aux_dn: 0.566640 loss_giou_aux_dn: 1.157909 loss: 9.778503 eta: 1 day, 8:39:34 batch_cost: 0.3050 data_cost: 0.0006 ips: 13.1151 images/s
[05/11 16:25:09] ppdet.engine INFO: Epoch: [18] [5400/7329] learning_rate: 0.000100 loss_class: 0.743936 loss_bbox: 0.180349 loss_giou: 0.422088 loss_class_aux: 2.318244 loss_bbox_aux: 0.587071 loss_giou_aux: 1.466545 loss_class_dn: 0.370002 loss_bbox_dn: 0.226968 loss_giou_dn: 0.474107 loss_class_aux_dn: 0.797233 loss_bbox_aux_dn: 0.559742 loss_giou_aux_dn: 1.106328 loss: 9.490267 eta: 1 day, 8:38:38 batch_cost: 0.3087 data_cost: 0.0006 ips: 12.9568 images/s
[05/11 16:26:17] ppdet.engine INFO: Epoch: [18] [5600/7329] learning_rate: 0.000100 loss_class: 0.621340 loss_bbox: 0.163257 loss_giou: 0.363046 loss_class_aux: 2.048300 loss_bbox_aux: 0.555027 loss_giou_aux: 1.227403 loss_class_dn: 0.331620 loss_bbox_dn: 0.219697 loss_giou_dn: 0.398712 loss_class_aux_dn: 0.729590 loss_bbox_aux_dn: 0.528547 loss_giou_aux_dn: 0.925047 loss: 8.483086 eta: 1 day, 8:37:41 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0451 images/s
[05/11 16:27:25] ppdet.engine INFO: Epoch: [18] [5800/7329] learning_rate: 0.000100 loss_class: 0.742094 loss_bbox: 0.163122 loss_giou: 0.474995 loss_class_aux: 2.349222 loss_bbox_aux: 0.558833 loss_giou_aux: 1.598193 loss_class_dn: 0.390948 loss_bbox_dn: 0.229065 loss_giou_dn: 0.505925 loss_class_aux_dn: 0.849913 loss_bbox_aux_dn: 0.549254 loss_giou_aux_dn: 1.141997 loss: 10.091848 eta: 1 day, 8:36:44 batch_cost: 0.3076 data_cost: 0.0006 ips: 13.0059 images/s
[05/11 16:28:35] ppdet.engine INFO: Epoch: [18] [6000/7329] learning_rate: 0.000100 loss_class: 0.745078 loss_bbox: 0.166892 loss_giou: 0.450083 loss_class_aux: 2.381872 loss_bbox_aux: 0.572649 loss_giou_aux: 1.485683 loss_class_dn: 0.380388 loss_bbox_dn: 0.214660 loss_giou_dn: 0.480951 loss_class_aux_dn: 0.836910 loss_bbox_aux_dn: 0.543501 loss_giou_aux_dn: 1.091124 loss: 9.497412 eta: 1 day, 8:35:50 batch_cost: 0.3118 data_cost: 0.0007 ips: 12.8269 images/s
[05/11 16:29:42] ppdet.engine INFO: Epoch: [18] [6200/7329] learning_rate: 0.000100 loss_class: 0.710610 loss_bbox: 0.159697 loss_giou: 0.438270 loss_class_aux: 2.276894 loss_bbox_aux: 0.541177 loss_giou_aux: 1.431482 loss_class_dn: 0.362253 loss_bbox_dn: 0.209175 loss_giou_dn: 0.463833 loss_class_aux_dn: 0.790661 loss_bbox_aux_dn: 0.517135 loss_giou_aux_dn: 1.036104 loss: 9.187490 eta: 1 day, 8:34:51 batch_cost: 0.3032 data_cost: 0.0006 ips: 13.1925 images/s
[05/11 16:30:50] ppdet.engine INFO: Epoch: [18] [6400/7329] learning_rate: 0.000100 loss_class: 0.686134 loss_bbox: 0.174821 loss_giou: 0.385886 loss_class_aux: 2.239411 loss_bbox_aux: 0.606333 loss_giou_aux: 1.289078 loss_class_dn: 0.361116 loss_bbox_dn: 0.228685 loss_giou_dn: 0.425704 loss_class_aux_dn: 0.791942 loss_bbox_aux_dn: 0.550367 loss_giou_aux_dn: 0.975529 loss: 9.129332 eta: 1 day, 8:33:53 batch_cost: 0.3054 data_cost: 0.0006 ips: 13.0974 images/s
[05/11 16:31:59] ppdet.engine INFO: Epoch: [18] [6600/7329] learning_rate: 0.000100 loss_class: 0.708491 loss_bbox: 0.159376 loss_giou: 0.455047 loss_class_aux: 2.228310 loss_bbox_aux: 0.551144 loss_giou_aux: 1.447716 loss_class_dn: 0.371070 loss_bbox_dn: 0.210492 loss_giou_dn: 0.482098 loss_class_aux_dn: 0.800538 loss_bbox_aux_dn: 0.528334 loss_giou_aux_dn: 1.118701 loss: 9.831891 eta: 1 day, 8:32:57 batch_cost: 0.3092 data_cost: 0.0006 ips: 12.9379 images/s
[05/11 16:33:07] ppdet.engine INFO: Epoch: [18] [6800/7329] learning_rate: 0.000100 loss_class: 0.710055 loss_bbox: 0.176911 loss_giou: 0.482254 loss_class_aux: 2.259247 loss_bbox_aux: 0.610021 loss_giou_aux: 1.535545 loss_class_dn: 0.387689 loss_bbox_dn: 0.215178 loss_giou_dn: 0.491550 loss_class_aux_dn: 0.854212 loss_bbox_aux_dn: 0.517500 loss_giou_aux_dn: 1.145006 loss: 9.864285 eta: 1 day, 8:31:59 batch_cost: 0.3047 data_cost: 0.0006 ips: 13.1277 images/s
[05/11 16:34:15] ppdet.engine INFO: Epoch: [18] [7000/7329] learning_rate: 0.000100 loss_class: 0.727511 loss_bbox: 0.170256 loss_giou: 0.511533 loss_class_aux: 2.348624 loss_bbox_aux: 0.572448 loss_giou_aux: 1.698709 loss_class_dn: 0.389353 loss_bbox_dn: 0.216581 loss_giou_dn: 0.541068 loss_class_aux_dn: 0.868155 loss_bbox_aux_dn: 0.537997 loss_giou_aux_dn: 1.206115 loss: 10.093597 eta: 1 day, 8:31:04 batch_cost: 0.3092 data_cost: 0.0006 ips: 12.9359 images/s
[05/11 16:35:25] ppdet.engine INFO: Epoch: [18] [7200/7329] learning_rate: 0.000100 loss_class: 0.705765 loss_bbox: 0.169886 loss_giou: 0.444899 loss_class_aux: 2.351695 loss_bbox_aux: 0.575879 loss_giou_aux: 1.469107 loss_class_dn: 0.367520 loss_bbox_dn: 0.219898 loss_giou_dn: 0.481400 loss_class_aux_dn: 0.802713 loss_bbox_aux_dn: 0.540120 loss_giou_aux_dn: 1.071010 loss: 9.219088 eta: 1 day, 8:30:10 batch_cost: 0.3127 data_cost: 0.0006 ips: 12.7934 images/s
[05/11 16:36:10] ppdet.engine INFO: Eval iter: 0
[05/11 16:36:17] ppdet.engine INFO: Eval iter: 100
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[05/11 16:36:44] ppdet.engine INFO: Eval iter: 500
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[05/11 16:36:58] ppdet.engine INFO: Eval iter: 700
[05/11 16:37:04] ppdet.engine INFO: Eval iter: 800
[05/11 16:37:12] ppdet.engine INFO: Eval iter: 900
[05/11 16:37:18] ppdet.engine INFO: Eval iter: 1000
[05/11 16:37:26] ppdet.engine INFO: Eval iter: 1100
[05/11 16:37:33] ppdet.engine INFO: Eval iter: 1200
[05/11 16:37:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/11 16:37:57] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.08s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.85s).
Accumulating evaluation results...
DONE (t=23.53s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.414
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.577
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.447
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.241
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.445
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.571
 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 ] = 0.580
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.656
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.441
 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 ] = 0.849
[05/11 16:40:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 57.9888754373543
[05/11 16:40:19] ppdet.engine INFO: Best test bbox ap is 0.414.
[05/11 16:40:21] ppdet.engine INFO: Epoch: [19] [   0/7329] learning_rate: 0.000100 loss_class: 0.697628 loss_bbox: 0.158468 loss_giou: 0.382542 loss_class_aux: 2.334309 loss_bbox_aux: 0.546493 loss_giou_aux: 1.291608 loss_class_dn: 0.375686 loss_bbox_dn: 0.220761 loss_giou_dn: 0.442171 loss_class_aux_dn: 0.830867 loss_bbox_aux_dn: 0.537620 loss_giou_aux_dn: 1.008964 loss: 9.276829 eta: 1 day, 8:29:31 batch_cost: 0.3079 data_cost: 0.0006 ips: 12.9908 images/s
[05/11 16:41:30] ppdet.engine INFO: Epoch: [19] [ 200/7329] learning_rate: 0.000100 loss_class: 0.776763 loss_bbox: 0.167462 loss_giou: 0.503362 loss_class_aux: 2.513932 loss_bbox_aux: 0.573911 loss_giou_aux: 1.656694 loss_class_dn: 0.403202 loss_bbox_dn: 0.212277 loss_giou_dn: 0.531128 loss_class_aux_dn: 0.880484 loss_bbox_aux_dn: 0.513255 loss_giou_aux_dn: 1.194817 loss: 10.368228 eta: 1 day, 8:28:36 batch_cost: 0.3100 data_cost: 0.0007 ips: 12.9039 images/s
[05/11 16:42:41] ppdet.engine INFO: Epoch: [19] [ 400/7329] learning_rate: 0.000100 loss_class: 0.700226 loss_bbox: 0.165951 loss_giou: 0.461371 loss_class_aux: 2.310593 loss_bbox_aux: 0.545947 loss_giou_aux: 1.557800 loss_class_dn: 0.375197 loss_bbox_dn: 0.217584 loss_giou_dn: 0.487092 loss_class_aux_dn: 0.821099 loss_bbox_aux_dn: 0.541694 loss_giou_aux_dn: 1.129277 loss: 9.507416 eta: 1 day, 8:27:43 batch_cost: 0.3144 data_cost: 0.0007 ips: 12.7207 images/s
[05/11 16:43:51] ppdet.engine INFO: Epoch: [19] [ 600/7329] learning_rate: 0.000100 loss_class: 0.735364 loss_bbox: 0.172299 loss_giou: 0.435500 loss_class_aux: 2.402506 loss_bbox_aux: 0.607451 loss_giou_aux: 1.484728 loss_class_dn: 0.379327 loss_bbox_dn: 0.227081 loss_giou_dn: 0.487563 loss_class_aux_dn: 0.832196 loss_bbox_aux_dn: 0.563486 loss_giou_aux_dn: 1.126081 loss: 9.935595 eta: 1 day, 8:26:47 batch_cost: 0.3089 data_cost: 0.0007 ips: 12.9511 images/s
[05/11 16:45:00] ppdet.engine INFO: Epoch: [19] [ 800/7329] learning_rate: 0.000100 loss_class: 0.714011 loss_bbox: 0.154237 loss_giou: 0.461229 loss_class_aux: 2.242883 loss_bbox_aux: 0.533471 loss_giou_aux: 1.475858 loss_class_dn: 0.362819 loss_bbox_dn: 0.208320 loss_giou_dn: 0.458513 loss_class_aux_dn: 0.803394 loss_bbox_aux_dn: 0.508536 loss_giou_aux_dn: 1.049751 loss: 9.525252 eta: 1 day, 8:25:52 batch_cost: 0.3110 data_cost: 0.0008 ips: 12.8630 images/s
[05/11 16:46:10] ppdet.engine INFO: Epoch: [19] [1000/7329] learning_rate: 0.000100 loss_class: 0.727720 loss_bbox: 0.171213 loss_giou: 0.468862 loss_class_aux: 2.427329 loss_bbox_aux: 0.567127 loss_giou_aux: 1.561363 loss_class_dn: 0.396024 loss_bbox_dn: 0.236233 loss_giou_dn: 0.498440 loss_class_aux_dn: 0.869340 loss_bbox_aux_dn: 0.580610 loss_giou_aux_dn: 1.163057 loss: 9.835338 eta: 1 day, 8:24:58 batch_cost: 0.3119 data_cost: 0.0007 ips: 12.8247 images/s
[05/11 16:47:20] ppdet.engine INFO: Epoch: [19] [1200/7329] learning_rate: 0.000100 loss_class: 0.699507 loss_bbox: 0.171051 loss_giou: 0.431462 loss_class_aux: 2.254615 loss_bbox_aux: 0.575083 loss_giou_aux: 1.343642 loss_class_dn: 0.369666 loss_bbox_dn: 0.216833 loss_giou_dn: 0.435597 loss_class_aux_dn: 0.804002 loss_bbox_aux_dn: 0.535473 loss_giou_aux_dn: 1.010996 loss: 9.265352 eta: 1 day, 8:24:02 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9567 images/s
[05/11 16:48:28] ppdet.engine INFO: Epoch: [19] [1400/7329] learning_rate: 0.000100 loss_class: 0.724943 loss_bbox: 0.173486 loss_giou: 0.388366 loss_class_aux: 2.312273 loss_bbox_aux: 0.589353 loss_giou_aux: 1.356721 loss_class_dn: 0.370848 loss_bbox_dn: 0.235488 loss_giou_dn: 0.445801 loss_class_aux_dn: 0.806122 loss_bbox_aux_dn: 0.566187 loss_giou_aux_dn: 1.050985 loss: 9.787935 eta: 1 day, 8:23:04 batch_cost: 0.3054 data_cost: 0.0008 ips: 13.0972 images/s
[05/11 16:49:38] ppdet.engine INFO: Epoch: [19] [1600/7329] learning_rate: 0.000100 loss_class: 0.711560 loss_bbox: 0.156529 loss_giou: 0.410903 loss_class_aux: 2.214441 loss_bbox_aux: 0.536736 loss_giou_aux: 1.402969 loss_class_dn: 0.365832 loss_bbox_dn: 0.200547 loss_giou_dn: 0.425710 loss_class_aux_dn: 0.801094 loss_bbox_aux_dn: 0.499431 loss_giou_aux_dn: 0.994153 loss: 9.264879 eta: 1 day, 8:22:09 batch_cost: 0.3101 data_cost: 0.0009 ips: 12.8983 images/s
[05/11 16:50:46] ppdet.engine INFO: Epoch: [19] [1800/7329] learning_rate: 0.000100 loss_class: 0.643530 loss_bbox: 0.140284 loss_giou: 0.374215 loss_class_aux: 2.052735 loss_bbox_aux: 0.477773 loss_giou_aux: 1.244385 loss_class_dn: 0.323231 loss_bbox_dn: 0.190388 loss_giou_dn: 0.395864 loss_class_aux_dn: 0.708978 loss_bbox_aux_dn: 0.470869 loss_giou_aux_dn: 0.925175 loss: 8.414749 eta: 1 day, 8:21:11 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0790 images/s
[05/11 16:51:56] ppdet.engine INFO: Epoch: [19] [2000/7329] learning_rate: 0.000100 loss_class: 0.673201 loss_bbox: 0.164105 loss_giou: 0.441340 loss_class_aux: 2.187481 loss_bbox_aux: 0.560463 loss_giou_aux: 1.492067 loss_class_dn: 0.348584 loss_bbox_dn: 0.203432 loss_giou_dn: 0.457466 loss_class_aux_dn: 0.785277 loss_bbox_aux_dn: 0.524348 loss_giou_aux_dn: 1.087137 loss: 9.073851 eta: 1 day, 8:20:16 batch_cost: 0.3101 data_cost: 0.0007 ips: 12.9003 images/s
[05/11 16:53:05] ppdet.engine INFO: Epoch: [19] [2200/7329] learning_rate: 0.000100 loss_class: 0.723583 loss_bbox: 0.170399 loss_giou: 0.481324 loss_class_aux: 2.419205 loss_bbox_aux: 0.591754 loss_giou_aux: 1.579451 loss_class_dn: 0.380639 loss_bbox_dn: 0.203682 loss_giou_dn: 0.494074 loss_class_aux_dn: 0.832129 loss_bbox_aux_dn: 0.499133 loss_giou_aux_dn: 1.122677 loss: 9.747726 eta: 1 day, 8:19:18 batch_cost: 0.3059 data_cost: 0.0008 ips: 13.0760 images/s
[05/11 16:54:14] ppdet.engine INFO: Epoch: [19] [2400/7329] learning_rate: 0.000100 loss_class: 0.731652 loss_bbox: 0.163016 loss_giou: 0.449591 loss_class_aux: 2.320942 loss_bbox_aux: 0.583888 loss_giou_aux: 1.547630 loss_class_dn: 0.390326 loss_bbox_dn: 0.227643 loss_giou_dn: 0.502031 loss_class_aux_dn: 0.835380 loss_bbox_aux_dn: 0.531591 loss_giou_aux_dn: 1.180240 loss: 10.043127 eta: 1 day, 8:18:24 batch_cost: 0.3125 data_cost: 0.0007 ips: 12.7984 images/s
[05/11 16:55:23] ppdet.engine INFO: Epoch: [19] [2600/7329] learning_rate: 0.000100 loss_class: 0.762219 loss_bbox: 0.173914 loss_giou: 0.478516 loss_class_aux: 2.431362 loss_bbox_aux: 0.588966 loss_giou_aux: 1.593862 loss_class_dn: 0.385462 loss_bbox_dn: 0.216573 loss_giou_dn: 0.506915 loss_class_aux_dn: 0.859658 loss_bbox_aux_dn: 0.529389 loss_giou_aux_dn: 1.177873 loss: 9.890963 eta: 1 day, 8:17:27 batch_cost: 0.3077 data_cost: 0.0007 ips: 13.0015 images/s
[05/11 16:56:33] ppdet.engine INFO: Epoch: [19] [2800/7329] learning_rate: 0.000100 loss_class: 0.731085 loss_bbox: 0.167261 loss_giou: 0.442986 loss_class_aux: 2.408498 loss_bbox_aux: 0.557967 loss_giou_aux: 1.475682 loss_class_dn: 0.393778 loss_bbox_dn: 0.209079 loss_giou_dn: 0.483100 loss_class_aux_dn: 0.848501 loss_bbox_aux_dn: 0.521499 loss_giou_aux_dn: 1.107377 loss: 9.600003 eta: 1 day, 8:16:32 batch_cost: 0.3102 data_cost: 0.0007 ips: 12.8951 images/s
[05/11 16:57:43] ppdet.engine INFO: Epoch: [19] [3000/7329] learning_rate: 0.000100 loss_class: 0.746074 loss_bbox: 0.173821 loss_giou: 0.435644 loss_class_aux: 2.350056 loss_bbox_aux: 0.609420 loss_giou_aux: 1.413604 loss_class_dn: 0.376365 loss_bbox_dn: 0.231881 loss_giou_dn: 0.497043 loss_class_aux_dn: 0.840491 loss_bbox_aux_dn: 0.571440 loss_giou_aux_dn: 1.147612 loss: 9.960161 eta: 1 day, 8:15:37 batch_cost: 0.3119 data_cost: 0.0007 ips: 12.8265 images/s
[05/11 16:58:52] ppdet.engine INFO: Epoch: [19] [3200/7329] learning_rate: 0.000100 loss_class: 0.763533 loss_bbox: 0.174647 loss_giou: 0.478206 loss_class_aux: 2.481767 loss_bbox_aux: 0.621764 loss_giou_aux: 1.553837 loss_class_dn: 0.389706 loss_bbox_dn: 0.240740 loss_giou_dn: 0.505172 loss_class_aux_dn: 0.833554 loss_bbox_aux_dn: 0.593975 loss_giou_aux_dn: 1.147942 loss: 10.262580 eta: 1 day, 8:14:41 batch_cost: 0.3094 data_cost: 0.0007 ips: 12.9299 images/s
[05/11 17:00:01] ppdet.engine INFO: Epoch: [19] [3400/7329] learning_rate: 0.000100 loss_class: 0.782982 loss_bbox: 0.176910 loss_giou: 0.474136 loss_class_aux: 2.431257 loss_bbox_aux: 0.615120 loss_giou_aux: 1.507569 loss_class_dn: 0.408729 loss_bbox_dn: 0.235536 loss_giou_dn: 0.509849 loss_class_aux_dn: 0.879853 loss_bbox_aux_dn: 0.564968 loss_giou_aux_dn: 1.200794 loss: 10.677517 eta: 1 day, 8:13:45 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9676 images/s
[05/11 17:01:10] ppdet.engine INFO: Epoch: [19] [3600/7329] learning_rate: 0.000100 loss_class: 0.726915 loss_bbox: 0.181695 loss_giou: 0.437629 loss_class_aux: 2.254479 loss_bbox_aux: 0.618951 loss_giou_aux: 1.470207 loss_class_dn: 0.377558 loss_bbox_dn: 0.244927 loss_giou_dn: 0.471991 loss_class_aux_dn: 0.822834 loss_bbox_aux_dn: 0.589921 loss_giou_aux_dn: 1.100356 loss: 9.607101 eta: 1 day, 8:12:46 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1537 images/s
[05/11 17:02:19] ppdet.engine INFO: Epoch: [19] [3800/7329] learning_rate: 0.000100 loss_class: 0.749837 loss_bbox: 0.184024 loss_giou: 0.452901 loss_class_aux: 2.410141 loss_bbox_aux: 0.601999 loss_giou_aux: 1.506491 loss_class_dn: 0.382119 loss_bbox_dn: 0.235051 loss_giou_dn: 0.477277 loss_class_aux_dn: 0.831757 loss_bbox_aux_dn: 0.572044 loss_giou_aux_dn: 1.132019 loss: 9.784756 eta: 1 day, 8:11:50 batch_cost: 0.3088 data_cost: 0.0007 ips: 12.9533 images/s
[05/11 17:03:28] ppdet.engine INFO: Epoch: [19] [4000/7329] learning_rate: 0.000100 loss_class: 0.689509 loss_bbox: 0.177528 loss_giou: 0.433152 loss_class_aux: 2.247397 loss_bbox_aux: 0.591273 loss_giou_aux: 1.424615 loss_class_dn: 0.371688 loss_bbox_dn: 0.231477 loss_giou_dn: 0.453089 loss_class_aux_dn: 0.814058 loss_bbox_aux_dn: 0.601837 loss_giou_aux_dn: 1.072069 loss: 9.227499 eta: 1 day, 8:10:52 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0741 images/s
[05/11 17:04:36] ppdet.engine INFO: Epoch: [19] [4200/7329] learning_rate: 0.000100 loss_class: 0.727870 loss_bbox: 0.172111 loss_giou: 0.458743 loss_class_aux: 2.295697 loss_bbox_aux: 0.570120 loss_giou_aux: 1.544991 loss_class_dn: 0.371809 loss_bbox_dn: 0.202610 loss_giou_dn: 0.484453 loss_class_aux_dn: 0.806619 loss_bbox_aux_dn: 0.513125 loss_giou_aux_dn: 1.114044 loss: 9.700064 eta: 1 day, 8:09:53 batch_cost: 0.3040 data_cost: 0.0008 ips: 13.1563 images/s
[05/11 17:05:44] ppdet.engine INFO: Epoch: [19] [4400/7329] learning_rate: 0.000100 loss_class: 0.745789 loss_bbox: 0.178385 loss_giou: 0.469241 loss_class_aux: 2.372463 loss_bbox_aux: 0.610078 loss_giou_aux: 1.558046 loss_class_dn: 0.395205 loss_bbox_dn: 0.218309 loss_giou_dn: 0.489165 loss_class_aux_dn: 0.866570 loss_bbox_aux_dn: 0.546307 loss_giou_aux_dn: 1.116397 loss: 9.959576 eta: 1 day, 8:08:54 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1279 images/s
[05/11 17:06:51] ppdet.engine INFO: Epoch: [19] [4600/7329] learning_rate: 0.000100 loss_class: 0.750332 loss_bbox: 0.165701 loss_giou: 0.407435 loss_class_aux: 2.336067 loss_bbox_aux: 0.543214 loss_giou_aux: 1.395242 loss_class_dn: 0.358628 loss_bbox_dn: 0.224130 loss_giou_dn: 0.437372 loss_class_aux_dn: 0.792105 loss_bbox_aux_dn: 0.548093 loss_giou_aux_dn: 1.006635 loss: 9.359474 eta: 1 day, 8:07:54 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3071 images/s
[05/11 17:07:57] ppdet.engine INFO: Epoch: [19] [4800/7329] learning_rate: 0.000100 loss_class: 0.695273 loss_bbox: 0.157479 loss_giou: 0.474659 loss_class_aux: 2.197839 loss_bbox_aux: 0.548938 loss_giou_aux: 1.489612 loss_class_dn: 0.375028 loss_bbox_dn: 0.220123 loss_giou_dn: 0.487686 loss_class_aux_dn: 0.793363 loss_bbox_aux_dn: 0.541302 loss_giou_aux_dn: 1.140122 loss: 9.441605 eta: 1 day, 8:06:50 batch_cost: 0.2946 data_cost: 0.0006 ips: 13.5798 images/s
[05/11 17:09:03] ppdet.engine INFO: Epoch: [19] [5000/7329] learning_rate: 0.000100 loss_class: 0.735737 loss_bbox: 0.180969 loss_giou: 0.468277 loss_class_aux: 2.265018 loss_bbox_aux: 0.611848 loss_giou_aux: 1.573925 loss_class_dn: 0.379633 loss_bbox_dn: 0.221489 loss_giou_dn: 0.474302 loss_class_aux_dn: 0.821738 loss_bbox_aux_dn: 0.563882 loss_giou_aux_dn: 1.104841 loss: 9.514783 eta: 1 day, 8:05:46 batch_cost: 0.2952 data_cost: 0.0006 ips: 13.5522 images/s
[05/11 17:10:11] ppdet.engine INFO: Epoch: [19] [5200/7329] learning_rate: 0.000100 loss_class: 0.671260 loss_bbox: 0.172395 loss_giou: 0.418588 loss_class_aux: 2.243658 loss_bbox_aux: 0.578238 loss_giou_aux: 1.398098 loss_class_dn: 0.364761 loss_bbox_dn: 0.225364 loss_giou_dn: 0.455822 loss_class_aux_dn: 0.803313 loss_bbox_aux_dn: 0.544082 loss_giou_aux_dn: 1.067798 loss: 9.119294 eta: 1 day, 8:04:47 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2119 images/s
[05/11 17:11:19] ppdet.engine INFO: Epoch: [19] [5400/7329] learning_rate: 0.000100 loss_class: 0.757399 loss_bbox: 0.166005 loss_giou: 0.498940 loss_class_aux: 2.399045 loss_bbox_aux: 0.563889 loss_giou_aux: 1.629749 loss_class_dn: 0.392640 loss_bbox_dn: 0.210759 loss_giou_dn: 0.480558 loss_class_aux_dn: 0.868926 loss_bbox_aux_dn: 0.507731 loss_giou_aux_dn: 1.145849 loss: 10.065123 eta: 1 day, 8:03:47 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2488 images/s
[05/11 17:12:28] ppdet.engine INFO: Epoch: [19] [5600/7329] learning_rate: 0.000100 loss_class: 0.722229 loss_bbox: 0.157606 loss_giou: 0.396525 loss_class_aux: 2.335433 loss_bbox_aux: 0.536860 loss_giou_aux: 1.300110 loss_class_dn: 0.350700 loss_bbox_dn: 0.218453 loss_giou_dn: 0.426651 loss_class_aux_dn: 0.762974 loss_bbox_aux_dn: 0.528201 loss_giou_aux_dn: 0.990179 loss: 8.794701 eta: 1 day, 8:02:50 batch_cost: 0.3080 data_cost: 0.0008 ips: 12.9859 images/s
[05/11 17:13:37] ppdet.engine INFO: Epoch: [19] [5800/7329] learning_rate: 0.000100 loss_class: 0.776016 loss_bbox: 0.175747 loss_giou: 0.461380 loss_class_aux: 2.475413 loss_bbox_aux: 0.589068 loss_giou_aux: 1.526709 loss_class_dn: 0.392314 loss_bbox_dn: 0.221285 loss_giou_dn: 0.473734 loss_class_aux_dn: 0.871280 loss_bbox_aux_dn: 0.546225 loss_giou_aux_dn: 1.100066 loss: 10.084840 eta: 1 day, 8:01:54 batch_cost: 0.3091 data_cost: 0.0007 ips: 12.9403 images/s
[05/11 17:14:45] ppdet.engine INFO: Epoch: [19] [6000/7329] learning_rate: 0.000100 loss_class: 0.725108 loss_bbox: 0.170500 loss_giou: 0.440206 loss_class_aux: 2.309832 loss_bbox_aux: 0.587891 loss_giou_aux: 1.408676 loss_class_dn: 0.380455 loss_bbox_dn: 0.217115 loss_giou_dn: 0.473815 loss_class_aux_dn: 0.825224 loss_bbox_aux_dn: 0.548085 loss_giou_aux_dn: 1.085737 loss: 9.613005 eta: 1 day, 8:00:55 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1655 images/s
[05/11 17:15:54] ppdet.engine INFO: Epoch: [19] [6200/7329] learning_rate: 0.000100 loss_class: 0.738934 loss_bbox: 0.179935 loss_giou: 0.450685 loss_class_aux: 2.285172 loss_bbox_aux: 0.612953 loss_giou_aux: 1.519665 loss_class_dn: 0.375277 loss_bbox_dn: 0.223590 loss_giou_dn: 0.473843 loss_class_aux_dn: 0.836196 loss_bbox_aux_dn: 0.542456 loss_giou_aux_dn: 1.110312 loss: 10.009529 eta: 1 day, 7:59:57 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0709 images/s
[05/11 17:17:03] ppdet.engine INFO: Epoch: [19] [6400/7329] learning_rate: 0.000100 loss_class: 0.728906 loss_bbox: 0.178950 loss_giou: 0.473363 loss_class_aux: 2.342605 loss_bbox_aux: 0.607229 loss_giou_aux: 1.541446 loss_class_dn: 0.386856 loss_bbox_dn: 0.226910 loss_giou_dn: 0.493468 loss_class_aux_dn: 0.855606 loss_bbox_aux_dn: 0.567907 loss_giou_aux_dn: 1.107785 loss: 9.836462 eta: 1 day, 7:59:01 batch_cost: 0.3097 data_cost: 0.0007 ips: 12.9170 images/s
[05/11 17:18:11] ppdet.engine INFO: Epoch: [19] [6600/7329] learning_rate: 0.000100 loss_class: 0.709670 loss_bbox: 0.173176 loss_giou: 0.452001 loss_class_aux: 2.256003 loss_bbox_aux: 0.596511 loss_giou_aux: 1.489885 loss_class_dn: 0.372784 loss_bbox_dn: 0.232836 loss_giou_dn: 0.501861 loss_class_aux_dn: 0.824432 loss_bbox_aux_dn: 0.568773 loss_giou_aux_dn: 1.158211 loss: 9.690380 eta: 1 day, 7:58:02 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1677 images/s
[05/11 17:19:20] ppdet.engine INFO: Epoch: [19] [6800/7329] learning_rate: 0.000100 loss_class: 0.678486 loss_bbox: 0.164267 loss_giou: 0.430270 loss_class_aux: 2.187459 loss_bbox_aux: 0.555248 loss_giou_aux: 1.449663 loss_class_dn: 0.367253 loss_bbox_dn: 0.193427 loss_giou_dn: 0.468809 loss_class_aux_dn: 0.820042 loss_bbox_aux_dn: 0.504420 loss_giou_aux_dn: 1.080982 loss: 9.415964 eta: 1 day, 7:57:02 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2335 images/s
[05/11 17:20:29] ppdet.engine INFO: Epoch: [19] [7000/7329] learning_rate: 0.000100 loss_class: 0.717013 loss_bbox: 0.155512 loss_giou: 0.407830 loss_class_aux: 2.290915 loss_bbox_aux: 0.536665 loss_giou_aux: 1.369182 loss_class_dn: 0.354471 loss_bbox_dn: 0.189798 loss_giou_dn: 0.438202 loss_class_aux_dn: 0.775671 loss_bbox_aux_dn: 0.476628 loss_giou_aux_dn: 1.015414 loss: 9.310516 eta: 1 day, 7:56:06 batch_cost: 0.3084 data_cost: 0.0008 ips: 12.9686 images/s
[05/11 17:21:37] ppdet.engine INFO: Epoch: [19] [7200/7329] learning_rate: 0.000100 loss_class: 0.748287 loss_bbox: 0.173614 loss_giou: 0.453957 loss_class_aux: 2.337405 loss_bbox_aux: 0.587747 loss_giou_aux: 1.456914 loss_class_dn: 0.363931 loss_bbox_dn: 0.214954 loss_giou_dn: 0.472747 loss_class_aux_dn: 0.794912 loss_bbox_aux_dn: 0.543513 loss_giou_aux_dn: 1.060129 loss: 9.549066 eta: 1 day, 7:55:07 batch_cost: 0.3044 data_cost: 0.0008 ips: 13.1407 images/s
[05/11 17:22:24] ppdet.engine INFO: Eval iter: 0
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[05/11 17:24:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.50s)
creating index...
index created!
[05/11 17:24:04] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.87s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.71s).
Accumulating evaluation results...
DONE (t=27.76s).
 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 ] = 0.451
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.242
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.449
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.573
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.342
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.583
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.657
 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 ] = 0.707
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.847
[05/11 17:26:27] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.05853043252124
[05/11 17:26:27] ppdet.engine INFO: Best test bbox ap is 0.417.
[05/11 17:26:29] ppdet.engine INFO: Epoch: [20] [   0/7329] learning_rate: 0.000100 loss_class: 0.752727 loss_bbox: 0.179311 loss_giou: 0.420389 loss_class_aux: 2.310242 loss_bbox_aux: 0.615039 loss_giou_aux: 1.321960 loss_class_dn: 0.366443 loss_bbox_dn: 0.227624 loss_giou_dn: 0.459471 loss_class_aux_dn: 0.808696 loss_bbox_aux_dn: 0.561798 loss_giou_aux_dn: 1.070792 loss: 9.786197 eta: 1 day, 7:54:30 batch_cost: 0.3067 data_cost: 0.0008 ips: 13.0410 images/s
[05/11 17:27:39] ppdet.engine INFO: Epoch: [20] [ 200/7329] learning_rate: 0.000100 loss_class: 0.726389 loss_bbox: 0.180484 loss_giou: 0.439193 loss_class_aux: 2.405629 loss_bbox_aux: 0.600030 loss_giou_aux: 1.412548 loss_class_dn: 0.375886 loss_bbox_dn: 0.232882 loss_giou_dn: 0.451099 loss_class_aux_dn: 0.826394 loss_bbox_aux_dn: 0.565637 loss_giou_aux_dn: 1.030841 loss: 9.310429 eta: 1 day, 7:53:36 batch_cost: 0.3126 data_cost: 0.0007 ips: 12.7943 images/s
[05/11 17:28:47] ppdet.engine INFO: Epoch: [20] [ 400/7329] learning_rate: 0.000100 loss_class: 0.739469 loss_bbox: 0.178345 loss_giou: 0.474376 loss_class_aux: 2.332929 loss_bbox_aux: 0.624992 loss_giou_aux: 1.553860 loss_class_dn: 0.381680 loss_bbox_dn: 0.206324 loss_giou_dn: 0.493492 loss_class_aux_dn: 0.839235 loss_bbox_aux_dn: 0.523236 loss_giou_aux_dn: 1.114753 loss: 9.517920 eta: 1 day, 7:52:38 batch_cost: 0.3057 data_cost: 0.0006 ips: 13.0868 images/s
[05/11 17:29:56] ppdet.engine INFO: Epoch: [20] [ 600/7329] learning_rate: 0.000100 loss_class: 0.734265 loss_bbox: 0.171373 loss_giou: 0.494486 loss_class_aux: 2.384168 loss_bbox_aux: 0.587267 loss_giou_aux: 1.592087 loss_class_dn: 0.395659 loss_bbox_dn: 0.222262 loss_giou_dn: 0.498732 loss_class_aux_dn: 0.855231 loss_bbox_aux_dn: 0.557106 loss_giou_aux_dn: 1.137792 loss: 9.838765 eta: 1 day, 7:51:42 batch_cost: 0.3113 data_cost: 0.0007 ips: 12.8476 images/s
[05/11 17:31:05] ppdet.engine INFO: Epoch: [20] [ 800/7329] learning_rate: 0.000100 loss_class: 0.758026 loss_bbox: 0.173139 loss_giou: 0.486958 loss_class_aux: 2.385636 loss_bbox_aux: 0.610007 loss_giou_aux: 1.591560 loss_class_dn: 0.373329 loss_bbox_dn: 0.223677 loss_giou_dn: 0.473678 loss_class_aux_dn: 0.824926 loss_bbox_aux_dn: 0.562795 loss_giou_aux_dn: 1.101011 loss: 9.620364 eta: 1 day, 7:50:46 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9898 images/s
[05/11 17:32:13] ppdet.engine INFO: Epoch: [20] [1000/7329] learning_rate: 0.000100 loss_class: 0.720817 loss_bbox: 0.160165 loss_giou: 0.437819 loss_class_aux: 2.273546 loss_bbox_aux: 0.579545 loss_giou_aux: 1.454962 loss_class_dn: 0.379226 loss_bbox_dn: 0.212281 loss_giou_dn: 0.439878 loss_class_aux_dn: 0.840096 loss_bbox_aux_dn: 0.539584 loss_giou_aux_dn: 1.058265 loss: 9.618516 eta: 1 day, 7:49:48 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0503 images/s
[05/11 17:33:21] ppdet.engine INFO: Epoch: [20] [1200/7329] learning_rate: 0.000100 loss_class: 0.777934 loss_bbox: 0.164990 loss_giou: 0.457808 loss_class_aux: 2.471554 loss_bbox_aux: 0.559442 loss_giou_aux: 1.565134 loss_class_dn: 0.408799 loss_bbox_dn: 0.216011 loss_giou_dn: 0.499353 loss_class_aux_dn: 0.884348 loss_bbox_aux_dn: 0.544399 loss_giou_aux_dn: 1.165953 loss: 10.186166 eta: 1 day, 7:48:50 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0328 images/s
[05/11 17:34:30] ppdet.engine INFO: Epoch: [20] [1400/7329] learning_rate: 0.000100 loss_class: 0.743959 loss_bbox: 0.169540 loss_giou: 0.482910 loss_class_aux: 2.334356 loss_bbox_aux: 0.586984 loss_giou_aux: 1.628109 loss_class_dn: 0.392253 loss_bbox_dn: 0.210464 loss_giou_dn: 0.524884 loss_class_aux_dn: 0.857735 loss_bbox_aux_dn: 0.516220 loss_giou_aux_dn: 1.201466 loss: 10.027250 eta: 1 day, 7:47:53 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9931 images/s
[05/11 17:35:39] ppdet.engine INFO: Epoch: [20] [1600/7329] learning_rate: 0.000100 loss_class: 0.742765 loss_bbox: 0.177805 loss_giou: 0.445458 loss_class_aux: 2.352691 loss_bbox_aux: 0.601174 loss_giou_aux: 1.460110 loss_class_dn: 0.386409 loss_bbox_dn: 0.231525 loss_giou_dn: 0.477666 loss_class_aux_dn: 0.851401 loss_bbox_aux_dn: 0.538983 loss_giou_aux_dn: 1.104136 loss: 9.872039 eta: 1 day, 7:46:57 batch_cost: 0.3098 data_cost: 0.0007 ips: 12.9103 images/s
[05/11 17:36:48] ppdet.engine INFO: Epoch: [20] [1800/7329] learning_rate: 0.000100 loss_class: 0.705507 loss_bbox: 0.162104 loss_giou: 0.423893 loss_class_aux: 2.326836 loss_bbox_aux: 0.558689 loss_giou_aux: 1.421839 loss_class_dn: 0.352349 loss_bbox_dn: 0.215489 loss_giou_dn: 0.450865 loss_class_aux_dn: 0.800218 loss_bbox_aux_dn: 0.523855 loss_giou_aux_dn: 1.053046 loss: 9.180265 eta: 1 day, 7:46:00 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0244 images/s
[05/11 17:37:56] ppdet.engine INFO: Epoch: [20] [2000/7329] learning_rate: 0.000100 loss_class: 0.785245 loss_bbox: 0.189890 loss_giou: 0.516791 loss_class_aux: 2.582595 loss_bbox_aux: 0.616043 loss_giou_aux: 1.706155 loss_class_dn: 0.404097 loss_bbox_dn: 0.231012 loss_giou_dn: 0.529979 loss_class_aux_dn: 0.886853 loss_bbox_aux_dn: 0.570569 loss_giou_aux_dn: 1.207202 loss: 10.454314 eta: 1 day, 7:45:04 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9334 images/s
[05/11 17:39:05] ppdet.engine INFO: Epoch: [20] [2200/7329] learning_rate: 0.000100 loss_class: 0.766462 loss_bbox: 0.171989 loss_giou: 0.465462 loss_class_aux: 2.402211 loss_bbox_aux: 0.580005 loss_giou_aux: 1.555534 loss_class_dn: 0.407512 loss_bbox_dn: 0.236561 loss_giou_dn: 0.496828 loss_class_aux_dn: 0.891366 loss_bbox_aux_dn: 0.578504 loss_giou_aux_dn: 1.161156 loss: 10.094810 eta: 1 day, 7:44:06 batch_cost: 0.3073 data_cost: 0.0007 ips: 13.0171 images/s
[05/11 17:40:15] ppdet.engine INFO: Epoch: [20] [2400/7329] learning_rate: 0.000100 loss_class: 0.708649 loss_bbox: 0.178598 loss_giou: 0.440037 loss_class_aux: 2.302729 loss_bbox_aux: 0.614902 loss_giou_aux: 1.419005 loss_class_dn: 0.363510 loss_bbox_dn: 0.209141 loss_giou_dn: 0.442342 loss_class_aux_dn: 0.821593 loss_bbox_aux_dn: 0.529990 loss_giou_aux_dn: 1.051331 loss: 9.587276 eta: 1 day, 7:43:12 batch_cost: 0.3128 data_cost: 0.0007 ips: 12.7871 images/s
[05/11 17:41:24] ppdet.engine INFO: Epoch: [20] [2600/7329] learning_rate: 0.000100 loss_class: 0.750646 loss_bbox: 0.169602 loss_giou: 0.494742 loss_class_aux: 2.403025 loss_bbox_aux: 0.577838 loss_giou_aux: 1.611449 loss_class_dn: 0.386250 loss_bbox_dn: 0.211716 loss_giou_dn: 0.492181 loss_class_aux_dn: 0.855454 loss_bbox_aux_dn: 0.515523 loss_giou_aux_dn: 1.123510 loss: 9.844561 eta: 1 day, 7:42:14 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0309 images/s
[05/11 17:42:32] ppdet.engine INFO: Epoch: [20] [2800/7329] learning_rate: 0.000100 loss_class: 0.739922 loss_bbox: 0.174247 loss_giou: 0.494990 loss_class_aux: 2.371568 loss_bbox_aux: 0.608098 loss_giou_aux: 1.642126 loss_class_dn: 0.372850 loss_bbox_dn: 0.235044 loss_giou_dn: 0.489646 loss_class_aux_dn: 0.822396 loss_bbox_aux_dn: 0.584165 loss_giou_aux_dn: 1.180097 loss: 10.192067 eta: 1 day, 7:41:18 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9342 images/s
[05/11 17:43:40] ppdet.engine INFO: Epoch: [20] [3000/7329] learning_rate: 0.000100 loss_class: 0.650657 loss_bbox: 0.150875 loss_giou: 0.400371 loss_class_aux: 2.047600 loss_bbox_aux: 0.509669 loss_giou_aux: 1.336120 loss_class_dn: 0.333142 loss_bbox_dn: 0.201741 loss_giou_dn: 0.422341 loss_class_aux_dn: 0.744864 loss_bbox_aux_dn: 0.505518 loss_giou_aux_dn: 0.957658 loss: 8.435014 eta: 1 day, 7:40:19 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1197 images/s
[05/11 17:44:49] ppdet.engine INFO: Epoch: [20] [3200/7329] learning_rate: 0.000100 loss_class: 0.736930 loss_bbox: 0.172833 loss_giou: 0.473268 loss_class_aux: 2.436676 loss_bbox_aux: 0.591490 loss_giou_aux: 1.574014 loss_class_dn: 0.390118 loss_bbox_dn: 0.228829 loss_giou_dn: 0.490879 loss_class_aux_dn: 0.854003 loss_bbox_aux_dn: 0.568268 loss_giou_aux_dn: 1.131095 loss: 10.106841 eta: 1 day, 7:39:23 batch_cost: 0.3091 data_cost: 0.0007 ips: 12.9410 images/s
[05/11 17:45:57] ppdet.engine INFO: Epoch: [20] [3400/7329] learning_rate: 0.000100 loss_class: 0.731892 loss_bbox: 0.170883 loss_giou: 0.446146 loss_class_aux: 2.273177 loss_bbox_aux: 0.560110 loss_giou_aux: 1.508640 loss_class_dn: 0.361188 loss_bbox_dn: 0.225807 loss_giou_dn: 0.452004 loss_class_aux_dn: 0.810259 loss_bbox_aux_dn: 0.558107 loss_giou_aux_dn: 1.072581 loss: 9.393023 eta: 1 day, 7:38:25 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0085 images/s
[05/11 17:47:06] ppdet.engine INFO: Epoch: [20] [3600/7329] learning_rate: 0.000100 loss_class: 0.759766 loss_bbox: 0.163505 loss_giou: 0.467407 loss_class_aux: 2.367395 loss_bbox_aux: 0.562090 loss_giou_aux: 1.512445 loss_class_dn: 0.401900 loss_bbox_dn: 0.227083 loss_giou_dn: 0.512973 loss_class_aux_dn: 0.865696 loss_bbox_aux_dn: 0.546917 loss_giou_aux_dn: 1.171575 loss: 10.082384 eta: 1 day, 7:37:29 batch_cost: 0.3095 data_cost: 0.0007 ips: 12.9252 images/s
[05/11 17:48:14] ppdet.engine INFO: Epoch: [20] [3800/7329] learning_rate: 0.000100 loss_class: 0.716188 loss_bbox: 0.159757 loss_giou: 0.476316 loss_class_aux: 2.252079 loss_bbox_aux: 0.561363 loss_giou_aux: 1.557920 loss_class_dn: 0.361195 loss_bbox_dn: 0.203681 loss_giou_dn: 0.464724 loss_class_aux_dn: 0.803590 loss_bbox_aux_dn: 0.504308 loss_giou_aux_dn: 1.060288 loss: 9.487185 eta: 1 day, 7:36:31 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0800 images/s
[05/11 17:49:23] ppdet.engine INFO: Epoch: [20] [4000/7329] learning_rate: 0.000100 loss_class: 0.698500 loss_bbox: 0.153293 loss_giou: 0.460502 loss_class_aux: 2.234845 loss_bbox_aux: 0.512843 loss_giou_aux: 1.487462 loss_class_dn: 0.370236 loss_bbox_dn: 0.191767 loss_giou_dn: 0.490165 loss_class_aux_dn: 0.830126 loss_bbox_aux_dn: 0.466087 loss_giou_aux_dn: 1.121357 loss: 9.374372 eta: 1 day, 7:35:33 batch_cost: 0.3061 data_cost: 0.0008 ips: 13.0696 images/s
[05/11 17:50:32] ppdet.engine INFO: Epoch: [20] [4200/7329] learning_rate: 0.000100 loss_class: 0.754825 loss_bbox: 0.177982 loss_giou: 0.516774 loss_class_aux: 2.481181 loss_bbox_aux: 0.599576 loss_giou_aux: 1.722281 loss_class_dn: 0.401361 loss_bbox_dn: 0.215404 loss_giou_dn: 0.543208 loss_class_aux_dn: 0.864356 loss_bbox_aux_dn: 0.534127 loss_giou_aux_dn: 1.207408 loss: 10.226154 eta: 1 day, 7:34:39 batch_cost: 0.3155 data_cost: 0.0008 ips: 12.6787 images/s
[05/11 17:51:41] ppdet.engine INFO: Epoch: [20] [4400/7329] learning_rate: 0.000100 loss_class: 0.714078 loss_bbox: 0.161412 loss_giou: 0.422317 loss_class_aux: 2.286226 loss_bbox_aux: 0.560561 loss_giou_aux: 1.415176 loss_class_dn: 0.362029 loss_bbox_dn: 0.210578 loss_giou_dn: 0.446146 loss_class_aux_dn: 0.802925 loss_bbox_aux_dn: 0.528852 loss_giou_aux_dn: 1.023281 loss: 9.037695 eta: 1 day, 7:33:42 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0324 images/s
[05/11 17:52:49] ppdet.engine INFO: Epoch: [20] [4600/7329] learning_rate: 0.000100 loss_class: 0.722978 loss_bbox: 0.165122 loss_giou: 0.385628 loss_class_aux: 2.340209 loss_bbox_aux: 0.595345 loss_giou_aux: 1.307273 loss_class_dn: 0.360143 loss_bbox_dn: 0.220945 loss_giou_dn: 0.433585 loss_class_aux_dn: 0.811456 loss_bbox_aux_dn: 0.540321 loss_giou_aux_dn: 1.006907 loss: 9.338499 eta: 1 day, 7:32:43 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1098 images/s
[05/11 17:53:57] ppdet.engine INFO: Epoch: [20] [4800/7329] learning_rate: 0.000100 loss_class: 0.717738 loss_bbox: 0.167410 loss_giou: 0.433109 loss_class_aux: 2.325964 loss_bbox_aux: 0.565511 loss_giou_aux: 1.450146 loss_class_dn: 0.379160 loss_bbox_dn: 0.208671 loss_giou_dn: 0.461121 loss_class_aux_dn: 0.839871 loss_bbox_aux_dn: 0.508015 loss_giou_aux_dn: 1.073148 loss: 9.660008 eta: 1 day, 7:31:44 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1018 images/s
[05/11 17:55:05] ppdet.engine INFO: Epoch: [20] [5000/7329] learning_rate: 0.000100 loss_class: 0.718762 loss_bbox: 0.162856 loss_giou: 0.443501 loss_class_aux: 2.312236 loss_bbox_aux: 0.574047 loss_giou_aux: 1.518324 loss_class_dn: 0.401480 loss_bbox_dn: 0.219717 loss_giou_dn: 0.487956 loss_class_aux_dn: 0.870234 loss_bbox_aux_dn: 0.551661 loss_giou_aux_dn: 1.150161 loss: 9.907184 eta: 1 day, 7:30:46 batch_cost: 0.3050 data_cost: 0.0006 ips: 13.1135 images/s
[05/11 17:56:13] ppdet.engine INFO: Epoch: [20] [5200/7329] learning_rate: 0.000100 loss_class: 0.777147 loss_bbox: 0.183002 loss_giou: 0.481268 loss_class_aux: 2.437429 loss_bbox_aux: 0.603698 loss_giou_aux: 1.604473 loss_class_dn: 0.394821 loss_bbox_dn: 0.222470 loss_giou_dn: 0.487578 loss_class_aux_dn: 0.860382 loss_bbox_aux_dn: 0.559775 loss_giou_aux_dn: 1.123643 loss: 9.914571 eta: 1 day, 7:29:48 batch_cost: 0.3066 data_cost: 0.0006 ips: 13.0480 images/s
[05/11 17:57:22] ppdet.engine INFO: Epoch: [20] [5400/7329] learning_rate: 0.000100 loss_class: 0.749791 loss_bbox: 0.171409 loss_giou: 0.492900 loss_class_aux: 2.420951 loss_bbox_aux: 0.575099 loss_giou_aux: 1.632903 loss_class_dn: 0.382796 loss_bbox_dn: 0.222306 loss_giou_dn: 0.504303 loss_class_aux_dn: 0.843973 loss_bbox_aux_dn: 0.569554 loss_giou_aux_dn: 1.157084 loss: 9.566863 eta: 1 day, 7:28:51 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9320 images/s
[05/11 17:58:29] ppdet.engine INFO: Epoch: [20] [5600/7329] learning_rate: 0.000100 loss_class: 0.769935 loss_bbox: 0.161424 loss_giou: 0.451066 loss_class_aux: 2.442263 loss_bbox_aux: 0.567776 loss_giou_aux: 1.470932 loss_class_dn: 0.374971 loss_bbox_dn: 0.204428 loss_giou_dn: 0.491912 loss_class_aux_dn: 0.843608 loss_bbox_aux_dn: 0.505703 loss_giou_aux_dn: 1.118568 loss: 9.632656 eta: 1 day, 7:27:51 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2764 images/s
[05/11 17:59:38] ppdet.engine INFO: Epoch: [20] [5800/7329] learning_rate: 0.000100 loss_class: 0.706034 loss_bbox: 0.160244 loss_giou: 0.419634 loss_class_aux: 2.233968 loss_bbox_aux: 0.540034 loss_giou_aux: 1.275401 loss_class_dn: 0.343735 loss_bbox_dn: 0.199096 loss_giou_dn: 0.445117 loss_class_aux_dn: 0.758557 loss_bbox_aux_dn: 0.502433 loss_giou_aux_dn: 1.014300 loss: 9.057487 eta: 1 day, 7:26:54 batch_cost: 0.3081 data_cost: 0.0006 ips: 12.9813 images/s
[05/11 18:00:47] ppdet.engine INFO: Epoch: [20] [6000/7329] learning_rate: 0.000100 loss_class: 0.723899 loss_bbox: 0.173283 loss_giou: 0.475989 loss_class_aux: 2.280599 loss_bbox_aux: 0.575968 loss_giou_aux: 1.535263 loss_class_dn: 0.369380 loss_bbox_dn: 0.235336 loss_giou_dn: 0.483442 loss_class_aux_dn: 0.824194 loss_bbox_aux_dn: 0.565749 loss_giou_aux_dn: 1.082761 loss: 9.582067 eta: 1 day, 7:25:57 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9436 images/s
[05/11 18:01:54] ppdet.engine INFO: Epoch: [20] [6200/7329] learning_rate: 0.000100 loss_class: 0.719729 loss_bbox: 0.173787 loss_giou: 0.420007 loss_class_aux: 2.406431 loss_bbox_aux: 0.604147 loss_giou_aux: 1.404072 loss_class_dn: 0.370577 loss_bbox_dn: 0.240916 loss_giou_dn: 0.457255 loss_class_aux_dn: 0.828094 loss_bbox_aux_dn: 0.601648 loss_giou_aux_dn: 1.047400 loss: 9.444637 eta: 1 day, 7:24:57 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2011 images/s
[05/11 18:03:03] ppdet.engine INFO: Epoch: [20] [6400/7329] learning_rate: 0.000100 loss_class: 0.693235 loss_bbox: 0.176555 loss_giou: 0.455772 loss_class_aux: 2.259485 loss_bbox_aux: 0.592115 loss_giou_aux: 1.458187 loss_class_dn: 0.377481 loss_bbox_dn: 0.233369 loss_giou_dn: 0.453147 loss_class_aux_dn: 0.840073 loss_bbox_aux_dn: 0.561061 loss_giou_aux_dn: 1.069304 loss: 9.679737 eta: 1 day, 7:24:00 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9662 images/s
[05/11 18:04:12] ppdet.engine INFO: Epoch: [20] [6600/7329] learning_rate: 0.000100 loss_class: 0.741307 loss_bbox: 0.170226 loss_giou: 0.463494 loss_class_aux: 2.312374 loss_bbox_aux: 0.584812 loss_giou_aux: 1.524584 loss_class_dn: 0.387353 loss_bbox_dn: 0.210078 loss_giou_dn: 0.475394 loss_class_aux_dn: 0.873674 loss_bbox_aux_dn: 0.532872 loss_giou_aux_dn: 1.077361 loss: 9.523491 eta: 1 day, 7:23:04 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9579 images/s
[05/11 18:05:19] ppdet.engine INFO: Epoch: [20] [6800/7329] learning_rate: 0.000100 loss_class: 0.691455 loss_bbox: 0.159177 loss_giou: 0.437858 loss_class_aux: 2.274498 loss_bbox_aux: 0.551100 loss_giou_aux: 1.400386 loss_class_dn: 0.364205 loss_bbox_dn: 0.192502 loss_giou_dn: 0.464522 loss_class_aux_dn: 0.815810 loss_bbox_aux_dn: 0.476903 loss_giou_aux_dn: 1.050382 loss: 9.237238 eta: 1 day, 7:22:04 batch_cost: 0.3039 data_cost: 0.0006 ips: 13.1643 images/s
[05/11 18:06:25] ppdet.engine INFO: Epoch: [20] [7000/7329] learning_rate: 0.000100 loss_class: 0.718142 loss_bbox: 0.171203 loss_giou: 0.549446 loss_class_aux: 2.324056 loss_bbox_aux: 0.592082 loss_giou_aux: 1.766277 loss_class_dn: 0.396640 loss_bbox_dn: 0.212201 loss_giou_dn: 0.549398 loss_class_aux_dn: 0.869012 loss_bbox_aux_dn: 0.518335 loss_giou_aux_dn: 1.221104 loss: 10.162193 eta: 1 day, 7:21:01 batch_cost: 0.2958 data_cost: 0.0007 ips: 13.5249 images/s
[05/11 18:07:30] ppdet.engine INFO: Epoch: [20] [7200/7329] learning_rate: 0.000100 loss_class: 0.784029 loss_bbox: 0.187191 loss_giou: 0.465702 loss_class_aux: 2.492194 loss_bbox_aux: 0.651082 loss_giou_aux: 1.552047 loss_class_dn: 0.391738 loss_bbox_dn: 0.232474 loss_giou_dn: 0.505206 loss_class_aux_dn: 0.873686 loss_bbox_aux_dn: 0.575439 loss_giou_aux_dn: 1.165380 loss: 10.252138 eta: 1 day, 7:19:55 batch_cost: 0.2905 data_cost: 0.0006 ips: 13.7707 images/s
[05/11 18:08:14] ppdet.engine INFO: Eval iter: 0
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[05/11 18:09:28] ppdet.engine INFO: Eval iter: 1200
[05/11 18:09:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/11 18:09:55] 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=107.25s).
Accumulating evaluation results...
DONE (t=23.61s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.420
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.584
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.452
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.242
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.452
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.576
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.342
 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 ] = 0.659
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.446
 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 ] = 0.852
[05/11 18:12:22] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.0020419263311
[05/11 18:12:22] ppdet.engine INFO: Best test bbox ap is 0.420.
[05/11 18:12:24] ppdet.engine INFO: Epoch: [21] [   0/7329] learning_rate: 0.000100 loss_class: 0.761643 loss_bbox: 0.186782 loss_giou: 0.466056 loss_class_aux: 2.527869 loss_bbox_aux: 0.624067 loss_giou_aux: 1.539260 loss_class_dn: 0.394855 loss_bbox_dn: 0.223346 loss_giou_dn: 0.504483 loss_class_aux_dn: 0.867046 loss_bbox_aux_dn: 0.563546 loss_giou_aux_dn: 1.220763 loss: 10.311283 eta: 1 day, 7:19:13 batch_cost: 0.2922 data_cost: 0.0007 ips: 13.6899 images/s
[05/11 18:13:33] ppdet.engine INFO: Epoch: [21] [ 200/7329] learning_rate: 0.000100 loss_class: 0.689379 loss_bbox: 0.161716 loss_giou: 0.445100 loss_class_aux: 2.255271 loss_bbox_aux: 0.577952 loss_giou_aux: 1.463570 loss_class_dn: 0.358563 loss_bbox_dn: 0.216124 loss_giou_dn: 0.447320 loss_class_aux_dn: 0.781987 loss_bbox_aux_dn: 0.528902 loss_giou_aux_dn: 1.028085 loss: 9.484938 eta: 1 day, 7:18:14 batch_cost: 0.3047 data_cost: 0.0008 ips: 13.1285 images/s
[05/11 18:14:40] ppdet.engine INFO: Epoch: [21] [ 400/7329] learning_rate: 0.000100 loss_class: 0.728449 loss_bbox: 0.157723 loss_giou: 0.482680 loss_class_aux: 2.365328 loss_bbox_aux: 0.544707 loss_giou_aux: 1.557989 loss_class_dn: 0.388252 loss_bbox_dn: 0.196428 loss_giou_dn: 0.495606 loss_class_aux_dn: 0.842999 loss_bbox_aux_dn: 0.496191 loss_giou_aux_dn: 1.149799 loss: 9.646112 eta: 1 day, 7:17:13 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3426 images/s
[05/11 18:15:48] ppdet.engine INFO: Epoch: [21] [ 600/7329] learning_rate: 0.000100 loss_class: 0.685784 loss_bbox: 0.164999 loss_giou: 0.474674 loss_class_aux: 2.273466 loss_bbox_aux: 0.553724 loss_giou_aux: 1.560216 loss_class_dn: 0.361589 loss_bbox_dn: 0.206022 loss_giou_dn: 0.484722 loss_class_aux_dn: 0.790462 loss_bbox_aux_dn: 0.512229 loss_giou_aux_dn: 1.082297 loss: 9.378327 eta: 1 day, 7:16:13 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1850 images/s
[05/11 18:16:57] ppdet.engine INFO: Epoch: [21] [ 800/7329] learning_rate: 0.000100 loss_class: 0.689765 loss_bbox: 0.153012 loss_giou: 0.423337 loss_class_aux: 2.221685 loss_bbox_aux: 0.512141 loss_giou_aux: 1.343400 loss_class_dn: 0.355109 loss_bbox_dn: 0.193784 loss_giou_dn: 0.458274 loss_class_aux_dn: 0.780767 loss_bbox_aux_dn: 0.504131 loss_giou_aux_dn: 1.030360 loss: 8.851892 eta: 1 day, 7:15:15 batch_cost: 0.3061 data_cost: 0.0007 ips: 13.0677 images/s
[05/11 18:18:05] ppdet.engine INFO: Epoch: [21] [1000/7329] learning_rate: 0.000100 loss_class: 0.707398 loss_bbox: 0.154230 loss_giou: 0.439384 loss_class_aux: 2.239945 loss_bbox_aux: 0.535074 loss_giou_aux: 1.475466 loss_class_dn: 0.368289 loss_bbox_dn: 0.215360 loss_giou_dn: 0.454158 loss_class_aux_dn: 0.817433 loss_bbox_aux_dn: 0.534538 loss_giou_aux_dn: 1.062355 loss: 9.017790 eta: 1 day, 7:14:15 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1983 images/s
[05/11 18:19:12] ppdet.engine INFO: Epoch: [21] [1200/7329] learning_rate: 0.000100 loss_class: 0.674845 loss_bbox: 0.165372 loss_giou: 0.484588 loss_class_aux: 2.161075 loss_bbox_aux: 0.563094 loss_giou_aux: 1.572261 loss_class_dn: 0.369121 loss_bbox_dn: 0.210402 loss_giou_dn: 0.495307 loss_class_aux_dn: 0.810313 loss_bbox_aux_dn: 0.529772 loss_giou_aux_dn: 1.134282 loss: 9.494132 eta: 1 day, 7:13:14 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3872 images/s
[05/11 18:20:19] ppdet.engine INFO: Epoch: [21] [1400/7329] learning_rate: 0.000100 loss_class: 0.732019 loss_bbox: 0.175017 loss_giou: 0.390018 loss_class_aux: 2.290002 loss_bbox_aux: 0.597283 loss_giou_aux: 1.340269 loss_class_dn: 0.365970 loss_bbox_dn: 0.223426 loss_giou_dn: 0.426507 loss_class_aux_dn: 0.805540 loss_bbox_aux_dn: 0.552188 loss_giou_aux_dn: 1.035631 loss: 9.425417 eta: 1 day, 7:12:13 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3055 images/s
[05/11 18:21:25] ppdet.engine INFO: Epoch: [21] [1600/7329] learning_rate: 0.000100 loss_class: 0.724233 loss_bbox: 0.169916 loss_giou: 0.400728 loss_class_aux: 2.374850 loss_bbox_aux: 0.572040 loss_giou_aux: 1.316885 loss_class_dn: 0.353779 loss_bbox_dn: 0.225701 loss_giou_dn: 0.443460 loss_class_aux_dn: 0.774275 loss_bbox_aux_dn: 0.560540 loss_giou_aux_dn: 1.007649 loss: 9.229371 eta: 1 day, 7:11:11 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.4009 images/s
[05/11 18:22:33] ppdet.engine INFO: Epoch: [21] [1800/7329] learning_rate: 0.000100 loss_class: 0.756645 loss_bbox: 0.180502 loss_giou: 0.474204 loss_class_aux: 2.397716 loss_bbox_aux: 0.627425 loss_giou_aux: 1.554376 loss_class_dn: 0.395028 loss_bbox_dn: 0.223378 loss_giou_dn: 0.490755 loss_class_aux_dn: 0.851769 loss_bbox_aux_dn: 0.547939 loss_giou_aux_dn: 1.140767 loss: 9.909330 eta: 1 day, 7:10:11 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2315 images/s
[05/11 18:23:40] ppdet.engine INFO: Epoch: [21] [2000/7329] learning_rate: 0.000100 loss_class: 0.709174 loss_bbox: 0.155464 loss_giou: 0.385161 loss_class_aux: 2.167019 loss_bbox_aux: 0.551574 loss_giou_aux: 1.263993 loss_class_dn: 0.336220 loss_bbox_dn: 0.221850 loss_giou_dn: 0.394222 loss_class_aux_dn: 0.742895 loss_bbox_aux_dn: 0.557863 loss_giou_aux_dn: 0.921741 loss: 8.500065 eta: 1 day, 7:09:09 batch_cost: 0.2984 data_cost: 0.0007 ips: 13.4052 images/s
[05/11 18:24:47] ppdet.engine INFO: Epoch: [21] [2200/7329] learning_rate: 0.000100 loss_class: 0.725176 loss_bbox: 0.174183 loss_giou: 0.391346 loss_class_aux: 2.364770 loss_bbox_aux: 0.597102 loss_giou_aux: 1.250005 loss_class_dn: 0.357746 loss_bbox_dn: 0.228744 loss_giou_dn: 0.418396 loss_class_aux_dn: 0.789767 loss_bbox_aux_dn: 0.581123 loss_giou_aux_dn: 0.969750 loss: 9.153490 eta: 1 day, 7:08:10 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1334 images/s
[05/11 18:25:55] ppdet.engine INFO: Epoch: [21] [2400/7329] learning_rate: 0.000100 loss_class: 0.687794 loss_bbox: 0.159705 loss_giou: 0.433408 loss_class_aux: 2.247916 loss_bbox_aux: 0.564078 loss_giou_aux: 1.457108 loss_class_dn: 0.363716 loss_bbox_dn: 0.198859 loss_giou_dn: 0.447892 loss_class_aux_dn: 0.806758 loss_bbox_aux_dn: 0.494588 loss_giou_aux_dn: 1.048686 loss: 9.401535 eta: 1 day, 7:07:09 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3412 images/s
[05/11 18:27:02] ppdet.engine INFO: Epoch: [21] [2600/7329] learning_rate: 0.000100 loss_class: 0.733499 loss_bbox: 0.169843 loss_giou: 0.443998 loss_class_aux: 2.301897 loss_bbox_aux: 0.580325 loss_giou_aux: 1.459180 loss_class_dn: 0.360806 loss_bbox_dn: 0.204748 loss_giou_dn: 0.457933 loss_class_aux_dn: 0.795874 loss_bbox_aux_dn: 0.515669 loss_giou_aux_dn: 1.068637 loss: 9.534731 eta: 1 day, 7:06:09 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2303 images/s
[05/11 18:28:09] ppdet.engine INFO: Epoch: [21] [2800/7329] learning_rate: 0.000100 loss_class: 0.686837 loss_bbox: 0.155883 loss_giou: 0.428561 loss_class_aux: 2.185892 loss_bbox_aux: 0.550328 loss_giou_aux: 1.415253 loss_class_dn: 0.351300 loss_bbox_dn: 0.214682 loss_giou_dn: 0.454091 loss_class_aux_dn: 0.795007 loss_bbox_aux_dn: 0.513926 loss_giou_aux_dn: 1.055847 loss: 9.055011 eta: 1 day, 7:05:08 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2979 images/s
[05/11 18:29:17] ppdet.engine INFO: Epoch: [21] [3000/7329] learning_rate: 0.000100 loss_class: 0.635083 loss_bbox: 0.148367 loss_giou: 0.410991 loss_class_aux: 2.144101 loss_bbox_aux: 0.505907 loss_giou_aux: 1.345397 loss_class_dn: 0.357825 loss_bbox_dn: 0.196725 loss_giou_dn: 0.418700 loss_class_aux_dn: 0.784746 loss_bbox_aux_dn: 0.494512 loss_giou_aux_dn: 0.982467 loss: 8.685990 eta: 1 day, 7:04:08 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2136 images/s
[05/11 18:30:26] ppdet.engine INFO: Epoch: [21] [3200/7329] learning_rate: 0.000100 loss_class: 0.722305 loss_bbox: 0.170417 loss_giou: 0.454358 loss_class_aux: 2.354411 loss_bbox_aux: 0.556260 loss_giou_aux: 1.478426 loss_class_dn: 0.378057 loss_bbox_dn: 0.202178 loss_giou_dn: 0.463690 loss_class_aux_dn: 0.843063 loss_bbox_aux_dn: 0.518729 loss_giou_aux_dn: 1.063026 loss: 9.935387 eta: 1 day, 7:03:11 batch_cost: 0.3088 data_cost: 0.0007 ips: 12.9536 images/s
[05/11 18:31:33] ppdet.engine INFO: Epoch: [21] [3400/7329] learning_rate: 0.000100 loss_class: 0.684701 loss_bbox: 0.158490 loss_giou: 0.424475 loss_class_aux: 2.214509 loss_bbox_aux: 0.543128 loss_giou_aux: 1.443982 loss_class_dn: 0.365984 loss_bbox_dn: 0.202708 loss_giou_dn: 0.468707 loss_class_aux_dn: 0.794832 loss_bbox_aux_dn: 0.507814 loss_giou_aux_dn: 1.085822 loss: 9.200686 eta: 1 day, 7:02:11 batch_cost: 0.3010 data_cost: 0.0007 ips: 13.2890 images/s
[05/11 18:32:40] ppdet.engine INFO: Epoch: [21] [3600/7329] learning_rate: 0.000100 loss_class: 0.729448 loss_bbox: 0.171010 loss_giou: 0.440538 loss_class_aux: 2.396247 loss_bbox_aux: 0.589564 loss_giou_aux: 1.440400 loss_class_dn: 0.364371 loss_bbox_dn: 0.209998 loss_giou_dn: 0.456614 loss_class_aux_dn: 0.808163 loss_bbox_aux_dn: 0.533954 loss_giou_aux_dn: 1.045509 loss: 9.596561 eta: 1 day, 7:01:08 batch_cost: 0.2970 data_cost: 0.0007 ips: 13.4690 images/s
[05/11 18:33:47] ppdet.engine INFO: Epoch: [21] [3800/7329] learning_rate: 0.000100 loss_class: 0.668701 loss_bbox: 0.166617 loss_giou: 0.425568 loss_class_aux: 2.167180 loss_bbox_aux: 0.562017 loss_giou_aux: 1.411252 loss_class_dn: 0.362610 loss_bbox_dn: 0.223421 loss_giou_dn: 0.470243 loss_class_aux_dn: 0.788426 loss_bbox_aux_dn: 0.560045 loss_giou_aux_dn: 1.088087 loss: 9.162519 eta: 1 day, 7:00:09 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1575 images/s
[05/11 18:34:54] ppdet.engine INFO: Epoch: [21] [4000/7329] learning_rate: 0.000100 loss_class: 0.688900 loss_bbox: 0.163960 loss_giou: 0.443654 loss_class_aux: 2.220411 loss_bbox_aux: 0.571998 loss_giou_aux: 1.442355 loss_class_dn: 0.374815 loss_bbox_dn: 0.199525 loss_giou_dn: 0.443873 loss_class_aux_dn: 0.823471 loss_bbox_aux_dn: 0.504089 loss_giou_aux_dn: 1.050327 loss: 9.190716 eta: 1 day, 6:59:05 batch_cost: 0.2945 data_cost: 0.0007 ips: 13.5828 images/s
[05/11 18:36:00] ppdet.engine INFO: Epoch: [21] [4200/7329] learning_rate: 0.000100 loss_class: 0.755470 loss_bbox: 0.170757 loss_giou: 0.496759 loss_class_aux: 2.528699 loss_bbox_aux: 0.603506 loss_giou_aux: 1.649518 loss_class_dn: 0.400018 loss_bbox_dn: 0.239186 loss_giou_dn: 0.529815 loss_class_aux_dn: 0.862972 loss_bbox_aux_dn: 0.572490 loss_giou_aux_dn: 1.227864 loss: 10.216634 eta: 1 day, 6:58:02 batch_cost: 0.2956 data_cost: 0.0007 ips: 13.5341 images/s
[05/11 18:37:07] ppdet.engine INFO: Epoch: [21] [4400/7329] learning_rate: 0.000100 loss_class: 0.822392 loss_bbox: 0.194806 loss_giou: 0.464589 loss_class_aux: 2.609801 loss_bbox_aux: 0.635209 loss_giou_aux: 1.562765 loss_class_dn: 0.409626 loss_bbox_dn: 0.232848 loss_giou_dn: 0.510021 loss_class_aux_dn: 0.903069 loss_bbox_aux_dn: 0.563731 loss_giou_aux_dn: 1.202161 loss: 10.311236 eta: 1 day, 6:57:01 batch_cost: 0.3002 data_cost: 0.0007 ips: 13.3231 images/s
[05/11 18:38:13] ppdet.engine INFO: Epoch: [21] [4600/7329] learning_rate: 0.000100 loss_class: 0.689365 loss_bbox: 0.162284 loss_giou: 0.445844 loss_class_aux: 2.166015 loss_bbox_aux: 0.549724 loss_giou_aux: 1.446927 loss_class_dn: 0.355888 loss_bbox_dn: 0.208782 loss_giou_dn: 0.454772 loss_class_aux_dn: 0.778211 loss_bbox_aux_dn: 0.523437 loss_giou_aux_dn: 1.061232 loss: 9.122734 eta: 1 day, 6:55:59 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.4006 images/s
[05/11 18:39:22] ppdet.engine INFO: Epoch: [21] [4800/7329] learning_rate: 0.000100 loss_class: 0.742160 loss_bbox: 0.179035 loss_giou: 0.454833 loss_class_aux: 2.367075 loss_bbox_aux: 0.621468 loss_giou_aux: 1.476010 loss_class_dn: 0.370204 loss_bbox_dn: 0.224089 loss_giou_dn: 0.485321 loss_class_aux_dn: 0.818003 loss_bbox_aux_dn: 0.558740 loss_giou_aux_dn: 1.106852 loss: 9.620014 eta: 1 day, 6:55:00 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1761 images/s
[05/11 18:40:28] ppdet.engine INFO: Epoch: [21] [5000/7329] learning_rate: 0.000100 loss_class: 0.733142 loss_bbox: 0.177775 loss_giou: 0.454596 loss_class_aux: 2.314032 loss_bbox_aux: 0.596192 loss_giou_aux: 1.467474 loss_class_dn: 0.385064 loss_bbox_dn: 0.222591 loss_giou_dn: 0.479588 loss_class_aux_dn: 0.829189 loss_bbox_aux_dn: 0.540693 loss_giou_aux_dn: 1.095239 loss: 9.549936 eta: 1 day, 6:53:56 batch_cost: 0.2945 data_cost: 0.0007 ips: 13.5832 images/s
[05/11 18:41:34] ppdet.engine INFO: Epoch: [21] [5200/7329] learning_rate: 0.000100 loss_class: 0.762098 loss_bbox: 0.175443 loss_giou: 0.438222 loss_class_aux: 2.492249 loss_bbox_aux: 0.582478 loss_giou_aux: 1.457418 loss_class_dn: 0.373498 loss_bbox_dn: 0.223371 loss_giou_dn: 0.479861 loss_class_aux_dn: 0.823731 loss_bbox_aux_dn: 0.538782 loss_giou_aux_dn: 1.086594 loss: 9.484966 eta: 1 day, 6:52:54 batch_cost: 0.2966 data_cost: 0.0008 ips: 13.4842 images/s
[05/11 18:42:41] ppdet.engine INFO: Epoch: [21] [5400/7329] learning_rate: 0.000100 loss_class: 0.708638 loss_bbox: 0.162375 loss_giou: 0.469654 loss_class_aux: 2.302755 loss_bbox_aux: 0.564672 loss_giou_aux: 1.489570 loss_class_dn: 0.373347 loss_bbox_dn: 0.219481 loss_giou_dn: 0.470946 loss_class_aux_dn: 0.810896 loss_bbox_aux_dn: 0.541844 loss_giou_aux_dn: 1.073857 loss: 9.345001 eta: 1 day, 6:51:54 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2360 images/s
[05/11 18:43:48] ppdet.engine INFO: Epoch: [21] [5600/7329] learning_rate: 0.000100 loss_class: 0.698552 loss_bbox: 0.161153 loss_giou: 0.405331 loss_class_aux: 2.253844 loss_bbox_aux: 0.550369 loss_giou_aux: 1.297371 loss_class_dn: 0.347487 loss_bbox_dn: 0.209329 loss_giou_dn: 0.418727 loss_class_aux_dn: 0.776738 loss_bbox_aux_dn: 0.535976 loss_giou_aux_dn: 0.975616 loss: 8.856554 eta: 1 day, 6:50:52 batch_cost: 0.2989 data_cost: 0.0007 ips: 13.3803 images/s
[05/11 18:44:55] ppdet.engine INFO: Epoch: [21] [5800/7329] learning_rate: 0.000100 loss_class: 0.727028 loss_bbox: 0.157596 loss_giou: 0.443231 loss_class_aux: 2.278307 loss_bbox_aux: 0.562967 loss_giou_aux: 1.435106 loss_class_dn: 0.366453 loss_bbox_dn: 0.209008 loss_giou_dn: 0.445582 loss_class_aux_dn: 0.811396 loss_bbox_aux_dn: 0.500367 loss_giou_aux_dn: 1.051400 loss: 9.336884 eta: 1 day, 6:49:50 batch_cost: 0.2986 data_cost: 0.0007 ips: 13.3958 images/s
[05/11 18:46:02] ppdet.engine INFO: Epoch: [21] [6000/7329] learning_rate: 0.000100 loss_class: 0.767715 loss_bbox: 0.166224 loss_giou: 0.410313 loss_class_aux: 2.407135 loss_bbox_aux: 0.563446 loss_giou_aux: 1.388848 loss_class_dn: 0.374375 loss_bbox_dn: 0.216450 loss_giou_dn: 0.460108 loss_class_aux_dn: 0.830510 loss_bbox_aux_dn: 0.526179 loss_giou_aux_dn: 1.068269 loss: 9.628021 eta: 1 day, 6:48:49 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3762 images/s
[05/11 18:47:08] ppdet.engine INFO: Epoch: [21] [6200/7329] learning_rate: 0.000100 loss_class: 0.826523 loss_bbox: 0.186194 loss_giou: 0.534395 loss_class_aux: 2.611805 loss_bbox_aux: 0.618561 loss_giou_aux: 1.787181 loss_class_dn: 0.428351 loss_bbox_dn: 0.227821 loss_giou_dn: 0.548703 loss_class_aux_dn: 0.924667 loss_bbox_aux_dn: 0.580214 loss_giou_aux_dn: 1.268007 loss: 10.694141 eta: 1 day, 6:47:46 batch_cost: 0.2963 data_cost: 0.0007 ips: 13.5014 images/s
[05/11 18:48:15] ppdet.engine INFO: Epoch: [21] [6400/7329] learning_rate: 0.000100 loss_class: 0.715343 loss_bbox: 0.163648 loss_giou: 0.436301 loss_class_aux: 2.318152 loss_bbox_aux: 0.553969 loss_giou_aux: 1.461105 loss_class_dn: 0.375666 loss_bbox_dn: 0.211688 loss_giou_dn: 0.473655 loss_class_aux_dn: 0.823024 loss_bbox_aux_dn: 0.518314 loss_giou_aux_dn: 1.103580 loss: 9.479381 eta: 1 day, 6:46:45 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3352 images/s
[05/11 18:49:22] ppdet.engine INFO: Epoch: [21] [6600/7329] learning_rate: 0.000100 loss_class: 0.754541 loss_bbox: 0.162758 loss_giou: 0.434945 loss_class_aux: 2.426462 loss_bbox_aux: 0.555840 loss_giou_aux: 1.424791 loss_class_dn: 0.382441 loss_bbox_dn: 0.225807 loss_giou_dn: 0.472322 loss_class_aux_dn: 0.836295 loss_bbox_aux_dn: 0.542093 loss_giou_aux_dn: 1.085118 loss: 9.512315 eta: 1 day, 6:45:42 batch_cost: 0.2968 data_cost: 0.0007 ips: 13.4758 images/s
[05/11 18:50:30] ppdet.engine INFO: Epoch: [21] [6800/7329] learning_rate: 0.000100 loss_class: 0.740712 loss_bbox: 0.181031 loss_giou: 0.421409 loss_class_aux: 2.411618 loss_bbox_aux: 0.598409 loss_giou_aux: 1.421408 loss_class_dn: 0.357374 loss_bbox_dn: 0.231660 loss_giou_dn: 0.460027 loss_class_aux_dn: 0.793260 loss_bbox_aux_dn: 0.544414 loss_giou_aux_dn: 1.045131 loss: 9.186189 eta: 1 day, 6:44:44 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1225 images/s
[05/11 18:51:36] ppdet.engine INFO: Epoch: [21] [7000/7329] learning_rate: 0.000100 loss_class: 0.699138 loss_bbox: 0.167473 loss_giou: 0.423486 loss_class_aux: 2.290243 loss_bbox_aux: 0.591018 loss_giou_aux: 1.410207 loss_class_dn: 0.358282 loss_bbox_dn: 0.193924 loss_giou_dn: 0.449431 loss_class_aux_dn: 0.795059 loss_bbox_aux_dn: 0.512408 loss_giou_aux_dn: 1.065885 loss: 9.423687 eta: 1 day, 6:43:42 batch_cost: 0.2993 data_cost: 0.0007 ips: 13.3653 images/s
[05/11 18:52:43] ppdet.engine INFO: Epoch: [21] [7200/7329] learning_rate: 0.000100 loss_class: 0.740537 loss_bbox: 0.179218 loss_giou: 0.459095 loss_class_aux: 2.414888 loss_bbox_aux: 0.607058 loss_giou_aux: 1.510797 loss_class_dn: 0.390563 loss_bbox_dn: 0.228260 loss_giou_dn: 0.471484 loss_class_aux_dn: 0.855382 loss_bbox_aux_dn: 0.570700 loss_giou_aux_dn: 1.096337 loss: 9.779807 eta: 1 day, 6:42:40 batch_cost: 0.2986 data_cost: 0.0007 ips: 13.3937 images/s
[05/11 18:53:28] ppdet.engine INFO: Eval iter: 0
[05/11 18:53:34] ppdet.engine INFO: Eval iter: 100
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[05/11 18:54:09] ppdet.engine INFO: Eval iter: 700
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[05/11 18:54:26] ppdet.engine INFO: Eval iter: 1000
[05/11 18:54:33] ppdet.engine INFO: Eval iter: 1100
[05/11 18:54:39] ppdet.engine INFO: Eval iter: 1200
[05/11 18:55:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.54s)
creating index...
index created!
[05/11 18:55:04] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.94s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.89s).
Accumulating evaluation results...
DONE (t=23.81s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.422
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.586
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.454
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.245
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.456
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.579
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.343
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.586
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.661
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.447
 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 ] = 0.857
[05/11 18:57:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.47098325003512
[05/11 18:57:23] ppdet.engine INFO: Best test bbox ap is 0.422.
[05/11 18:57:26] ppdet.engine INFO: Epoch: [22] [   0/7329] learning_rate: 0.000100 loss_class: 0.689819 loss_bbox: 0.163451 loss_giou: 0.435397 loss_class_aux: 2.251050 loss_bbox_aux: 0.570742 loss_giou_aux: 1.424984 loss_class_dn: 0.349259 loss_bbox_dn: 0.211525 loss_giou_dn: 0.438527 loss_class_aux_dn: 0.768358 loss_bbox_aux_dn: 0.512862 loss_giou_aux_dn: 1.002377 loss: 9.102179 eta: 1 day, 6:42:00 batch_cost: 0.2986 data_cost: 0.0007 ips: 13.3945 images/s
[05/11 18:58:34] ppdet.engine INFO: Epoch: [22] [ 200/7329] learning_rate: 0.000100 loss_class: 0.774815 loss_bbox: 0.170004 loss_giou: 0.503618 loss_class_aux: 2.443928 loss_bbox_aux: 0.589558 loss_giou_aux: 1.640038 loss_class_dn: 0.395967 loss_bbox_dn: 0.232182 loss_giou_dn: 0.513065 loss_class_aux_dn: 0.866436 loss_bbox_aux_dn: 0.566834 loss_giou_aux_dn: 1.170573 loss: 10.009741 eta: 1 day, 6:41:02 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0851 images/s
[05/11 18:59:41] ppdet.engine INFO: Epoch: [22] [ 400/7329] learning_rate: 0.000100 loss_class: 0.718779 loss_bbox: 0.161565 loss_giou: 0.435454 loss_class_aux: 2.412682 loss_bbox_aux: 0.570513 loss_giou_aux: 1.399539 loss_class_dn: 0.370952 loss_bbox_dn: 0.217119 loss_giou_dn: 0.474623 loss_class_aux_dn: 0.824910 loss_bbox_aux_dn: 0.531266 loss_giou_aux_dn: 1.091979 loss: 9.280083 eta: 1 day, 6:40:00 batch_cost: 0.2982 data_cost: 0.0007 ips: 13.4143 images/s
[05/11 19:00:48] ppdet.engine INFO: Epoch: [22] [ 600/7329] learning_rate: 0.000100 loss_class: 0.688520 loss_bbox: 0.155779 loss_giou: 0.375328 loss_class_aux: 2.186567 loss_bbox_aux: 0.560788 loss_giou_aux: 1.284120 loss_class_dn: 0.347232 loss_bbox_dn: 0.202622 loss_giou_dn: 0.428811 loss_class_aux_dn: 0.766396 loss_bbox_aux_dn: 0.511021 loss_giou_aux_dn: 0.999144 loss: 8.892075 eta: 1 day, 6:38:58 batch_cost: 0.2987 data_cost: 0.0008 ips: 13.3918 images/s
[05/11 19:01:56] ppdet.engine INFO: Epoch: [22] [ 800/7329] learning_rate: 0.000100 loss_class: 0.745952 loss_bbox: 0.170939 loss_giou: 0.514083 loss_class_aux: 2.395537 loss_bbox_aux: 0.586400 loss_giou_aux: 1.692487 loss_class_dn: 0.377938 loss_bbox_dn: 0.224046 loss_giou_dn: 0.526213 loss_class_aux_dn: 0.847039 loss_bbox_aux_dn: 0.559512 loss_giou_aux_dn: 1.191518 loss: 10.279636 eta: 1 day, 6:37:58 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2354 images/s
[05/11 19:03:02] ppdet.engine INFO: Epoch: [22] [1000/7329] learning_rate: 0.000100 loss_class: 0.712032 loss_bbox: 0.162209 loss_giou: 0.420014 loss_class_aux: 2.362412 loss_bbox_aux: 0.564235 loss_giou_aux: 1.377006 loss_class_dn: 0.366485 loss_bbox_dn: 0.199462 loss_giou_dn: 0.439845 loss_class_aux_dn: 0.800593 loss_bbox_aux_dn: 0.500172 loss_giou_aux_dn: 1.046530 loss: 9.258492 eta: 1 day, 6:36:56 batch_cost: 0.2973 data_cost: 0.0007 ips: 13.4541 images/s
[05/11 19:04:08] ppdet.engine INFO: Epoch: [22] [1200/7329] learning_rate: 0.000100 loss_class: 0.709700 loss_bbox: 0.171075 loss_giou: 0.411198 loss_class_aux: 2.301287 loss_bbox_aux: 0.584149 loss_giou_aux: 1.366604 loss_class_dn: 0.362968 loss_bbox_dn: 0.215205 loss_giou_dn: 0.443273 loss_class_aux_dn: 0.784454 loss_bbox_aux_dn: 0.554272 loss_giou_aux_dn: 1.031337 loss: 9.076227 eta: 1 day, 6:35:51 batch_cost: 0.2916 data_cost: 0.0006 ips: 13.7157 images/s
[05/11 19:05:13] ppdet.engine INFO: Epoch: [22] [1400/7329] learning_rate: 0.000100 loss_class: 0.745127 loss_bbox: 0.177134 loss_giou: 0.557395 loss_class_aux: 2.360868 loss_bbox_aux: 0.591116 loss_giou_aux: 1.766034 loss_class_dn: 0.408582 loss_bbox_dn: 0.225077 loss_giou_dn: 0.552931 loss_class_aux_dn: 0.903053 loss_bbox_aux_dn: 0.563038 loss_giou_aux_dn: 1.264507 loss: 10.614735 eta: 1 day, 6:34:48 batch_cost: 0.2941 data_cost: 0.0006 ips: 13.6008 images/s
[05/11 19:06:20] ppdet.engine INFO: Epoch: [22] [1600/7329] learning_rate: 0.000100 loss_class: 0.736181 loss_bbox: 0.172381 loss_giou: 0.485273 loss_class_aux: 2.376157 loss_bbox_aux: 0.577323 loss_giou_aux: 1.580633 loss_class_dn: 0.383243 loss_bbox_dn: 0.204831 loss_giou_dn: 0.506804 loss_class_aux_dn: 0.840841 loss_bbox_aux_dn: 0.509330 loss_giou_aux_dn: 1.161896 loss: 10.169987 eta: 1 day, 6:33:46 batch_cost: 0.2976 data_cost: 0.0007 ips: 13.4389 images/s
[05/11 19:07:27] ppdet.engine INFO: Epoch: [22] [1800/7329] learning_rate: 0.000100 loss_class: 0.711237 loss_bbox: 0.178749 loss_giou: 0.487801 loss_class_aux: 2.305049 loss_bbox_aux: 0.594014 loss_giou_aux: 1.626765 loss_class_dn: 0.385033 loss_bbox_dn: 0.212275 loss_giou_dn: 0.513270 loss_class_aux_dn: 0.853461 loss_bbox_aux_dn: 0.529299 loss_giou_aux_dn: 1.166657 loss: 10.087650 eta: 1 day, 6:32:45 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3066 images/s
[05/11 19:08:35] ppdet.engine INFO: Epoch: [22] [2000/7329] learning_rate: 0.000100 loss_class: 0.717258 loss_bbox: 0.161302 loss_giou: 0.495785 loss_class_aux: 2.249328 loss_bbox_aux: 0.554342 loss_giou_aux: 1.600172 loss_class_dn: 0.374779 loss_bbox_dn: 0.197582 loss_giou_dn: 0.488840 loss_class_aux_dn: 0.831108 loss_bbox_aux_dn: 0.517109 loss_giou_aux_dn: 1.126843 loss: 9.602179 eta: 1 day, 6:31:44 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3355 images/s
[05/11 19:09:43] ppdet.engine INFO: Epoch: [22] [2200/7329] learning_rate: 0.000100 loss_class: 0.719974 loss_bbox: 0.185674 loss_giou: 0.458033 loss_class_aux: 2.368080 loss_bbox_aux: 0.615538 loss_giou_aux: 1.524992 loss_class_dn: 0.388890 loss_bbox_dn: 0.200907 loss_giou_dn: 0.473112 loss_class_aux_dn: 0.880331 loss_bbox_aux_dn: 0.505626 loss_giou_aux_dn: 1.099746 loss: 9.649469 eta: 1 day, 6:30:45 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1061 images/s
[05/11 19:10:50] ppdet.engine INFO: Epoch: [22] [2400/7329] learning_rate: 0.000100 loss_class: 0.728533 loss_bbox: 0.191540 loss_giou: 0.481150 loss_class_aux: 2.360602 loss_bbox_aux: 0.645321 loss_giou_aux: 1.612297 loss_class_dn: 0.376804 loss_bbox_dn: 0.232959 loss_giou_dn: 0.502222 loss_class_aux_dn: 0.841820 loss_bbox_aux_dn: 0.560799 loss_giou_aux_dn: 1.162368 loss: 9.936654 eta: 1 day, 6:29:43 batch_cost: 0.2979 data_cost: 0.0007 ips: 13.4293 images/s
[05/11 19:11:57] ppdet.engine INFO: Epoch: [22] [2600/7329] learning_rate: 0.000100 loss_class: 0.704780 loss_bbox: 0.166657 loss_giou: 0.427933 loss_class_aux: 2.287969 loss_bbox_aux: 0.561989 loss_giou_aux: 1.356985 loss_class_dn: 0.358690 loss_bbox_dn: 0.204257 loss_giou_dn: 0.461342 loss_class_aux_dn: 0.798610 loss_bbox_aux_dn: 0.495802 loss_giou_aux_dn: 1.055139 loss: 9.359257 eta: 1 day, 6:28:43 batch_cost: 0.3008 data_cost: 0.0008 ips: 13.2993 images/s
[05/11 19:13:04] ppdet.engine INFO: Epoch: [22] [2800/7329] learning_rate: 0.000100 loss_class: 0.784174 loss_bbox: 0.184982 loss_giou: 0.523437 loss_class_aux: 2.495055 loss_bbox_aux: 0.620498 loss_giou_aux: 1.756058 loss_class_dn: 0.399878 loss_bbox_dn: 0.229300 loss_giou_dn: 0.543728 loss_class_aux_dn: 0.890048 loss_bbox_aux_dn: 0.553056 loss_giou_aux_dn: 1.253253 loss: 10.524517 eta: 1 day, 6:27:39 batch_cost: 0.2950 data_cost: 0.0007 ips: 13.5584 images/s
[05/11 19:14:11] ppdet.engine INFO: Epoch: [22] [3000/7329] learning_rate: 0.000100 loss_class: 0.726085 loss_bbox: 0.183672 loss_giou: 0.468108 loss_class_aux: 2.405471 loss_bbox_aux: 0.603488 loss_giou_aux: 1.559886 loss_class_dn: 0.380866 loss_bbox_dn: 0.222664 loss_giou_dn: 0.467195 loss_class_aux_dn: 0.832836 loss_bbox_aux_dn: 0.536879 loss_giou_aux_dn: 1.107527 loss: 10.065819 eta: 1 day, 6:26:39 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2784 images/s
[05/11 19:15:18] ppdet.engine INFO: Epoch: [22] [3200/7329] learning_rate: 0.000100 loss_class: 0.674359 loss_bbox: 0.167038 loss_giou: 0.419769 loss_class_aux: 2.241474 loss_bbox_aux: 0.574043 loss_giou_aux: 1.322294 loss_class_dn: 0.347477 loss_bbox_dn: 0.225850 loss_giou_dn: 0.440398 loss_class_aux_dn: 0.786482 loss_bbox_aux_dn: 0.543183 loss_giou_aux_dn: 1.008924 loss: 9.072548 eta: 1 day, 6:25:39 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2073 images/s
[05/11 19:16:26] ppdet.engine INFO: Epoch: [22] [3400/7329] learning_rate: 0.000100 loss_class: 0.724823 loss_bbox: 0.170735 loss_giou: 0.401271 loss_class_aux: 2.372638 loss_bbox_aux: 0.574269 loss_giou_aux: 1.345809 loss_class_dn: 0.363120 loss_bbox_dn: 0.225824 loss_giou_dn: 0.448765 loss_class_aux_dn: 0.809497 loss_bbox_aux_dn: 0.541698 loss_giou_aux_dn: 1.016328 loss: 9.288416 eta: 1 day, 6:24:39 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2712 images/s
[05/11 19:17:33] ppdet.engine INFO: Epoch: [22] [3600/7329] learning_rate: 0.000100 loss_class: 0.743711 loss_bbox: 0.181046 loss_giou: 0.451268 loss_class_aux: 2.506068 loss_bbox_aux: 0.618840 loss_giou_aux: 1.515132 loss_class_dn: 0.385159 loss_bbox_dn: 0.226451 loss_giou_dn: 0.456170 loss_class_aux_dn: 0.846872 loss_bbox_aux_dn: 0.576710 loss_giou_aux_dn: 1.071951 loss: 10.049271 eta: 1 day, 6:23:38 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2942 images/s
[05/11 19:18:41] ppdet.engine INFO: Epoch: [22] [3800/7329] learning_rate: 0.000100 loss_class: 0.716537 loss_bbox: 0.164473 loss_giou: 0.402113 loss_class_aux: 2.373588 loss_bbox_aux: 0.556786 loss_giou_aux: 1.327368 loss_class_dn: 0.379762 loss_bbox_dn: 0.227156 loss_giou_dn: 0.419191 loss_class_aux_dn: 0.834324 loss_bbox_aux_dn: 0.549867 loss_giou_aux_dn: 0.983313 loss: 9.200331 eta: 1 day, 6:22:39 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1648 images/s
[05/11 19:19:49] ppdet.engine INFO: Epoch: [22] [4000/7329] learning_rate: 0.000100 loss_class: 0.730939 loss_bbox: 0.178196 loss_giou: 0.454869 loss_class_aux: 2.341871 loss_bbox_aux: 0.593203 loss_giou_aux: 1.542189 loss_class_dn: 0.392137 loss_bbox_dn: 0.215624 loss_giou_dn: 0.459418 loss_class_aux_dn: 0.859803 loss_bbox_aux_dn: 0.519911 loss_giou_aux_dn: 1.078114 loss: 9.928925 eta: 1 day, 6:21:38 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3386 images/s
[05/11 19:20:56] ppdet.engine INFO: Epoch: [22] [4200/7329] learning_rate: 0.000100 loss_class: 0.696340 loss_bbox: 0.162451 loss_giou: 0.424946 loss_class_aux: 2.302214 loss_bbox_aux: 0.552607 loss_giou_aux: 1.409807 loss_class_dn: 0.367835 loss_bbox_dn: 0.209416 loss_giou_dn: 0.433297 loss_class_aux_dn: 0.789604 loss_bbox_aux_dn: 0.495047 loss_giou_aux_dn: 0.995981 loss: 9.105793 eta: 1 day, 6:20:37 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3604 images/s
[05/11 19:22:04] ppdet.engine INFO: Epoch: [22] [4400/7329] learning_rate: 0.000100 loss_class: 0.694961 loss_bbox: 0.169781 loss_giou: 0.439238 loss_class_aux: 2.236239 loss_bbox_aux: 0.588247 loss_giou_aux: 1.483899 loss_class_dn: 0.344432 loss_bbox_dn: 0.204767 loss_giou_dn: 0.460070 loss_class_aux_dn: 0.765657 loss_bbox_aux_dn: 0.518053 loss_giou_aux_dn: 1.073164 loss: 9.094912 eta: 1 day, 6:19:37 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2037 images/s
[05/11 19:23:12] ppdet.engine INFO: Epoch: [22] [4600/7329] learning_rate: 0.000100 loss_class: 0.681997 loss_bbox: 0.161706 loss_giou: 0.403105 loss_class_aux: 2.211462 loss_bbox_aux: 0.537737 loss_giou_aux: 1.340631 loss_class_dn: 0.336704 loss_bbox_dn: 0.216510 loss_giou_dn: 0.417192 loss_class_aux_dn: 0.750305 loss_bbox_aux_dn: 0.526007 loss_giou_aux_dn: 0.974295 loss: 8.768250 eta: 1 day, 6:18:37 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1987 images/s
[05/11 19:24:19] ppdet.engine INFO: Epoch: [22] [4800/7329] learning_rate: 0.000100 loss_class: 0.710695 loss_bbox: 0.166432 loss_giou: 0.450852 loss_class_aux: 2.337229 loss_bbox_aux: 0.551327 loss_giou_aux: 1.486592 loss_class_dn: 0.372470 loss_bbox_dn: 0.206833 loss_giou_dn: 0.460164 loss_class_aux_dn: 0.823651 loss_bbox_aux_dn: 0.504743 loss_giou_aux_dn: 1.075386 loss: 9.361618 eta: 1 day, 6:17:37 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2720 images/s
[05/11 19:25:27] ppdet.engine INFO: Epoch: [22] [5000/7329] learning_rate: 0.000100 loss_class: 0.636593 loss_bbox: 0.153854 loss_giou: 0.413420 loss_class_aux: 2.063857 loss_bbox_aux: 0.549203 loss_giou_aux: 1.337287 loss_class_dn: 0.355181 loss_bbox_dn: 0.199666 loss_giou_dn: 0.424221 loss_class_aux_dn: 0.784849 loss_bbox_aux_dn: 0.494552 loss_giou_aux_dn: 1.000972 loss: 8.805574 eta: 1 day, 6:16:37 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1920 images/s
[05/11 19:26:34] ppdet.engine INFO: Epoch: [22] [5200/7329] learning_rate: 0.000100 loss_class: 0.733737 loss_bbox: 0.173730 loss_giou: 0.441501 loss_class_aux: 2.244986 loss_bbox_aux: 0.595496 loss_giou_aux: 1.408895 loss_class_dn: 0.388472 loss_bbox_dn: 0.208274 loss_giou_dn: 0.473768 loss_class_aux_dn: 0.831776 loss_bbox_aux_dn: 0.516316 loss_giou_aux_dn: 1.106479 loss: 9.737943 eta: 1 day, 6:15:36 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3090 images/s
[05/11 19:27:42] ppdet.engine INFO: Epoch: [22] [5400/7329] learning_rate: 0.000100 loss_class: 0.712472 loss_bbox: 0.170391 loss_giou: 0.428363 loss_class_aux: 2.180320 loss_bbox_aux: 0.569296 loss_giou_aux: 1.419485 loss_class_dn: 0.358909 loss_bbox_dn: 0.228267 loss_giou_dn: 0.455134 loss_class_aux_dn: 0.790290 loss_bbox_aux_dn: 0.547411 loss_giou_aux_dn: 1.041391 loss: 9.138412 eta: 1 day, 6:14:38 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0801 images/s
[05/11 19:28:51] ppdet.engine INFO: Epoch: [22] [5600/7329] learning_rate: 0.000100 loss_class: 0.699959 loss_bbox: 0.169155 loss_giou: 0.424779 loss_class_aux: 2.321946 loss_bbox_aux: 0.551134 loss_giou_aux: 1.400106 loss_class_dn: 0.348918 loss_bbox_dn: 0.208416 loss_giou_dn: 0.441653 loss_class_aux_dn: 0.779737 loss_bbox_aux_dn: 0.515039 loss_giou_aux_dn: 0.996537 loss: 8.983381 eta: 1 day, 6:13:40 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0106 images/s
[05/11 19:29:58] ppdet.engine INFO: Epoch: [22] [5800/7329] learning_rate: 0.000100 loss_class: 0.704513 loss_bbox: 0.158765 loss_giou: 0.405385 loss_class_aux: 2.294838 loss_bbox_aux: 0.549222 loss_giou_aux: 1.355196 loss_class_dn: 0.347124 loss_bbox_dn: 0.198062 loss_giou_dn: 0.433538 loss_class_aux_dn: 0.768488 loss_bbox_aux_dn: 0.520500 loss_giou_aux_dn: 1.012115 loss: 9.126225 eta: 1 day, 6:12:40 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2633 images/s
[05/11 19:31:07] ppdet.engine INFO: Epoch: [22] [6000/7329] learning_rate: 0.000100 loss_class: 0.760267 loss_bbox: 0.184040 loss_giou: 0.487902 loss_class_aux: 2.425655 loss_bbox_aux: 0.613453 loss_giou_aux: 1.618644 loss_class_dn: 0.390185 loss_bbox_dn: 0.230372 loss_giou_dn: 0.512312 loss_class_aux_dn: 0.874563 loss_bbox_aux_dn: 0.558055 loss_giou_aux_dn: 1.167078 loss: 10.076181 eta: 1 day, 6:11:42 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0028 images/s
[05/11 19:32:15] ppdet.engine INFO: Epoch: [22] [6200/7329] learning_rate: 0.000100 loss_class: 0.766703 loss_bbox: 0.175432 loss_giou: 0.436078 loss_class_aux: 2.419997 loss_bbox_aux: 0.625550 loss_giou_aux: 1.421976 loss_class_dn: 0.369629 loss_bbox_dn: 0.235512 loss_giou_dn: 0.469093 loss_class_aux_dn: 0.829019 loss_bbox_aux_dn: 0.568027 loss_giou_aux_dn: 1.103367 loss: 9.728426 eta: 1 day, 6:10:41 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3207 images/s
[05/11 19:33:23] ppdet.engine INFO: Epoch: [22] [6400/7329] learning_rate: 0.000100 loss_class: 0.738920 loss_bbox: 0.162674 loss_giou: 0.442301 loss_class_aux: 2.430065 loss_bbox_aux: 0.562687 loss_giou_aux: 1.422656 loss_class_dn: 0.380037 loss_bbox_dn: 0.203003 loss_giou_dn: 0.460199 loss_class_aux_dn: 0.822316 loss_bbox_aux_dn: 0.500371 loss_giou_aux_dn: 1.069472 loss: 9.763595 eta: 1 day, 6:09:42 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1641 images/s
[05/11 19:34:31] ppdet.engine INFO: Epoch: [22] [6600/7329] learning_rate: 0.000100 loss_class: 0.714729 loss_bbox: 0.158563 loss_giou: 0.467901 loss_class_aux: 2.299937 loss_bbox_aux: 0.558658 loss_giou_aux: 1.524068 loss_class_dn: 0.384284 loss_bbox_dn: 0.197332 loss_giou_dn: 0.504297 loss_class_aux_dn: 0.835665 loss_bbox_aux_dn: 0.506454 loss_giou_aux_dn: 1.177306 loss: 9.673189 eta: 1 day, 6:08:43 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1419 images/s
[05/11 19:35:38] ppdet.engine INFO: Epoch: [22] [6800/7329] learning_rate: 0.000100 loss_class: 0.681637 loss_bbox: 0.161306 loss_giou: 0.414043 loss_class_aux: 2.203625 loss_bbox_aux: 0.542786 loss_giou_aux: 1.383230 loss_class_dn: 0.354032 loss_bbox_dn: 0.211926 loss_giou_dn: 0.444457 loss_class_aux_dn: 0.789245 loss_bbox_aux_dn: 0.521584 loss_giou_aux_dn: 1.005671 loss: 9.146214 eta: 1 day, 6:07:40 batch_cost: 0.2964 data_cost: 0.0007 ips: 13.4971 images/s
[05/11 19:36:45] ppdet.engine INFO: Epoch: [22] [7000/7329] learning_rate: 0.000100 loss_class: 0.738084 loss_bbox: 0.175183 loss_giou: 0.495298 loss_class_aux: 2.332785 loss_bbox_aux: 0.590772 loss_giou_aux: 1.605615 loss_class_dn: 0.383740 loss_bbox_dn: 0.225450 loss_giou_dn: 0.501289 loss_class_aux_dn: 0.854001 loss_bbox_aux_dn: 0.549110 loss_giou_aux_dn: 1.163066 loss: 9.743093 eta: 1 day, 6:06:41 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1757 images/s
[05/11 19:37:54] ppdet.engine INFO: Epoch: [22] [7200/7329] learning_rate: 0.000100 loss_class: 0.759160 loss_bbox: 0.163361 loss_giou: 0.469422 loss_class_aux: 2.389113 loss_bbox_aux: 0.558687 loss_giou_aux: 1.546038 loss_class_dn: 0.389383 loss_bbox_dn: 0.195039 loss_giou_dn: 0.468824 loss_class_aux_dn: 0.860606 loss_bbox_aux_dn: 0.497455 loss_giou_aux_dn: 1.084770 loss: 9.659845 eta: 1 day, 6:05:43 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0700 images/s
[05/11 19:38:38] ppdet.engine INFO: Eval iter: 0
[05/11 19:38:45] ppdet.engine INFO: Eval iter: 100
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[05/11 19:39:03] ppdet.engine INFO: Eval iter: 400
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[05/11 19:39:22] ppdet.engine INFO: Eval iter: 700
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[05/11 19:39:40] ppdet.engine INFO: Eval iter: 1000
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[05/11 19:39:53] ppdet.engine INFO: Eval iter: 1200
[05/11 19:40:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/11 19:40:17] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.79s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=101.51s).
Accumulating evaluation results...
DONE (t=23.65s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.424
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.588
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.457
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.246
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.457
 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 ] = 0.344
 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 ] = 0.662
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.449
 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 ] = 0.857
[05/11 19:42:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.23510995106683
[05/11 19:42:40] ppdet.engine INFO: Best test bbox ap is 0.424.
[05/11 19:42:43] ppdet.engine INFO: Epoch: [23] [   0/7329] learning_rate: 0.000100 loss_class: 0.720001 loss_bbox: 0.158442 loss_giou: 0.410044 loss_class_aux: 2.376880 loss_bbox_aux: 0.547926 loss_giou_aux: 1.354284 loss_class_dn: 0.373137 loss_bbox_dn: 0.199601 loss_giou_dn: 0.425920 loss_class_aux_dn: 0.831024 loss_bbox_aux_dn: 0.483822 loss_giou_aux_dn: 1.004888 loss: 9.226414 eta: 1 day, 6:05:02 batch_cost: 0.2997 data_cost: 0.0007 ips: 13.3465 images/s
[05/11 19:43:52] ppdet.engine INFO: Epoch: [23] [ 200/7329] learning_rate: 0.000100 loss_class: 0.684752 loss_bbox: 0.159327 loss_giou: 0.431586 loss_class_aux: 2.185133 loss_bbox_aux: 0.567184 loss_giou_aux: 1.402250 loss_class_dn: 0.357996 loss_bbox_dn: 0.207692 loss_giou_dn: 0.443546 loss_class_aux_dn: 0.789342 loss_bbox_aux_dn: 0.525868 loss_giou_aux_dn: 1.006107 loss: 8.890499 eta: 1 day, 6:04:04 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9696 images/s
[05/11 19:44:59] ppdet.engine INFO: Epoch: [23] [ 400/7329] learning_rate: 0.000100 loss_class: 0.673669 loss_bbox: 0.163518 loss_giou: 0.410178 loss_class_aux: 2.133502 loss_bbox_aux: 0.540023 loss_giou_aux: 1.345888 loss_class_dn: 0.361666 loss_bbox_dn: 0.204778 loss_giou_dn: 0.426096 loss_class_aux_dn: 0.810187 loss_bbox_aux_dn: 0.518480 loss_giou_aux_dn: 0.994309 loss: 9.233521 eta: 1 day, 6:03:04 batch_cost: 0.3021 data_cost: 0.0009 ips: 13.2385 images/s
[05/11 19:46:06] ppdet.engine INFO: Epoch: [23] [ 600/7329] learning_rate: 0.000100 loss_class: 0.711929 loss_bbox: 0.166370 loss_giou: 0.460095 loss_class_aux: 2.290706 loss_bbox_aux: 0.594011 loss_giou_aux: 1.545139 loss_class_dn: 0.382841 loss_bbox_dn: 0.220267 loss_giou_dn: 0.502194 loss_class_aux_dn: 0.838357 loss_bbox_aux_dn: 0.548211 loss_giou_aux_dn: 1.179071 loss: 10.108441 eta: 1 day, 6:02:03 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3401 images/s
[05/11 19:47:15] ppdet.engine INFO: Epoch: [23] [ 800/7329] learning_rate: 0.000100 loss_class: 0.777481 loss_bbox: 0.168417 loss_giou: 0.500786 loss_class_aux: 2.476735 loss_bbox_aux: 0.601384 loss_giou_aux: 1.651976 loss_class_dn: 0.413734 loss_bbox_dn: 0.214947 loss_giou_dn: 0.499695 loss_class_aux_dn: 0.901718 loss_bbox_aux_dn: 0.545514 loss_giou_aux_dn: 1.178931 loss: 10.295013 eta: 1 day, 6:01:04 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.1998 images/s
[05/11 19:48:21] ppdet.engine INFO: Epoch: [23] [1000/7329] learning_rate: 0.000100 loss_class: 0.700660 loss_bbox: 0.148594 loss_giou: 0.404041 loss_class_aux: 2.190085 loss_bbox_aux: 0.535098 loss_giou_aux: 1.337641 loss_class_dn: 0.368002 loss_bbox_dn: 0.197732 loss_giou_dn: 0.447230 loss_class_aux_dn: 0.796191 loss_bbox_aux_dn: 0.500862 loss_giou_aux_dn: 1.039775 loss: 8.948698 eta: 1 day, 6:00:02 batch_cost: 0.2977 data_cost: 0.0008 ips: 13.4346 images/s
[05/11 19:49:29] ppdet.engine INFO: Epoch: [23] [1200/7329] learning_rate: 0.000100 loss_class: 0.711595 loss_bbox: 0.166227 loss_giou: 0.431052 loss_class_aux: 2.340674 loss_bbox_aux: 0.579597 loss_giou_aux: 1.430786 loss_class_dn: 0.367255 loss_bbox_dn: 0.199157 loss_giou_dn: 0.464938 loss_class_aux_dn: 0.796598 loss_bbox_aux_dn: 0.512623 loss_giou_aux_dn: 1.083006 loss: 9.456940 eta: 1 day, 5:59:01 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3068 images/s
[05/11 19:50:37] ppdet.engine INFO: Epoch: [23] [1400/7329] learning_rate: 0.000100 loss_class: 0.728800 loss_bbox: 0.162840 loss_giou: 0.432665 loss_class_aux: 2.380290 loss_bbox_aux: 0.533570 loss_giou_aux: 1.398121 loss_class_dn: 0.388153 loss_bbox_dn: 0.186366 loss_giou_dn: 0.448833 loss_class_aux_dn: 0.838581 loss_bbox_aux_dn: 0.478179 loss_giou_aux_dn: 1.078321 loss: 9.640828 eta: 1 day, 5:58:02 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1539 images/s
[05/11 19:51:44] ppdet.engine INFO: Epoch: [23] [1600/7329] learning_rate: 0.000100 loss_class: 0.716341 loss_bbox: 0.169760 loss_giou: 0.430424 loss_class_aux: 2.282746 loss_bbox_aux: 0.564844 loss_giou_aux: 1.418520 loss_class_dn: 0.372146 loss_bbox_dn: 0.214011 loss_giou_dn: 0.441797 loss_class_aux_dn: 0.818426 loss_bbox_aux_dn: 0.532275 loss_giou_aux_dn: 1.026360 loss: 9.264591 eta: 1 day, 5:57:00 batch_cost: 0.2989 data_cost: 0.0007 ips: 13.3821 images/s
[05/11 19:52:52] ppdet.engine INFO: Epoch: [23] [1800/7329] learning_rate: 0.000100 loss_class: 0.746794 loss_bbox: 0.164669 loss_giou: 0.411361 loss_class_aux: 2.328584 loss_bbox_aux: 0.580788 loss_giou_aux: 1.418661 loss_class_dn: 0.374314 loss_bbox_dn: 0.210677 loss_giou_dn: 0.459918 loss_class_aux_dn: 0.823259 loss_bbox_aux_dn: 0.522854 loss_giou_aux_dn: 1.083910 loss: 9.644412 eta: 1 day, 5:56:01 batch_cost: 0.3052 data_cost: 0.0008 ips: 13.1056 images/s
[05/11 19:53:59] ppdet.engine INFO: Epoch: [23] [2000/7329] learning_rate: 0.000100 loss_class: 0.795200 loss_bbox: 0.188032 loss_giou: 0.500384 loss_class_aux: 2.564153 loss_bbox_aux: 0.634985 loss_giou_aux: 1.648267 loss_class_dn: 0.413723 loss_bbox_dn: 0.235551 loss_giou_dn: 0.514117 loss_class_aux_dn: 0.932642 loss_bbox_aux_dn: 0.558426 loss_giou_aux_dn: 1.175420 loss: 10.383020 eta: 1 day, 5:55:01 batch_cost: 0.3008 data_cost: 0.0008 ips: 13.2962 images/s
[05/11 19:55:06] ppdet.engine INFO: Epoch: [23] [2200/7329] learning_rate: 0.000100 loss_class: 0.711765 loss_bbox: 0.158116 loss_giou: 0.489993 loss_class_aux: 2.354977 loss_bbox_aux: 0.541371 loss_giou_aux: 1.584050 loss_class_dn: 0.395298 loss_bbox_dn: 0.192147 loss_giou_dn: 0.497097 loss_class_aux_dn: 0.859680 loss_bbox_aux_dn: 0.494614 loss_giou_aux_dn: 1.148261 loss: 9.923062 eta: 1 day, 5:54:00 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2724 images/s
[05/11 19:56:15] ppdet.engine INFO: Epoch: [23] [2400/7329] learning_rate: 0.000100 loss_class: 0.702161 loss_bbox: 0.167689 loss_giou: 0.468921 loss_class_aux: 2.277824 loss_bbox_aux: 0.563267 loss_giou_aux: 1.564646 loss_class_dn: 0.373992 loss_bbox_dn: 0.203848 loss_giou_dn: 0.484386 loss_class_aux_dn: 0.820453 loss_bbox_aux_dn: 0.527605 loss_giou_aux_dn: 1.135121 loss: 9.555988 eta: 1 day, 5:53:01 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1119 images/s
[05/11 19:57:24] ppdet.engine INFO: Epoch: [23] [2600/7329] learning_rate: 0.000100 loss_class: 0.751216 loss_bbox: 0.173056 loss_giou: 0.451909 loss_class_aux: 2.400931 loss_bbox_aux: 0.574858 loss_giou_aux: 1.477401 loss_class_dn: 0.379362 loss_bbox_dn: 0.204310 loss_giou_dn: 0.473208 loss_class_aux_dn: 0.845323 loss_bbox_aux_dn: 0.512500 loss_giou_aux_dn: 1.108368 loss: 9.657463 eta: 1 day, 5:52:04 batch_cost: 0.3092 data_cost: 0.0007 ips: 12.9374 images/s
[05/11 19:58:31] ppdet.engine INFO: Epoch: [23] [2800/7329] learning_rate: 0.000100 loss_class: 0.712470 loss_bbox: 0.159562 loss_giou: 0.453645 loss_class_aux: 2.263848 loss_bbox_aux: 0.556992 loss_giou_aux: 1.543882 loss_class_dn: 0.387446 loss_bbox_dn: 0.220330 loss_giou_dn: 0.494421 loss_class_aux_dn: 0.846172 loss_bbox_aux_dn: 0.538740 loss_giou_aux_dn: 1.130676 loss: 9.539074 eta: 1 day, 5:51:03 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3602 images/s
[05/11 19:59:38] ppdet.engine INFO: Epoch: [23] [3000/7329] learning_rate: 0.000100 loss_class: 0.729145 loss_bbox: 0.168982 loss_giou: 0.448910 loss_class_aux: 2.352401 loss_bbox_aux: 0.565414 loss_giou_aux: 1.435461 loss_class_dn: 0.381825 loss_bbox_dn: 0.208186 loss_giou_dn: 0.458586 loss_class_aux_dn: 0.844836 loss_bbox_aux_dn: 0.514816 loss_giou_aux_dn: 1.096272 loss: 9.366772 eta: 1 day, 5:50:02 batch_cost: 0.3003 data_cost: 0.0008 ips: 13.3195 images/s
[05/11 20:00:45] ppdet.engine INFO: Epoch: [23] [3200/7329] learning_rate: 0.000100 loss_class: 0.691901 loss_bbox: 0.165461 loss_giou: 0.450188 loss_class_aux: 2.173629 loss_bbox_aux: 0.553404 loss_giou_aux: 1.494306 loss_class_dn: 0.364214 loss_bbox_dn: 0.184915 loss_giou_dn: 0.473607 loss_class_aux_dn: 0.793071 loss_bbox_aux_dn: 0.461302 loss_giou_aux_dn: 1.064295 loss: 9.136841 eta: 1 day, 5:49:01 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3798 images/s
[05/11 20:01:52] ppdet.engine INFO: Epoch: [23] [3400/7329] learning_rate: 0.000100 loss_class: 0.690926 loss_bbox: 0.164707 loss_giou: 0.399846 loss_class_aux: 2.232918 loss_bbox_aux: 0.563287 loss_giou_aux: 1.334045 loss_class_dn: 0.352501 loss_bbox_dn: 0.201302 loss_giou_dn: 0.433386 loss_class_aux_dn: 0.775282 loss_bbox_aux_dn: 0.496519 loss_giou_aux_dn: 0.983636 loss: 8.925404 eta: 1 day, 5:47:59 batch_cost: 0.2971 data_cost: 0.0006 ips: 13.4643 images/s
[05/11 20:02:57] ppdet.engine INFO: Epoch: [23] [3600/7329] learning_rate: 0.000100 loss_class: 0.744041 loss_bbox: 0.161076 loss_giou: 0.435599 loss_class_aux: 2.321527 loss_bbox_aux: 0.567856 loss_giou_aux: 1.382159 loss_class_dn: 0.380138 loss_bbox_dn: 0.214074 loss_giou_dn: 0.452275 loss_class_aux_dn: 0.840228 loss_bbox_aux_dn: 0.515236 loss_giou_aux_dn: 1.044950 loss: 9.557961 eta: 1 day, 5:46:54 batch_cost: 0.2911 data_cost: 0.0006 ips: 13.7431 images/s
[05/11 20:04:02] ppdet.engine INFO: Epoch: [23] [3800/7329] learning_rate: 0.000100 loss_class: 0.668603 loss_bbox: 0.165588 loss_giou: 0.409685 loss_class_aux: 2.167578 loss_bbox_aux: 0.562993 loss_giou_aux: 1.334476 loss_class_dn: 0.358372 loss_bbox_dn: 0.209313 loss_giou_dn: 0.459291 loss_class_aux_dn: 0.785493 loss_bbox_aux_dn: 0.507901 loss_giou_aux_dn: 1.022776 loss: 9.042498 eta: 1 day, 5:45:49 batch_cost: 0.2894 data_cost: 0.0007 ips: 13.8225 images/s
[05/11 20:05:08] ppdet.engine INFO: Epoch: [23] [4000/7329] learning_rate: 0.000100 loss_class: 0.685893 loss_bbox: 0.152051 loss_giou: 0.418721 loss_class_aux: 2.199189 loss_bbox_aux: 0.534697 loss_giou_aux: 1.401258 loss_class_dn: 0.352967 loss_bbox_dn: 0.197702 loss_giou_dn: 0.443243 loss_class_aux_dn: 0.804688 loss_bbox_aux_dn: 0.477507 loss_giou_aux_dn: 1.043179 loss: 9.308555 eta: 1 day, 5:44:45 batch_cost: 0.2926 data_cost: 0.0008 ips: 13.6690 images/s
[05/11 20:06:15] ppdet.engine INFO: Epoch: [23] [4200/7329] learning_rate: 0.000100 loss_class: 0.718218 loss_bbox: 0.161293 loss_giou: 0.463018 loss_class_aux: 2.314040 loss_bbox_aux: 0.585745 loss_giou_aux: 1.543365 loss_class_dn: 0.368864 loss_bbox_dn: 0.206562 loss_giou_dn: 0.470386 loss_class_aux_dn: 0.842847 loss_bbox_aux_dn: 0.506552 loss_giou_aux_dn: 1.087225 loss: 9.471904 eta: 1 day, 5:43:44 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3051 images/s
[05/11 20:07:22] ppdet.engine INFO: Epoch: [23] [4400/7329] learning_rate: 0.000100 loss_class: 0.700810 loss_bbox: 0.159624 loss_giou: 0.421916 loss_class_aux: 2.272782 loss_bbox_aux: 0.566998 loss_giou_aux: 1.373019 loss_class_dn: 0.366663 loss_bbox_dn: 0.192970 loss_giou_dn: 0.439423 loss_class_aux_dn: 0.814231 loss_bbox_aux_dn: 0.495476 loss_giou_aux_dn: 1.042584 loss: 9.341043 eta: 1 day, 5:42:42 batch_cost: 0.2966 data_cost: 0.0008 ips: 13.4869 images/s
[05/11 20:08:29] ppdet.engine INFO: Epoch: [23] [4600/7329] learning_rate: 0.000100 loss_class: 0.686912 loss_bbox: 0.157722 loss_giou: 0.414592 loss_class_aux: 2.286051 loss_bbox_aux: 0.542570 loss_giou_aux: 1.395677 loss_class_dn: 0.359211 loss_bbox_dn: 0.204564 loss_giou_dn: 0.441461 loss_class_aux_dn: 0.814293 loss_bbox_aux_dn: 0.530775 loss_giou_aux_dn: 1.031805 loss: 8.721964 eta: 1 day, 5:41:41 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3422 images/s
[05/11 20:09:36] ppdet.engine INFO: Epoch: [23] [4800/7329] learning_rate: 0.000100 loss_class: 0.734757 loss_bbox: 0.169105 loss_giou: 0.445639 loss_class_aux: 2.364204 loss_bbox_aux: 0.568148 loss_giou_aux: 1.452783 loss_class_dn: 0.380696 loss_bbox_dn: 0.225201 loss_giou_dn: 0.464495 loss_class_aux_dn: 0.836465 loss_bbox_aux_dn: 0.570280 loss_giou_aux_dn: 1.090342 loss: 9.499788 eta: 1 day, 5:40:40 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2706 images/s
[05/11 20:10:43] ppdet.engine INFO: Epoch: [23] [5000/7329] learning_rate: 0.000100 loss_class: 0.703780 loss_bbox: 0.158980 loss_giou: 0.429687 loss_class_aux: 2.307017 loss_bbox_aux: 0.532458 loss_giou_aux: 1.400437 loss_class_dn: 0.365820 loss_bbox_dn: 0.197855 loss_giou_dn: 0.447379 loss_class_aux_dn: 0.829222 loss_bbox_aux_dn: 0.506793 loss_giou_aux_dn: 1.037058 loss: 9.458654 eta: 1 day, 5:39:39 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3399 images/s
[05/11 20:11:51] ppdet.engine INFO: Epoch: [23] [5200/7329] learning_rate: 0.000100 loss_class: 0.672329 loss_bbox: 0.150862 loss_giou: 0.462790 loss_class_aux: 2.170734 loss_bbox_aux: 0.517354 loss_giou_aux: 1.477186 loss_class_dn: 0.358726 loss_bbox_dn: 0.182694 loss_giou_dn: 0.457486 loss_class_aux_dn: 0.805780 loss_bbox_aux_dn: 0.453781 loss_giou_aux_dn: 1.050719 loss: 9.064276 eta: 1 day, 5:38:39 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3040 images/s
[05/11 20:12:58] ppdet.engine INFO: Epoch: [23] [5400/7329] learning_rate: 0.000100 loss_class: 0.740891 loss_bbox: 0.167238 loss_giou: 0.462873 loss_class_aux: 2.379881 loss_bbox_aux: 0.606716 loss_giou_aux: 1.529802 loss_class_dn: 0.376697 loss_bbox_dn: 0.207678 loss_giou_dn: 0.456401 loss_class_aux_dn: 0.818449 loss_bbox_aux_dn: 0.529863 loss_giou_aux_dn: 1.087057 loss: 9.444881 eta: 1 day, 5:37:38 batch_cost: 0.3015 data_cost: 0.0006 ips: 13.2661 images/s
[05/11 20:14:06] ppdet.engine INFO: Epoch: [23] [5600/7329] learning_rate: 0.000100 loss_class: 0.710098 loss_bbox: 0.172528 loss_giou: 0.484855 loss_class_aux: 2.302465 loss_bbox_aux: 0.571332 loss_giou_aux: 1.597308 loss_class_dn: 0.382903 loss_bbox_dn: 0.201614 loss_giou_dn: 0.496006 loss_class_aux_dn: 0.830602 loss_bbox_aux_dn: 0.519985 loss_giou_aux_dn: 1.120964 loss: 9.840051 eta: 1 day, 5:36:38 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2734 images/s
[05/11 20:15:13] ppdet.engine INFO: Epoch: [23] [5800/7329] learning_rate: 0.000100 loss_class: 0.715052 loss_bbox: 0.174401 loss_giou: 0.456342 loss_class_aux: 2.324241 loss_bbox_aux: 0.561052 loss_giou_aux: 1.480740 loss_class_dn: 0.373155 loss_bbox_dn: 0.217159 loss_giou_dn: 0.482888 loss_class_aux_dn: 0.832731 loss_bbox_aux_dn: 0.532758 loss_giou_aux_dn: 1.105454 loss: 9.656351 eta: 1 day, 5:35:38 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2358 images/s
[05/11 20:16:20] ppdet.engine INFO: Epoch: [23] [6000/7329] learning_rate: 0.000100 loss_class: 0.647308 loss_bbox: 0.166223 loss_giou: 0.386895 loss_class_aux: 2.101330 loss_bbox_aux: 0.568696 loss_giou_aux: 1.310916 loss_class_dn: 0.332328 loss_bbox_dn: 0.219603 loss_giou_dn: 0.407320 loss_class_aux_dn: 0.753932 loss_bbox_aux_dn: 0.534984 loss_giou_aux_dn: 0.947166 loss: 8.458321 eta: 1 day, 5:34:37 batch_cost: 0.2997 data_cost: 0.0008 ips: 13.3467 images/s
[05/11 20:17:28] ppdet.engine INFO: Epoch: [23] [6200/7329] learning_rate: 0.000100 loss_class: 0.692293 loss_bbox: 0.158160 loss_giou: 0.412831 loss_class_aux: 2.166262 loss_bbox_aux: 0.538967 loss_giou_aux: 1.317005 loss_class_dn: 0.354499 loss_bbox_dn: 0.199119 loss_giou_dn: 0.435272 loss_class_aux_dn: 0.789893 loss_bbox_aux_dn: 0.502153 loss_giou_aux_dn: 1.020204 loss: 8.841955 eta: 1 day, 5:33:37 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1797 images/s
[05/11 20:18:35] ppdet.engine INFO: Epoch: [23] [6400/7329] learning_rate: 0.000100 loss_class: 0.787444 loss_bbox: 0.173534 loss_giou: 0.482853 loss_class_aux: 2.533824 loss_bbox_aux: 0.594639 loss_giou_aux: 1.554018 loss_class_dn: 0.403018 loss_bbox_dn: 0.199499 loss_giou_dn: 0.495181 loss_class_aux_dn: 0.894509 loss_bbox_aux_dn: 0.493337 loss_giou_aux_dn: 1.146238 loss: 10.209381 eta: 1 day, 5:32:36 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4197 images/s
[05/11 20:19:42] ppdet.engine INFO: Epoch: [23] [6600/7329] learning_rate: 0.000100 loss_class: 0.696342 loss_bbox: 0.160053 loss_giou: 0.458758 loss_class_aux: 2.258533 loss_bbox_aux: 0.564871 loss_giou_aux: 1.499350 loss_class_dn: 0.366473 loss_bbox_dn: 0.208158 loss_giou_dn: 0.460044 loss_class_aux_dn: 0.815636 loss_bbox_aux_dn: 0.529648 loss_giou_aux_dn: 1.063977 loss: 9.016060 eta: 1 day, 5:31:35 batch_cost: 0.3000 data_cost: 0.0006 ips: 13.3331 images/s
[05/11 20:20:49] ppdet.engine INFO: Epoch: [23] [6800/7329] learning_rate: 0.000100 loss_class: 0.782736 loss_bbox: 0.181888 loss_giou: 0.492521 loss_class_aux: 2.456783 loss_bbox_aux: 0.616521 loss_giou_aux: 1.652504 loss_class_dn: 0.410613 loss_bbox_dn: 0.224710 loss_giou_dn: 0.496312 loss_class_aux_dn: 0.912430 loss_bbox_aux_dn: 0.547562 loss_giou_aux_dn: 1.140719 loss: 9.998018 eta: 1 day, 5:30:34 batch_cost: 0.3005 data_cost: 0.0006 ips: 13.3131 images/s
[05/11 20:21:57] ppdet.engine INFO: Epoch: [23] [7000/7329] learning_rate: 0.000100 loss_class: 0.709694 loss_bbox: 0.170591 loss_giou: 0.461040 loss_class_aux: 2.341987 loss_bbox_aux: 0.558316 loss_giou_aux: 1.480814 loss_class_dn: 0.380463 loss_bbox_dn: 0.212833 loss_giou_dn: 0.489024 loss_class_aux_dn: 0.849854 loss_bbox_aux_dn: 0.521732 loss_giou_aux_dn: 1.137468 loss: 9.802149 eta: 1 day, 5:29:35 batch_cost: 0.3038 data_cost: 0.0006 ips: 13.1671 images/s
[05/11 20:23:05] ppdet.engine INFO: Epoch: [23] [7200/7329] learning_rate: 0.000100 loss_class: 0.762446 loss_bbox: 0.166995 loss_giou: 0.429385 loss_class_aux: 2.421513 loss_bbox_aux: 0.598310 loss_giou_aux: 1.473051 loss_class_dn: 0.373979 loss_bbox_dn: 0.226856 loss_giou_dn: 0.436846 loss_class_aux_dn: 0.832368 loss_bbox_aux_dn: 0.554696 loss_giou_aux_dn: 1.043126 loss: 9.470369 eta: 1 day, 5:28:35 batch_cost: 0.3027 data_cost: 0.0006 ips: 13.2126 images/s
[05/11 20:23:50] ppdet.engine INFO: Eval iter: 0
[05/11 20:23:57] ppdet.engine INFO: Eval iter: 100
[05/11 20:24:03] ppdet.engine INFO: Eval iter: 200
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[05/11 20:24:17] ppdet.engine INFO: Eval iter: 400
[05/11 20:24:24] ppdet.engine INFO: Eval iter: 500
[05/11 20:24:31] ppdet.engine INFO: Eval iter: 600
[05/11 20:24:38] ppdet.engine INFO: Eval iter: 700
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[05/11 20:24:52] ppdet.engine INFO: Eval iter: 900
[05/11 20:24:58] ppdet.engine INFO: Eval iter: 1000
[05/11 20:25:06] ppdet.engine INFO: Eval iter: 1100
[05/11 20:25:12] ppdet.engine INFO: Eval iter: 1200
[05/11 20:25:36] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.52s)
creating index...
index created!
[05/11 20:25:38] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.80s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.71s).
Accumulating evaluation results...
DONE (t=23.21s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.426
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.592
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.460
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.250
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.459
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.584
 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 ] = 0.589
 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 ] = 0.451
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.714
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.859
[05/11 20:27:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 57.896223017888055
[05/11 20:27:57] ppdet.engine INFO: Best test bbox ap is 0.426.
[05/11 20:27:59] ppdet.engine INFO: Epoch: [24] [   0/7329] learning_rate: 0.000100 loss_class: 0.669030 loss_bbox: 0.164501 loss_giou: 0.399980 loss_class_aux: 2.143613 loss_bbox_aux: 0.550737 loss_giou_aux: 1.323188 loss_class_dn: 0.345234 loss_bbox_dn: 0.196053 loss_giou_dn: 0.419749 loss_class_aux_dn: 0.782786 loss_bbox_aux_dn: 0.471506 loss_giou_aux_dn: 0.965610 loss: 8.733681 eta: 1 day, 5:27:55 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3112 images/s
[05/11 20:29:07] ppdet.engine INFO: Epoch: [24] [ 200/7329] learning_rate: 0.000100 loss_class: 0.775388 loss_bbox: 0.170042 loss_giou: 0.463050 loss_class_aux: 2.525729 loss_bbox_aux: 0.595055 loss_giou_aux: 1.554792 loss_class_dn: 0.411317 loss_bbox_dn: 0.222521 loss_giou_dn: 0.491473 loss_class_aux_dn: 0.916554 loss_bbox_aux_dn: 0.565550 loss_giou_aux_dn: 1.119209 loss: 10.140341 eta: 1 day, 5:26:57 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0444 images/s
[05/11 20:30:16] ppdet.engine INFO: Epoch: [24] [ 400/7329] learning_rate: 0.000100 loss_class: 0.714783 loss_bbox: 0.170565 loss_giou: 0.450467 loss_class_aux: 2.431904 loss_bbox_aux: 0.580817 loss_giou_aux: 1.496318 loss_class_dn: 0.381252 loss_bbox_dn: 0.210754 loss_giou_dn: 0.458004 loss_class_aux_dn: 0.851805 loss_bbox_aux_dn: 0.505730 loss_giou_aux_dn: 1.067015 loss: 9.428296 eta: 1 day, 5:25:59 batch_cost: 0.3088 data_cost: 0.0006 ips: 12.9524 images/s
[05/11 20:31:24] ppdet.engine INFO: Epoch: [24] [ 600/7329] learning_rate: 0.000100 loss_class: 0.727150 loss_bbox: 0.167453 loss_giou: 0.408788 loss_class_aux: 2.316961 loss_bbox_aux: 0.563174 loss_giou_aux: 1.364970 loss_class_dn: 0.357881 loss_bbox_dn: 0.218716 loss_giou_dn: 0.451871 loss_class_aux_dn: 0.798783 loss_bbox_aux_dn: 0.514025 loss_giou_aux_dn: 1.053018 loss: 9.329825 eta: 1 day, 5:25:00 batch_cost: 0.3036 data_cost: 0.0006 ips: 13.1755 images/s
[05/11 20:32:33] ppdet.engine INFO: Epoch: [24] [ 800/7329] learning_rate: 0.000100 loss_class: 0.736440 loss_bbox: 0.172522 loss_giou: 0.479034 loss_class_aux: 2.390201 loss_bbox_aux: 0.593345 loss_giou_aux: 1.578923 loss_class_dn: 0.395569 loss_bbox_dn: 0.205215 loss_giou_dn: 0.510401 loss_class_aux_dn: 0.882517 loss_bbox_aux_dn: 0.520832 loss_giou_aux_dn: 1.155495 loss: 9.826518 eta: 1 day, 5:24:02 batch_cost: 0.3077 data_cost: 0.0007 ips: 12.9980 images/s
[05/11 20:33:40] ppdet.engine INFO: Epoch: [24] [1000/7329] learning_rate: 0.000100 loss_class: 0.666950 loss_bbox: 0.145174 loss_giou: 0.409294 loss_class_aux: 2.100131 loss_bbox_aux: 0.495884 loss_giou_aux: 1.377038 loss_class_dn: 0.355115 loss_bbox_dn: 0.187385 loss_giou_dn: 0.454202 loss_class_aux_dn: 0.776891 loss_bbox_aux_dn: 0.461941 loss_giou_aux_dn: 1.052450 loss: 9.064103 eta: 1 day, 5:23:02 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2350 images/s
[05/11 20:34:48] ppdet.engine INFO: Epoch: [24] [1200/7329] learning_rate: 0.000100 loss_class: 0.696885 loss_bbox: 0.164094 loss_giou: 0.371704 loss_class_aux: 2.206054 loss_bbox_aux: 0.568352 loss_giou_aux: 1.214848 loss_class_dn: 0.334819 loss_bbox_dn: 0.212493 loss_giou_dn: 0.412723 loss_class_aux_dn: 0.762550 loss_bbox_aux_dn: 0.532008 loss_giou_aux_dn: 0.945165 loss: 8.702658 eta: 1 day, 5:22:02 batch_cost: 0.3028 data_cost: 0.0006 ips: 13.2094 images/s
[05/11 20:35:56] ppdet.engine INFO: Epoch: [24] [1400/7329] learning_rate: 0.000100 loss_class: 0.716993 loss_bbox: 0.175202 loss_giou: 0.416257 loss_class_aux: 2.320027 loss_bbox_aux: 0.583966 loss_giou_aux: 1.317747 loss_class_dn: 0.349428 loss_bbox_dn: 0.225881 loss_giou_dn: 0.423682 loss_class_aux_dn: 0.777195 loss_bbox_aux_dn: 0.560059 loss_giou_aux_dn: 0.978719 loss: 9.007443 eta: 1 day, 5:21:03 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1052 images/s
[05/11 20:37:04] ppdet.engine INFO: Epoch: [24] [1600/7329] learning_rate: 0.000100 loss_class: 0.739885 loss_bbox: 0.164898 loss_giou: 0.501257 loss_class_aux: 2.446827 loss_bbox_aux: 0.594494 loss_giou_aux: 1.653430 loss_class_dn: 0.401178 loss_bbox_dn: 0.221166 loss_giou_dn: 0.525553 loss_class_aux_dn: 0.875106 loss_bbox_aux_dn: 0.531834 loss_giou_aux_dn: 1.199764 loss: 10.330866 eta: 1 day, 5:20:04 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0913 images/s
[05/11 20:38:11] ppdet.engine INFO: Epoch: [24] [1800/7329] learning_rate: 0.000100 loss_class: 0.769037 loss_bbox: 0.176979 loss_giou: 0.450714 loss_class_aux: 2.492467 loss_bbox_aux: 0.607424 loss_giou_aux: 1.486267 loss_class_dn: 0.402632 loss_bbox_dn: 0.225638 loss_giou_dn: 0.475681 loss_class_aux_dn: 0.890022 loss_bbox_aux_dn: 0.562543 loss_giou_aux_dn: 1.135766 loss: 9.962452 eta: 1 day, 5:19:05 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2071 images/s
[05/11 20:39:19] ppdet.engine INFO: Epoch: [24] [2000/7329] learning_rate: 0.000100 loss_class: 0.694903 loss_bbox: 0.171361 loss_giou: 0.431796 loss_class_aux: 2.253698 loss_bbox_aux: 0.597300 loss_giou_aux: 1.440737 loss_class_dn: 0.377973 loss_bbox_dn: 0.205560 loss_giou_dn: 0.439107 loss_class_aux_dn: 0.816990 loss_bbox_aux_dn: 0.509927 loss_giou_aux_dn: 1.061523 loss: 9.113905 eta: 1 day, 5:18:05 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1660 images/s
[05/11 20:40:27] ppdet.engine INFO: Epoch: [24] [2200/7329] learning_rate: 0.000100 loss_class: 0.732953 loss_bbox: 0.154266 loss_giou: 0.456869 loss_class_aux: 2.322352 loss_bbox_aux: 0.514252 loss_giou_aux: 1.492441 loss_class_dn: 0.361489 loss_bbox_dn: 0.202366 loss_giou_dn: 0.469574 loss_class_aux_dn: 0.791626 loss_bbox_aux_dn: 0.515629 loss_giou_aux_dn: 1.069829 loss: 9.227065 eta: 1 day, 5:17:07 batch_cost: 0.3073 data_cost: 0.0007 ips: 13.0150 images/s
[05/11 20:41:35] ppdet.engine INFO: Epoch: [24] [2400/7329] learning_rate: 0.000100 loss_class: 0.679815 loss_bbox: 0.168931 loss_giou: 0.440907 loss_class_aux: 2.264627 loss_bbox_aux: 0.556733 loss_giou_aux: 1.430962 loss_class_dn: 0.369505 loss_bbox_dn: 0.209828 loss_giou_dn: 0.466330 loss_class_aux_dn: 0.813886 loss_bbox_aux_dn: 0.539196 loss_giou_aux_dn: 1.063915 loss: 9.420456 eta: 1 day, 5:16:09 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0542 images/s
[05/11 20:42:44] ppdet.engine INFO: Epoch: [24] [2600/7329] learning_rate: 0.000100 loss_class: 0.746868 loss_bbox: 0.173797 loss_giou: 0.446304 loss_class_aux: 2.369582 loss_bbox_aux: 0.592989 loss_giou_aux: 1.504104 loss_class_dn: 0.385422 loss_bbox_dn: 0.217798 loss_giou_dn: 0.501253 loss_class_aux_dn: 0.851741 loss_bbox_aux_dn: 0.522140 loss_giou_aux_dn: 1.151551 loss: 9.694670 eta: 1 day, 5:15:11 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0316 images/s
[05/11 20:43:51] ppdet.engine INFO: Epoch: [24] [2800/7329] learning_rate: 0.000100 loss_class: 0.715949 loss_bbox: 0.150426 loss_giou: 0.432712 loss_class_aux: 2.228019 loss_bbox_aux: 0.524075 loss_giou_aux: 1.449545 loss_class_dn: 0.362445 loss_bbox_dn: 0.192393 loss_giou_dn: 0.459382 loss_class_aux_dn: 0.773759 loss_bbox_aux_dn: 0.483252 loss_giou_aux_dn: 1.060083 loss: 9.034988 eta: 1 day, 5:14:10 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2827 images/s
[05/11 20:44:59] ppdet.engine INFO: Epoch: [24] [3000/7329] learning_rate: 0.000100 loss_class: 0.725606 loss_bbox: 0.185176 loss_giou: 0.467537 loss_class_aux: 2.354733 loss_bbox_aux: 0.609955 loss_giou_aux: 1.497967 loss_class_dn: 0.373980 loss_bbox_dn: 0.226031 loss_giou_dn: 0.448425 loss_class_aux_dn: 0.850454 loss_bbox_aux_dn: 0.557066 loss_giou_aux_dn: 1.072188 loss: 9.732135 eta: 1 day, 5:13:11 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1155 images/s
[05/11 20:46:07] ppdet.engine INFO: Epoch: [24] [3200/7329] learning_rate: 0.000100 loss_class: 0.721892 loss_bbox: 0.153793 loss_giou: 0.425460 loss_class_aux: 2.268392 loss_bbox_aux: 0.542758 loss_giou_aux: 1.419787 loss_class_dn: 0.358054 loss_bbox_dn: 0.205612 loss_giou_dn: 0.455374 loss_class_aux_dn: 0.804202 loss_bbox_aux_dn: 0.510810 loss_giou_aux_dn: 1.060859 loss: 9.107864 eta: 1 day, 5:12:12 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1245 images/s
[05/11 20:47:15] ppdet.engine INFO: Epoch: [24] [3400/7329] learning_rate: 0.000100 loss_class: 0.711431 loss_bbox: 0.161883 loss_giou: 0.402907 loss_class_aux: 2.248495 loss_bbox_aux: 0.569773 loss_giou_aux: 1.355802 loss_class_dn: 0.370297 loss_bbox_dn: 0.220611 loss_giou_dn: 0.456609 loss_class_aux_dn: 0.816690 loss_bbox_aux_dn: 0.545829 loss_giou_aux_dn: 1.057425 loss: 9.744335 eta: 1 day, 5:11:13 batch_cost: 0.3062 data_cost: 0.0006 ips: 13.0644 images/s
[05/11 20:48:23] ppdet.engine INFO: Epoch: [24] [3600/7329] learning_rate: 0.000100 loss_class: 0.695743 loss_bbox: 0.175812 loss_giou: 0.432376 loss_class_aux: 2.267072 loss_bbox_aux: 0.566392 loss_giou_aux: 1.389615 loss_class_dn: 0.365205 loss_bbox_dn: 0.211573 loss_giou_dn: 0.460830 loss_class_aux_dn: 0.812429 loss_bbox_aux_dn: 0.516557 loss_giou_aux_dn: 1.062134 loss: 9.200004 eta: 1 day, 5:10:15 batch_cost: 0.3069 data_cost: 0.0006 ips: 13.0322 images/s
[05/11 20:49:31] ppdet.engine INFO: Epoch: [24] [3800/7329] learning_rate: 0.000100 loss_class: 0.653829 loss_bbox: 0.151585 loss_giou: 0.402282 loss_class_aux: 2.219178 loss_bbox_aux: 0.532228 loss_giou_aux: 1.322576 loss_class_dn: 0.341191 loss_bbox_dn: 0.189773 loss_giou_dn: 0.420545 loss_class_aux_dn: 0.761861 loss_bbox_aux_dn: 0.477355 loss_giou_aux_dn: 1.000889 loss: 8.625796 eta: 1 day, 5:09:15 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2101 images/s
[05/11 20:50:38] ppdet.engine INFO: Epoch: [24] [4000/7329] learning_rate: 0.000100 loss_class: 0.708899 loss_bbox: 0.151165 loss_giou: 0.413770 loss_class_aux: 2.331733 loss_bbox_aux: 0.532903 loss_giou_aux: 1.368197 loss_class_dn: 0.360140 loss_bbox_dn: 0.207582 loss_giou_dn: 0.431588 loss_class_aux_dn: 0.800446 loss_bbox_aux_dn: 0.524845 loss_giou_aux_dn: 1.028735 loss: 9.201514 eta: 1 day, 5:08:15 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2238 images/s
[05/11 20:51:45] ppdet.engine INFO: Epoch: [24] [4200/7329] learning_rate: 0.000100 loss_class: 0.712295 loss_bbox: 0.171651 loss_giou: 0.416192 loss_class_aux: 2.220709 loss_bbox_aux: 0.602722 loss_giou_aux: 1.391357 loss_class_dn: 0.371165 loss_bbox_dn: 0.208897 loss_giou_dn: 0.439272 loss_class_aux_dn: 0.820945 loss_bbox_aux_dn: 0.535369 loss_giou_aux_dn: 1.014258 loss: 9.223799 eta: 1 day, 5:07:15 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3077 images/s
[05/11 20:52:53] ppdet.engine INFO: Epoch: [24] [4400/7329] learning_rate: 0.000100 loss_class: 0.726314 loss_bbox: 0.156017 loss_giou: 0.404762 loss_class_aux: 2.341517 loss_bbox_aux: 0.539831 loss_giou_aux: 1.294487 loss_class_dn: 0.372850 loss_bbox_dn: 0.207075 loss_giou_dn: 0.443620 loss_class_aux_dn: 0.834809 loss_bbox_aux_dn: 0.505963 loss_giou_aux_dn: 1.050739 loss: 9.121330 eta: 1 day, 5:06:16 batch_cost: 0.3072 data_cost: 0.0006 ips: 13.0214 images/s
[05/11 20:54:01] ppdet.engine INFO: Epoch: [24] [4600/7329] learning_rate: 0.000100 loss_class: 0.707917 loss_bbox: 0.167676 loss_giou: 0.434187 loss_class_aux: 2.319619 loss_bbox_aux: 0.575085 loss_giou_aux: 1.434188 loss_class_dn: 0.373035 loss_bbox_dn: 0.203357 loss_giou_dn: 0.432534 loss_class_aux_dn: 0.823270 loss_bbox_aux_dn: 0.505186 loss_giou_aux_dn: 1.014616 loss: 9.242933 eta: 1 day, 5:05:16 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2943 images/s
[05/11 20:55:08] ppdet.engine INFO: Epoch: [24] [4800/7329] learning_rate: 0.000100 loss_class: 0.752304 loss_bbox: 0.165799 loss_giou: 0.440787 loss_class_aux: 2.397416 loss_bbox_aux: 0.539897 loss_giou_aux: 1.468954 loss_class_dn: 0.390540 loss_bbox_dn: 0.198080 loss_giou_dn: 0.478769 loss_class_aux_dn: 0.852957 loss_bbox_aux_dn: 0.487673 loss_giou_aux_dn: 1.137179 loss: 9.844418 eta: 1 day, 5:04:16 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1677 images/s
[05/11 20:56:16] ppdet.engine INFO: Epoch: [24] [5000/7329] learning_rate: 0.000100 loss_class: 0.694118 loss_bbox: 0.167487 loss_giou: 0.444706 loss_class_aux: 2.261024 loss_bbox_aux: 0.572806 loss_giou_aux: 1.412143 loss_class_dn: 0.367644 loss_bbox_dn: 0.219527 loss_giou_dn: 0.453946 loss_class_aux_dn: 0.803276 loss_bbox_aux_dn: 0.526517 loss_giou_aux_dn: 1.065643 loss: 9.470415 eta: 1 day, 5:03:17 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2110 images/s
[05/11 20:57:23] ppdet.engine INFO: Epoch: [24] [5200/7329] learning_rate: 0.000100 loss_class: 0.687524 loss_bbox: 0.155961 loss_giou: 0.412916 loss_class_aux: 2.239017 loss_bbox_aux: 0.530594 loss_giou_aux: 1.390365 loss_class_dn: 0.356678 loss_bbox_dn: 0.202728 loss_giou_dn: 0.432334 loss_class_aux_dn: 0.794378 loss_bbox_aux_dn: 0.519720 loss_giou_aux_dn: 1.013283 loss: 9.145874 eta: 1 day, 5:02:17 batch_cost: 0.3037 data_cost: 0.0006 ips: 13.1694 images/s
[05/11 20:58:31] ppdet.engine INFO: Epoch: [24] [5400/7329] learning_rate: 0.000100 loss_class: 0.705905 loss_bbox: 0.172449 loss_giou: 0.454441 loss_class_aux: 2.297540 loss_bbox_aux: 0.576260 loss_giou_aux: 1.495711 loss_class_dn: 0.362262 loss_bbox_dn: 0.202582 loss_giou_dn: 0.468013 loss_class_aux_dn: 0.773794 loss_bbox_aux_dn: 0.522804 loss_giou_aux_dn: 1.091844 loss: 9.306015 eta: 1 day, 5:01:17 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2740 images/s
[05/11 20:59:38] ppdet.engine INFO: Epoch: [24] [5600/7329] learning_rate: 0.000100 loss_class: 0.705861 loss_bbox: 0.156567 loss_giou: 0.387037 loss_class_aux: 2.281489 loss_bbox_aux: 0.556888 loss_giou_aux: 1.280297 loss_class_dn: 0.337459 loss_bbox_dn: 0.206690 loss_giou_dn: 0.407386 loss_class_aux_dn: 0.743342 loss_bbox_aux_dn: 0.502739 loss_giou_aux_dn: 0.946929 loss: 8.695585 eta: 1 day, 5:00:17 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1845 images/s
[05/11 21:00:46] ppdet.engine INFO: Epoch: [24] [5800/7329] learning_rate: 0.000100 loss_class: 0.710403 loss_bbox: 0.163833 loss_giou: 0.449190 loss_class_aux: 2.288624 loss_bbox_aux: 0.547046 loss_giou_aux: 1.466884 loss_class_dn: 0.367864 loss_bbox_dn: 0.206966 loss_giou_dn: 0.483559 loss_class_aux_dn: 0.813782 loss_bbox_aux_dn: 0.523591 loss_giou_aux_dn: 1.104413 loss: 9.482510 eta: 1 day, 4:59:17 batch_cost: 0.3026 data_cost: 0.0008 ips: 13.2181 images/s
[05/11 21:01:50] ppdet.engine INFO: Epoch: [24] [6000/7329] learning_rate: 0.000100 loss_class: 0.709405 loss_bbox: 0.156141 loss_giou: 0.417395 loss_class_aux: 2.245004 loss_bbox_aux: 0.534439 loss_giou_aux: 1.408186 loss_class_dn: 0.363760 loss_bbox_dn: 0.196439 loss_giou_dn: 0.437114 loss_class_aux_dn: 0.801988 loss_bbox_aux_dn: 0.490212 loss_giou_aux_dn: 1.035776 loss: 9.188456 eta: 1 day, 4:58:12 batch_cost: 0.2892 data_cost: 0.0006 ips: 13.8296 images/s
[05/11 21:02:56] ppdet.engine INFO: Epoch: [24] [6200/7329] learning_rate: 0.000100 loss_class: 0.701511 loss_bbox: 0.153181 loss_giou: 0.424086 loss_class_aux: 2.256789 loss_bbox_aux: 0.534416 loss_giou_aux: 1.438785 loss_class_dn: 0.359958 loss_bbox_dn: 0.209536 loss_giou_dn: 0.448234 loss_class_aux_dn: 0.810098 loss_bbox_aux_dn: 0.538046 loss_giou_aux_dn: 1.042458 loss: 9.099261 eta: 1 day, 4:57:09 batch_cost: 0.2948 data_cost: 0.0006 ips: 13.5690 images/s
[05/11 21:04:02] ppdet.engine INFO: Epoch: [24] [6400/7329] learning_rate: 0.000100 loss_class: 0.689070 loss_bbox: 0.155533 loss_giou: 0.417274 loss_class_aux: 2.253301 loss_bbox_aux: 0.508179 loss_giou_aux: 1.325806 loss_class_dn: 0.354036 loss_bbox_dn: 0.185913 loss_giou_dn: 0.411443 loss_class_aux_dn: 0.792545 loss_bbox_aux_dn: 0.463591 loss_giou_aux_dn: 0.955870 loss: 8.872030 eta: 1 day, 4:56:07 batch_cost: 0.2976 data_cost: 0.0007 ips: 13.4387 images/s
[05/11 21:05:10] ppdet.engine INFO: Epoch: [24] [6600/7329] learning_rate: 0.000100 loss_class: 0.696008 loss_bbox: 0.162217 loss_giou: 0.418775 loss_class_aux: 2.231643 loss_bbox_aux: 0.573246 loss_giou_aux: 1.380626 loss_class_dn: 0.349682 loss_bbox_dn: 0.203229 loss_giou_dn: 0.428936 loss_class_aux_dn: 0.768254 loss_bbox_aux_dn: 0.504659 loss_giou_aux_dn: 0.994821 loss: 9.010809 eta: 1 day, 4:55:08 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1556 images/s
[05/11 21:06:17] ppdet.engine INFO: Epoch: [24] [6800/7329] learning_rate: 0.000100 loss_class: 0.731816 loss_bbox: 0.169021 loss_giou: 0.462499 loss_class_aux: 2.342048 loss_bbox_aux: 0.570669 loss_giou_aux: 1.528443 loss_class_dn: 0.370248 loss_bbox_dn: 0.200548 loss_giou_dn: 0.479035 loss_class_aux_dn: 0.818712 loss_bbox_aux_dn: 0.525999 loss_giou_aux_dn: 1.099978 loss: 9.440435 eta: 1 day, 4:54:07 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2746 images/s
[05/11 21:07:24] ppdet.engine INFO: Epoch: [24] [7000/7329] learning_rate: 0.000100 loss_class: 0.732309 loss_bbox: 0.156757 loss_giou: 0.467599 loss_class_aux: 2.385355 loss_bbox_aux: 0.545156 loss_giou_aux: 1.552592 loss_class_dn: 0.385551 loss_bbox_dn: 0.192937 loss_giou_dn: 0.467944 loss_class_aux_dn: 0.851529 loss_bbox_aux_dn: 0.495484 loss_giou_aux_dn: 1.067928 loss: 9.582914 eta: 1 day, 4:53:07 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2413 images/s
[05/11 21:08:32] ppdet.engine INFO: Epoch: [24] [7200/7329] learning_rate: 0.000100 loss_class: 0.687474 loss_bbox: 0.154361 loss_giou: 0.439471 loss_class_aux: 2.245361 loss_bbox_aux: 0.501545 loss_giou_aux: 1.430321 loss_class_dn: 0.360821 loss_bbox_dn: 0.193278 loss_giou_dn: 0.449237 loss_class_aux_dn: 0.788439 loss_bbox_aux_dn: 0.498211 loss_giou_aux_dn: 1.065542 loss: 9.128298 eta: 1 day, 4:52:07 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2176 images/s
[05/11 21:09:18] ppdet.engine INFO: Eval iter: 0
[05/11 21:09:24] ppdet.engine INFO: Eval iter: 100
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[05/11 21:10:31] ppdet.engine INFO: Eval iter: 1200
[05/11 21:10:55] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/11 21:10:55] 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=99.41s).
Accumulating evaluation results...
DONE (t=22.98s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.430
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.595
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.464
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.253
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.461
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.586
 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 ] = 0.591
 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 ] = 0.455
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.717
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.858
[05/11 21:13:17] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.06108619469008
[05/11 21:13:17] ppdet.engine INFO: Best test bbox ap is 0.430.
[05/11 21:13:19] ppdet.engine INFO: Epoch: [25] [   0/7329] learning_rate: 0.000100 loss_class: 0.676258 loss_bbox: 0.162731 loss_giou: 0.445855 loss_class_aux: 2.197042 loss_bbox_aux: 0.549834 loss_giou_aux: 1.446661 loss_class_dn: 0.339893 loss_bbox_dn: 0.213353 loss_giou_dn: 0.445716 loss_class_aux_dn: 0.752940 loss_bbox_aux_dn: 0.522754 loss_giou_aux_dn: 1.056254 loss: 9.280533 eta: 1 day, 4:51:29 batch_cost: 0.3041 data_cost: 0.0008 ips: 13.1543 images/s
[05/11 21:14:26] ppdet.engine INFO: Epoch: [25] [ 200/7329] learning_rate: 0.000100 loss_class: 0.735286 loss_bbox: 0.172589 loss_giou: 0.504335 loss_class_aux: 2.329354 loss_bbox_aux: 0.577665 loss_giou_aux: 1.727126 loss_class_dn: 0.400729 loss_bbox_dn: 0.218487 loss_giou_dn: 0.541378 loss_class_aux_dn: 0.853432 loss_bbox_aux_dn: 0.550194 loss_giou_aux_dn: 1.231199 loss: 10.191696 eta: 1 day, 4:50:28 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2970 images/s
[05/11 21:15:34] ppdet.engine INFO: Epoch: [25] [ 400/7329] learning_rate: 0.000100 loss_class: 0.724183 loss_bbox: 0.158611 loss_giou: 0.440370 loss_class_aux: 2.301682 loss_bbox_aux: 0.566292 loss_giou_aux: 1.517121 loss_class_dn: 0.390325 loss_bbox_dn: 0.213830 loss_giou_dn: 0.484218 loss_class_aux_dn: 0.841718 loss_bbox_aux_dn: 0.534225 loss_giou_aux_dn: 1.139283 loss: 9.723285 eta: 1 day, 4:49:28 batch_cost: 0.3020 data_cost: 0.0008 ips: 13.2452 images/s
[05/11 21:16:42] ppdet.engine INFO: Epoch: [25] [ 600/7329] learning_rate: 0.000100 loss_class: 0.668742 loss_bbox: 0.158673 loss_giou: 0.431225 loss_class_aux: 2.171265 loss_bbox_aux: 0.554128 loss_giou_aux: 1.438361 loss_class_dn: 0.350996 loss_bbox_dn: 0.214024 loss_giou_dn: 0.473618 loss_class_aux_dn: 0.781840 loss_bbox_aux_dn: 0.522967 loss_giou_aux_dn: 1.107054 loss: 8.704652 eta: 1 day, 4:48:28 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2416 images/s
[05/11 21:17:49] ppdet.engine INFO: Epoch: [25] [ 800/7329] learning_rate: 0.000100 loss_class: 0.735730 loss_bbox: 0.168018 loss_giou: 0.454391 loss_class_aux: 2.366706 loss_bbox_aux: 0.567083 loss_giou_aux: 1.487150 loss_class_dn: 0.381763 loss_bbox_dn: 0.218689 loss_giou_dn: 0.469297 loss_class_aux_dn: 0.843417 loss_bbox_aux_dn: 0.545315 loss_giou_aux_dn: 1.113044 loss: 9.646523 eta: 1 day, 4:47:27 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3891 images/s
[05/11 21:18:56] ppdet.engine INFO: Epoch: [25] [1000/7329] learning_rate: 0.000100 loss_class: 0.701721 loss_bbox: 0.150467 loss_giou: 0.426032 loss_class_aux: 2.288341 loss_bbox_aux: 0.543051 loss_giou_aux: 1.410031 loss_class_dn: 0.352050 loss_bbox_dn: 0.192881 loss_giou_dn: 0.447126 loss_class_aux_dn: 0.796306 loss_bbox_aux_dn: 0.493032 loss_giou_aux_dn: 1.021569 loss: 9.265303 eta: 1 day, 4:46:26 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2809 images/s
[05/11 21:20:04] ppdet.engine INFO: Epoch: [25] [1200/7329] learning_rate: 0.000100 loss_class: 0.713327 loss_bbox: 0.165722 loss_giou: 0.456219 loss_class_aux: 2.276502 loss_bbox_aux: 0.571627 loss_giou_aux: 1.468035 loss_class_dn: 0.372213 loss_bbox_dn: 0.213445 loss_giou_dn: 0.463710 loss_class_aux_dn: 0.813534 loss_bbox_aux_dn: 0.524119 loss_giou_aux_dn: 1.067172 loss: 9.227589 eta: 1 day, 4:45:26 batch_cost: 0.3021 data_cost: 0.0006 ips: 13.2385 images/s
[05/11 21:21:12] ppdet.engine INFO: Epoch: [25] [1400/7329] learning_rate: 0.000100 loss_class: 0.744848 loss_bbox: 0.161813 loss_giou: 0.511388 loss_class_aux: 2.313854 loss_bbox_aux: 0.585532 loss_giou_aux: 1.624095 loss_class_dn: 0.404413 loss_bbox_dn: 0.209775 loss_giou_dn: 0.529881 loss_class_aux_dn: 0.884632 loss_bbox_aux_dn: 0.534965 loss_giou_aux_dn: 1.212660 loss: 10.288937 eta: 1 day, 4:44:27 batch_cost: 0.3041 data_cost: 0.0006 ips: 13.1531 images/s
[05/11 21:22:19] ppdet.engine INFO: Epoch: [25] [1600/7329] learning_rate: 0.000100 loss_class: 0.716926 loss_bbox: 0.167337 loss_giou: 0.410699 loss_class_aux: 2.327628 loss_bbox_aux: 0.554850 loss_giou_aux: 1.367873 loss_class_dn: 0.374251 loss_bbox_dn: 0.217964 loss_giou_dn: 0.445814 loss_class_aux_dn: 0.841087 loss_bbox_aux_dn: 0.570195 loss_giou_aux_dn: 1.038528 loss: 9.313231 eta: 1 day, 4:43:27 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2555 images/s
[05/11 21:23:27] ppdet.engine INFO: Epoch: [25] [1800/7329] learning_rate: 0.000100 loss_class: 0.681183 loss_bbox: 0.160627 loss_giou: 0.430080 loss_class_aux: 2.141037 loss_bbox_aux: 0.564445 loss_giou_aux: 1.384471 loss_class_dn: 0.355620 loss_bbox_dn: 0.204362 loss_giou_dn: 0.444281 loss_class_aux_dn: 0.800506 loss_bbox_aux_dn: 0.507435 loss_giou_aux_dn: 1.020770 loss: 9.122362 eta: 1 day, 4:42:27 batch_cost: 0.3044 data_cost: 0.0008 ips: 13.1427 images/s
[05/11 21:24:35] ppdet.engine INFO: Epoch: [25] [2000/7329] learning_rate: 0.000100 loss_class: 0.736853 loss_bbox: 0.165116 loss_giou: 0.433905 loss_class_aux: 2.365170 loss_bbox_aux: 0.576986 loss_giou_aux: 1.426723 loss_class_dn: 0.380004 loss_bbox_dn: 0.214893 loss_giou_dn: 0.447170 loss_class_aux_dn: 0.841986 loss_bbox_aux_dn: 0.524208 loss_giou_aux_dn: 1.044703 loss: 9.516574 eta: 1 day, 4:41:28 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1832 images/s
[05/11 21:25:43] ppdet.engine INFO: Epoch: [25] [2200/7329] learning_rate: 0.000100 loss_class: 0.710054 loss_bbox: 0.164831 loss_giou: 0.454853 loss_class_aux: 2.313538 loss_bbox_aux: 0.571100 loss_giou_aux: 1.478038 loss_class_dn: 0.372416 loss_bbox_dn: 0.218373 loss_giou_dn: 0.477731 loss_class_aux_dn: 0.830693 loss_bbox_aux_dn: 0.557353 loss_giou_aux_dn: 1.076815 loss: 9.663738 eta: 1 day, 4:40:28 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2171 images/s
[05/11 21:26:50] ppdet.engine INFO: Epoch: [25] [2400/7329] learning_rate: 0.000100 loss_class: 0.706458 loss_bbox: 0.164039 loss_giou: 0.450955 loss_class_aux: 2.249983 loss_bbox_aux: 0.544727 loss_giou_aux: 1.482316 loss_class_dn: 0.360261 loss_bbox_dn: 0.200829 loss_giou_dn: 0.456317 loss_class_aux_dn: 0.783045 loss_bbox_aux_dn: 0.506119 loss_giou_aux_dn: 1.032855 loss: 9.223871 eta: 1 day, 4:39:26 batch_cost: 0.2986 data_cost: 0.0008 ips: 13.3957 images/s
[05/11 21:27:58] ppdet.engine INFO: Epoch: [25] [2600/7329] learning_rate: 0.000100 loss_class: 0.747100 loss_bbox: 0.170012 loss_giou: 0.452646 loss_class_aux: 2.362256 loss_bbox_aux: 0.561502 loss_giou_aux: 1.519275 loss_class_dn: 0.400314 loss_bbox_dn: 0.200671 loss_giou_dn: 0.483345 loss_class_aux_dn: 0.870227 loss_bbox_aux_dn: 0.499735 loss_giou_aux_dn: 1.130226 loss: 9.640326 eta: 1 day, 4:38:26 batch_cost: 0.3028 data_cost: 0.0006 ips: 13.2105 images/s
[05/11 21:29:05] ppdet.engine INFO: Epoch: [25] [2800/7329] learning_rate: 0.000100 loss_class: 0.687140 loss_bbox: 0.160285 loss_giou: 0.410139 loss_class_aux: 2.092159 loss_bbox_aux: 0.556085 loss_giou_aux: 1.355308 loss_class_dn: 0.345117 loss_bbox_dn: 0.206474 loss_giou_dn: 0.433065 loss_class_aux_dn: 0.761511 loss_bbox_aux_dn: 0.504062 loss_giou_aux_dn: 1.011667 loss: 8.715588 eta: 1 day, 4:37:25 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3345 images/s
[05/11 21:30:13] ppdet.engine INFO: Epoch: [25] [3000/7329] learning_rate: 0.000100 loss_class: 0.751141 loss_bbox: 0.167114 loss_giou: 0.476368 loss_class_aux: 2.366488 loss_bbox_aux: 0.583752 loss_giou_aux: 1.582190 loss_class_dn: 0.389758 loss_bbox_dn: 0.212337 loss_giou_dn: 0.471132 loss_class_aux_dn: 0.868942 loss_bbox_aux_dn: 0.507876 loss_giou_aux_dn: 1.099461 loss: 9.660557 eta: 1 day, 4:36:26 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1738 images/s
[05/11 21:31:20] ppdet.engine INFO: Epoch: [25] [3200/7329] learning_rate: 0.000100 loss_class: 0.697408 loss_bbox: 0.172521 loss_giou: 0.432660 loss_class_aux: 2.176492 loss_bbox_aux: 0.562642 loss_giou_aux: 1.389409 loss_class_dn: 0.364711 loss_bbox_dn: 0.215725 loss_giou_dn: 0.446454 loss_class_aux_dn: 0.802449 loss_bbox_aux_dn: 0.538587 loss_giou_aux_dn: 1.050462 loss: 9.330286 eta: 1 day, 4:35:25 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3330 images/s
[05/11 21:32:27] ppdet.engine INFO: Epoch: [25] [3400/7329] learning_rate: 0.000100 loss_class: 0.712289 loss_bbox: 0.166756 loss_giou: 0.453274 loss_class_aux: 2.268333 loss_bbox_aux: 0.558760 loss_giou_aux: 1.473480 loss_class_dn: 0.353444 loss_bbox_dn: 0.201311 loss_giou_dn: 0.442552 loss_class_aux_dn: 0.793091 loss_bbox_aux_dn: 0.511022 loss_giou_aux_dn: 1.019433 loss: 9.214334 eta: 1 day, 4:34:24 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3714 images/s
[05/11 21:33:34] ppdet.engine INFO: Epoch: [25] [3600/7329] learning_rate: 0.000100 loss_class: 0.708044 loss_bbox: 0.168653 loss_giou: 0.407718 loss_class_aux: 2.303282 loss_bbox_aux: 0.579140 loss_giou_aux: 1.347219 loss_class_dn: 0.363679 loss_bbox_dn: 0.213520 loss_giou_dn: 0.469552 loss_class_aux_dn: 0.794357 loss_bbox_aux_dn: 0.517907 loss_giou_aux_dn: 1.080404 loss: 9.199505 eta: 1 day, 4:33:23 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2749 images/s
[05/11 21:34:41] ppdet.engine INFO: Epoch: [25] [3800/7329] learning_rate: 0.000100 loss_class: 0.721891 loss_bbox: 0.163518 loss_giou: 0.488264 loss_class_aux: 2.354954 loss_bbox_aux: 0.569852 loss_giou_aux: 1.667548 loss_class_dn: 0.393805 loss_bbox_dn: 0.197230 loss_giou_dn: 0.504187 loss_class_aux_dn: 0.869649 loss_bbox_aux_dn: 0.494308 loss_giou_aux_dn: 1.152870 loss: 9.984173 eta: 1 day, 4:32:23 batch_cost: 0.3017 data_cost: 0.0006 ips: 13.2569 images/s
[05/11 21:35:49] ppdet.engine INFO: Epoch: [25] [4000/7329] learning_rate: 0.000100 loss_class: 0.740579 loss_bbox: 0.163362 loss_giou: 0.466517 loss_class_aux: 2.323037 loss_bbox_aux: 0.573148 loss_giou_aux: 1.550943 loss_class_dn: 0.380511 loss_bbox_dn: 0.211242 loss_giou_dn: 0.480019 loss_class_aux_dn: 0.839915 loss_bbox_aux_dn: 0.521842 loss_giou_aux_dn: 1.112910 loss: 9.420069 eta: 1 day, 4:31:23 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2142 images/s
[05/11 21:36:56] ppdet.engine INFO: Epoch: [25] [4200/7329] learning_rate: 0.000100 loss_class: 0.683830 loss_bbox: 0.162865 loss_giou: 0.431740 loss_class_aux: 2.179080 loss_bbox_aux: 0.551309 loss_giou_aux: 1.390057 loss_class_dn: 0.347128 loss_bbox_dn: 0.196695 loss_giou_dn: 0.436513 loss_class_aux_dn: 0.786746 loss_bbox_aux_dn: 0.498605 loss_giou_aux_dn: 0.996277 loss: 8.713764 eta: 1 day, 4:30:22 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3271 images/s
[05/11 21:38:03] ppdet.engine INFO: Epoch: [25] [4400/7329] learning_rate: 0.000100 loss_class: 0.733220 loss_bbox: 0.167984 loss_giou: 0.491441 loss_class_aux: 2.284881 loss_bbox_aux: 0.568674 loss_giou_aux: 1.549981 loss_class_dn: 0.381714 loss_bbox_dn: 0.202121 loss_giou_dn: 0.491049 loss_class_aux_dn: 0.835332 loss_bbox_aux_dn: 0.486235 loss_giou_aux_dn: 1.090058 loss: 9.751596 eta: 1 day, 4:29:22 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3032 images/s
[05/11 21:39:11] ppdet.engine INFO: Epoch: [25] [4600/7329] learning_rate: 0.000100 loss_class: 0.740703 loss_bbox: 0.164749 loss_giou: 0.451174 loss_class_aux: 2.345711 loss_bbox_aux: 0.564174 loss_giou_aux: 1.452563 loss_class_dn: 0.375779 loss_bbox_dn: 0.206114 loss_giou_dn: 0.441898 loss_class_aux_dn: 0.829884 loss_bbox_aux_dn: 0.516820 loss_giou_aux_dn: 1.030717 loss: 9.359777 eta: 1 day, 4:28:21 batch_cost: 0.3019 data_cost: 0.0006 ips: 13.2477 images/s
[05/11 21:40:18] ppdet.engine INFO: Epoch: [25] [4800/7329] learning_rate: 0.000100 loss_class: 0.740624 loss_bbox: 0.182107 loss_giou: 0.433349 loss_class_aux: 2.388760 loss_bbox_aux: 0.613740 loss_giou_aux: 1.461290 loss_class_dn: 0.369219 loss_bbox_dn: 0.220931 loss_giou_dn: 0.455948 loss_class_aux_dn: 0.817399 loss_bbox_aux_dn: 0.554658 loss_giou_aux_dn: 1.062101 loss: 9.477562 eta: 1 day, 4:27:20 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3715 images/s
[05/11 21:41:26] ppdet.engine INFO: Epoch: [25] [5000/7329] learning_rate: 0.000100 loss_class: 0.712412 loss_bbox: 0.173811 loss_giou: 0.434125 loss_class_aux: 2.320314 loss_bbox_aux: 0.572678 loss_giou_aux: 1.461421 loss_class_dn: 0.370235 loss_bbox_dn: 0.213691 loss_giou_dn: 0.461156 loss_class_aux_dn: 0.825112 loss_bbox_aux_dn: 0.534783 loss_giou_aux_dn: 1.090001 loss: 9.553970 eta: 1 day, 4:26:21 batch_cost: 0.3045 data_cost: 0.0006 ips: 13.1373 images/s
[05/11 21:42:33] ppdet.engine INFO: Epoch: [25] [5200/7329] learning_rate: 0.000100 loss_class: 0.747626 loss_bbox: 0.182013 loss_giou: 0.463961 loss_class_aux: 2.370965 loss_bbox_aux: 0.612696 loss_giou_aux: 1.522768 loss_class_dn: 0.383576 loss_bbox_dn: 0.218302 loss_giou_dn: 0.475122 loss_class_aux_dn: 0.840962 loss_bbox_aux_dn: 0.550797 loss_giou_aux_dn: 1.124252 loss: 9.508185 eta: 1 day, 4:25:21 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2766 images/s
[05/11 21:43:41] ppdet.engine INFO: Epoch: [25] [5400/7329] learning_rate: 0.000100 loss_class: 0.741990 loss_bbox: 0.164021 loss_giou: 0.435654 loss_class_aux: 2.383103 loss_bbox_aux: 0.567914 loss_giou_aux: 1.452910 loss_class_dn: 0.374957 loss_bbox_dn: 0.213323 loss_giou_dn: 0.453313 loss_class_aux_dn: 0.834232 loss_bbox_aux_dn: 0.547608 loss_giou_aux_dn: 1.086471 loss: 9.424022 eta: 1 day, 4:24:20 batch_cost: 0.3024 data_cost: 0.0006 ips: 13.2274 images/s
[05/11 21:44:49] ppdet.engine INFO: Epoch: [25] [5600/7329] learning_rate: 0.000100 loss_class: 0.770248 loss_bbox: 0.166548 loss_giou: 0.476776 loss_class_aux: 2.473172 loss_bbox_aux: 0.609935 loss_giou_aux: 1.517437 loss_class_dn: 0.392715 loss_bbox_dn: 0.202554 loss_giou_dn: 0.480050 loss_class_aux_dn: 0.859330 loss_bbox_aux_dn: 0.497699 loss_giou_aux_dn: 1.086370 loss: 9.649834 eta: 1 day, 4:23:21 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2011 images/s
[05/11 21:45:55] ppdet.engine INFO: Epoch: [25] [5800/7329] learning_rate: 0.000100 loss_class: 0.687620 loss_bbox: 0.152707 loss_giou: 0.368157 loss_class_aux: 2.191724 loss_bbox_aux: 0.538009 loss_giou_aux: 1.244979 loss_class_dn: 0.344427 loss_bbox_dn: 0.202441 loss_giou_dn: 0.418007 loss_class_aux_dn: 0.757980 loss_bbox_aux_dn: 0.512894 loss_giou_aux_dn: 0.971792 loss: 8.527035 eta: 1 day, 4:22:19 batch_cost: 0.2980 data_cost: 0.0007 ips: 13.4213 images/s
[05/11 21:47:01] ppdet.engine INFO: Epoch: [25] [6000/7329] learning_rate: 0.000100 loss_class: 0.755045 loss_bbox: 0.179810 loss_giou: 0.464206 loss_class_aux: 2.483293 loss_bbox_aux: 0.591320 loss_giou_aux: 1.496524 loss_class_dn: 0.386442 loss_bbox_dn: 0.233326 loss_giou_dn: 0.483470 loss_class_aux_dn: 0.840421 loss_bbox_aux_dn: 0.554819 loss_giou_aux_dn: 1.109476 loss: 9.763176 eta: 1 day, 4:21:17 batch_cost: 0.2958 data_cost: 0.0006 ips: 13.5223 images/s
[05/11 21:48:08] ppdet.engine INFO: Epoch: [25] [6200/7329] learning_rate: 0.000100 loss_class: 0.712082 loss_bbox: 0.157327 loss_giou: 0.440480 loss_class_aux: 2.200423 loss_bbox_aux: 0.549528 loss_giou_aux: 1.500152 loss_class_dn: 0.373494 loss_bbox_dn: 0.202181 loss_giou_dn: 0.464826 loss_class_aux_dn: 0.811932 loss_bbox_aux_dn: 0.505635 loss_giou_aux_dn: 1.073443 loss: 9.319183 eta: 1 day, 4:20:15 batch_cost: 0.2966 data_cost: 0.0008 ips: 13.4854 images/s
[05/11 21:49:15] ppdet.engine INFO: Epoch: [25] [6400/7329] learning_rate: 0.000100 loss_class: 0.710001 loss_bbox: 0.175118 loss_giou: 0.430595 loss_class_aux: 2.229918 loss_bbox_aux: 0.568619 loss_giou_aux: 1.434383 loss_class_dn: 0.361836 loss_bbox_dn: 0.212993 loss_giou_dn: 0.452066 loss_class_aux_dn: 0.799519 loss_bbox_aux_dn: 0.537055 loss_giou_aux_dn: 1.039939 loss: 9.302599 eta: 1 day, 4:19:14 batch_cost: 0.3022 data_cost: 0.0009 ips: 13.2351 images/s
[05/11 21:50:23] ppdet.engine INFO: Epoch: [25] [6600/7329] learning_rate: 0.000100 loss_class: 0.720733 loss_bbox: 0.166754 loss_giou: 0.453342 loss_class_aux: 2.316976 loss_bbox_aux: 0.581562 loss_giou_aux: 1.485694 loss_class_dn: 0.365212 loss_bbox_dn: 0.208075 loss_giou_dn: 0.448190 loss_class_aux_dn: 0.802320 loss_bbox_aux_dn: 0.514345 loss_giou_aux_dn: 1.073511 loss: 9.318400 eta: 1 day, 4:18:14 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2319 images/s
[05/11 21:51:30] ppdet.engine INFO: Epoch: [25] [6800/7329] learning_rate: 0.000100 loss_class: 0.701553 loss_bbox: 0.166662 loss_giou: 0.459872 loss_class_aux: 2.363883 loss_bbox_aux: 0.574332 loss_giou_aux: 1.469486 loss_class_dn: 0.387127 loss_bbox_dn: 0.201088 loss_giou_dn: 0.472576 loss_class_aux_dn: 0.827613 loss_bbox_aux_dn: 0.508667 loss_giou_aux_dn: 1.076174 loss: 9.225128 eta: 1 day, 4:17:13 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3883 images/s
[05/11 21:52:37] ppdet.engine INFO: Epoch: [25] [7000/7329] learning_rate: 0.000100 loss_class: 0.742628 loss_bbox: 0.156801 loss_giou: 0.473459 loss_class_aux: 2.377444 loss_bbox_aux: 0.552249 loss_giou_aux: 1.534004 loss_class_dn: 0.377464 loss_bbox_dn: 0.207312 loss_giou_dn: 0.483595 loss_class_aux_dn: 0.848579 loss_bbox_aux_dn: 0.517866 loss_giou_aux_dn: 1.085427 loss: 9.635576 eta: 1 day, 4:16:14 batch_cost: 0.3055 data_cost: 0.0006 ips: 13.0942 images/s
[05/11 21:53:45] ppdet.engine INFO: Epoch: [25] [7200/7329] learning_rate: 0.000100 loss_class: 0.730203 loss_bbox: 0.167007 loss_giou: 0.453423 loss_class_aux: 2.285974 loss_bbox_aux: 0.594946 loss_giou_aux: 1.459553 loss_class_dn: 0.376647 loss_bbox_dn: 0.208699 loss_giou_dn: 0.460750 loss_class_aux_dn: 0.825452 loss_bbox_aux_dn: 0.537357 loss_giou_aux_dn: 1.065057 loss: 9.380161 eta: 1 day, 4:15:15 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1408 images/s
[05/11 21:54:31] ppdet.engine INFO: Eval iter: 0
[05/11 21:54:37] ppdet.engine INFO: Eval iter: 100
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[05/11 21:56:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/11 21:56:08] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.24s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.90s).
Accumulating evaluation results...
DONE (t=24.24s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.431
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.596
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.466
 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 ] = 0.464
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.586
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.348
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.591
 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 ] = 0.454
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.716
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.850
[05/11 21:58:30] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.16541345755316
[05/11 21:58:30] ppdet.engine INFO: Best test bbox ap is 0.431.
[05/11 21:58:32] ppdet.engine INFO: Epoch: [26] [   0/7329] learning_rate: 0.000100 loss_class: 0.691534 loss_bbox: 0.172546 loss_giou: 0.418764 loss_class_aux: 2.210004 loss_bbox_aux: 0.591086 loss_giou_aux: 1.382095 loss_class_dn: 0.368181 loss_bbox_dn: 0.216680 loss_giou_dn: 0.457712 loss_class_aux_dn: 0.791359 loss_bbox_aux_dn: 0.530407 loss_giou_aux_dn: 1.055718 loss: 9.346320 eta: 1 day, 4:14:36 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1705 images/s
[05/11 21:59:38] ppdet.engine INFO: Epoch: [26] [ 200/7329] learning_rate: 0.000100 loss_class: 0.659563 loss_bbox: 0.149365 loss_giou: 0.426907 loss_class_aux: 2.189656 loss_bbox_aux: 0.509947 loss_giou_aux: 1.436461 loss_class_dn: 0.354625 loss_bbox_dn: 0.197987 loss_giou_dn: 0.425557 loss_class_aux_dn: 0.771051 loss_bbox_aux_dn: 0.495461 loss_giou_aux_dn: 0.998540 loss: 8.673128 eta: 1 day, 4:13:33 batch_cost: 0.2936 data_cost: 0.0007 ips: 13.6246 images/s
[05/11 22:00:42] ppdet.engine INFO: Epoch: [26] [ 400/7329] learning_rate: 0.000100 loss_class: 0.739228 loss_bbox: 0.156556 loss_giou: 0.495387 loss_class_aux: 2.311341 loss_bbox_aux: 0.549605 loss_giou_aux: 1.574655 loss_class_dn: 0.394888 loss_bbox_dn: 0.212031 loss_giou_dn: 0.486481 loss_class_aux_dn: 0.853714 loss_bbox_aux_dn: 0.526308 loss_giou_aux_dn: 1.111677 loss: 9.560769 eta: 1 day, 4:12:28 batch_cost: 0.2888 data_cost: 0.0007 ips: 13.8527 images/s
[05/11 22:01:47] ppdet.engine INFO: Epoch: [26] [ 600/7329] learning_rate: 0.000100 loss_class: 0.722941 loss_bbox: 0.165506 loss_giou: 0.430203 loss_class_aux: 2.320077 loss_bbox_aux: 0.577694 loss_giou_aux: 1.455728 loss_class_dn: 0.376802 loss_bbox_dn: 0.210397 loss_giou_dn: 0.461978 loss_class_aux_dn: 0.828283 loss_bbox_aux_dn: 0.541434 loss_giou_aux_dn: 1.090973 loss: 9.420284 eta: 1 day, 4:11:23 batch_cost: 0.2878 data_cost: 0.0007 ips: 13.8999 images/s
[05/11 22:02:55] ppdet.engine INFO: Epoch: [26] [ 800/7329] learning_rate: 0.000100 loss_class: 0.692257 loss_bbox: 0.157548 loss_giou: 0.387145 loss_class_aux: 2.234613 loss_bbox_aux: 0.537813 loss_giou_aux: 1.235506 loss_class_dn: 0.349154 loss_bbox_dn: 0.199149 loss_giou_dn: 0.405256 loss_class_aux_dn: 0.775356 loss_bbox_aux_dn: 0.493088 loss_giou_aux_dn: 0.961812 loss: 8.690527 eta: 1 day, 4:10:23 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.1993 images/s
[05/11 22:04:02] ppdet.engine INFO: Epoch: [26] [1000/7329] learning_rate: 0.000100 loss_class: 0.719562 loss_bbox: 0.165575 loss_giou: 0.457599 loss_class_aux: 2.312145 loss_bbox_aux: 0.576192 loss_giou_aux: 1.501287 loss_class_dn: 0.368563 loss_bbox_dn: 0.219318 loss_giou_dn: 0.474809 loss_class_aux_dn: 0.805619 loss_bbox_aux_dn: 0.542775 loss_giou_aux_dn: 1.107633 loss: 9.412075 eta: 1 day, 4:09:21 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.3982 images/s
[05/11 22:05:09] ppdet.engine INFO: Epoch: [26] [1200/7329] learning_rate: 0.000100 loss_class: 0.748691 loss_bbox: 0.163290 loss_giou: 0.463677 loss_class_aux: 2.419006 loss_bbox_aux: 0.555977 loss_giou_aux: 1.531208 loss_class_dn: 0.386070 loss_bbox_dn: 0.197527 loss_giou_dn: 0.470252 loss_class_aux_dn: 0.851043 loss_bbox_aux_dn: 0.501207 loss_giou_aux_dn: 1.110386 loss: 9.764213 eta: 1 day, 4:08:21 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2826 images/s
[05/11 22:06:17] ppdet.engine INFO: Epoch: [26] [1400/7329] learning_rate: 0.000100 loss_class: 0.700635 loss_bbox: 0.150919 loss_giou: 0.419320 loss_class_aux: 2.295829 loss_bbox_aux: 0.533643 loss_giou_aux: 1.334815 loss_class_dn: 0.361839 loss_bbox_dn: 0.208439 loss_giou_dn: 0.440461 loss_class_aux_dn: 0.809446 loss_bbox_aux_dn: 0.515193 loss_giou_aux_dn: 1.022231 loss: 9.011976 eta: 1 day, 4:07:21 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2397 images/s
[05/11 22:07:24] ppdet.engine INFO: Epoch: [26] [1600/7329] learning_rate: 0.000100 loss_class: 0.720379 loss_bbox: 0.190164 loss_giou: 0.485469 loss_class_aux: 2.344665 loss_bbox_aux: 0.651357 loss_giou_aux: 1.555699 loss_class_dn: 0.375562 loss_bbox_dn: 0.228158 loss_giou_dn: 0.464912 loss_class_aux_dn: 0.827192 loss_bbox_aux_dn: 0.577111 loss_giou_aux_dn: 1.104107 loss: 9.498543 eta: 1 day, 4:06:20 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3290 images/s
[05/11 22:08:32] ppdet.engine INFO: Epoch: [26] [1800/7329] learning_rate: 0.000100 loss_class: 0.724715 loss_bbox: 0.156157 loss_giou: 0.443716 loss_class_aux: 2.299911 loss_bbox_aux: 0.531562 loss_giou_aux: 1.493740 loss_class_dn: 0.366431 loss_bbox_dn: 0.202439 loss_giou_dn: 0.447679 loss_class_aux_dn: 0.798241 loss_bbox_aux_dn: 0.485178 loss_giou_aux_dn: 1.044544 loss: 9.308232 eta: 1 day, 4:05:20 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1964 images/s
[05/11 22:09:40] ppdet.engine INFO: Epoch: [26] [2000/7329] learning_rate: 0.000100 loss_class: 0.674681 loss_bbox: 0.157667 loss_giou: 0.401154 loss_class_aux: 2.183169 loss_bbox_aux: 0.525863 loss_giou_aux: 1.329279 loss_class_dn: 0.356431 loss_bbox_dn: 0.202527 loss_giou_dn: 0.420459 loss_class_aux_dn: 0.817130 loss_bbox_aux_dn: 0.510969 loss_giou_aux_dn: 0.993269 loss: 8.978493 eta: 1 day, 4:04:21 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1479 images/s
[05/11 22:10:47] ppdet.engine INFO: Epoch: [26] [2200/7329] learning_rate: 0.000100 loss_class: 0.703853 loss_bbox: 0.150784 loss_giou: 0.454614 loss_class_aux: 2.227081 loss_bbox_aux: 0.498250 loss_giou_aux: 1.504902 loss_class_dn: 0.372539 loss_bbox_dn: 0.186595 loss_giou_dn: 0.489941 loss_class_aux_dn: 0.815352 loss_bbox_aux_dn: 0.501142 loss_giou_aux_dn: 1.118110 loss: 9.351332 eta: 1 day, 4:03:20 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3854 images/s
[05/11 22:11:55] ppdet.engine INFO: Epoch: [26] [2400/7329] learning_rate: 0.000100 loss_class: 0.725210 loss_bbox: 0.165254 loss_giou: 0.396212 loss_class_aux: 2.292976 loss_bbox_aux: 0.561044 loss_giou_aux: 1.322960 loss_class_dn: 0.371298 loss_bbox_dn: 0.204241 loss_giou_dn: 0.426321 loss_class_aux_dn: 0.824004 loss_bbox_aux_dn: 0.509883 loss_giou_aux_dn: 1.001314 loss: 9.363550 eta: 1 day, 4:02:20 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2163 images/s
[05/11 22:13:02] ppdet.engine INFO: Epoch: [26] [2600/7329] learning_rate: 0.000100 loss_class: 0.713875 loss_bbox: 0.160515 loss_giou: 0.420794 loss_class_aux: 2.305012 loss_bbox_aux: 0.548321 loss_giou_aux: 1.388611 loss_class_dn: 0.369906 loss_bbox_dn: 0.208963 loss_giou_dn: 0.453849 loss_class_aux_dn: 0.815491 loss_bbox_aux_dn: 0.517941 loss_giou_aux_dn: 1.053113 loss: 9.420045 eta: 1 day, 4:01:20 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2309 images/s
[05/11 22:14:09] ppdet.engine INFO: Epoch: [26] [2800/7329] learning_rate: 0.000100 loss_class: 0.677311 loss_bbox: 0.161803 loss_giou: 0.439821 loss_class_aux: 2.264875 loss_bbox_aux: 0.541924 loss_giou_aux: 1.412052 loss_class_dn: 0.351627 loss_bbox_dn: 0.200321 loss_giou_dn: 0.433453 loss_class_aux_dn: 0.787507 loss_bbox_aux_dn: 0.523258 loss_giou_aux_dn: 1.007398 loss: 9.002819 eta: 1 day, 4:00:17 batch_cost: 0.2951 data_cost: 0.0007 ips: 13.5532 images/s
[05/11 22:15:15] ppdet.engine INFO: Epoch: [26] [3000/7329] learning_rate: 0.000100 loss_class: 0.766906 loss_bbox: 0.178847 loss_giou: 0.514862 loss_class_aux: 2.464658 loss_bbox_aux: 0.611548 loss_giou_aux: 1.648794 loss_class_dn: 0.415628 loss_bbox_dn: 0.214814 loss_giou_dn: 0.535466 loss_class_aux_dn: 0.900438 loss_bbox_aux_dn: 0.529088 loss_giou_aux_dn: 1.238387 loss: 10.570160 eta: 1 day, 3:59:15 batch_cost: 0.2970 data_cost: 0.0007 ips: 13.4676 images/s
[05/11 22:16:23] ppdet.engine INFO: Epoch: [26] [3200/7329] learning_rate: 0.000100 loss_class: 0.717376 loss_bbox: 0.172372 loss_giou: 0.444477 loss_class_aux: 2.287519 loss_bbox_aux: 0.595337 loss_giou_aux: 1.495104 loss_class_dn: 0.391331 loss_bbox_dn: 0.208639 loss_giou_dn: 0.465574 loss_class_aux_dn: 0.865403 loss_bbox_aux_dn: 0.520833 loss_giou_aux_dn: 1.084804 loss: 9.544901 eta: 1 day, 3:58:15 batch_cost: 0.3010 data_cost: 0.0007 ips: 13.2910 images/s
[05/11 22:17:30] ppdet.engine INFO: Epoch: [26] [3400/7329] learning_rate: 0.000100 loss_class: 0.752440 loss_bbox: 0.163025 loss_giou: 0.485744 loss_class_aux: 2.441624 loss_bbox_aux: 0.562630 loss_giou_aux: 1.547747 loss_class_dn: 0.405877 loss_bbox_dn: 0.207725 loss_giou_dn: 0.500412 loss_class_aux_dn: 0.878586 loss_bbox_aux_dn: 0.507234 loss_giou_aux_dn: 1.151350 loss: 9.684200 eta: 1 day, 3:57:14 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2659 images/s
[05/11 22:18:38] ppdet.engine INFO: Epoch: [26] [3600/7329] learning_rate: 0.000100 loss_class: 0.708590 loss_bbox: 0.150427 loss_giou: 0.393147 loss_class_aux: 2.296111 loss_bbox_aux: 0.514142 loss_giou_aux: 1.298007 loss_class_dn: 0.356408 loss_bbox_dn: 0.184197 loss_giou_dn: 0.421918 loss_class_aux_dn: 0.807994 loss_bbox_aux_dn: 0.479757 loss_giou_aux_dn: 0.985627 loss: 8.994848 eta: 1 day, 3:56:13 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3590 images/s
[05/11 22:19:45] ppdet.engine INFO: Epoch: [26] [3800/7329] learning_rate: 0.000100 loss_class: 0.755714 loss_bbox: 0.174881 loss_giou: 0.536447 loss_class_aux: 2.370064 loss_bbox_aux: 0.586332 loss_giou_aux: 1.770752 loss_class_dn: 0.402823 loss_bbox_dn: 0.210599 loss_giou_dn: 0.547101 loss_class_aux_dn: 0.870401 loss_bbox_aux_dn: 0.525569 loss_giou_aux_dn: 1.249460 loss: 10.438630 eta: 1 day, 3:55:12 batch_cost: 0.2990 data_cost: 0.0008 ips: 13.3793 images/s
[05/11 22:20:53] ppdet.engine INFO: Epoch: [26] [4000/7329] learning_rate: 0.000100 loss_class: 0.754021 loss_bbox: 0.180005 loss_giou: 0.454515 loss_class_aux: 2.395130 loss_bbox_aux: 0.620202 loss_giou_aux: 1.507279 loss_class_dn: 0.376752 loss_bbox_dn: 0.220805 loss_giou_dn: 0.451920 loss_class_aux_dn: 0.830943 loss_bbox_aux_dn: 0.560879 loss_giou_aux_dn: 1.057858 loss: 9.544283 eta: 1 day, 3:54:13 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0720 images/s
[05/11 22:22:01] ppdet.engine INFO: Epoch: [26] [4200/7329] learning_rate: 0.000100 loss_class: 0.725382 loss_bbox: 0.151243 loss_giou: 0.470420 loss_class_aux: 2.299805 loss_bbox_aux: 0.513597 loss_giou_aux: 1.525584 loss_class_dn: 0.364261 loss_bbox_dn: 0.188469 loss_giou_dn: 0.485484 loss_class_aux_dn: 0.796835 loss_bbox_aux_dn: 0.467003 loss_giou_aux_dn: 1.103508 loss: 9.301714 eta: 1 day, 3:53:14 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1771 images/s
[05/11 22:23:08] ppdet.engine INFO: Epoch: [26] [4400/7329] learning_rate: 0.000100 loss_class: 0.691043 loss_bbox: 0.167426 loss_giou: 0.398122 loss_class_aux: 2.245697 loss_bbox_aux: 0.572899 loss_giou_aux: 1.315372 loss_class_dn: 0.345069 loss_bbox_dn: 0.217136 loss_giou_dn: 0.423521 loss_class_aux_dn: 0.784505 loss_bbox_aux_dn: 0.546904 loss_giou_aux_dn: 0.979064 loss: 9.110149 eta: 1 day, 3:52:12 batch_cost: 0.2987 data_cost: 0.0007 ips: 13.3905 images/s
[05/11 22:24:15] ppdet.engine INFO: Epoch: [26] [4600/7329] learning_rate: 0.000100 loss_class: 0.714460 loss_bbox: 0.159387 loss_giou: 0.437942 loss_class_aux: 2.262279 loss_bbox_aux: 0.575023 loss_giou_aux: 1.428056 loss_class_dn: 0.369962 loss_bbox_dn: 0.198698 loss_giou_dn: 0.437549 loss_class_aux_dn: 0.803828 loss_bbox_aux_dn: 0.498827 loss_giou_aux_dn: 1.024430 loss: 9.395887 eta: 1 day, 3:51:12 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3052 images/s
[05/11 22:25:22] ppdet.engine INFO: Epoch: [26] [4800/7329] learning_rate: 0.000100 loss_class: 0.697116 loss_bbox: 0.152416 loss_giou: 0.453224 loss_class_aux: 2.264534 loss_bbox_aux: 0.532678 loss_giou_aux: 1.486284 loss_class_dn: 0.365578 loss_bbox_dn: 0.170228 loss_giou_dn: 0.451171 loss_class_aux_dn: 0.810668 loss_bbox_aux_dn: 0.449184 loss_giou_aux_dn: 1.062706 loss: 8.935778 eta: 1 day, 3:50:10 batch_cost: 0.2976 data_cost: 0.0008 ips: 13.4417 images/s
[05/11 22:26:29] ppdet.engine INFO: Epoch: [26] [5000/7329] learning_rate: 0.000100 loss_class: 0.712291 loss_bbox: 0.165654 loss_giou: 0.462178 loss_class_aux: 2.281174 loss_bbox_aux: 0.559424 loss_giou_aux: 1.504755 loss_class_dn: 0.381807 loss_bbox_dn: 0.201780 loss_giou_dn: 0.476986 loss_class_aux_dn: 0.838547 loss_bbox_aux_dn: 0.511223 loss_giou_aux_dn: 1.113954 loss: 9.547615 eta: 1 day, 3:49:09 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4202 images/s
[05/11 22:27:36] ppdet.engine INFO: Epoch: [26] [5200/7329] learning_rate: 0.000100 loss_class: 0.686975 loss_bbox: 0.172148 loss_giou: 0.373383 loss_class_aux: 2.237834 loss_bbox_aux: 0.582350 loss_giou_aux: 1.227251 loss_class_dn: 0.347833 loss_bbox_dn: 0.217945 loss_giou_dn: 0.418167 loss_class_aux_dn: 0.773949 loss_bbox_aux_dn: 0.542485 loss_giou_aux_dn: 0.938431 loss: 8.862160 eta: 1 day, 3:48:07 batch_cost: 0.2980 data_cost: 0.0007 ips: 13.4213 images/s
[05/11 22:28:43] ppdet.engine INFO: Epoch: [26] [5400/7329] learning_rate: 0.000100 loss_class: 0.687867 loss_bbox: 0.162388 loss_giou: 0.406654 loss_class_aux: 2.212331 loss_bbox_aux: 0.558304 loss_giou_aux: 1.347118 loss_class_dn: 0.348131 loss_bbox_dn: 0.206780 loss_giou_dn: 0.421818 loss_class_aux_dn: 0.777205 loss_bbox_aux_dn: 0.510253 loss_giou_aux_dn: 0.986738 loss: 8.933304 eta: 1 day, 3:47:06 batch_cost: 0.2976 data_cost: 0.0007 ips: 13.4426 images/s
[05/11 22:29:50] ppdet.engine INFO: Epoch: [26] [5600/7329] learning_rate: 0.000100 loss_class: 0.717520 loss_bbox: 0.150841 loss_giou: 0.401804 loss_class_aux: 2.297340 loss_bbox_aux: 0.510376 loss_giou_aux: 1.265918 loss_class_dn: 0.357629 loss_bbox_dn: 0.185500 loss_giou_dn: 0.413242 loss_class_aux_dn: 0.791404 loss_bbox_aux_dn: 0.467810 loss_giou_aux_dn: 0.953091 loss: 8.814409 eta: 1 day, 3:46:05 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2919 images/s
[05/11 22:30:58] ppdet.engine INFO: Epoch: [26] [5800/7329] learning_rate: 0.000100 loss_class: 0.709751 loss_bbox: 0.167901 loss_giou: 0.410377 loss_class_aux: 2.298950 loss_bbox_aux: 0.566155 loss_giou_aux: 1.319911 loss_class_dn: 0.349209 loss_bbox_dn: 0.211490 loss_giou_dn: 0.412457 loss_class_aux_dn: 0.788355 loss_bbox_aux_dn: 0.538655 loss_giou_aux_dn: 0.922518 loss: 8.893612 eta: 1 day, 3:45:05 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2552 images/s
[05/11 22:32:05] ppdet.engine INFO: Epoch: [26] [6000/7329] learning_rate: 0.000100 loss_class: 0.696609 loss_bbox: 0.158412 loss_giou: 0.488288 loss_class_aux: 2.289302 loss_bbox_aux: 0.547014 loss_giou_aux: 1.604838 loss_class_dn: 0.363117 loss_bbox_dn: 0.196762 loss_giou_dn: 0.470609 loss_class_aux_dn: 0.802114 loss_bbox_aux_dn: 0.497776 loss_giou_aux_dn: 1.103576 loss: 9.429222 eta: 1 day, 3:44:05 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2220 images/s
[05/11 22:33:12] ppdet.engine INFO: Epoch: [26] [6200/7329] learning_rate: 0.000100 loss_class: 0.746752 loss_bbox: 0.165934 loss_giou: 0.411099 loss_class_aux: 2.433755 loss_bbox_aux: 0.549458 loss_giou_aux: 1.337963 loss_class_dn: 0.379391 loss_bbox_dn: 0.207099 loss_giou_dn: 0.443396 loss_class_aux_dn: 0.843848 loss_bbox_aux_dn: 0.512270 loss_giou_aux_dn: 1.044508 loss: 9.538465 eta: 1 day, 3:43:03 batch_cost: 0.2967 data_cost: 0.0007 ips: 13.4799 images/s
[05/11 22:34:18] ppdet.engine INFO: Epoch: [26] [6400/7329] learning_rate: 0.000100 loss_class: 0.769208 loss_bbox: 0.167037 loss_giou: 0.484470 loss_class_aux: 2.379336 loss_bbox_aux: 0.558266 loss_giou_aux: 1.563280 loss_class_dn: 0.387995 loss_bbox_dn: 0.188158 loss_giou_dn: 0.470852 loss_class_aux_dn: 0.861928 loss_bbox_aux_dn: 0.495175 loss_giou_aux_dn: 1.098993 loss: 9.743029 eta: 1 day, 3:42:01 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4192 images/s
[05/11 22:35:25] ppdet.engine INFO: Epoch: [26] [6600/7329] learning_rate: 0.000100 loss_class: 0.772648 loss_bbox: 0.171020 loss_giou: 0.504473 loss_class_aux: 2.441494 loss_bbox_aux: 0.569299 loss_giou_aux: 1.633321 loss_class_dn: 0.389736 loss_bbox_dn: 0.202621 loss_giou_dn: 0.517803 loss_class_aux_dn: 0.840293 loss_bbox_aux_dn: 0.501933 loss_giou_aux_dn: 1.194552 loss: 9.760505 eta: 1 day, 3:40:59 batch_cost: 0.2952 data_cost: 0.0007 ips: 13.5489 images/s
[05/11 22:36:33] ppdet.engine INFO: Epoch: [26] [6800/7329] learning_rate: 0.000100 loss_class: 0.746364 loss_bbox: 0.161598 loss_giou: 0.430703 loss_class_aux: 2.428487 loss_bbox_aux: 0.562342 loss_giou_aux: 1.449187 loss_class_dn: 0.359364 loss_bbox_dn: 0.222409 loss_giou_dn: 0.441313 loss_class_aux_dn: 0.787743 loss_bbox_aux_dn: 0.531976 loss_giou_aux_dn: 1.059254 loss: 9.259895 eta: 1 day, 3:39:59 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2086 images/s
[05/11 22:37:40] ppdet.engine INFO: Epoch: [26] [7000/7329] learning_rate: 0.000100 loss_class: 0.676409 loss_bbox: 0.150418 loss_giou: 0.442155 loss_class_aux: 2.157083 loss_bbox_aux: 0.544037 loss_giou_aux: 1.420088 loss_class_dn: 0.364249 loss_bbox_dn: 0.184668 loss_giou_dn: 0.457289 loss_class_aux_dn: 0.811267 loss_bbox_aux_dn: 0.473181 loss_giou_aux_dn: 1.037967 loss: 9.218822 eta: 1 day, 3:38:59 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2073 images/s
[05/11 22:38:47] ppdet.engine INFO: Epoch: [26] [7200/7329] learning_rate: 0.000100 loss_class: 0.702205 loss_bbox: 0.158748 loss_giou: 0.418079 loss_class_aux: 2.232668 loss_bbox_aux: 0.559549 loss_giou_aux: 1.364260 loss_class_dn: 0.363504 loss_bbox_dn: 0.204304 loss_giou_dn: 0.454108 loss_class_aux_dn: 0.802487 loss_bbox_aux_dn: 0.516936 loss_giou_aux_dn: 1.048071 loss: 8.947342 eta: 1 day, 3:37:58 batch_cost: 0.2980 data_cost: 0.0007 ips: 13.4225 images/s
[05/11 22:39:33] ppdet.engine INFO: Eval iter: 0
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[05/11 22:40:35] ppdet.engine INFO: Eval iter: 1000
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[05/11 22:40:47] ppdet.engine INFO: Eval iter: 1200
[05/11 22:41:11] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.54s)
creating index...
index created!
[05/11 22:41:13] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.06s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.41s).
Accumulating evaluation results...
DONE (t=24.78s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.433
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.598
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.466
 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 ] = 0.466
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.591
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.348
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.593
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.666
 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 ] = 0.715
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.854
[05/11 22:43:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.50690164285294
[05/11 22:43:35] ppdet.engine INFO: Best test bbox ap is 0.433.
[05/11 22:43:37] ppdet.engine INFO: Epoch: [27] [   0/7329] learning_rate: 0.000100 loss_class: 0.711645 loss_bbox: 0.175886 loss_giou: 0.376593 loss_class_aux: 2.294765 loss_bbox_aux: 0.582033 loss_giou_aux: 1.287892 loss_class_dn: 0.367468 loss_bbox_dn: 0.205237 loss_giou_dn: 0.424612 loss_class_aux_dn: 0.822860 loss_bbox_aux_dn: 0.518542 loss_giou_aux_dn: 0.972607 loss: 8.977100 eta: 1 day, 3:37:20 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2194 images/s
[05/11 22:44:45] ppdet.engine INFO: Epoch: [27] [ 200/7329] learning_rate: 0.000100 loss_class: 0.717500 loss_bbox: 0.162721 loss_giou: 0.415930 loss_class_aux: 2.259261 loss_bbox_aux: 0.562738 loss_giou_aux: 1.402093 loss_class_dn: 0.374113 loss_bbox_dn: 0.212666 loss_giou_dn: 0.447924 loss_class_aux_dn: 0.823039 loss_bbox_aux_dn: 0.517571 loss_giou_aux_dn: 1.064135 loss: 9.358444 eta: 1 day, 3:36:20 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1761 images/s
[05/11 22:45:53] ppdet.engine INFO: Epoch: [27] [ 400/7329] learning_rate: 0.000100 loss_class: 0.735987 loss_bbox: 0.157079 loss_giou: 0.430114 loss_class_aux: 2.328176 loss_bbox_aux: 0.541318 loss_giou_aux: 1.395468 loss_class_dn: 0.369587 loss_bbox_dn: 0.196259 loss_giou_dn: 0.475113 loss_class_aux_dn: 0.811835 loss_bbox_aux_dn: 0.506502 loss_giou_aux_dn: 1.067012 loss: 9.504825 eta: 1 day, 3:35:20 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2774 images/s
[05/11 22:47:01] ppdet.engine INFO: Epoch: [27] [ 600/7329] learning_rate: 0.000100 loss_class: 0.736856 loss_bbox: 0.149600 loss_giou: 0.406123 loss_class_aux: 2.277639 loss_bbox_aux: 0.542078 loss_giou_aux: 1.392897 loss_class_dn: 0.356400 loss_bbox_dn: 0.217515 loss_giou_dn: 0.428165 loss_class_aux_dn: 0.774355 loss_bbox_aux_dn: 0.515216 loss_giou_aux_dn: 0.992707 loss: 8.773950 eta: 1 day, 3:34:20 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1406 images/s
[05/11 22:48:09] ppdet.engine INFO: Epoch: [27] [ 800/7329] learning_rate: 0.000100 loss_class: 0.732842 loss_bbox: 0.177317 loss_giou: 0.474637 loss_class_aux: 2.360337 loss_bbox_aux: 0.605661 loss_giou_aux: 1.526835 loss_class_dn: 0.391924 loss_bbox_dn: 0.219244 loss_giou_dn: 0.492398 loss_class_aux_dn: 0.872279 loss_bbox_aux_dn: 0.564433 loss_giou_aux_dn: 1.153064 loss: 9.874176 eta: 1 day, 3:33:20 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2329 images/s
[05/11 22:49:17] ppdet.engine INFO: Epoch: [27] [1000/7329] learning_rate: 0.000100 loss_class: 0.690895 loss_bbox: 0.157347 loss_giou: 0.474139 loss_class_aux: 2.180002 loss_bbox_aux: 0.543032 loss_giou_aux: 1.538302 loss_class_dn: 0.365771 loss_bbox_dn: 0.194518 loss_giou_dn: 0.456921 loss_class_aux_dn: 0.800544 loss_bbox_aux_dn: 0.468273 loss_giou_aux_dn: 1.044742 loss: 9.207639 eta: 1 day, 3:32:22 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9796 images/s
[05/11 22:50:26] ppdet.engine INFO: Epoch: [27] [1200/7329] learning_rate: 0.000100 loss_class: 0.720114 loss_bbox: 0.159088 loss_giou: 0.417523 loss_class_aux: 2.328872 loss_bbox_aux: 0.538900 loss_giou_aux: 1.421497 loss_class_dn: 0.360735 loss_bbox_dn: 0.186115 loss_giou_dn: 0.431841 loss_class_aux_dn: 0.792525 loss_bbox_aux_dn: 0.488193 loss_giou_aux_dn: 0.994234 loss: 9.297882 eta: 1 day, 3:31:23 batch_cost: 0.3052 data_cost: 0.0008 ips: 13.1042 images/s
[05/11 22:51:33] ppdet.engine INFO: Epoch: [27] [1400/7329] learning_rate: 0.000100 loss_class: 0.724017 loss_bbox: 0.175762 loss_giou: 0.419566 loss_class_aux: 2.354733 loss_bbox_aux: 0.586154 loss_giou_aux: 1.400096 loss_class_dn: 0.375285 loss_bbox_dn: 0.220305 loss_giou_dn: 0.432586 loss_class_aux_dn: 0.819113 loss_bbox_aux_dn: 0.547444 loss_giou_aux_dn: 1.036698 loss: 9.398007 eta: 1 day, 3:30:23 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2354 images/s
[05/11 22:52:41] ppdet.engine INFO: Epoch: [27] [1600/7329] learning_rate: 0.000100 loss_class: 0.707413 loss_bbox: 0.165482 loss_giou: 0.466700 loss_class_aux: 2.286290 loss_bbox_aux: 0.536916 loss_giou_aux: 1.514259 loss_class_dn: 0.363732 loss_bbox_dn: 0.193463 loss_giou_dn: 0.477298 loss_class_aux_dn: 0.790914 loss_bbox_aux_dn: 0.494999 loss_giou_aux_dn: 1.084934 loss: 9.470837 eta: 1 day, 3:29:23 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1838 images/s
[05/11 22:53:49] ppdet.engine INFO: Epoch: [27] [1800/7329] learning_rate: 0.000100 loss_class: 0.732258 loss_bbox: 0.161410 loss_giou: 0.406741 loss_class_aux: 2.336221 loss_bbox_aux: 0.582909 loss_giou_aux: 1.347819 loss_class_dn: 0.362964 loss_bbox_dn: 0.210093 loss_giou_dn: 0.431310 loss_class_aux_dn: 0.812666 loss_bbox_aux_dn: 0.511500 loss_giou_aux_dn: 1.028360 loss: 9.264804 eta: 1 day, 3:28:24 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1723 images/s
[05/11 22:54:57] ppdet.engine INFO: Epoch: [27] [2000/7329] learning_rate: 0.000100 loss_class: 0.712117 loss_bbox: 0.165348 loss_giou: 0.466262 loss_class_aux: 2.323492 loss_bbox_aux: 0.564697 loss_giou_aux: 1.525047 loss_class_dn: 0.368627 loss_bbox_dn: 0.185360 loss_giou_dn: 0.460864 loss_class_aux_dn: 0.822652 loss_bbox_aux_dn: 0.479779 loss_giou_aux_dn: 1.067629 loss: 9.574142 eta: 1 day, 3:27:24 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1709 images/s
[05/11 22:56:04] ppdet.engine INFO: Epoch: [27] [2200/7329] learning_rate: 0.000100 loss_class: 0.684494 loss_bbox: 0.159223 loss_giou: 0.441356 loss_class_aux: 2.259427 loss_bbox_aux: 0.534049 loss_giou_aux: 1.419391 loss_class_dn: 0.381190 loss_bbox_dn: 0.195542 loss_giou_dn: 0.457745 loss_class_aux_dn: 0.844378 loss_bbox_aux_dn: 0.491343 loss_giou_aux_dn: 1.061901 loss: 9.259599 eta: 1 day, 3:26:24 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2473 images/s
[05/11 22:57:12] ppdet.engine INFO: Epoch: [27] [2400/7329] learning_rate: 0.000100 loss_class: 0.712830 loss_bbox: 0.163519 loss_giou: 0.476431 loss_class_aux: 2.299660 loss_bbox_aux: 0.562990 loss_giou_aux: 1.571307 loss_class_dn: 0.360174 loss_bbox_dn: 0.223825 loss_giou_dn: 0.482335 loss_class_aux_dn: 0.813477 loss_bbox_aux_dn: 0.548511 loss_giou_aux_dn: 1.111923 loss: 9.536159 eta: 1 day, 3:25:24 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2662 images/s
[05/11 22:58:19] ppdet.engine INFO: Epoch: [27] [2600/7329] learning_rate: 0.000100 loss_class: 0.683070 loss_bbox: 0.163311 loss_giou: 0.464877 loss_class_aux: 2.215278 loss_bbox_aux: 0.565124 loss_giou_aux: 1.522233 loss_class_dn: 0.376875 loss_bbox_dn: 0.198694 loss_giou_dn: 0.453549 loss_class_aux_dn: 0.830248 loss_bbox_aux_dn: 0.489762 loss_giou_aux_dn: 1.044705 loss: 9.321695 eta: 1 day, 3:24:22 batch_cost: 0.2981 data_cost: 0.0006 ips: 13.4169 images/s
[05/11 22:59:23] ppdet.engine INFO: Epoch: [27] [2800/7329] learning_rate: 0.000100 loss_class: 0.737091 loss_bbox: 0.156776 loss_giou: 0.466985 loss_class_aux: 2.309362 loss_bbox_aux: 0.547530 loss_giou_aux: 1.498814 loss_class_dn: 0.362163 loss_bbox_dn: 0.190287 loss_giou_dn: 0.448410 loss_class_aux_dn: 0.815823 loss_bbox_aux_dn: 0.478867 loss_giou_aux_dn: 1.034701 loss: 9.210957 eta: 1 day, 3:23:18 batch_cost: 0.2886 data_cost: 0.0006 ips: 13.8609 images/s
[05/11 23:00:28] ppdet.engine INFO: Epoch: [27] [3000/7329] learning_rate: 0.000100 loss_class: 0.705401 loss_bbox: 0.173179 loss_giou: 0.422501 loss_class_aux: 2.251207 loss_bbox_aux: 0.566431 loss_giou_aux: 1.418544 loss_class_dn: 0.377433 loss_bbox_dn: 0.197508 loss_giou_dn: 0.455933 loss_class_aux_dn: 0.828712 loss_bbox_aux_dn: 0.490550 loss_giou_aux_dn: 1.045873 loss: 9.589255 eta: 1 day, 3:22:13 batch_cost: 0.2889 data_cost: 0.0006 ips: 13.8434 images/s
[05/11 23:01:33] ppdet.engine INFO: Epoch: [27] [3200/7329] learning_rate: 0.000100 loss_class: 0.749930 loss_bbox: 0.164641 loss_giou: 0.491483 loss_class_aux: 2.392540 loss_bbox_aux: 0.570518 loss_giou_aux: 1.599792 loss_class_dn: 0.401637 loss_bbox_dn: 0.205002 loss_giou_dn: 0.510962 loss_class_aux_dn: 0.893950 loss_bbox_aux_dn: 0.498177 loss_giou_aux_dn: 1.171435 loss: 10.065517 eta: 1 day, 3:21:09 batch_cost: 0.2906 data_cost: 0.0007 ips: 13.7657 images/s
[05/11 23:02:40] ppdet.engine INFO: Epoch: [27] [3400/7329] learning_rate: 0.000100 loss_class: 0.723856 loss_bbox: 0.163260 loss_giou: 0.488732 loss_class_aux: 2.302172 loss_bbox_aux: 0.552453 loss_giou_aux: 1.644362 loss_class_dn: 0.368288 loss_bbox_dn: 0.184648 loss_giou_dn: 0.490244 loss_class_aux_dn: 0.816492 loss_bbox_aux_dn: 0.468854 loss_giou_aux_dn: 1.132097 loss: 9.373066 eta: 1 day, 3:20:09 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2663 images/s
[05/11 23:03:48] ppdet.engine INFO: Epoch: [27] [3600/7329] learning_rate: 0.000100 loss_class: 0.744756 loss_bbox: 0.179178 loss_giou: 0.462302 loss_class_aux: 2.341623 loss_bbox_aux: 0.591766 loss_giou_aux: 1.525518 loss_class_dn: 0.392339 loss_bbox_dn: 0.220345 loss_giou_dn: 0.489297 loss_class_aux_dn: 0.851631 loss_bbox_aux_dn: 0.550033 loss_giou_aux_dn: 1.125992 loss: 10.201309 eta: 1 day, 3:19:09 batch_cost: 0.3034 data_cost: 0.0008 ips: 13.1850 images/s
[05/11 23:04:55] ppdet.engine INFO: Epoch: [27] [3800/7329] learning_rate: 0.000100 loss_class: 0.670379 loss_bbox: 0.154990 loss_giou: 0.449408 loss_class_aux: 2.150856 loss_bbox_aux: 0.534702 loss_giou_aux: 1.450614 loss_class_dn: 0.352116 loss_bbox_dn: 0.196886 loss_giou_dn: 0.445779 loss_class_aux_dn: 0.763026 loss_bbox_aux_dn: 0.522934 loss_giou_aux_dn: 1.029773 loss: 9.069542 eta: 1 day, 3:18:09 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2658 images/s
[05/11 23:06:02] ppdet.engine INFO: Epoch: [27] [4000/7329] learning_rate: 0.000100 loss_class: 0.713314 loss_bbox: 0.176977 loss_giou: 0.491300 loss_class_aux: 2.286724 loss_bbox_aux: 0.596582 loss_giou_aux: 1.645182 loss_class_dn: 0.397092 loss_bbox_dn: 0.209519 loss_giou_dn: 0.508064 loss_class_aux_dn: 0.866277 loss_bbox_aux_dn: 0.533758 loss_giou_aux_dn: 1.151261 loss: 9.881697 eta: 1 day, 3:17:09 batch_cost: 0.3011 data_cost: 0.0008 ips: 13.2861 images/s
[05/11 23:07:10] ppdet.engine INFO: Epoch: [27] [4200/7329] learning_rate: 0.000100 loss_class: 0.730007 loss_bbox: 0.161181 loss_giou: 0.451996 loss_class_aux: 2.340831 loss_bbox_aux: 0.550032 loss_giou_aux: 1.451261 loss_class_dn: 0.377476 loss_bbox_dn: 0.210914 loss_giou_dn: 0.450745 loss_class_aux_dn: 0.836074 loss_bbox_aux_dn: 0.510144 loss_giou_aux_dn: 1.065622 loss: 9.299034 eta: 1 day, 3:16:09 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1584 images/s
[05/11 23:08:18] ppdet.engine INFO: Epoch: [27] [4400/7329] learning_rate: 0.000100 loss_class: 0.729161 loss_bbox: 0.163264 loss_giou: 0.385230 loss_class_aux: 2.265498 loss_bbox_aux: 0.561139 loss_giou_aux: 1.302999 loss_class_dn: 0.360949 loss_bbox_dn: 0.202596 loss_giou_dn: 0.432185 loss_class_aux_dn: 0.816734 loss_bbox_aux_dn: 0.490649 loss_giou_aux_dn: 1.029939 loss: 9.066069 eta: 1 day, 3:15:09 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2987 images/s
[05/11 23:09:25] ppdet.engine INFO: Epoch: [27] [4600/7329] learning_rate: 0.000100 loss_class: 0.695601 loss_bbox: 0.173210 loss_giou: 0.429248 loss_class_aux: 2.199882 loss_bbox_aux: 0.587730 loss_giou_aux: 1.436735 loss_class_dn: 0.357269 loss_bbox_dn: 0.199004 loss_giou_dn: 0.454004 loss_class_aux_dn: 0.791004 loss_bbox_aux_dn: 0.486518 loss_giou_aux_dn: 1.038181 loss: 8.939823 eta: 1 day, 3:14:08 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2833 images/s
[05/11 23:10:33] ppdet.engine INFO: Epoch: [27] [4800/7329] learning_rate: 0.000100 loss_class: 0.703906 loss_bbox: 0.162528 loss_giou: 0.471910 loss_class_aux: 2.289999 loss_bbox_aux: 0.571950 loss_giou_aux: 1.566772 loss_class_dn: 0.371219 loss_bbox_dn: 0.195043 loss_giou_dn: 0.466183 loss_class_aux_dn: 0.847968 loss_bbox_aux_dn: 0.494150 loss_giou_aux_dn: 1.108094 loss: 9.478792 eta: 1 day, 3:13:08 batch_cost: 0.3027 data_cost: 0.0008 ips: 13.2151 images/s
[05/11 23:11:40] ppdet.engine INFO: Epoch: [27] [5000/7329] learning_rate: 0.000100 loss_class: 0.749099 loss_bbox: 0.170739 loss_giou: 0.493208 loss_class_aux: 2.410866 loss_bbox_aux: 0.579257 loss_giou_aux: 1.632993 loss_class_dn: 0.383933 loss_bbox_dn: 0.206585 loss_giou_dn: 0.496449 loss_class_aux_dn: 0.843057 loss_bbox_aux_dn: 0.524167 loss_giou_aux_dn: 1.158588 loss: 10.086592 eta: 1 day, 3:12:08 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2301 images/s
[05/11 23:12:48] ppdet.engine INFO: Epoch: [27] [5200/7329] learning_rate: 0.000100 loss_class: 0.654157 loss_bbox: 0.157223 loss_giou: 0.402426 loss_class_aux: 2.161240 loss_bbox_aux: 0.556609 loss_giou_aux: 1.368552 loss_class_dn: 0.355241 loss_bbox_dn: 0.196823 loss_giou_dn: 0.441960 loss_class_aux_dn: 0.796867 loss_bbox_aux_dn: 0.492526 loss_giou_aux_dn: 1.025920 loss: 8.972546 eta: 1 day, 3:11:09 batch_cost: 0.3056 data_cost: 0.0008 ips: 13.0889 images/s
[05/11 23:13:56] ppdet.engine INFO: Epoch: [27] [5400/7329] learning_rate: 0.000100 loss_class: 0.678195 loss_bbox: 0.149769 loss_giou: 0.399033 loss_class_aux: 2.148351 loss_bbox_aux: 0.529951 loss_giou_aux: 1.322907 loss_class_dn: 0.351935 loss_bbox_dn: 0.191936 loss_giou_dn: 0.425730 loss_class_aux_dn: 0.802674 loss_bbox_aux_dn: 0.495414 loss_giou_aux_dn: 0.996966 loss: 8.877567 eta: 1 day, 3:10:10 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1432 images/s
[05/11 23:15:04] ppdet.engine INFO: Epoch: [27] [5600/7329] learning_rate: 0.000100 loss_class: 0.692419 loss_bbox: 0.167226 loss_giou: 0.414254 loss_class_aux: 2.230104 loss_bbox_aux: 0.582124 loss_giou_aux: 1.341830 loss_class_dn: 0.339872 loss_bbox_dn: 0.206287 loss_giou_dn: 0.428993 loss_class_aux_dn: 0.760249 loss_bbox_aux_dn: 0.506164 loss_giou_aux_dn: 1.012080 loss: 8.951897 eta: 1 day, 3:09:10 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2204 images/s
[05/11 23:16:11] ppdet.engine INFO: Epoch: [27] [5800/7329] learning_rate: 0.000100 loss_class: 0.707326 loss_bbox: 0.162465 loss_giou: 0.446202 loss_class_aux: 2.237775 loss_bbox_aux: 0.578886 loss_giou_aux: 1.508818 loss_class_dn: 0.374398 loss_bbox_dn: 0.203728 loss_giou_dn: 0.465878 loss_class_aux_dn: 0.828540 loss_bbox_aux_dn: 0.530995 loss_giou_aux_dn: 1.069423 loss: 9.378916 eta: 1 day, 3:08:11 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1362 images/s
[05/11 23:17:19] ppdet.engine INFO: Epoch: [27] [6000/7329] learning_rate: 0.000100 loss_class: 0.702460 loss_bbox: 0.162534 loss_giou: 0.428020 loss_class_aux: 2.243640 loss_bbox_aux: 0.549123 loss_giou_aux: 1.351129 loss_class_dn: 0.346821 loss_bbox_dn: 0.206233 loss_giou_dn: 0.424108 loss_class_aux_dn: 0.763780 loss_bbox_aux_dn: 0.513804 loss_giou_aux_dn: 0.982592 loss: 8.721045 eta: 1 day, 3:07:11 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2175 images/s
[05/11 23:18:27] ppdet.engine INFO: Epoch: [27] [6200/7329] learning_rate: 0.000100 loss_class: 0.690556 loss_bbox: 0.159960 loss_giou: 0.424123 loss_class_aux: 2.244663 loss_bbox_aux: 0.501929 loss_giou_aux: 1.370871 loss_class_dn: 0.362832 loss_bbox_dn: 0.197579 loss_giou_dn: 0.431162 loss_class_aux_dn: 0.798039 loss_bbox_aux_dn: 0.499505 loss_giou_aux_dn: 1.017990 loss: 9.126448 eta: 1 day, 3:06:11 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1957 images/s
[05/11 23:19:34] ppdet.engine INFO: Epoch: [27] [6400/7329] learning_rate: 0.000100 loss_class: 0.715451 loss_bbox: 0.171596 loss_giou: 0.414962 loss_class_aux: 2.291958 loss_bbox_aux: 0.588771 loss_giou_aux: 1.388407 loss_class_dn: 0.365454 loss_bbox_dn: 0.210322 loss_giou_dn: 0.454379 loss_class_aux_dn: 0.806784 loss_bbox_aux_dn: 0.514434 loss_giou_aux_dn: 1.062317 loss: 9.118935 eta: 1 day, 3:05:11 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1969 images/s
[05/11 23:20:42] ppdet.engine INFO: Epoch: [27] [6600/7329] learning_rate: 0.000100 loss_class: 0.699815 loss_bbox: 0.168916 loss_giou: 0.426207 loss_class_aux: 2.328887 loss_bbox_aux: 0.547868 loss_giou_aux: 1.390385 loss_class_dn: 0.361693 loss_bbox_dn: 0.187758 loss_giou_dn: 0.416070 loss_class_aux_dn: 0.789183 loss_bbox_aux_dn: 0.475960 loss_giou_aux_dn: 0.954890 loss: 9.116459 eta: 1 day, 3:04:11 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2923 images/s
[05/11 23:21:51] ppdet.engine INFO: Epoch: [27] [6800/7329] learning_rate: 0.000100 loss_class: 0.702573 loss_bbox: 0.170315 loss_giou: 0.463231 loss_class_aux: 2.313519 loss_bbox_aux: 0.585878 loss_giou_aux: 1.466983 loss_class_dn: 0.364486 loss_bbox_dn: 0.210657 loss_giou_dn: 0.468232 loss_class_aux_dn: 0.816528 loss_bbox_aux_dn: 0.529857 loss_giou_aux_dn: 1.077345 loss: 9.274698 eta: 1 day, 3:03:13 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9565 images/s
[05/11 23:22:58] ppdet.engine INFO: Epoch: [27] [7000/7329] learning_rate: 0.000100 loss_class: 0.692062 loss_bbox: 0.158990 loss_giou: 0.372241 loss_class_aux: 2.159115 loss_bbox_aux: 0.537581 loss_giou_aux: 1.170030 loss_class_dn: 0.340031 loss_bbox_dn: 0.200426 loss_giou_dn: 0.396796 loss_class_aux_dn: 0.747291 loss_bbox_aux_dn: 0.522260 loss_giou_aux_dn: 0.921712 loss: 8.663864 eta: 1 day, 3:02:12 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2673 images/s
[05/11 23:24:06] ppdet.engine INFO: Epoch: [27] [7200/7329] learning_rate: 0.000100 loss_class: 0.711476 loss_bbox: 0.155895 loss_giou: 0.451451 loss_class_aux: 2.253820 loss_bbox_aux: 0.553117 loss_giou_aux: 1.439233 loss_class_dn: 0.363352 loss_bbox_dn: 0.186850 loss_giou_dn: 0.479701 loss_class_aux_dn: 0.795875 loss_bbox_aux_dn: 0.492025 loss_giou_aux_dn: 1.077309 loss: 9.456838 eta: 1 day, 3:01:12 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2063 images/s
[05/11 23:24:52] ppdet.engine INFO: Eval iter: 0
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[05/11 23:25:35] ppdet.engine INFO: Eval iter: 700
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[05/11 23:25:53] ppdet.engine INFO: Eval iter: 1000
[05/11 23:26:00] ppdet.engine INFO: Eval iter: 1100
[05/11 23:26:06] ppdet.engine INFO: Eval iter: 1200
[05/11 23:26:29] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/11 23:26:30] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.05s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.29s).
Accumulating evaluation results...
DONE (t=23.85s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.435
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.601
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.469
 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 ] = 0.467
 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 ] = 0.348
 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 ] = 0.668
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.460
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.716
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.858
[05/11 23:28:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.24983239882798
[05/11 23:28:51] ppdet.engine INFO: Best test bbox ap is 0.435.
[05/11 23:28:53] ppdet.engine INFO: Epoch: [28] [   0/7329] learning_rate: 0.000100 loss_class: 0.740299 loss_bbox: 0.169912 loss_giou: 0.457606 loss_class_aux: 2.405545 loss_bbox_aux: 0.584120 loss_giou_aux: 1.496133 loss_class_dn: 0.393406 loss_bbox_dn: 0.211487 loss_giou_dn: 0.477044 loss_class_aux_dn: 0.855098 loss_bbox_aux_dn: 0.536353 loss_giou_aux_dn: 1.109367 loss: 9.723765 eta: 1 day, 3:00:34 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1639 images/s
[05/11 23:30:02] ppdet.engine INFO: Epoch: [28] [ 200/7329] learning_rate: 0.000100 loss_class: 0.704457 loss_bbox: 0.160638 loss_giou: 0.448349 loss_class_aux: 2.240916 loss_bbox_aux: 0.535414 loss_giou_aux: 1.557930 loss_class_dn: 0.376553 loss_bbox_dn: 0.186136 loss_giou_dn: 0.506686 loss_class_aux_dn: 0.831982 loss_bbox_aux_dn: 0.467757 loss_giou_aux_dn: 1.124944 loss: 9.739191 eta: 1 day, 2:59:35 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0526 images/s
[05/11 23:31:12] ppdet.engine INFO: Epoch: [28] [ 400/7329] learning_rate: 0.000100 loss_class: 0.743036 loss_bbox: 0.166393 loss_giou: 0.482895 loss_class_aux: 2.330885 loss_bbox_aux: 0.587194 loss_giou_aux: 1.646369 loss_class_dn: 0.396203 loss_bbox_dn: 0.192804 loss_giou_dn: 0.503127 loss_class_aux_dn: 0.872363 loss_bbox_aux_dn: 0.484875 loss_giou_aux_dn: 1.180513 loss: 10.107100 eta: 1 day, 2:58:38 batch_cost: 0.3128 data_cost: 0.0007 ips: 12.7893 images/s
[05/11 23:32:21] ppdet.engine INFO: Epoch: [28] [ 600/7329] learning_rate: 0.000100 loss_class: 0.771512 loss_bbox: 0.170246 loss_giou: 0.455111 loss_class_aux: 2.411611 loss_bbox_aux: 0.585995 loss_giou_aux: 1.499345 loss_class_dn: 0.374580 loss_bbox_dn: 0.228111 loss_giou_dn: 0.455267 loss_class_aux_dn: 0.854793 loss_bbox_aux_dn: 0.560178 loss_giou_aux_dn: 1.072224 loss: 9.984934 eta: 1 day, 2:57:40 batch_cost: 0.3095 data_cost: 0.0007 ips: 12.9243 images/s
[05/11 23:33:30] ppdet.engine INFO: Epoch: [28] [ 800/7329] learning_rate: 0.000100 loss_class: 0.662377 loss_bbox: 0.155348 loss_giou: 0.459904 loss_class_aux: 2.185618 loss_bbox_aux: 0.539802 loss_giou_aux: 1.527400 loss_class_dn: 0.366134 loss_bbox_dn: 0.185131 loss_giou_dn: 0.451895 loss_class_aux_dn: 0.795934 loss_bbox_aux_dn: 0.447984 loss_giou_aux_dn: 1.065969 loss: 9.412277 eta: 1 day, 2:56:43 batch_cost: 0.3099 data_cost: 0.0007 ips: 12.9090 images/s
[05/11 23:34:39] ppdet.engine INFO: Epoch: [28] [1000/7329] learning_rate: 0.000100 loss_class: 0.723724 loss_bbox: 0.162443 loss_giou: 0.475987 loss_class_aux: 2.334847 loss_bbox_aux: 0.546923 loss_giou_aux: 1.579048 loss_class_dn: 0.384884 loss_bbox_dn: 0.194697 loss_giou_dn: 0.485502 loss_class_aux_dn: 0.845422 loss_bbox_aux_dn: 0.483072 loss_giou_aux_dn: 1.101818 loss: 9.595419 eta: 1 day, 2:55:44 batch_cost: 0.3079 data_cost: 0.0008 ips: 12.9923 images/s
[05/11 23:35:48] ppdet.engine INFO: Epoch: [28] [1200/7329] learning_rate: 0.000100 loss_class: 0.740240 loss_bbox: 0.176848 loss_giou: 0.489861 loss_class_aux: 2.374192 loss_bbox_aux: 0.599648 loss_giou_aux: 1.579917 loss_class_dn: 0.395742 loss_bbox_dn: 0.201096 loss_giou_dn: 0.492326 loss_class_aux_dn: 0.854408 loss_bbox_aux_dn: 0.506078 loss_giou_aux_dn: 1.133272 loss: 9.987120 eta: 1 day, 2:54:45 batch_cost: 0.3063 data_cost: 0.0008 ips: 13.0577 images/s
[05/11 23:36:57] ppdet.engine INFO: Epoch: [28] [1400/7329] learning_rate: 0.000100 loss_class: 0.695114 loss_bbox: 0.155313 loss_giou: 0.405517 loss_class_aux: 2.183666 loss_bbox_aux: 0.538318 loss_giou_aux: 1.347605 loss_class_dn: 0.361997 loss_bbox_dn: 0.197078 loss_giou_dn: 0.426913 loss_class_aux_dn: 0.792630 loss_bbox_aux_dn: 0.510814 loss_giou_aux_dn: 1.009230 loss: 8.968342 eta: 1 day, 2:53:47 batch_cost: 0.3089 data_cost: 0.0007 ips: 12.9488 images/s
[05/11 23:38:05] ppdet.engine INFO: Epoch: [28] [1600/7329] learning_rate: 0.000100 loss_class: 0.747934 loss_bbox: 0.160051 loss_giou: 0.484635 loss_class_aux: 2.415768 loss_bbox_aux: 0.555776 loss_giou_aux: 1.599964 loss_class_dn: 0.392115 loss_bbox_dn: 0.191795 loss_giou_dn: 0.464810 loss_class_aux_dn: 0.861789 loss_bbox_aux_dn: 0.482344 loss_giou_aux_dn: 1.108149 loss: 9.733522 eta: 1 day, 2:52:48 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0705 images/s
[05/11 23:39:14] ppdet.engine INFO: Epoch: [28] [1800/7329] learning_rate: 0.000100 loss_class: 0.713864 loss_bbox: 0.161651 loss_giou: 0.464433 loss_class_aux: 2.288438 loss_bbox_aux: 0.555234 loss_giou_aux: 1.451529 loss_class_dn: 0.379868 loss_bbox_dn: 0.202718 loss_giou_dn: 0.480169 loss_class_aux_dn: 0.867498 loss_bbox_aux_dn: 0.517815 loss_giou_aux_dn: 1.110734 loss: 9.832002 eta: 1 day, 2:51:51 batch_cost: 0.3104 data_cost: 0.0007 ips: 12.8882 images/s
[05/11 23:40:24] ppdet.engine INFO: Epoch: [28] [2000/7329] learning_rate: 0.000100 loss_class: 0.707614 loss_bbox: 0.166368 loss_giou: 0.457918 loss_class_aux: 2.324006 loss_bbox_aux: 0.555550 loss_giou_aux: 1.487070 loss_class_dn: 0.373306 loss_bbox_dn: 0.181863 loss_giou_dn: 0.456000 loss_class_aux_dn: 0.821876 loss_bbox_aux_dn: 0.467516 loss_giou_aux_dn: 1.056962 loss: 9.416697 eta: 1 day, 2:50:53 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9647 images/s
[05/11 23:41:32] ppdet.engine INFO: Epoch: [28] [2200/7329] learning_rate: 0.000100 loss_class: 0.692785 loss_bbox: 0.163490 loss_giou: 0.412296 loss_class_aux: 2.211401 loss_bbox_aux: 0.570984 loss_giou_aux: 1.347550 loss_class_dn: 0.353231 loss_bbox_dn: 0.196178 loss_giou_dn: 0.450445 loss_class_aux_dn: 0.786320 loss_bbox_aux_dn: 0.512645 loss_giou_aux_dn: 1.065725 loss: 9.093082 eta: 1 day, 2:49:54 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0311 images/s
[05/11 23:42:41] ppdet.engine INFO: Epoch: [28] [2400/7329] learning_rate: 0.000100 loss_class: 0.752764 loss_bbox: 0.179055 loss_giou: 0.442272 loss_class_aux: 2.411651 loss_bbox_aux: 0.591099 loss_giou_aux: 1.433999 loss_class_dn: 0.399116 loss_bbox_dn: 0.220138 loss_giou_dn: 0.481735 loss_class_aux_dn: 0.878728 loss_bbox_aux_dn: 0.536407 loss_giou_aux_dn: 1.081098 loss: 9.746616 eta: 1 day, 2:48:55 batch_cost: 0.3072 data_cost: 0.0007 ips: 13.0211 images/s
[05/11 23:43:49] ppdet.engine INFO: Epoch: [28] [2600/7329] learning_rate: 0.000100 loss_class: 0.751526 loss_bbox: 0.169559 loss_giou: 0.419565 loss_class_aux: 2.427112 loss_bbox_aux: 0.580589 loss_giou_aux: 1.396626 loss_class_dn: 0.362409 loss_bbox_dn: 0.209685 loss_giou_dn: 0.449943 loss_class_aux_dn: 0.817565 loss_bbox_aux_dn: 0.529628 loss_giou_aux_dn: 1.068915 loss: 9.520437 eta: 1 day, 2:47:56 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0951 images/s
[05/11 23:44:58] ppdet.engine INFO: Epoch: [28] [2800/7329] learning_rate: 0.000100 loss_class: 0.733800 loss_bbox: 0.157173 loss_giou: 0.446455 loss_class_aux: 2.363745 loss_bbox_aux: 0.543941 loss_giou_aux: 1.457402 loss_class_dn: 0.362293 loss_bbox_dn: 0.202865 loss_giou_dn: 0.477276 loss_class_aux_dn: 0.812501 loss_bbox_aux_dn: 0.512298 loss_giou_aux_dn: 1.082437 loss: 9.272577 eta: 1 day, 2:46:57 batch_cost: 0.3057 data_cost: 0.0010 ips: 13.0861 images/s
[05/11 23:46:07] ppdet.engine INFO: Epoch: [28] [3000/7329] learning_rate: 0.000100 loss_class: 0.727040 loss_bbox: 0.162864 loss_giou: 0.445132 loss_class_aux: 2.291908 loss_bbox_aux: 0.588172 loss_giou_aux: 1.517148 loss_class_dn: 0.366921 loss_bbox_dn: 0.206344 loss_giou_dn: 0.459234 loss_class_aux_dn: 0.814518 loss_bbox_aux_dn: 0.521201 loss_giou_aux_dn: 1.059019 loss: 9.268848 eta: 1 day, 2:45:59 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9201 images/s
[05/11 23:47:15] ppdet.engine INFO: Epoch: [28] [3200/7329] learning_rate: 0.000100 loss_class: 0.717925 loss_bbox: 0.160662 loss_giou: 0.470857 loss_class_aux: 2.295441 loss_bbox_aux: 0.551131 loss_giou_aux: 1.521118 loss_class_dn: 0.387809 loss_bbox_dn: 0.187350 loss_giou_dn: 0.504302 loss_class_aux_dn: 0.866426 loss_bbox_aux_dn: 0.480106 loss_giou_aux_dn: 1.136784 loss: 9.579529 eta: 1 day, 2:45:00 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0530 images/s
[05/11 23:48:24] ppdet.engine INFO: Epoch: [28] [3400/7329] learning_rate: 0.000100 loss_class: 0.708909 loss_bbox: 0.174892 loss_giou: 0.490395 loss_class_aux: 2.226794 loss_bbox_aux: 0.589392 loss_giou_aux: 1.594870 loss_class_dn: 0.371358 loss_bbox_dn: 0.203682 loss_giou_dn: 0.465986 loss_class_aux_dn: 0.832430 loss_bbox_aux_dn: 0.510771 loss_giou_aux_dn: 1.063469 loss: 9.577139 eta: 1 day, 2:44:03 batch_cost: 0.3112 data_cost: 0.0007 ips: 12.8550 images/s
[05/11 23:49:34] ppdet.engine INFO: Epoch: [28] [3600/7329] learning_rate: 0.000100 loss_class: 0.692292 loss_bbox: 0.165544 loss_giou: 0.409097 loss_class_aux: 2.209849 loss_bbox_aux: 0.570904 loss_giou_aux: 1.407385 loss_class_dn: 0.353790 loss_bbox_dn: 0.209877 loss_giou_dn: 0.456219 loss_class_aux_dn: 0.802850 loss_bbox_aux_dn: 0.531443 loss_giou_aux_dn: 1.056064 loss: 8.977730 eta: 1 day, 2:43:06 batch_cost: 0.3129 data_cost: 0.0007 ips: 12.7818 images/s
[05/11 23:50:42] ppdet.engine INFO: Epoch: [28] [3800/7329] learning_rate: 0.000100 loss_class: 0.667299 loss_bbox: 0.160692 loss_giou: 0.420308 loss_class_aux: 2.131249 loss_bbox_aux: 0.520881 loss_giou_aux: 1.437865 loss_class_dn: 0.348367 loss_bbox_dn: 0.202489 loss_giou_dn: 0.463153 loss_class_aux_dn: 0.788018 loss_bbox_aux_dn: 0.515699 loss_giou_aux_dn: 1.038699 loss: 8.932791 eta: 1 day, 2:42:07 batch_cost: 0.3049 data_cost: 0.0008 ips: 13.1178 images/s
[05/11 23:51:51] ppdet.engine INFO: Epoch: [28] [4000/7329] learning_rate: 0.000100 loss_class: 0.640320 loss_bbox: 0.154500 loss_giou: 0.426233 loss_class_aux: 2.080823 loss_bbox_aux: 0.516808 loss_giou_aux: 1.391730 loss_class_dn: 0.350657 loss_bbox_dn: 0.178889 loss_giou_dn: 0.409573 loss_class_aux_dn: 0.789915 loss_bbox_aux_dn: 0.456077 loss_giou_aux_dn: 0.952930 loss: 8.617674 eta: 1 day, 2:41:08 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0814 images/s
[05/11 23:53:00] ppdet.engine INFO: Epoch: [28] [4200/7329] learning_rate: 0.000100 loss_class: 0.738535 loss_bbox: 0.165988 loss_giou: 0.414791 loss_class_aux: 2.369612 loss_bbox_aux: 0.587724 loss_giou_aux: 1.304143 loss_class_dn: 0.357360 loss_bbox_dn: 0.211241 loss_giou_dn: 0.428221 loss_class_aux_dn: 0.803706 loss_bbox_aux_dn: 0.537236 loss_giou_aux_dn: 0.992193 loss: 9.100990 eta: 1 day, 2:40:10 batch_cost: 0.3086 data_cost: 0.0007 ips: 12.9637 images/s
[05/11 23:54:09] ppdet.engine INFO: Epoch: [28] [4400/7329] learning_rate: 0.000100 loss_class: 0.723365 loss_bbox: 0.181779 loss_giou: 0.461838 loss_class_aux: 2.294258 loss_bbox_aux: 0.606348 loss_giou_aux: 1.487770 loss_class_dn: 0.363514 loss_bbox_dn: 0.217997 loss_giou_dn: 0.452996 loss_class_aux_dn: 0.801998 loss_bbox_aux_dn: 0.534631 loss_giou_aux_dn: 1.046081 loss: 9.401827 eta: 1 day, 2:39:12 batch_cost: 0.3107 data_cost: 0.0008 ips: 12.8722 images/s
[05/11 23:55:17] ppdet.engine INFO: Epoch: [28] [4600/7329] learning_rate: 0.000100 loss_class: 0.688852 loss_bbox: 0.164179 loss_giou: 0.465571 loss_class_aux: 2.210487 loss_bbox_aux: 0.563016 loss_giou_aux: 1.511347 loss_class_dn: 0.374473 loss_bbox_dn: 0.190921 loss_giou_dn: 0.453598 loss_class_aux_dn: 0.824004 loss_bbox_aux_dn: 0.479630 loss_giou_aux_dn: 1.078513 loss: 9.236776 eta: 1 day, 2:38:12 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1833 images/s
[05/11 23:56:24] ppdet.engine INFO: Epoch: [28] [4800/7329] learning_rate: 0.000100 loss_class: 0.748014 loss_bbox: 0.166997 loss_giou: 0.496616 loss_class_aux: 2.311659 loss_bbox_aux: 0.574495 loss_giou_aux: 1.632526 loss_class_dn: 0.399894 loss_bbox_dn: 0.204196 loss_giou_dn: 0.505284 loss_class_aux_dn: 0.868902 loss_bbox_aux_dn: 0.487951 loss_giou_aux_dn: 1.202384 loss: 9.879107 eta: 1 day, 2:37:11 batch_cost: 0.2997 data_cost: 0.0006 ips: 13.3470 images/s
[05/11 23:57:29] ppdet.engine INFO: Epoch: [28] [5000/7329] learning_rate: 0.000100 loss_class: 0.664651 loss_bbox: 0.149222 loss_giou: 0.417032 loss_class_aux: 2.158895 loss_bbox_aux: 0.513751 loss_giou_aux: 1.390219 loss_class_dn: 0.365480 loss_bbox_dn: 0.171460 loss_giou_dn: 0.424246 loss_class_aux_dn: 0.794888 loss_bbox_aux_dn: 0.458843 loss_giou_aux_dn: 1.022028 loss: 8.776011 eta: 1 day, 2:36:09 batch_cost: 0.2945 data_cost: 0.0007 ips: 13.5834 images/s
[05/11 23:58:34] ppdet.engine INFO: Epoch: [28] [5200/7329] learning_rate: 0.000100 loss_class: 0.717126 loss_bbox: 0.162901 loss_giou: 0.424558 loss_class_aux: 2.367258 loss_bbox_aux: 0.560041 loss_giou_aux: 1.402621 loss_class_dn: 0.367309 loss_bbox_dn: 0.205043 loss_giou_dn: 0.452306 loss_class_aux_dn: 0.824456 loss_bbox_aux_dn: 0.521451 loss_giou_aux_dn: 1.043578 loss: 9.271564 eta: 1 day, 2:35:04 batch_cost: 0.2885 data_cost: 0.0007 ips: 13.8665 images/s
[05/11 23:59:39] ppdet.engine INFO: Epoch: [28] [5400/7329] learning_rate: 0.000100 loss_class: 0.727365 loss_bbox: 0.173156 loss_giou: 0.423080 loss_class_aux: 2.291745 loss_bbox_aux: 0.583932 loss_giou_aux: 1.474474 loss_class_dn: 0.371286 loss_bbox_dn: 0.201244 loss_giou_dn: 0.459349 loss_class_aux_dn: 0.818482 loss_bbox_aux_dn: 0.506307 loss_giou_aux_dn: 1.053309 loss: 9.321691 eta: 1 day, 2:34:02 batch_cost: 0.2934 data_cost: 0.0006 ips: 13.6347 images/s
[05/12 00:00:47] ppdet.engine INFO: Epoch: [28] [5600/7329] learning_rate: 0.000100 loss_class: 0.745710 loss_bbox: 0.166804 loss_giou: 0.449925 loss_class_aux: 2.385544 loss_bbox_aux: 0.559871 loss_giou_aux: 1.460965 loss_class_dn: 0.381256 loss_bbox_dn: 0.202818 loss_giou_dn: 0.468343 loss_class_aux_dn: 0.847218 loss_bbox_aux_dn: 0.514803 loss_giou_aux_dn: 1.097060 loss: 9.606655 eta: 1 day, 2:33:02 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1816 images/s
[05/12 00:01:55] ppdet.engine INFO: Epoch: [28] [5800/7329] learning_rate: 0.000100 loss_class: 0.688844 loss_bbox: 0.156666 loss_giou: 0.401157 loss_class_aux: 2.210497 loss_bbox_aux: 0.531734 loss_giou_aux: 1.330682 loss_class_dn: 0.340150 loss_bbox_dn: 0.196330 loss_giou_dn: 0.409605 loss_class_aux_dn: 0.756539 loss_bbox_aux_dn: 0.493015 loss_giou_aux_dn: 0.973115 loss: 8.492393 eta: 1 day, 2:32:02 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1645 images/s
[05/12 00:03:04] ppdet.engine INFO: Epoch: [28] [6000/7329] learning_rate: 0.000100 loss_class: 0.723645 loss_bbox: 0.159347 loss_giou: 0.439497 loss_class_aux: 2.237378 loss_bbox_aux: 0.528595 loss_giou_aux: 1.446060 loss_class_dn: 0.366243 loss_bbox_dn: 0.187482 loss_giou_dn: 0.431204 loss_class_aux_dn: 0.795242 loss_bbox_aux_dn: 0.480738 loss_giou_aux_dn: 1.027423 loss: 8.998175 eta: 1 day, 2:31:04 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9903 images/s
[05/12 00:04:13] ppdet.engine INFO: Epoch: [28] [6200/7329] learning_rate: 0.000100 loss_class: 0.741347 loss_bbox: 0.159269 loss_giou: 0.457818 loss_class_aux: 2.345742 loss_bbox_aux: 0.551565 loss_giou_aux: 1.484619 loss_class_dn: 0.372226 loss_bbox_dn: 0.196377 loss_giou_dn: 0.479523 loss_class_aux_dn: 0.835966 loss_bbox_aux_dn: 0.500151 loss_giou_aux_dn: 1.116191 loss: 9.583208 eta: 1 day, 2:30:05 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9840 images/s
[05/12 00:05:21] ppdet.engine INFO: Epoch: [28] [6400/7329] learning_rate: 0.000100 loss_class: 0.668239 loss_bbox: 0.148441 loss_giou: 0.438913 loss_class_aux: 2.163624 loss_bbox_aux: 0.526073 loss_giou_aux: 1.385313 loss_class_dn: 0.354825 loss_bbox_dn: 0.201070 loss_giou_dn: 0.437273 loss_class_aux_dn: 0.789294 loss_bbox_aux_dn: 0.498972 loss_giou_aux_dn: 1.027590 loss: 8.880627 eta: 1 day, 2:29:05 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2533 images/s
[05/12 00:06:28] ppdet.engine INFO: Epoch: [28] [6600/7329] learning_rate: 0.000100 loss_class: 0.704265 loss_bbox: 0.166466 loss_giou: 0.425134 loss_class_aux: 2.248355 loss_bbox_aux: 0.569820 loss_giou_aux: 1.445561 loss_class_dn: 0.369178 loss_bbox_dn: 0.190988 loss_giou_dn: 0.450497 loss_class_aux_dn: 0.810445 loss_bbox_aux_dn: 0.506580 loss_giou_aux_dn: 1.071385 loss: 9.287397 eta: 1 day, 2:28:05 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2141 images/s
[05/12 00:07:37] ppdet.engine INFO: Epoch: [28] [6800/7329] learning_rate: 0.000100 loss_class: 0.720887 loss_bbox: 0.172744 loss_giou: 0.438493 loss_class_aux: 2.300425 loss_bbox_aux: 0.580404 loss_giou_aux: 1.455339 loss_class_dn: 0.364435 loss_bbox_dn: 0.211911 loss_giou_dn: 0.436725 loss_class_aux_dn: 0.814547 loss_bbox_aux_dn: 0.526471 loss_giou_aux_dn: 1.027280 loss: 9.666695 eta: 1 day, 2:27:07 batch_cost: 0.3080 data_cost: 0.0008 ips: 12.9863 images/s
[05/12 00:08:46] ppdet.engine INFO: Epoch: [28] [7000/7329] learning_rate: 0.000100 loss_class: 0.768215 loss_bbox: 0.161560 loss_giou: 0.484265 loss_class_aux: 2.461180 loss_bbox_aux: 0.573832 loss_giou_aux: 1.633698 loss_class_dn: 0.398787 loss_bbox_dn: 0.195750 loss_giou_dn: 0.480115 loss_class_aux_dn: 0.865672 loss_bbox_aux_dn: 0.492095 loss_giou_aux_dn: 1.120173 loss: 10.146048 eta: 1 day, 2:26:08 batch_cost: 0.3074 data_cost: 0.0008 ips: 13.0119 images/s
[05/12 00:09:53] ppdet.engine INFO: Epoch: [28] [7200/7329] learning_rate: 0.000100 loss_class: 0.736888 loss_bbox: 0.164359 loss_giou: 0.456830 loss_class_aux: 2.371789 loss_bbox_aux: 0.548038 loss_giou_aux: 1.557282 loss_class_dn: 0.378900 loss_bbox_dn: 0.205235 loss_giou_dn: 0.472019 loss_class_aux_dn: 0.845141 loss_bbox_aux_dn: 0.517226 loss_giou_aux_dn: 1.101849 loss: 9.944633 eta: 1 day, 2:25:08 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2067 images/s
[05/12 00:10:39] ppdet.engine INFO: Eval iter: 0
[05/12 00:10:45] ppdet.engine INFO: Eval iter: 100
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[05/12 00:11:04] ppdet.engine INFO: Eval iter: 400
[05/12 00:11:10] ppdet.engine INFO: Eval iter: 500
[05/12 00:11:16] ppdet.engine INFO: Eval iter: 600
[05/12 00:11:23] ppdet.engine INFO: Eval iter: 700
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[05/12 00:11:35] ppdet.engine INFO: Eval iter: 900
[05/12 00:11:41] ppdet.engine INFO: Eval iter: 1000
[05/12 00:11:48] ppdet.engine INFO: Eval iter: 1100
[05/12 00:11:53] ppdet.engine INFO: Eval iter: 1200
[05/12 00:12:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/12 00:12:18] 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=100.78s).
Accumulating evaluation results...
DONE (t=23.95s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.436
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.602
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.471
 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 ] = 0.470
 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 ] = 0.349
 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 ] = 0.668
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.459
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.717
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.847
[05/12 00:14:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.19778925879486
[05/12 00:14:40] ppdet.engine INFO: Best test bbox ap is 0.436.
[05/12 00:14:42] ppdet.engine INFO: Epoch: [29] [   0/7329] learning_rate: 0.000100 loss_class: 0.712745 loss_bbox: 0.171085 loss_giou: 0.415756 loss_class_aux: 2.359204 loss_bbox_aux: 0.576194 loss_giou_aux: 1.353477 loss_class_dn: 0.374626 loss_bbox_dn: 0.208214 loss_giou_dn: 0.450582 loss_class_aux_dn: 0.830769 loss_bbox_aux_dn: 0.521614 loss_giou_aux_dn: 1.042715 loss: 9.443979 eta: 1 day, 2:24:29 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1347 images/s
[05/12 00:15:50] ppdet.engine INFO: Epoch: [29] [ 200/7329] learning_rate: 0.000100 loss_class: 0.697439 loss_bbox: 0.161325 loss_giou: 0.425130 loss_class_aux: 2.214695 loss_bbox_aux: 0.522946 loss_giou_aux: 1.464739 loss_class_dn: 0.368549 loss_bbox_dn: 0.187924 loss_giou_dn: 0.466526 loss_class_aux_dn: 0.817036 loss_bbox_aux_dn: 0.484097 loss_giou_aux_dn: 1.086958 loss: 9.215830 eta: 1 day, 2:23:29 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2284 images/s
[05/12 00:16:59] ppdet.engine INFO: Epoch: [29] [ 400/7329] learning_rate: 0.000100 loss_class: 0.681416 loss_bbox: 0.160771 loss_giou: 0.432349 loss_class_aux: 2.179810 loss_bbox_aux: 0.556341 loss_giou_aux: 1.433541 loss_class_dn: 0.362008 loss_bbox_dn: 0.203024 loss_giou_dn: 0.457219 loss_class_aux_dn: 0.818256 loss_bbox_aux_dn: 0.513374 loss_giou_aux_dn: 1.031110 loss: 9.177078 eta: 1 day, 2:22:30 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0974 images/s
[05/12 00:18:07] ppdet.engine INFO: Epoch: [29] [ 600/7329] learning_rate: 0.000100 loss_class: 0.706385 loss_bbox: 0.164925 loss_giou: 0.451851 loss_class_aux: 2.275981 loss_bbox_aux: 0.565249 loss_giou_aux: 1.444705 loss_class_dn: 0.361105 loss_bbox_dn: 0.206441 loss_giou_dn: 0.449709 loss_class_aux_dn: 0.793150 loss_bbox_aux_dn: 0.524428 loss_giou_aux_dn: 1.035339 loss: 9.062718 eta: 1 day, 2:21:31 batch_cost: 0.3060 data_cost: 0.0008 ips: 13.0725 images/s
[05/12 00:19:15] ppdet.engine INFO: Epoch: [29] [ 800/7329] learning_rate: 0.000100 loss_class: 0.757427 loss_bbox: 0.168220 loss_giou: 0.460508 loss_class_aux: 2.425497 loss_bbox_aux: 0.592128 loss_giou_aux: 1.533757 loss_class_dn: 0.385694 loss_bbox_dn: 0.207599 loss_giou_dn: 0.472766 loss_class_aux_dn: 0.864102 loss_bbox_aux_dn: 0.529029 loss_giou_aux_dn: 1.110546 loss: 10.053187 eta: 1 day, 2:20:31 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1778 images/s
[05/12 00:20:22] ppdet.engine INFO: Epoch: [29] [1000/7329] learning_rate: 0.000100 loss_class: 0.735183 loss_bbox: 0.152732 loss_giou: 0.393518 loss_class_aux: 2.287280 loss_bbox_aux: 0.550000 loss_giou_aux: 1.317434 loss_class_dn: 0.349338 loss_bbox_dn: 0.206911 loss_giou_dn: 0.427262 loss_class_aux_dn: 0.781724 loss_bbox_aux_dn: 0.500699 loss_giou_aux_dn: 1.002659 loss: 9.242756 eta: 1 day, 2:19:31 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2356 images/s
[05/12 00:21:31] ppdet.engine INFO: Epoch: [29] [1200/7329] learning_rate: 0.000100 loss_class: 0.711887 loss_bbox: 0.162776 loss_giou: 0.423696 loss_class_aux: 2.311363 loss_bbox_aux: 0.531549 loss_giou_aux: 1.387356 loss_class_dn: 0.371288 loss_bbox_dn: 0.203920 loss_giou_dn: 0.443010 loss_class_aux_dn: 0.830083 loss_bbox_aux_dn: 0.509470 loss_giou_aux_dn: 1.027578 loss: 8.993016 eta: 1 day, 2:18:32 batch_cost: 0.3077 data_cost: 0.0007 ips: 13.0014 images/s
[05/12 00:22:39] ppdet.engine INFO: Epoch: [29] [1400/7329] learning_rate: 0.000100 loss_class: 0.689859 loss_bbox: 0.163433 loss_giou: 0.435971 loss_class_aux: 2.229072 loss_bbox_aux: 0.561833 loss_giou_aux: 1.431077 loss_class_dn: 0.373346 loss_bbox_dn: 0.199690 loss_giou_dn: 0.455378 loss_class_aux_dn: 0.799060 loss_bbox_aux_dn: 0.510434 loss_giou_aux_dn: 1.041452 loss: 8.852369 eta: 1 day, 2:17:33 batch_cost: 0.3037 data_cost: 0.0008 ips: 13.1707 images/s
[05/12 00:23:46] ppdet.engine INFO: Epoch: [29] [1600/7329] learning_rate: 0.000100 loss_class: 0.685076 loss_bbox: 0.149100 loss_giou: 0.403418 loss_class_aux: 2.188002 loss_bbox_aux: 0.530798 loss_giou_aux: 1.319388 loss_class_dn: 0.360417 loss_bbox_dn: 0.176162 loss_giou_dn: 0.431327 loss_class_aux_dn: 0.802033 loss_bbox_aux_dn: 0.466619 loss_giou_aux_dn: 0.985993 loss: 8.775076 eta: 1 day, 2:16:33 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2215 images/s
[05/12 00:24:55] ppdet.engine INFO: Epoch: [29] [1800/7329] learning_rate: 0.000100 loss_class: 0.740748 loss_bbox: 0.156392 loss_giou: 0.435399 loss_class_aux: 2.338198 loss_bbox_aux: 0.559404 loss_giou_aux: 1.413630 loss_class_dn: 0.373443 loss_bbox_dn: 0.204727 loss_giou_dn: 0.453442 loss_class_aux_dn: 0.823570 loss_bbox_aux_dn: 0.510279 loss_giou_aux_dn: 1.072551 loss: 9.141722 eta: 1 day, 2:15:33 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0840 images/s
[05/12 00:26:03] ppdet.engine INFO: Epoch: [29] [2000/7329] learning_rate: 0.000100 loss_class: 0.673440 loss_bbox: 0.156972 loss_giou: 0.403698 loss_class_aux: 2.191459 loss_bbox_aux: 0.522157 loss_giou_aux: 1.349845 loss_class_dn: 0.342549 loss_bbox_dn: 0.188004 loss_giou_dn: 0.423102 loss_class_aux_dn: 0.763092 loss_bbox_aux_dn: 0.491781 loss_giou_aux_dn: 0.981915 loss: 8.769161 eta: 1 day, 2:14:35 batch_cost: 0.3089 data_cost: 0.0008 ips: 12.9472 images/s
[05/12 00:27:11] ppdet.engine INFO: Epoch: [29] [2200/7329] learning_rate: 0.000100 loss_class: 0.682863 loss_bbox: 0.155261 loss_giou: 0.405206 loss_class_aux: 2.182685 loss_bbox_aux: 0.522219 loss_giou_aux: 1.344106 loss_class_dn: 0.364760 loss_bbox_dn: 0.189341 loss_giou_dn: 0.439167 loss_class_aux_dn: 0.791702 loss_bbox_aux_dn: 0.498276 loss_giou_aux_dn: 1.027399 loss: 9.013212 eta: 1 day, 2:13:35 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1730 images/s
[05/12 00:28:18] ppdet.engine INFO: Epoch: [29] [2400/7329] learning_rate: 0.000100 loss_class: 0.676071 loss_bbox: 0.153526 loss_giou: 0.421053 loss_class_aux: 2.249146 loss_bbox_aux: 0.520271 loss_giou_aux: 1.376051 loss_class_dn: 0.344608 loss_bbox_dn: 0.189634 loss_giou_dn: 0.448913 loss_class_aux_dn: 0.758546 loss_bbox_aux_dn: 0.500222 loss_giou_aux_dn: 1.066344 loss: 8.862375 eta: 1 day, 2:12:35 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3034 images/s
[05/12 00:29:26] ppdet.engine INFO: Epoch: [29] [2600/7329] learning_rate: 0.000100 loss_class: 0.694362 loss_bbox: 0.154404 loss_giou: 0.399647 loss_class_aux: 2.228484 loss_bbox_aux: 0.549353 loss_giou_aux: 1.335924 loss_class_dn: 0.348674 loss_bbox_dn: 0.184194 loss_giou_dn: 0.407523 loss_class_aux_dn: 0.784932 loss_bbox_aux_dn: 0.483247 loss_giou_aux_dn: 0.948275 loss: 8.792490 eta: 1 day, 2:11:35 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0962 images/s
[05/12 00:30:35] ppdet.engine INFO: Epoch: [29] [2800/7329] learning_rate: 0.000100 loss_class: 0.685381 loss_bbox: 0.154307 loss_giou: 0.410719 loss_class_aux: 2.112738 loss_bbox_aux: 0.530685 loss_giou_aux: 1.351343 loss_class_dn: 0.352364 loss_bbox_dn: 0.194871 loss_giou_dn: 0.439505 loss_class_aux_dn: 0.789909 loss_bbox_aux_dn: 0.508372 loss_giou_aux_dn: 1.029614 loss: 8.757939 eta: 1 day, 2:10:36 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0906 images/s
[05/12 00:31:42] ppdet.engine INFO: Epoch: [29] [3000/7329] learning_rate: 0.000100 loss_class: 0.703979 loss_bbox: 0.158898 loss_giou: 0.428483 loss_class_aux: 2.240930 loss_bbox_aux: 0.553423 loss_giou_aux: 1.440918 loss_class_dn: 0.354902 loss_bbox_dn: 0.196146 loss_giou_dn: 0.450337 loss_class_aux_dn: 0.776109 loss_bbox_aux_dn: 0.489422 loss_giou_aux_dn: 1.026910 loss: 9.214683 eta: 1 day, 2:09:36 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2797 images/s
[05/12 00:32:50] ppdet.engine INFO: Epoch: [29] [3200/7329] learning_rate: 0.000100 loss_class: 0.736591 loss_bbox: 0.167673 loss_giou: 0.440519 loss_class_aux: 2.332321 loss_bbox_aux: 0.576281 loss_giou_aux: 1.431725 loss_class_dn: 0.374810 loss_bbox_dn: 0.197379 loss_giou_dn: 0.427234 loss_class_aux_dn: 0.823112 loss_bbox_aux_dn: 0.487845 loss_giou_aux_dn: 1.030053 loss: 9.599060 eta: 1 day, 2:08:36 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2127 images/s
[05/12 00:33:58] ppdet.engine INFO: Epoch: [29] [3400/7329] learning_rate: 0.000100 loss_class: 0.698642 loss_bbox: 0.160551 loss_giou: 0.425875 loss_class_aux: 2.324302 loss_bbox_aux: 0.533903 loss_giou_aux: 1.421344 loss_class_dn: 0.364769 loss_bbox_dn: 0.191951 loss_giou_dn: 0.443222 loss_class_aux_dn: 0.808838 loss_bbox_aux_dn: 0.492219 loss_giou_aux_dn: 1.060688 loss: 9.334883 eta: 1 day, 2:07:37 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0336 images/s
[05/12 00:35:06] ppdet.engine INFO: Epoch: [29] [3600/7329] learning_rate: 0.000100 loss_class: 0.703683 loss_bbox: 0.176025 loss_giou: 0.447467 loss_class_aux: 2.312983 loss_bbox_aux: 0.585915 loss_giou_aux: 1.481076 loss_class_dn: 0.361398 loss_bbox_dn: 0.216250 loss_giou_dn: 0.457435 loss_class_aux_dn: 0.800265 loss_bbox_aux_dn: 0.540585 loss_giou_aux_dn: 1.065126 loss: 9.267738 eta: 1 day, 2:06:37 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2213 images/s
[05/12 00:36:13] ppdet.engine INFO: Epoch: [29] [3800/7329] learning_rate: 0.000100 loss_class: 0.715224 loss_bbox: 0.163307 loss_giou: 0.430917 loss_class_aux: 2.289842 loss_bbox_aux: 0.553087 loss_giou_aux: 1.398769 loss_class_dn: 0.376716 loss_bbox_dn: 0.215699 loss_giou_dn: 0.450484 loss_class_aux_dn: 0.844865 loss_bbox_aux_dn: 0.534464 loss_giou_aux_dn: 1.052608 loss: 9.133421 eta: 1 day, 2:05:37 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2374 images/s
[05/12 00:37:21] ppdet.engine INFO: Epoch: [29] [4000/7329] learning_rate: 0.000100 loss_class: 0.728902 loss_bbox: 0.159333 loss_giou: 0.446406 loss_class_aux: 2.299474 loss_bbox_aux: 0.543754 loss_giou_aux: 1.447308 loss_class_dn: 0.392090 loss_bbox_dn: 0.190544 loss_giou_dn: 0.467007 loss_class_aux_dn: 0.856575 loss_bbox_aux_dn: 0.476747 loss_giou_aux_dn: 1.064491 loss: 9.679607 eta: 1 day, 2:04:37 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1941 images/s
[05/12 00:38:28] ppdet.engine INFO: Epoch: [29] [4200/7329] learning_rate: 0.000100 loss_class: 0.695979 loss_bbox: 0.159951 loss_giou: 0.441937 loss_class_aux: 2.281049 loss_bbox_aux: 0.550689 loss_giou_aux: 1.477255 loss_class_dn: 0.361428 loss_bbox_dn: 0.185175 loss_giou_dn: 0.442217 loss_class_aux_dn: 0.814762 loss_bbox_aux_dn: 0.481423 loss_giou_aux_dn: 1.028648 loss: 8.868355 eta: 1 day, 2:03:37 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1706 images/s
[05/12 00:39:36] ppdet.engine INFO: Epoch: [29] [4400/7329] learning_rate: 0.000100 loss_class: 0.686382 loss_bbox: 0.156782 loss_giou: 0.445838 loss_class_aux: 2.228703 loss_bbox_aux: 0.544778 loss_giou_aux: 1.456907 loss_class_dn: 0.354808 loss_bbox_dn: 0.190509 loss_giou_dn: 0.448778 loss_class_aux_dn: 0.777363 loss_bbox_aux_dn: 0.502408 loss_giou_aux_dn: 1.037974 loss: 9.072439 eta: 1 day, 2:02:37 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2157 images/s
[05/12 00:40:44] ppdet.engine INFO: Epoch: [29] [4600/7329] learning_rate: 0.000100 loss_class: 0.719976 loss_bbox: 0.172020 loss_giou: 0.454367 loss_class_aux: 2.294820 loss_bbox_aux: 0.582157 loss_giou_aux: 1.497144 loss_class_dn: 0.387087 loss_bbox_dn: 0.205303 loss_giou_dn: 0.464804 loss_class_aux_dn: 0.839344 loss_bbox_aux_dn: 0.504286 loss_giou_aux_dn: 1.092165 loss: 9.513013 eta: 1 day, 2:01:37 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1738 images/s
[05/12 00:41:52] ppdet.engine INFO: Epoch: [29] [4800/7329] learning_rate: 0.000100 loss_class: 0.679205 loss_bbox: 0.174384 loss_giou: 0.435454 loss_class_aux: 2.190656 loss_bbox_aux: 0.585841 loss_giou_aux: 1.480601 loss_class_dn: 0.374331 loss_bbox_dn: 0.199500 loss_giou_dn: 0.465240 loss_class_aux_dn: 0.829623 loss_bbox_aux_dn: 0.495175 loss_giou_aux_dn: 1.086431 loss: 9.663662 eta: 1 day, 2:00:39 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9434 images/s
[05/12 00:42:59] ppdet.engine INFO: Epoch: [29] [5000/7329] learning_rate: 0.000100 loss_class: 0.740863 loss_bbox: 0.169080 loss_giou: 0.524908 loss_class_aux: 2.324987 loss_bbox_aux: 0.571148 loss_giou_aux: 1.694661 loss_class_dn: 0.380921 loss_bbox_dn: 0.201854 loss_giou_dn: 0.510713 loss_class_aux_dn: 0.826980 loss_bbox_aux_dn: 0.498422 loss_giou_aux_dn: 1.202154 loss: 10.017944 eta: 1 day, 1:59:38 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2851 images/s
[05/12 00:44:07] ppdet.engine INFO: Epoch: [29] [5200/7329] learning_rate: 0.000100 loss_class: 0.718199 loss_bbox: 0.160621 loss_giou: 0.420107 loss_class_aux: 2.300516 loss_bbox_aux: 0.551042 loss_giou_aux: 1.366515 loss_class_dn: 0.381297 loss_bbox_dn: 0.196591 loss_giou_dn: 0.439507 loss_class_aux_dn: 0.824365 loss_bbox_aux_dn: 0.509006 loss_giou_aux_dn: 1.010765 loss: 9.399250 eta: 1 day, 1:58:38 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1795 images/s
[05/12 00:45:15] ppdet.engine INFO: Epoch: [29] [5400/7329] learning_rate: 0.000100 loss_class: 0.748253 loss_bbox: 0.156581 loss_giou: 0.391443 loss_class_aux: 2.356255 loss_bbox_aux: 0.502766 loss_giou_aux: 1.278033 loss_class_dn: 0.343899 loss_bbox_dn: 0.191500 loss_giou_dn: 0.407405 loss_class_aux_dn: 0.777923 loss_bbox_aux_dn: 0.482920 loss_giou_aux_dn: 0.923129 loss: 8.799807 eta: 1 day, 1:57:39 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1823 images/s
[05/12 00:46:23] ppdet.engine INFO: Epoch: [29] [5600/7329] learning_rate: 0.000100 loss_class: 0.772728 loss_bbox: 0.169567 loss_giou: 0.460618 loss_class_aux: 2.455514 loss_bbox_aux: 0.573523 loss_giou_aux: 1.511029 loss_class_dn: 0.402047 loss_bbox_dn: 0.197603 loss_giou_dn: 0.477135 loss_class_aux_dn: 0.879318 loss_bbox_aux_dn: 0.509375 loss_giou_aux_dn: 1.126750 loss: 9.922390 eta: 1 day, 1:56:39 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0963 images/s
[05/12 00:47:31] ppdet.engine INFO: Epoch: [29] [5800/7329] learning_rate: 0.000100 loss_class: 0.695142 loss_bbox: 0.165163 loss_giou: 0.448833 loss_class_aux: 2.208858 loss_bbox_aux: 0.564305 loss_giou_aux: 1.432365 loss_class_dn: 0.362217 loss_bbox_dn: 0.207817 loss_giou_dn: 0.436118 loss_class_aux_dn: 0.790623 loss_bbox_aux_dn: 0.540629 loss_giou_aux_dn: 1.035236 loss: 9.364041 eta: 1 day, 1:55:40 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1029 images/s
[05/12 00:48:39] ppdet.engine INFO: Epoch: [29] [6000/7329] learning_rate: 0.000100 loss_class: 0.685021 loss_bbox: 0.160014 loss_giou: 0.397879 loss_class_aux: 2.242910 loss_bbox_aux: 0.561468 loss_giou_aux: 1.359695 loss_class_dn: 0.355876 loss_bbox_dn: 0.204542 loss_giou_dn: 0.416215 loss_class_aux_dn: 0.776398 loss_bbox_aux_dn: 0.505756 loss_giou_aux_dn: 0.984848 loss: 8.646578 eta: 1 day, 1:54:41 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1046 images/s
[05/12 00:49:47] ppdet.engine INFO: Epoch: [29] [6200/7329] learning_rate: 0.000100 loss_class: 0.715766 loss_bbox: 0.159238 loss_giou: 0.455037 loss_class_aux: 2.199424 loss_bbox_aux: 0.577713 loss_giou_aux: 1.448979 loss_class_dn: 0.364270 loss_bbox_dn: 0.186904 loss_giou_dn: 0.453586 loss_class_aux_dn: 0.806259 loss_bbox_aux_dn: 0.470260 loss_giou_aux_dn: 1.030695 loss: 9.167004 eta: 1 day, 1:53:41 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1510 images/s
[05/12 00:50:54] ppdet.engine INFO: Epoch: [29] [6400/7329] learning_rate: 0.000100 loss_class: 0.653692 loss_bbox: 0.157975 loss_giou: 0.440762 loss_class_aux: 2.133354 loss_bbox_aux: 0.532841 loss_giou_aux: 1.410726 loss_class_dn: 0.349403 loss_bbox_dn: 0.195630 loss_giou_dn: 0.433975 loss_class_aux_dn: 0.784727 loss_bbox_aux_dn: 0.484282 loss_giou_aux_dn: 0.979216 loss: 8.742539 eta: 1 day, 1:52:40 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2734 images/s
[05/12 00:52:01] ppdet.engine INFO: Epoch: [29] [6600/7329] learning_rate: 0.000100 loss_class: 0.749579 loss_bbox: 0.164726 loss_giou: 0.400524 loss_class_aux: 2.427402 loss_bbox_aux: 0.573704 loss_giou_aux: 1.337395 loss_class_dn: 0.371844 loss_bbox_dn: 0.209975 loss_giou_dn: 0.442149 loss_class_aux_dn: 0.840117 loss_bbox_aux_dn: 0.513825 loss_giou_aux_dn: 1.024108 loss: 9.456456 eta: 1 day, 1:51:40 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2349 images/s
[05/12 00:53:09] ppdet.engine INFO: Epoch: [29] [6800/7329] learning_rate: 0.000100 loss_class: 0.773323 loss_bbox: 0.173975 loss_giou: 0.435964 loss_class_aux: 2.432193 loss_bbox_aux: 0.606156 loss_giou_aux: 1.437264 loss_class_dn: 0.394090 loss_bbox_dn: 0.215131 loss_giou_dn: 0.466851 loss_class_aux_dn: 0.869804 loss_bbox_aux_dn: 0.540168 loss_giou_aux_dn: 1.103534 loss: 9.556349 eta: 1 day, 1:50:40 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1850 images/s
[05/12 00:54:17] ppdet.engine INFO: Epoch: [29] [7000/7329] learning_rate: 0.000100 loss_class: 0.700059 loss_bbox: 0.165140 loss_giou: 0.445080 loss_class_aux: 2.263313 loss_bbox_aux: 0.592392 loss_giou_aux: 1.463758 loss_class_dn: 0.366142 loss_bbox_dn: 0.196758 loss_giou_dn: 0.443247 loss_class_aux_dn: 0.813885 loss_bbox_aux_dn: 0.505422 loss_giou_aux_dn: 1.036599 loss: 9.279514 eta: 1 day, 1:49:41 batch_cost: 0.3051 data_cost: 0.0006 ips: 13.1115 images/s
[05/12 00:55:23] ppdet.engine INFO: Epoch: [29] [7200/7329] learning_rate: 0.000100 loss_class: 0.754695 loss_bbox: 0.165978 loss_giou: 0.472796 loss_class_aux: 2.383016 loss_bbox_aux: 0.579020 loss_giou_aux: 1.563212 loss_class_dn: 0.383429 loss_bbox_dn: 0.205517 loss_giou_dn: 0.480761 loss_class_aux_dn: 0.854234 loss_bbox_aux_dn: 0.521977 loss_giou_aux_dn: 1.122027 loss: 9.790634 eta: 1 day, 1:48:39 batch_cost: 0.2978 data_cost: 0.0006 ips: 13.4320 images/s
[05/12 00:56:07] ppdet.engine INFO: Eval iter: 0
[05/12 00:56:13] ppdet.engine INFO: Eval iter: 100
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[05/12 00:56:31] ppdet.engine INFO: Eval iter: 400
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[05/12 00:56:50] ppdet.engine INFO: Eval iter: 700
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[05/12 00:57:02] ppdet.engine INFO: Eval iter: 900
[05/12 00:57:09] ppdet.engine INFO: Eval iter: 1000
[05/12 00:57:15] ppdet.engine INFO: Eval iter: 1100
[05/12 00:57:22] ppdet.engine INFO: Eval iter: 1200
[05/12 00:57:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.56s)
creating index...
index created!
[05/12 00:57:45] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.29s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=101.20s).
Accumulating evaluation results...
DONE (t=24.09s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.437
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.603
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.472
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.263
 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 ] = 0.597
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.350
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.595
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.669
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.461
 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
[05/12 01:00:09] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.1117567233432
[05/12 01:00:09] ppdet.engine INFO: Best test bbox ap is 0.437.
[05/12 01:00:11] ppdet.engine INFO: Epoch: [30] [   0/7329] learning_rate: 0.000100 loss_class: 0.745521 loss_bbox: 0.184020 loss_giou: 0.469052 loss_class_aux: 2.383016 loss_bbox_aux: 0.632621 loss_giou_aux: 1.531237 loss_class_dn: 0.379820 loss_bbox_dn: 0.214501 loss_giou_dn: 0.453890 loss_class_aux_dn: 0.826472 loss_bbox_aux_dn: 0.530739 loss_giou_aux_dn: 1.099847 loss: 9.517809 eta: 1 day, 1:47:58 batch_cost: 0.2927 data_cost: 0.0007 ips: 13.6675 images/s
[05/12 01:01:20] ppdet.engine INFO: Epoch: [30] [ 200/7329] learning_rate: 0.000100 loss_class: 0.670087 loss_bbox: 0.152211 loss_giou: 0.436259 loss_class_aux: 2.147600 loss_bbox_aux: 0.536838 loss_giou_aux: 1.429284 loss_class_dn: 0.350024 loss_bbox_dn: 0.185744 loss_giou_dn: 0.428529 loss_class_aux_dn: 0.776871 loss_bbox_aux_dn: 0.475239 loss_giou_aux_dn: 1.013439 loss: 8.842833 eta: 1 day, 1:46:59 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0141 images/s
[05/12 01:02:28] ppdet.engine INFO: Epoch: [30] [ 400/7329] learning_rate: 0.000100 loss_class: 0.722543 loss_bbox: 0.163631 loss_giou: 0.453557 loss_class_aux: 2.296170 loss_bbox_aux: 0.556559 loss_giou_aux: 1.502182 loss_class_dn: 0.368546 loss_bbox_dn: 0.192278 loss_giou_dn: 0.473047 loss_class_aux_dn: 0.836820 loss_bbox_aux_dn: 0.485859 loss_giou_aux_dn: 1.110520 loss: 9.342190 eta: 1 day, 1:46:00 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0941 images/s
[05/12 01:03:36] ppdet.engine INFO: Epoch: [30] [ 600/7329] learning_rate: 0.000100 loss_class: 0.723163 loss_bbox: 0.159742 loss_giou: 0.445889 loss_class_aux: 2.356335 loss_bbox_aux: 0.539070 loss_giou_aux: 1.446048 loss_class_dn: 0.379950 loss_bbox_dn: 0.202942 loss_giou_dn: 0.464077 loss_class_aux_dn: 0.850818 loss_bbox_aux_dn: 0.511245 loss_giou_aux_dn: 1.101061 loss: 9.401815 eta: 1 day, 1:45:00 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2565 images/s
[05/12 01:04:44] ppdet.engine INFO: Epoch: [30] [ 800/7329] learning_rate: 0.000100 loss_class: 0.688299 loss_bbox: 0.158654 loss_giou: 0.398552 loss_class_aux: 2.248525 loss_bbox_aux: 0.546123 loss_giou_aux: 1.294921 loss_class_dn: 0.351408 loss_bbox_dn: 0.197072 loss_giou_dn: 0.400275 loss_class_aux_dn: 0.768610 loss_bbox_aux_dn: 0.488818 loss_giou_aux_dn: 0.951585 loss: 8.765234 eta: 1 day, 1:44:01 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0511 images/s
[05/12 01:05:54] ppdet.engine INFO: Epoch: [30] [1000/7329] learning_rate: 0.000100 loss_class: 0.693403 loss_bbox: 0.150711 loss_giou: 0.457373 loss_class_aux: 2.193106 loss_bbox_aux: 0.557509 loss_giou_aux: 1.453540 loss_class_dn: 0.373346 loss_bbox_dn: 0.196503 loss_giou_dn: 0.456729 loss_class_aux_dn: 0.814932 loss_bbox_aux_dn: 0.498778 loss_giou_aux_dn: 1.067455 loss: 9.382255 eta: 1 day, 1:43:03 batch_cost: 0.3103 data_cost: 0.0007 ips: 12.8916 images/s
[05/12 01:07:03] ppdet.engine INFO: Epoch: [30] [1200/7329] learning_rate: 0.000100 loss_class: 0.641775 loss_bbox: 0.150290 loss_giou: 0.379949 loss_class_aux: 2.095869 loss_bbox_aux: 0.528939 loss_giou_aux: 1.295976 loss_class_dn: 0.335341 loss_bbox_dn: 0.201161 loss_giou_dn: 0.403895 loss_class_aux_dn: 0.759103 loss_bbox_aux_dn: 0.479996 loss_giou_aux_dn: 0.948609 loss: 8.117945 eta: 1 day, 1:42:04 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0580 images/s
[05/12 01:08:11] ppdet.engine INFO: Epoch: [30] [1400/7329] learning_rate: 0.000100 loss_class: 0.673558 loss_bbox: 0.163119 loss_giou: 0.431578 loss_class_aux: 2.202417 loss_bbox_aux: 0.562824 loss_giou_aux: 1.426651 loss_class_dn: 0.359832 loss_bbox_dn: 0.193382 loss_giou_dn: 0.459992 loss_class_aux_dn: 0.811404 loss_bbox_aux_dn: 0.520963 loss_giou_aux_dn: 1.069806 loss: 9.210758 eta: 1 day, 1:41:05 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0542 images/s
[05/12 01:09:19] ppdet.engine INFO: Epoch: [30] [1600/7329] learning_rate: 0.000100 loss_class: 0.698530 loss_bbox: 0.170083 loss_giou: 0.460425 loss_class_aux: 2.340533 loss_bbox_aux: 0.555094 loss_giou_aux: 1.498760 loss_class_dn: 0.374386 loss_bbox_dn: 0.193842 loss_giou_dn: 0.452604 loss_class_aux_dn: 0.836558 loss_bbox_aux_dn: 0.499989 loss_giou_aux_dn: 1.048778 loss: 9.611635 eta: 1 day, 1:40:05 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1024 images/s
[05/12 01:10:28] ppdet.engine INFO: Epoch: [30] [1800/7329] learning_rate: 0.000100 loss_class: 0.715637 loss_bbox: 0.158446 loss_giou: 0.437792 loss_class_aux: 2.383580 loss_bbox_aux: 0.526480 loss_giou_aux: 1.444595 loss_class_dn: 0.369108 loss_bbox_dn: 0.197652 loss_giou_dn: 0.450374 loss_class_aux_dn: 0.817526 loss_bbox_aux_dn: 0.498050 loss_giou_aux_dn: 1.041859 loss: 9.520284 eta: 1 day, 1:39:07 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9814 images/s
[05/12 01:11:37] ppdet.engine INFO: Epoch: [30] [2000/7329] learning_rate: 0.000100 loss_class: 0.754302 loss_bbox: 0.161652 loss_giou: 0.451661 loss_class_aux: 2.423487 loss_bbox_aux: 0.541878 loss_giou_aux: 1.516809 loss_class_dn: 0.377042 loss_bbox_dn: 0.203596 loss_giou_dn: 0.489473 loss_class_aux_dn: 0.831148 loss_bbox_aux_dn: 0.513442 loss_giou_aux_dn: 1.117819 loss: 9.889112 eta: 1 day, 1:38:08 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0610 images/s
[05/12 01:12:45] ppdet.engine INFO: Epoch: [30] [2200/7329] learning_rate: 0.000100 loss_class: 0.696531 loss_bbox: 0.150411 loss_giou: 0.411171 loss_class_aux: 2.143544 loss_bbox_aux: 0.536127 loss_giou_aux: 1.362340 loss_class_dn: 0.350645 loss_bbox_dn: 0.205633 loss_giou_dn: 0.419505 loss_class_aux_dn: 0.763984 loss_bbox_aux_dn: 0.500040 loss_giou_aux_dn: 0.988242 loss: 8.882051 eta: 1 day, 1:37:09 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9847 images/s
[05/12 01:13:53] ppdet.engine INFO: Epoch: [30] [2400/7329] learning_rate: 0.000100 loss_class: 0.725519 loss_bbox: 0.162593 loss_giou: 0.455968 loss_class_aux: 2.283117 loss_bbox_aux: 0.547717 loss_giou_aux: 1.482294 loss_class_dn: 0.386358 loss_bbox_dn: 0.189963 loss_giou_dn: 0.467266 loss_class_aux_dn: 0.851018 loss_bbox_aux_dn: 0.480418 loss_giou_aux_dn: 1.066673 loss: 9.273685 eta: 1 day, 1:36:09 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2141 images/s
[05/12 01:15:01] ppdet.engine INFO: Epoch: [30] [2600/7329] learning_rate: 0.000100 loss_class: 0.698104 loss_bbox: 0.163562 loss_giou: 0.469002 loss_class_aux: 2.278449 loss_bbox_aux: 0.577906 loss_giou_aux: 1.523109 loss_class_dn: 0.379651 loss_bbox_dn: 0.200158 loss_giou_dn: 0.489020 loss_class_aux_dn: 0.839724 loss_bbox_aux_dn: 0.491763 loss_giou_aux_dn: 1.108088 loss: 9.675701 eta: 1 day, 1:35:09 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1800 images/s
[05/12 01:16:10] ppdet.engine INFO: Epoch: [30] [2800/7329] learning_rate: 0.000100 loss_class: 0.692219 loss_bbox: 0.155579 loss_giou: 0.429177 loss_class_aux: 2.237914 loss_bbox_aux: 0.536213 loss_giou_aux: 1.414593 loss_class_dn: 0.373762 loss_bbox_dn: 0.201406 loss_giou_dn: 0.443415 loss_class_aux_dn: 0.804690 loss_bbox_aux_dn: 0.504148 loss_giou_aux_dn: 1.038477 loss: 8.980459 eta: 1 day, 1:34:10 batch_cost: 0.3077 data_cost: 0.0007 ips: 13.0010 images/s
[05/12 01:17:18] ppdet.engine INFO: Epoch: [30] [3000/7329] learning_rate: 0.000100 loss_class: 0.722300 loss_bbox: 0.157814 loss_giou: 0.429394 loss_class_aux: 2.260454 loss_bbox_aux: 0.519478 loss_giou_aux: 1.417541 loss_class_dn: 0.369493 loss_bbox_dn: 0.188513 loss_giou_dn: 0.437504 loss_class_aux_dn: 0.823138 loss_bbox_aux_dn: 0.472056 loss_giou_aux_dn: 1.012887 loss: 9.312883 eta: 1 day, 1:33:10 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2146 images/s
[05/12 01:18:25] ppdet.engine INFO: Epoch: [30] [3200/7329] learning_rate: 0.000100 loss_class: 0.765556 loss_bbox: 0.162925 loss_giou: 0.506510 loss_class_aux: 2.416008 loss_bbox_aux: 0.555993 loss_giou_aux: 1.609207 loss_class_dn: 0.393662 loss_bbox_dn: 0.188383 loss_giou_dn: 0.491026 loss_class_aux_dn: 0.868353 loss_bbox_aux_dn: 0.479327 loss_giou_aux_dn: 1.124685 loss: 9.812149 eta: 1 day, 1:32:10 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2075 images/s
[05/12 01:19:33] ppdet.engine INFO: Epoch: [30] [3400/7329] learning_rate: 0.000100 loss_class: 0.714096 loss_bbox: 0.164844 loss_giou: 0.439283 loss_class_aux: 2.218644 loss_bbox_aux: 0.527211 loss_giou_aux: 1.403903 loss_class_dn: 0.378080 loss_bbox_dn: 0.194301 loss_giou_dn: 0.452054 loss_class_aux_dn: 0.828939 loss_bbox_aux_dn: 0.497665 loss_giou_aux_dn: 1.056204 loss: 9.210977 eta: 1 day, 1:31:10 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1682 images/s
[05/12 01:20:42] ppdet.engine INFO: Epoch: [30] [3600/7329] learning_rate: 0.000100 loss_class: 0.678945 loss_bbox: 0.156366 loss_giou: 0.389535 loss_class_aux: 2.211125 loss_bbox_aux: 0.557068 loss_giou_aux: 1.314094 loss_class_dn: 0.351803 loss_bbox_dn: 0.198154 loss_giou_dn: 0.428152 loss_class_aux_dn: 0.778913 loss_bbox_aux_dn: 0.501412 loss_giou_aux_dn: 0.996013 loss: 8.912729 eta: 1 day, 1:30:11 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0285 images/s
[05/12 01:21:51] ppdet.engine INFO: Epoch: [30] [3800/7329] learning_rate: 0.000100 loss_class: 0.700008 loss_bbox: 0.156429 loss_giou: 0.406065 loss_class_aux: 2.252484 loss_bbox_aux: 0.546737 loss_giou_aux: 1.286170 loss_class_dn: 0.347775 loss_bbox_dn: 0.186964 loss_giou_dn: 0.424868 loss_class_aux_dn: 0.764272 loss_bbox_aux_dn: 0.480105 loss_giou_aux_dn: 1.004959 loss: 8.766569 eta: 1 day, 1:29:13 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9345 images/s
[05/12 01:22:59] ppdet.engine INFO: Epoch: [30] [4000/7329] learning_rate: 0.000100 loss_class: 0.685516 loss_bbox: 0.160245 loss_giou: 0.464363 loss_class_aux: 2.203128 loss_bbox_aux: 0.531879 loss_giou_aux: 1.523593 loss_class_dn: 0.375209 loss_bbox_dn: 0.190944 loss_giou_dn: 0.488135 loss_class_aux_dn: 0.834875 loss_bbox_aux_dn: 0.483581 loss_giou_aux_dn: 1.130959 loss: 9.462244 eta: 1 day, 1:28:14 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0483 images/s
[05/12 01:24:08] ppdet.engine INFO: Epoch: [30] [4200/7329] learning_rate: 0.000100 loss_class: 0.704674 loss_bbox: 0.165457 loss_giou: 0.429253 loss_class_aux: 2.282255 loss_bbox_aux: 0.579840 loss_giou_aux: 1.370274 loss_class_dn: 0.359503 loss_bbox_dn: 0.208990 loss_giou_dn: 0.437163 loss_class_aux_dn: 0.809379 loss_bbox_aux_dn: 0.518208 loss_giou_aux_dn: 1.025559 loss: 9.135790 eta: 1 day, 1:27:15 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0620 images/s
[05/12 01:25:16] ppdet.engine INFO: Epoch: [30] [4400/7329] learning_rate: 0.000100 loss_class: 0.681080 loss_bbox: 0.158573 loss_giou: 0.393767 loss_class_aux: 2.265913 loss_bbox_aux: 0.541622 loss_giou_aux: 1.323839 loss_class_dn: 0.329322 loss_bbox_dn: 0.198196 loss_giou_dn: 0.381739 loss_class_aux_dn: 0.750334 loss_bbox_aux_dn: 0.476439 loss_giou_aux_dn: 0.908045 loss: 8.492559 eta: 1 day, 1:26:16 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0119 images/s
[05/12 01:26:25] ppdet.engine INFO: Epoch: [30] [4600/7329] learning_rate: 0.000100 loss_class: 0.707454 loss_bbox: 0.164841 loss_giou: 0.452280 loss_class_aux: 2.237321 loss_bbox_aux: 0.577586 loss_giou_aux: 1.468934 loss_class_dn: 0.375358 loss_bbox_dn: 0.187867 loss_giou_dn: 0.462593 loss_class_aux_dn: 0.817287 loss_bbox_aux_dn: 0.488027 loss_giou_aux_dn: 1.078938 loss: 9.197046 eta: 1 day, 1:25:17 batch_cost: 0.3061 data_cost: 0.0007 ips: 13.0688 images/s
[05/12 01:27:33] ppdet.engine INFO: Epoch: [30] [4800/7329] learning_rate: 0.000100 loss_class: 0.687197 loss_bbox: 0.153552 loss_giou: 0.414796 loss_class_aux: 2.177593 loss_bbox_aux: 0.519851 loss_giou_aux: 1.363111 loss_class_dn: 0.362635 loss_bbox_dn: 0.199377 loss_giou_dn: 0.449264 loss_class_aux_dn: 0.796191 loss_bbox_aux_dn: 0.498927 loss_giou_aux_dn: 1.063462 loss: 8.854915 eta: 1 day, 1:24:17 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1033 images/s
[05/12 01:28:41] ppdet.engine INFO: Epoch: [30] [5000/7329] learning_rate: 0.000100 loss_class: 0.709704 loss_bbox: 0.151306 loss_giou: 0.451411 loss_class_aux: 2.267878 loss_bbox_aux: 0.505456 loss_giou_aux: 1.490442 loss_class_dn: 0.380037 loss_bbox_dn: 0.182872 loss_giou_dn: 0.448898 loss_class_aux_dn: 0.848603 loss_bbox_aux_dn: 0.456755 loss_giou_aux_dn: 1.049984 loss: 9.196148 eta: 1 day, 1:23:17 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2550 images/s
[05/12 01:29:48] ppdet.engine INFO: Epoch: [30] [5200/7329] learning_rate: 0.000100 loss_class: 0.744737 loss_bbox: 0.173330 loss_giou: 0.469732 loss_class_aux: 2.344167 loss_bbox_aux: 0.578027 loss_giou_aux: 1.561441 loss_class_dn: 0.394385 loss_bbox_dn: 0.223603 loss_giou_dn: 0.484620 loss_class_aux_dn: 0.852378 loss_bbox_aux_dn: 0.543490 loss_giou_aux_dn: 1.125592 loss: 9.686068 eta: 1 day, 1:22:17 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1765 images/s
[05/12 01:30:56] ppdet.engine INFO: Epoch: [30] [5400/7329] learning_rate: 0.000100 loss_class: 0.715367 loss_bbox: 0.155620 loss_giou: 0.431959 loss_class_aux: 2.265059 loss_bbox_aux: 0.542216 loss_giou_aux: 1.402053 loss_class_dn: 0.365801 loss_bbox_dn: 0.193735 loss_giou_dn: 0.429757 loss_class_aux_dn: 0.818190 loss_bbox_aux_dn: 0.499025 loss_giou_aux_dn: 1.002363 loss: 9.178095 eta: 1 day, 1:21:17 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1554 images/s
[05/12 01:32:03] ppdet.engine INFO: Epoch: [30] [5600/7329] learning_rate: 0.000100 loss_class: 0.703275 loss_bbox: 0.160456 loss_giou: 0.417457 loss_class_aux: 2.161810 loss_bbox_aux: 0.556060 loss_giou_aux: 1.406207 loss_class_dn: 0.360778 loss_bbox_dn: 0.200582 loss_giou_dn: 0.442444 loss_class_aux_dn: 0.812697 loss_bbox_aux_dn: 0.506274 loss_giou_aux_dn: 1.026858 loss: 9.449308 eta: 1 day, 1:20:16 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3222 images/s
[05/12 01:33:11] ppdet.engine INFO: Epoch: [30] [5800/7329] learning_rate: 0.000100 loss_class: 0.707331 loss_bbox: 0.149182 loss_giou: 0.395250 loss_class_aux: 2.263386 loss_bbox_aux: 0.537944 loss_giou_aux: 1.309442 loss_class_dn: 0.354735 loss_bbox_dn: 0.189153 loss_giou_dn: 0.403277 loss_class_aux_dn: 0.799158 loss_bbox_aux_dn: 0.483939 loss_giou_aux_dn: 0.950079 loss: 9.019118 eta: 1 day, 1:19:16 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2237 images/s
[05/12 01:34:18] ppdet.engine INFO: Epoch: [30] [6000/7329] learning_rate: 0.000100 loss_class: 0.669233 loss_bbox: 0.148075 loss_giou: 0.417939 loss_class_aux: 2.176327 loss_bbox_aux: 0.514873 loss_giou_aux: 1.394114 loss_class_dn: 0.350651 loss_bbox_dn: 0.190432 loss_giou_dn: 0.433193 loss_class_aux_dn: 0.803568 loss_bbox_aux_dn: 0.479630 loss_giou_aux_dn: 0.994242 loss: 8.588789 eta: 1 day, 1:18:15 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3201 images/s
[05/12 01:35:26] ppdet.engine INFO: Epoch: [30] [6200/7329] learning_rate: 0.000100 loss_class: 0.664621 loss_bbox: 0.143859 loss_giou: 0.356655 loss_class_aux: 2.151558 loss_bbox_aux: 0.514964 loss_giou_aux: 1.192348 loss_class_dn: 0.334174 loss_bbox_dn: 0.186584 loss_giou_dn: 0.400945 loss_class_aux_dn: 0.747563 loss_bbox_aux_dn: 0.487997 loss_giou_aux_dn: 0.915998 loss: 8.540398 eta: 1 day, 1:17:16 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1643 images/s
[05/12 01:36:35] ppdet.engine INFO: Epoch: [30] [6400/7329] learning_rate: 0.000100 loss_class: 0.723119 loss_bbox: 0.173539 loss_giou: 0.452955 loss_class_aux: 2.349404 loss_bbox_aux: 0.585270 loss_giou_aux: 1.480561 loss_class_dn: 0.381708 loss_bbox_dn: 0.211236 loss_giou_dn: 0.453155 loss_class_aux_dn: 0.827485 loss_bbox_aux_dn: 0.538339 loss_giou_aux_dn: 1.088592 loss: 9.584473 eta: 1 day, 1:16:17 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9197 images/s
[05/12 01:37:43] ppdet.engine INFO: Epoch: [30] [6600/7329] learning_rate: 0.000100 loss_class: 0.673971 loss_bbox: 0.150254 loss_giou: 0.441981 loss_class_aux: 2.127754 loss_bbox_aux: 0.531822 loss_giou_aux: 1.471008 loss_class_dn: 0.351660 loss_bbox_dn: 0.191970 loss_giou_dn: 0.469138 loss_class_aux_dn: 0.768528 loss_bbox_aux_dn: 0.485418 loss_giou_aux_dn: 1.077707 loss: 8.809771 eta: 1 day, 1:15:18 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1606 images/s
[05/12 01:38:51] ppdet.engine INFO: Epoch: [30] [6800/7329] learning_rate: 0.000100 loss_class: 0.707706 loss_bbox: 0.164607 loss_giou: 0.436996 loss_class_aux: 2.296368 loss_bbox_aux: 0.552572 loss_giou_aux: 1.433159 loss_class_dn: 0.375393 loss_bbox_dn: 0.191671 loss_giou_dn: 0.467770 loss_class_aux_dn: 0.849403 loss_bbox_aux_dn: 0.482508 loss_giou_aux_dn: 1.092906 loss: 9.505641 eta: 1 day, 1:14:18 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1746 images/s
[05/12 01:40:00] ppdet.engine INFO: Epoch: [30] [7000/7329] learning_rate: 0.000100 loss_class: 0.777131 loss_bbox: 0.169389 loss_giou: 0.438262 loss_class_aux: 2.434437 loss_bbox_aux: 0.589166 loss_giou_aux: 1.480510 loss_class_dn: 0.391611 loss_bbox_dn: 0.211648 loss_giou_dn: 0.456035 loss_class_aux_dn: 0.863740 loss_bbox_aux_dn: 0.532036 loss_giou_aux_dn: 1.072827 loss: 9.490253 eta: 1 day, 1:13:19 batch_cost: 0.3073 data_cost: 0.0007 ips: 13.0186 images/s
[05/12 01:41:08] ppdet.engine INFO: Epoch: [30] [7200/7329] learning_rate: 0.000100 loss_class: 0.714602 loss_bbox: 0.179248 loss_giou: 0.407106 loss_class_aux: 2.262723 loss_bbox_aux: 0.617059 loss_giou_aux: 1.372871 loss_class_dn: 0.356001 loss_bbox_dn: 0.206169 loss_giou_dn: 0.449780 loss_class_aux_dn: 0.790440 loss_bbox_aux_dn: 0.529276 loss_giou_aux_dn: 1.054239 loss: 9.337776 eta: 1 day, 1:12:20 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0031 images/s
[05/12 01:41:54] ppdet.engine INFO: Eval iter: 0
[05/12 01:42:00] ppdet.engine INFO: Eval iter: 100
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[05/12 01:42:24] ppdet.engine INFO: Eval iter: 500
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[05/12 01:42:36] ppdet.engine INFO: Eval iter: 700
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[05/12 01:42:55] ppdet.engine INFO: Eval iter: 1000
[05/12 01:43:01] ppdet.engine INFO: Eval iter: 1100
[05/12 01:43:08] ppdet.engine INFO: Eval iter: 1200
[05/12 01:43:32] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/12 01:43:33] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.86s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=103.19s).
Accumulating evaluation results...
DONE (t=24.06s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.438
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.604
 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 ] = 0.473
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.600
 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 ] = 0.598
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.672
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.465
 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
[05/12 01:45:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.5565295715983
[05/12 01:45:57] ppdet.engine INFO: Best test bbox ap is 0.438.
[05/12 01:45:59] ppdet.engine INFO: Epoch: [31] [   0/7329] learning_rate: 0.000100 loss_class: 0.666046 loss_bbox: 0.163757 loss_giou: 0.392172 loss_class_aux: 2.171054 loss_bbox_aux: 0.584184 loss_giou_aux: 1.289574 loss_class_dn: 0.346842 loss_bbox_dn: 0.187064 loss_giou_dn: 0.421605 loss_class_aux_dn: 0.760545 loss_bbox_aux_dn: 0.462909 loss_giou_aux_dn: 0.989875 loss: 8.643837 eta: 1 day, 1:11:41 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2641 images/s
[05/12 01:47:07] ppdet.engine INFO: Epoch: [31] [ 200/7329] learning_rate: 0.000100 loss_class: 0.721207 loss_bbox: 0.166377 loss_giou: 0.458150 loss_class_aux: 2.288138 loss_bbox_aux: 0.551849 loss_giou_aux: 1.475509 loss_class_dn: 0.390264 loss_bbox_dn: 0.199911 loss_giou_dn: 0.462384 loss_class_aux_dn: 0.863514 loss_bbox_aux_dn: 0.492530 loss_giou_aux_dn: 1.108881 loss: 9.569490 eta: 1 day, 1:10:42 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0784 images/s
[05/12 01:48:16] ppdet.engine INFO: Epoch: [31] [ 400/7329] learning_rate: 0.000100 loss_class: 0.741625 loss_bbox: 0.166464 loss_giou: 0.442910 loss_class_aux: 2.411238 loss_bbox_aux: 0.559631 loss_giou_aux: 1.417059 loss_class_dn: 0.388364 loss_bbox_dn: 0.195448 loss_giou_dn: 0.453918 loss_class_aux_dn: 0.845924 loss_bbox_aux_dn: 0.488995 loss_giou_aux_dn: 1.062998 loss: 9.735435 eta: 1 day, 1:09:42 batch_cost: 0.3050 data_cost: 0.0009 ips: 13.1151 images/s
[05/12 01:49:23] ppdet.engine INFO: Epoch: [31] [ 600/7329] learning_rate: 0.000100 loss_class: 0.737234 loss_bbox: 0.164864 loss_giou: 0.438177 loss_class_aux: 2.300846 loss_bbox_aux: 0.557784 loss_giou_aux: 1.463718 loss_class_dn: 0.372323 loss_bbox_dn: 0.197425 loss_giou_dn: 0.462129 loss_class_aux_dn: 0.810107 loss_bbox_aux_dn: 0.489737 loss_giou_aux_dn: 1.042264 loss: 9.661413 eta: 1 day, 1:08:42 batch_cost: 0.3014 data_cost: 0.0009 ips: 13.2717 images/s
[05/12 01:50:31] ppdet.engine INFO: Epoch: [31] [ 800/7329] learning_rate: 0.000100 loss_class: 0.735410 loss_bbox: 0.167739 loss_giou: 0.436591 loss_class_aux: 2.373569 loss_bbox_aux: 0.575767 loss_giou_aux: 1.473181 loss_class_dn: 0.371840 loss_bbox_dn: 0.205280 loss_giou_dn: 0.460134 loss_class_aux_dn: 0.821294 loss_bbox_aux_dn: 0.513453 loss_giou_aux_dn: 1.089013 loss: 9.432095 eta: 1 day, 1:07:41 batch_cost: 0.3012 data_cost: 0.0008 ips: 13.2798 images/s
[05/12 01:51:39] ppdet.engine INFO: Epoch: [31] [1000/7329] learning_rate: 0.000100 loss_class: 0.706747 loss_bbox: 0.158272 loss_giou: 0.425263 loss_class_aux: 2.144599 loss_bbox_aux: 0.522113 loss_giou_aux: 1.383806 loss_class_dn: 0.363821 loss_bbox_dn: 0.186767 loss_giou_dn: 0.428827 loss_class_aux_dn: 0.803406 loss_bbox_aux_dn: 0.457083 loss_giou_aux_dn: 1.012373 loss: 8.676352 eta: 1 day, 1:06:41 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2348 images/s
[05/12 01:52:46] ppdet.engine INFO: Epoch: [31] [1200/7329] learning_rate: 0.000100 loss_class: 0.682065 loss_bbox: 0.167107 loss_giou: 0.432594 loss_class_aux: 2.196833 loss_bbox_aux: 0.555529 loss_giou_aux: 1.442161 loss_class_dn: 0.358775 loss_bbox_dn: 0.193840 loss_giou_dn: 0.448027 loss_class_aux_dn: 0.790223 loss_bbox_aux_dn: 0.474571 loss_giou_aux_dn: 1.037065 loss: 8.945023 eta: 1 day, 1:05:40 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2810 images/s
[05/12 01:53:52] ppdet.engine INFO: Epoch: [31] [1400/7329] learning_rate: 0.000100 loss_class: 0.694966 loss_bbox: 0.169768 loss_giou: 0.468618 loss_class_aux: 2.242245 loss_bbox_aux: 0.582621 loss_giou_aux: 1.529010 loss_class_dn: 0.376414 loss_bbox_dn: 0.193282 loss_giou_dn: 0.471205 loss_class_aux_dn: 0.825222 loss_bbox_aux_dn: 0.487175 loss_giou_aux_dn: 1.058334 loss: 9.409882 eta: 1 day, 1:04:38 batch_cost: 0.2960 data_cost: 0.0007 ips: 13.5155 images/s
[05/12 01:54:56] ppdet.engine INFO: Epoch: [31] [1600/7329] learning_rate: 0.000100 loss_class: 0.691793 loss_bbox: 0.152658 loss_giou: 0.418826 loss_class_aux: 2.222986 loss_bbox_aux: 0.537317 loss_giou_aux: 1.343062 loss_class_dn: 0.348162 loss_bbox_dn: 0.186232 loss_giou_dn: 0.420527 loss_class_aux_dn: 0.781046 loss_bbox_aux_dn: 0.480993 loss_giou_aux_dn: 0.980288 loss: 8.701126 eta: 1 day, 1:03:34 batch_cost: 0.2861 data_cost: 0.0006 ips: 13.9828 images/s
[05/12 01:56:01] ppdet.engine INFO: Epoch: [31] [1800/7329] learning_rate: 0.000100 loss_class: 0.709073 loss_bbox: 0.170747 loss_giou: 0.401434 loss_class_aux: 2.262641 loss_bbox_aux: 0.621291 loss_giou_aux: 1.321690 loss_class_dn: 0.358400 loss_bbox_dn: 0.214301 loss_giou_dn: 0.427897 loss_class_aux_dn: 0.792997 loss_bbox_aux_dn: 0.543904 loss_giou_aux_dn: 0.994064 loss: 9.318945 eta: 1 day, 1:02:30 batch_cost: 0.2889 data_cost: 0.0007 ips: 13.8436 images/s
[05/12 01:57:07] ppdet.engine INFO: Epoch: [31] [2000/7329] learning_rate: 0.000100 loss_class: 0.705662 loss_bbox: 0.154288 loss_giou: 0.451588 loss_class_aux: 2.371789 loss_bbox_aux: 0.541461 loss_giou_aux: 1.484107 loss_class_dn: 0.375983 loss_bbox_dn: 0.211754 loss_giou_dn: 0.470610 loss_class_aux_dn: 0.856024 loss_bbox_aux_dn: 0.516378 loss_giou_aux_dn: 1.085240 loss: 9.548792 eta: 1 day, 1:01:29 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4199 images/s
[05/12 01:58:14] ppdet.engine INFO: Epoch: [31] [2200/7329] learning_rate: 0.000100 loss_class: 0.719179 loss_bbox: 0.167645 loss_giou: 0.470807 loss_class_aux: 2.292726 loss_bbox_aux: 0.580793 loss_giou_aux: 1.478381 loss_class_dn: 0.385850 loss_bbox_dn: 0.200082 loss_giou_dn: 0.476313 loss_class_aux_dn: 0.853970 loss_bbox_aux_dn: 0.503472 loss_giou_aux_dn: 1.105752 loss: 9.704988 eta: 1 day, 1:00:28 batch_cost: 0.2987 data_cost: 0.0007 ips: 13.3925 images/s
[05/12 01:59:22] ppdet.engine INFO: Epoch: [31] [2400/7329] learning_rate: 0.000100 loss_class: 0.682587 loss_bbox: 0.150046 loss_giou: 0.429703 loss_class_aux: 2.209777 loss_bbox_aux: 0.515700 loss_giou_aux: 1.364095 loss_class_dn: 0.343148 loss_bbox_dn: 0.184966 loss_giou_dn: 0.414262 loss_class_aux_dn: 0.770366 loss_bbox_aux_dn: 0.476212 loss_giou_aux_dn: 0.992223 loss: 8.689938 eta: 1 day, 0:59:27 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2759 images/s
[05/12 02:00:29] ppdet.engine INFO: Epoch: [31] [2600/7329] learning_rate: 0.000100 loss_class: 0.702421 loss_bbox: 0.167455 loss_giou: 0.421595 loss_class_aux: 2.347990 loss_bbox_aux: 0.561386 loss_giou_aux: 1.371894 loss_class_dn: 0.360134 loss_bbox_dn: 0.214531 loss_giou_dn: 0.439754 loss_class_aux_dn: 0.804986 loss_bbox_aux_dn: 0.531718 loss_giou_aux_dn: 1.014640 loss: 9.185986 eta: 1 day, 0:58:26 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3005 images/s
[05/12 02:01:37] ppdet.engine INFO: Epoch: [31] [2800/7329] learning_rate: 0.000100 loss_class: 0.726167 loss_bbox: 0.165394 loss_giou: 0.414418 loss_class_aux: 2.340483 loss_bbox_aux: 0.584589 loss_giou_aux: 1.395975 loss_class_dn: 0.372129 loss_bbox_dn: 0.215438 loss_giou_dn: 0.441266 loss_class_aux_dn: 0.824106 loss_bbox_aux_dn: 0.540559 loss_giou_aux_dn: 1.032107 loss: 9.117678 eta: 1 day, 0:57:27 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1690 images/s
[05/12 02:02:45] ppdet.engine INFO: Epoch: [31] [3000/7329] learning_rate: 0.000100 loss_class: 0.672482 loss_bbox: 0.161125 loss_giou: 0.415619 loss_class_aux: 2.196646 loss_bbox_aux: 0.540863 loss_giou_aux: 1.411690 loss_class_dn: 0.357609 loss_bbox_dn: 0.185967 loss_giou_dn: 0.431050 loss_class_aux_dn: 0.798105 loss_bbox_aux_dn: 0.474864 loss_giou_aux_dn: 1.019468 loss: 8.908381 eta: 1 day, 0:56:27 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1551 images/s
[05/12 02:03:52] ppdet.engine INFO: Epoch: [31] [3200/7329] learning_rate: 0.000100 loss_class: 0.672139 loss_bbox: 0.151727 loss_giou: 0.447214 loss_class_aux: 2.139676 loss_bbox_aux: 0.566005 loss_giou_aux: 1.470929 loss_class_dn: 0.365679 loss_bbox_dn: 0.188132 loss_giou_dn: 0.454013 loss_class_aux_dn: 0.806088 loss_bbox_aux_dn: 0.476647 loss_giou_aux_dn: 1.069901 loss: 9.040193 eta: 1 day, 0:55:25 batch_cost: 0.2971 data_cost: 0.0008 ips: 13.4613 images/s
[05/12 02:04:59] ppdet.engine INFO: Epoch: [31] [3400/7329] learning_rate: 0.000100 loss_class: 0.699665 loss_bbox: 0.154947 loss_giou: 0.473339 loss_class_aux: 2.221066 loss_bbox_aux: 0.522674 loss_giou_aux: 1.479599 loss_class_dn: 0.350975 loss_bbox_dn: 0.195932 loss_giou_dn: 0.458407 loss_class_aux_dn: 0.782558 loss_bbox_aux_dn: 0.506497 loss_giou_aux_dn: 1.082598 loss: 9.015854 eta: 1 day, 0:54:25 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2930 images/s
[05/12 02:06:07] ppdet.engine INFO: Epoch: [31] [3600/7329] learning_rate: 0.000100 loss_class: 0.733190 loss_bbox: 0.159169 loss_giou: 0.462344 loss_class_aux: 2.315490 loss_bbox_aux: 0.556608 loss_giou_aux: 1.472913 loss_class_dn: 0.385788 loss_bbox_dn: 0.192586 loss_giou_dn: 0.476354 loss_class_aux_dn: 0.850174 loss_bbox_aux_dn: 0.488623 loss_giou_aux_dn: 1.112996 loss: 9.262814 eta: 1 day, 0:53:24 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2506 images/s
[05/12 02:07:14] ppdet.engine INFO: Epoch: [31] [3800/7329] learning_rate: 0.000100 loss_class: 0.722575 loss_bbox: 0.171135 loss_giou: 0.481677 loss_class_aux: 2.329729 loss_bbox_aux: 0.594641 loss_giou_aux: 1.568537 loss_class_dn: 0.376395 loss_bbox_dn: 0.213235 loss_giou_dn: 0.472037 loss_class_aux_dn: 0.844405 loss_bbox_aux_dn: 0.540905 loss_giou_aux_dn: 1.070845 loss: 9.556593 eta: 1 day, 0:52:23 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3513 images/s
[05/12 02:08:22] ppdet.engine INFO: Epoch: [31] [4000/7329] learning_rate: 0.000100 loss_class: 0.697607 loss_bbox: 0.163811 loss_giou: 0.408794 loss_class_aux: 2.226751 loss_bbox_aux: 0.541862 loss_giou_aux: 1.356453 loss_class_dn: 0.349017 loss_bbox_dn: 0.194608 loss_giou_dn: 0.422982 loss_class_aux_dn: 0.781374 loss_bbox_aux_dn: 0.503233 loss_giou_aux_dn: 0.987327 loss: 9.006754 eta: 1 day, 0:51:23 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1934 images/s
[05/12 02:09:30] ppdet.engine INFO: Epoch: [31] [4200/7329] learning_rate: 0.000100 loss_class: 0.721691 loss_bbox: 0.165733 loss_giou: 0.453288 loss_class_aux: 2.318891 loss_bbox_aux: 0.563573 loss_giou_aux: 1.486928 loss_class_dn: 0.364189 loss_bbox_dn: 0.203082 loss_giou_dn: 0.445034 loss_class_aux_dn: 0.818147 loss_bbox_aux_dn: 0.514418 loss_giou_aux_dn: 1.058007 loss: 9.463858 eta: 1 day, 0:50:23 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2161 images/s
[05/12 02:10:39] ppdet.engine INFO: Epoch: [31] [4400/7329] learning_rate: 0.000100 loss_class: 0.709388 loss_bbox: 0.161373 loss_giou: 0.477938 loss_class_aux: 2.273194 loss_bbox_aux: 0.586984 loss_giou_aux: 1.544701 loss_class_dn: 0.378508 loss_bbox_dn: 0.219090 loss_giou_dn: 0.489430 loss_class_aux_dn: 0.828038 loss_bbox_aux_dn: 0.531127 loss_giou_aux_dn: 1.120437 loss: 9.586130 eta: 1 day, 0:49:24 batch_cost: 0.3060 data_cost: 0.0008 ips: 13.0702 images/s
[05/12 02:11:46] ppdet.engine INFO: Epoch: [31] [4600/7329] learning_rate: 0.000100 loss_class: 0.665774 loss_bbox: 0.157456 loss_giou: 0.430554 loss_class_aux: 2.185426 loss_bbox_aux: 0.564596 loss_giou_aux: 1.393529 loss_class_dn: 0.356201 loss_bbox_dn: 0.213407 loss_giou_dn: 0.419162 loss_class_aux_dn: 0.799486 loss_bbox_aux_dn: 0.520416 loss_giou_aux_dn: 0.989597 loss: 8.768225 eta: 1 day, 0:48:23 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3159 images/s
[05/12 02:12:53] ppdet.engine INFO: Epoch: [31] [4800/7329] learning_rate: 0.000100 loss_class: 0.710219 loss_bbox: 0.172582 loss_giou: 0.490555 loss_class_aux: 2.279294 loss_bbox_aux: 0.586675 loss_giou_aux: 1.548403 loss_class_dn: 0.378314 loss_bbox_dn: 0.203224 loss_giou_dn: 0.469318 loss_class_aux_dn: 0.849234 loss_bbox_aux_dn: 0.511514 loss_giou_aux_dn: 1.083274 loss: 9.687405 eta: 1 day, 0:47:23 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1871 images/s
[05/12 02:14:01] ppdet.engine INFO: Epoch: [31] [5000/7329] learning_rate: 0.000100 loss_class: 0.681031 loss_bbox: 0.158405 loss_giou: 0.425239 loss_class_aux: 2.141881 loss_bbox_aux: 0.537316 loss_giou_aux: 1.403311 loss_class_dn: 0.342544 loss_bbox_dn: 0.199434 loss_giou_dn: 0.415856 loss_class_aux_dn: 0.766907 loss_bbox_aux_dn: 0.507762 loss_giou_aux_dn: 0.989182 loss: 8.755374 eta: 1 day, 0:46:23 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1848 images/s
[05/12 02:15:09] ppdet.engine INFO: Epoch: [31] [5200/7329] learning_rate: 0.000100 loss_class: 0.673930 loss_bbox: 0.160612 loss_giou: 0.409827 loss_class_aux: 2.161807 loss_bbox_aux: 0.526459 loss_giou_aux: 1.342541 loss_class_dn: 0.364548 loss_bbox_dn: 0.193886 loss_giou_dn: 0.427670 loss_class_aux_dn: 0.801553 loss_bbox_aux_dn: 0.486175 loss_giou_aux_dn: 1.023922 loss: 8.954250 eta: 1 day, 0:45:23 batch_cost: 0.3010 data_cost: 0.0008 ips: 13.2905 images/s
[05/12 02:16:16] ppdet.engine INFO: Epoch: [31] [5400/7329] learning_rate: 0.000100 loss_class: 0.699271 loss_bbox: 0.163617 loss_giou: 0.425942 loss_class_aux: 2.264462 loss_bbox_aux: 0.540473 loss_giou_aux: 1.425547 loss_class_dn: 0.370395 loss_bbox_dn: 0.209439 loss_giou_dn: 0.458477 loss_class_aux_dn: 0.812809 loss_bbox_aux_dn: 0.499003 loss_giou_aux_dn: 1.058691 loss: 9.214064 eta: 1 day, 0:44:22 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2234 images/s
[05/12 02:17:23] ppdet.engine INFO: Epoch: [31] [5600/7329] learning_rate: 0.000100 loss_class: 0.734854 loss_bbox: 0.162405 loss_giou: 0.470622 loss_class_aux: 2.421083 loss_bbox_aux: 0.555378 loss_giou_aux: 1.531518 loss_class_dn: 0.388438 loss_bbox_dn: 0.184978 loss_giou_dn: 0.482499 loss_class_aux_dn: 0.847261 loss_bbox_aux_dn: 0.485068 loss_giou_aux_dn: 1.136761 loss: 9.933094 eta: 1 day, 0:43:22 batch_cost: 0.3014 data_cost: 0.0008 ips: 13.2717 images/s
[05/12 02:18:32] ppdet.engine INFO: Epoch: [31] [5800/7329] learning_rate: 0.000100 loss_class: 0.692087 loss_bbox: 0.152189 loss_giou: 0.424714 loss_class_aux: 2.227096 loss_bbox_aux: 0.504510 loss_giou_aux: 1.422796 loss_class_dn: 0.356280 loss_bbox_dn: 0.197381 loss_giou_dn: 0.436509 loss_class_aux_dn: 0.787828 loss_bbox_aux_dn: 0.505184 loss_giou_aux_dn: 1.027161 loss: 8.929593 eta: 1 day, 0:42:23 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9958 images/s
[05/12 02:19:39] ppdet.engine INFO: Epoch: [31] [6000/7329] learning_rate: 0.000100 loss_class: 0.719998 loss_bbox: 0.157596 loss_giou: 0.441174 loss_class_aux: 2.317844 loss_bbox_aux: 0.524626 loss_giou_aux: 1.431130 loss_class_dn: 0.368630 loss_bbox_dn: 0.190209 loss_giou_dn: 0.431471 loss_class_aux_dn: 0.821250 loss_bbox_aux_dn: 0.481863 loss_giou_aux_dn: 1.012857 loss: 9.221012 eta: 1 day, 0:41:22 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3885 images/s
[05/12 02:20:45] ppdet.engine INFO: Epoch: [31] [6200/7329] learning_rate: 0.000100 loss_class: 0.729298 loss_bbox: 0.167065 loss_giou: 0.380115 loss_class_aux: 2.244237 loss_bbox_aux: 0.583340 loss_giou_aux: 1.286207 loss_class_dn: 0.347278 loss_bbox_dn: 0.206330 loss_giou_dn: 0.409879 loss_class_aux_dn: 0.771200 loss_bbox_aux_dn: 0.499451 loss_giou_aux_dn: 0.971845 loss: 8.942078 eta: 1 day, 0:40:21 batch_cost: 0.2979 data_cost: 0.0007 ips: 13.4296 images/s
[05/12 02:21:53] ppdet.engine INFO: Epoch: [31] [6400/7329] learning_rate: 0.000100 loss_class: 0.706295 loss_bbox: 0.171629 loss_giou: 0.400725 loss_class_aux: 2.297093 loss_bbox_aux: 0.589084 loss_giou_aux: 1.283428 loss_class_dn: 0.357451 loss_bbox_dn: 0.204532 loss_giou_dn: 0.423844 loss_class_aux_dn: 0.791655 loss_bbox_aux_dn: 0.498523 loss_giou_aux_dn: 0.972966 loss: 9.173955 eta: 1 day, 0:39:21 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1966 images/s
[05/12 02:23:00] ppdet.engine INFO: Epoch: [31] [6600/7329] learning_rate: 0.000100 loss_class: 0.660951 loss_bbox: 0.155325 loss_giou: 0.378043 loss_class_aux: 2.126493 loss_bbox_aux: 0.521993 loss_giou_aux: 1.216157 loss_class_dn: 0.324172 loss_bbox_dn: 0.193867 loss_giou_dn: 0.371039 loss_class_aux_dn: 0.725497 loss_bbox_aux_dn: 0.486221 loss_giou_aux_dn: 0.884662 loss: 8.162369 eta: 1 day, 0:38:20 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3719 images/s
[05/12 02:24:08] ppdet.engine INFO: Epoch: [31] [6800/7329] learning_rate: 0.000100 loss_class: 0.693916 loss_bbox: 0.145407 loss_giou: 0.426494 loss_class_aux: 2.234272 loss_bbox_aux: 0.530457 loss_giou_aux: 1.416326 loss_class_dn: 0.371136 loss_bbox_dn: 0.195084 loss_giou_dn: 0.442788 loss_class_aux_dn: 0.817661 loss_bbox_aux_dn: 0.483197 loss_giou_aux_dn: 1.030218 loss: 9.021896 eta: 1 day, 0:37:20 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0438 images/s
[05/12 02:25:15] ppdet.engine INFO: Epoch: [31] [7000/7329] learning_rate: 0.000100 loss_class: 0.697790 loss_bbox: 0.165765 loss_giou: 0.471359 loss_class_aux: 2.264064 loss_bbox_aux: 0.577202 loss_giou_aux: 1.592651 loss_class_dn: 0.386946 loss_bbox_dn: 0.203655 loss_giou_dn: 0.469494 loss_class_aux_dn: 0.840500 loss_bbox_aux_dn: 0.512103 loss_giou_aux_dn: 1.087168 loss: 9.187249 eta: 1 day, 0:36:19 batch_cost: 0.2997 data_cost: 0.0007 ips: 13.3474 images/s
[05/12 02:26:23] ppdet.engine INFO: Epoch: [31] [7200/7329] learning_rate: 0.000100 loss_class: 0.751913 loss_bbox: 0.175436 loss_giou: 0.462825 loss_class_aux: 2.519986 loss_bbox_aux: 0.603724 loss_giou_aux: 1.515816 loss_class_dn: 0.390837 loss_bbox_dn: 0.210132 loss_giou_dn: 0.481995 loss_class_aux_dn: 0.857234 loss_bbox_aux_dn: 0.532776 loss_giou_aux_dn: 1.103539 loss: 9.930229 eta: 1 day, 0:35:20 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0917 images/s
[05/12 02:27:09] ppdet.engine INFO: Eval iter: 0
[05/12 02:27:15] ppdet.engine INFO: Eval iter: 100
[05/12 02:27:21] ppdet.engine INFO: Eval iter: 200
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[05/12 02:27:32] ppdet.engine INFO: Eval iter: 400
[05/12 02:27:38] ppdet.engine INFO: Eval iter: 500
[05/12 02:27:44] ppdet.engine INFO: Eval iter: 600
[05/12 02:27:50] ppdet.engine INFO: Eval iter: 700
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[05/12 02:28:02] ppdet.engine INFO: Eval iter: 900
[05/12 02:28:08] ppdet.engine INFO: Eval iter: 1000
[05/12 02:28:15] ppdet.engine INFO: Eval iter: 1100
[05/12 02:28:20] ppdet.engine INFO: Eval iter: 1200
[05/12 02:28:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/12 02:28:45] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.48s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.54s).
Accumulating evaluation results...
DONE (t=24.09s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.439
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.606
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.474
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.259
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.473
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.598
 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 ] = 0.599
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.672
 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 ] = 0.720
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.863
[05/12 02:31:08] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.39603426393658
[05/12 02:31:08] ppdet.engine INFO: Best test bbox ap is 0.439.
[05/12 02:31:10] ppdet.engine INFO: Epoch: [32] [   0/7329] learning_rate: 0.000100 loss_class: 0.792036 loss_bbox: 0.165608 loss_giou: 0.482726 loss_class_aux: 2.450111 loss_bbox_aux: 0.572709 loss_giou_aux: 1.560901 loss_class_dn: 0.403176 loss_bbox_dn: 0.213102 loss_giou_dn: 0.501947 loss_class_aux_dn: 0.891770 loss_bbox_aux_dn: 0.534689 loss_giou_aux_dn: 1.181052 loss: 10.402164 eta: 1 day, 0:34:41 batch_cost: 0.3048 data_cost: 0.0008 ips: 13.1250 images/s
[05/12 02:32:20] ppdet.engine INFO: Epoch: [32] [ 200/7329] learning_rate: 0.000100 loss_class: 0.680907 loss_bbox: 0.161821 loss_giou: 0.438790 loss_class_aux: 2.236382 loss_bbox_aux: 0.554598 loss_giou_aux: 1.465853 loss_class_dn: 0.358039 loss_bbox_dn: 0.199961 loss_giou_dn: 0.449450 loss_class_aux_dn: 0.794469 loss_bbox_aux_dn: 0.528658 loss_giou_aux_dn: 1.051108 loss: 9.417295 eta: 1 day, 0:33:43 batch_cost: 0.3090 data_cost: 0.0010 ips: 12.9454 images/s
[05/12 02:33:29] ppdet.engine INFO: Epoch: [32] [ 400/7329] learning_rate: 0.000100 loss_class: 0.698916 loss_bbox: 0.166724 loss_giou: 0.401885 loss_class_aux: 2.233718 loss_bbox_aux: 0.568371 loss_giou_aux: 1.368727 loss_class_dn: 0.358656 loss_bbox_dn: 0.197546 loss_giou_dn: 0.425440 loss_class_aux_dn: 0.779207 loss_bbox_aux_dn: 0.494542 loss_giou_aux_dn: 1.000485 loss: 9.325020 eta: 1 day, 0:32:44 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0117 images/s
[05/12 02:34:37] ppdet.engine INFO: Epoch: [32] [ 600/7329] learning_rate: 0.000100 loss_class: 0.706790 loss_bbox: 0.156009 loss_giou: 0.447613 loss_class_aux: 2.229695 loss_bbox_aux: 0.534069 loss_giou_aux: 1.428267 loss_class_dn: 0.362168 loss_bbox_dn: 0.198796 loss_giou_dn: 0.462042 loss_class_aux_dn: 0.799485 loss_bbox_aux_dn: 0.470864 loss_giou_aux_dn: 1.037160 loss: 9.477357 eta: 1 day, 0:31:44 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1539 images/s
[05/12 02:35:46] ppdet.engine INFO: Epoch: [32] [ 800/7329] learning_rate: 0.000100 loss_class: 0.700009 loss_bbox: 0.156664 loss_giou: 0.452774 loss_class_aux: 2.225708 loss_bbox_aux: 0.547570 loss_giou_aux: 1.495357 loss_class_dn: 0.381878 loss_bbox_dn: 0.187122 loss_giou_dn: 0.453802 loss_class_aux_dn: 0.841614 loss_bbox_aux_dn: 0.476723 loss_giou_aux_dn: 1.062071 loss: 9.307428 eta: 1 day, 0:30:45 batch_cost: 0.3080 data_cost: 0.0007 ips: 12.9883 images/s
[05/12 02:36:55] ppdet.engine INFO: Epoch: [32] [1000/7329] learning_rate: 0.000100 loss_class: 0.728208 loss_bbox: 0.158609 loss_giou: 0.444185 loss_class_aux: 2.320474 loss_bbox_aux: 0.561471 loss_giou_aux: 1.517091 loss_class_dn: 0.371068 loss_bbox_dn: 0.202026 loss_giou_dn: 0.469823 loss_class_aux_dn: 0.819727 loss_bbox_aux_dn: 0.507793 loss_giou_aux_dn: 1.104131 loss: 9.855238 eta: 1 day, 0:29:45 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1591 images/s
[05/12 02:38:02] ppdet.engine INFO: Epoch: [32] [1200/7329] learning_rate: 0.000100 loss_class: 0.704641 loss_bbox: 0.152431 loss_giou: 0.423942 loss_class_aux: 2.248697 loss_bbox_aux: 0.554637 loss_giou_aux: 1.396145 loss_class_dn: 0.364738 loss_bbox_dn: 0.199628 loss_giou_dn: 0.443907 loss_class_aux_dn: 0.823857 loss_bbox_aux_dn: 0.510546 loss_giou_aux_dn: 1.027171 loss: 9.147408 eta: 1 day, 0:28:45 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3066 images/s
[05/12 02:39:11] ppdet.engine INFO: Epoch: [32] [1400/7329] learning_rate: 0.000100 loss_class: 0.718142 loss_bbox: 0.164513 loss_giou: 0.436466 loss_class_aux: 2.279660 loss_bbox_aux: 0.563885 loss_giou_aux: 1.456190 loss_class_dn: 0.371363 loss_bbox_dn: 0.200455 loss_giou_dn: 0.455000 loss_class_aux_dn: 0.827867 loss_bbox_aux_dn: 0.489129 loss_giou_aux_dn: 1.044622 loss: 9.177988 eta: 1 day, 0:27:45 batch_cost: 0.3059 data_cost: 0.0008 ips: 13.0765 images/s
[05/12 02:40:18] ppdet.engine INFO: Epoch: [32] [1600/7329] learning_rate: 0.000100 loss_class: 0.699458 loss_bbox: 0.177274 loss_giou: 0.509733 loss_class_aux: 2.266825 loss_bbox_aux: 0.565578 loss_giou_aux: 1.674197 loss_class_dn: 0.384455 loss_bbox_dn: 0.186255 loss_giou_dn: 0.502278 loss_class_aux_dn: 0.857175 loss_bbox_aux_dn: 0.482107 loss_giou_aux_dn: 1.148438 loss: 9.775295 eta: 1 day, 0:26:45 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2596 images/s
[05/12 02:41:26] ppdet.engine INFO: Epoch: [32] [1800/7329] learning_rate: 0.000100 loss_class: 0.698937 loss_bbox: 0.170152 loss_giou: 0.423560 loss_class_aux: 2.181304 loss_bbox_aux: 0.582341 loss_giou_aux: 1.402658 loss_class_dn: 0.369045 loss_bbox_dn: 0.204885 loss_giou_dn: 0.449782 loss_class_aux_dn: 0.822474 loss_bbox_aux_dn: 0.517889 loss_giou_aux_dn: 1.042498 loss: 9.115544 eta: 1 day, 0:25:44 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3112 images/s
[05/12 02:42:34] ppdet.engine INFO: Epoch: [32] [2000/7329] learning_rate: 0.000100 loss_class: 0.675034 loss_bbox: 0.152200 loss_giou: 0.396088 loss_class_aux: 2.199681 loss_bbox_aux: 0.514211 loss_giou_aux: 1.312731 loss_class_dn: 0.361867 loss_bbox_dn: 0.197418 loss_giou_dn: 0.428270 loss_class_aux_dn: 0.799843 loss_bbox_aux_dn: 0.492215 loss_giou_aux_dn: 1.002310 loss: 9.288841 eta: 1 day, 0:24:44 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1329 images/s
[05/12 02:43:43] ppdet.engine INFO: Epoch: [32] [2200/7329] learning_rate: 0.000100 loss_class: 0.660788 loss_bbox: 0.158599 loss_giou: 0.416087 loss_class_aux: 2.085335 loss_bbox_aux: 0.536234 loss_giou_aux: 1.354866 loss_class_dn: 0.340275 loss_bbox_dn: 0.195374 loss_giou_dn: 0.427716 loss_class_aux_dn: 0.748555 loss_bbox_aux_dn: 0.492017 loss_giou_aux_dn: 0.988337 loss: 8.606510 eta: 1 day, 0:23:45 batch_cost: 0.3061 data_cost: 0.0009 ips: 13.0685 images/s
[05/12 02:44:50] ppdet.engine INFO: Epoch: [32] [2400/7329] learning_rate: 0.000100 loss_class: 0.652055 loss_bbox: 0.143787 loss_giou: 0.366710 loss_class_aux: 2.139822 loss_bbox_aux: 0.502087 loss_giou_aux: 1.190155 loss_class_dn: 0.318754 loss_bbox_dn: 0.183198 loss_giou_dn: 0.387431 loss_class_aux_dn: 0.718409 loss_bbox_aux_dn: 0.482204 loss_giou_aux_dn: 0.919550 loss: 8.187649 eta: 1 day, 0:22:45 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2640 images/s
[05/12 02:45:58] ppdet.engine INFO: Epoch: [32] [2600/7329] learning_rate: 0.000100 loss_class: 0.722319 loss_bbox: 0.162944 loss_giou: 0.447113 loss_class_aux: 2.323977 loss_bbox_aux: 0.554640 loss_giou_aux: 1.477659 loss_class_dn: 0.380387 loss_bbox_dn: 0.187545 loss_giou_dn: 0.446817 loss_class_aux_dn: 0.827573 loss_bbox_aux_dn: 0.486683 loss_giou_aux_dn: 1.048720 loss: 9.234297 eta: 1 day, 0:21:44 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3059 images/s
[05/12 02:47:04] ppdet.engine INFO: Epoch: [32] [2800/7329] learning_rate: 0.000100 loss_class: 0.734499 loss_bbox: 0.170419 loss_giou: 0.540688 loss_class_aux: 2.380093 loss_bbox_aux: 0.569970 loss_giou_aux: 1.678311 loss_class_dn: 0.401984 loss_bbox_dn: 0.204519 loss_giou_dn: 0.506147 loss_class_aux_dn: 0.878321 loss_bbox_aux_dn: 0.514544 loss_giou_aux_dn: 1.188786 loss: 10.013247 eta: 1 day, 0:20:42 batch_cost: 0.2971 data_cost: 0.0007 ips: 13.4653 images/s
[05/12 02:48:12] ppdet.engine INFO: Epoch: [32] [3000/7329] learning_rate: 0.000100 loss_class: 0.739028 loss_bbox: 0.180238 loss_giou: 0.475434 loss_class_aux: 2.400333 loss_bbox_aux: 0.617038 loss_giou_aux: 1.531561 loss_class_dn: 0.394292 loss_bbox_dn: 0.216161 loss_giou_dn: 0.491188 loss_class_aux_dn: 0.881702 loss_bbox_aux_dn: 0.529316 loss_giou_aux_dn: 1.125892 loss: 9.804127 eta: 1 day, 0:19:42 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2485 images/s
[05/12 02:49:19] ppdet.engine INFO: Epoch: [32] [3200/7329] learning_rate: 0.000100 loss_class: 0.718380 loss_bbox: 0.156864 loss_giou: 0.422606 loss_class_aux: 2.288374 loss_bbox_aux: 0.529651 loss_giou_aux: 1.366558 loss_class_dn: 0.355761 loss_bbox_dn: 0.201139 loss_giou_dn: 0.407883 loss_class_aux_dn: 0.814835 loss_bbox_aux_dn: 0.501627 loss_giou_aux_dn: 1.014816 loss: 9.222834 eta: 1 day, 0:18:41 batch_cost: 0.3000 data_cost: 0.0008 ips: 13.3340 images/s
[05/12 02:50:28] ppdet.engine INFO: Epoch: [32] [3400/7329] learning_rate: 0.000100 loss_class: 0.718382 loss_bbox: 0.162113 loss_giou: 0.435814 loss_class_aux: 2.307412 loss_bbox_aux: 0.552935 loss_giou_aux: 1.442472 loss_class_dn: 0.365174 loss_bbox_dn: 0.206503 loss_giou_dn: 0.447993 loss_class_aux_dn: 0.805408 loss_bbox_aux_dn: 0.515519 loss_giou_aux_dn: 1.096144 loss: 9.376278 eta: 1 day, 0:17:42 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1166 images/s
[05/12 02:51:36] ppdet.engine INFO: Epoch: [32] [3600/7329] learning_rate: 0.000100 loss_class: 0.706508 loss_bbox: 0.153413 loss_giou: 0.393491 loss_class_aux: 2.255134 loss_bbox_aux: 0.545163 loss_giou_aux: 1.376878 loss_class_dn: 0.346083 loss_bbox_dn: 0.214877 loss_giou_dn: 0.411319 loss_class_aux_dn: 0.780741 loss_bbox_aux_dn: 0.536376 loss_giou_aux_dn: 0.958905 loss: 8.630562 eta: 1 day, 0:16:42 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1820 images/s
[05/12 02:52:42] ppdet.engine INFO: Epoch: [32] [3800/7329] learning_rate: 0.000100 loss_class: 0.685419 loss_bbox: 0.149623 loss_giou: 0.430385 loss_class_aux: 2.159261 loss_bbox_aux: 0.538486 loss_giou_aux: 1.393007 loss_class_dn: 0.357564 loss_bbox_dn: 0.184920 loss_giou_dn: 0.433293 loss_class_aux_dn: 0.816804 loss_bbox_aux_dn: 0.467291 loss_giou_aux_dn: 1.011446 loss: 9.154346 eta: 1 day, 0:15:40 batch_cost: 0.2961 data_cost: 0.0006 ips: 13.5069 images/s
[05/12 02:53:46] ppdet.engine INFO: Epoch: [32] [4000/7329] learning_rate: 0.000100 loss_class: 0.736879 loss_bbox: 0.166036 loss_giou: 0.448848 loss_class_aux: 2.400649 loss_bbox_aux: 0.575440 loss_giou_aux: 1.438042 loss_class_dn: 0.387359 loss_bbox_dn: 0.201824 loss_giou_dn: 0.481688 loss_class_aux_dn: 0.859835 loss_bbox_aux_dn: 0.502056 loss_giou_aux_dn: 1.117718 loss: 9.737022 eta: 1 day, 0:14:36 batch_cost: 0.2866 data_cost: 0.0006 ips: 13.9570 images/s
[05/12 02:54:51] ppdet.engine INFO: Epoch: [32] [4200/7329] learning_rate: 0.000100 loss_class: 0.733914 loss_bbox: 0.166774 loss_giou: 0.435179 loss_class_aux: 2.310744 loss_bbox_aux: 0.575799 loss_giou_aux: 1.415774 loss_class_dn: 0.368160 loss_bbox_dn: 0.211627 loss_giou_dn: 0.459311 loss_class_aux_dn: 0.803935 loss_bbox_aux_dn: 0.539933 loss_giou_aux_dn: 1.034385 loss: 9.392601 eta: 1 day, 0:13:33 batch_cost: 0.2898 data_cost: 0.0007 ips: 13.8038 images/s
[05/12 02:55:58] ppdet.engine INFO: Epoch: [32] [4400/7329] learning_rate: 0.000100 loss_class: 0.641153 loss_bbox: 0.152898 loss_giou: 0.364429 loss_class_aux: 2.127786 loss_bbox_aux: 0.539226 loss_giou_aux: 1.176887 loss_class_dn: 0.335835 loss_bbox_dn: 0.192897 loss_giou_dn: 0.378745 loss_class_aux_dn: 0.743761 loss_bbox_aux_dn: 0.492507 loss_giou_aux_dn: 0.908339 loss: 8.407561 eta: 1 day, 0:12:31 batch_cost: 0.2988 data_cost: 0.0008 ips: 13.3874 images/s
[05/12 02:57:07] ppdet.engine INFO: Epoch: [32] [4600/7329] learning_rate: 0.000100 loss_class: 0.672722 loss_bbox: 0.162771 loss_giou: 0.437489 loss_class_aux: 2.153110 loss_bbox_aux: 0.530333 loss_giou_aux: 1.484346 loss_class_dn: 0.364102 loss_bbox_dn: 0.197063 loss_giou_dn: 0.455076 loss_class_aux_dn: 0.792545 loss_bbox_aux_dn: 0.482928 loss_giou_aux_dn: 1.077514 loss: 9.378967 eta: 1 day, 0:11:32 batch_cost: 0.3061 data_cost: 0.0007 ips: 13.0667 images/s
[05/12 02:58:15] ppdet.engine INFO: Epoch: [32] [4800/7329] learning_rate: 0.000100 loss_class: 0.742522 loss_bbox: 0.173776 loss_giou: 0.441468 loss_class_aux: 2.262138 loss_bbox_aux: 0.578781 loss_giou_aux: 1.460451 loss_class_dn: 0.379378 loss_bbox_dn: 0.189629 loss_giou_dn: 0.460400 loss_class_aux_dn: 0.831569 loss_bbox_aux_dn: 0.471404 loss_giou_aux_dn: 1.070635 loss: 9.454411 eta: 1 day, 0:10:32 batch_cost: 0.3024 data_cost: 0.0008 ips: 13.2284 images/s
[05/12 02:59:23] ppdet.engine INFO: Epoch: [32] [5000/7329] learning_rate: 0.000100 loss_class: 0.682965 loss_bbox: 0.147699 loss_giou: 0.376666 loss_class_aux: 2.152411 loss_bbox_aux: 0.512752 loss_giou_aux: 1.248228 loss_class_dn: 0.356936 loss_bbox_dn: 0.171925 loss_giou_dn: 0.405503 loss_class_aux_dn: 0.775957 loss_bbox_aux_dn: 0.447562 loss_giou_aux_dn: 0.931991 loss: 8.690203 eta: 1 day, 0:09:32 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1788 images/s
[05/12 03:00:30] ppdet.engine INFO: Epoch: [32] [5200/7329] learning_rate: 0.000100 loss_class: 0.697978 loss_bbox: 0.165124 loss_giou: 0.397323 loss_class_aux: 2.278499 loss_bbox_aux: 0.538234 loss_giou_aux: 1.323390 loss_class_dn: 0.348404 loss_bbox_dn: 0.200603 loss_giou_dn: 0.408559 loss_class_aux_dn: 0.766691 loss_bbox_aux_dn: 0.511857 loss_giou_aux_dn: 0.973319 loss: 8.917408 eta: 1 day, 0:08:31 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3199 images/s
[05/12 03:01:38] ppdet.engine INFO: Epoch: [32] [5400/7329] learning_rate: 0.000100 loss_class: 0.698187 loss_bbox: 0.162827 loss_giou: 0.437208 loss_class_aux: 2.133252 loss_bbox_aux: 0.550503 loss_giou_aux: 1.467256 loss_class_dn: 0.364440 loss_bbox_dn: 0.184895 loss_giou_dn: 0.455516 loss_class_aux_dn: 0.802027 loss_bbox_aux_dn: 0.456991 loss_giou_aux_dn: 1.060592 loss: 9.434252 eta: 1 day, 0:07:32 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1171 images/s
[05/12 03:02:46] ppdet.engine INFO: Epoch: [32] [5600/7329] learning_rate: 0.000100 loss_class: 0.697701 loss_bbox: 0.158797 loss_giou: 0.448865 loss_class_aux: 2.226914 loss_bbox_aux: 0.547789 loss_giou_aux: 1.455552 loss_class_dn: 0.358111 loss_bbox_dn: 0.192650 loss_giou_dn: 0.460983 loss_class_aux_dn: 0.811597 loss_bbox_aux_dn: 0.479362 loss_giou_aux_dn: 1.047121 loss: 9.300631 eta: 1 day, 0:06:31 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2109 images/s
[05/12 03:03:55] ppdet.engine INFO: Epoch: [32] [5800/7329] learning_rate: 0.000100 loss_class: 0.699088 loss_bbox: 0.156184 loss_giou: 0.421179 loss_class_aux: 2.281620 loss_bbox_aux: 0.534275 loss_giou_aux: 1.386095 loss_class_dn: 0.360373 loss_bbox_dn: 0.204239 loss_giou_dn: 0.462753 loss_class_aux_dn: 0.789745 loss_bbox_aux_dn: 0.499170 loss_giou_aux_dn: 1.075879 loss: 8.933590 eta: 1 day, 0:05:32 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0551 images/s
[05/12 03:05:04] ppdet.engine INFO: Epoch: [32] [6000/7329] learning_rate: 0.000100 loss_class: 0.714640 loss_bbox: 0.157793 loss_giou: 0.406806 loss_class_aux: 2.269915 loss_bbox_aux: 0.541612 loss_giou_aux: 1.379948 loss_class_dn: 0.376355 loss_bbox_dn: 0.197224 loss_giou_dn: 0.433932 loss_class_aux_dn: 0.838809 loss_bbox_aux_dn: 0.486393 loss_giou_aux_dn: 1.014226 loss: 9.172223 eta: 1 day, 0:04:33 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0494 images/s
[05/12 03:06:11] ppdet.engine INFO: Epoch: [32] [6200/7329] learning_rate: 0.000100 loss_class: 0.725160 loss_bbox: 0.163983 loss_giou: 0.477701 loss_class_aux: 2.277496 loss_bbox_aux: 0.558665 loss_giou_aux: 1.578532 loss_class_dn: 0.385967 loss_bbox_dn: 0.196786 loss_giou_dn: 0.484039 loss_class_aux_dn: 0.862749 loss_bbox_aux_dn: 0.490325 loss_giou_aux_dn: 1.147938 loss: 9.832968 eta: 1 day, 0:03:33 batch_cost: 0.3023 data_cost: 0.0008 ips: 13.2312 images/s
[05/12 03:07:19] ppdet.engine INFO: Epoch: [32] [6400/7329] learning_rate: 0.000100 loss_class: 0.676702 loss_bbox: 0.160733 loss_giou: 0.411876 loss_class_aux: 2.193449 loss_bbox_aux: 0.562004 loss_giou_aux: 1.344436 loss_class_dn: 0.360601 loss_bbox_dn: 0.202472 loss_giou_dn: 0.421732 loss_class_aux_dn: 0.794962 loss_bbox_aux_dn: 0.503131 loss_giou_aux_dn: 0.995660 loss: 9.198610 eta: 1 day, 0:02:33 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1573 images/s
[05/12 03:08:27] ppdet.engine INFO: Epoch: [32] [6600/7329] learning_rate: 0.000100 loss_class: 0.672586 loss_bbox: 0.159054 loss_giou: 0.446606 loss_class_aux: 2.213632 loss_bbox_aux: 0.576100 loss_giou_aux: 1.445230 loss_class_dn: 0.371148 loss_bbox_dn: 0.193267 loss_giou_dn: 0.451655 loss_class_aux_dn: 0.815686 loss_bbox_aux_dn: 0.484188 loss_giou_aux_dn: 1.061056 loss: 8.967701 eta: 1 day, 0:01:33 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1035 images/s
[05/12 03:09:36] ppdet.engine INFO: Epoch: [32] [6800/7329] learning_rate: 0.000100 loss_class: 0.721558 loss_bbox: 0.175877 loss_giou: 0.463416 loss_class_aux: 2.291152 loss_bbox_aux: 0.596463 loss_giou_aux: 1.561121 loss_class_dn: 0.391794 loss_bbox_dn: 0.219614 loss_giou_dn: 0.478891 loss_class_aux_dn: 0.880228 loss_bbox_aux_dn: 0.537567 loss_giou_aux_dn: 1.123084 loss: 9.854444 eta: 1 day, 0:00:34 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0121 images/s
[05/12 03:10:44] ppdet.engine INFO: Epoch: [32] [7000/7329] learning_rate: 0.000100 loss_class: 0.669418 loss_bbox: 0.154469 loss_giou: 0.427455 loss_class_aux: 2.161906 loss_bbox_aux: 0.524787 loss_giou_aux: 1.355217 loss_class_dn: 0.360022 loss_bbox_dn: 0.191737 loss_giou_dn: 0.435733 loss_class_aux_dn: 0.785485 loss_bbox_aux_dn: 0.497720 loss_giou_aux_dn: 1.017083 loss: 8.895690 eta: 23:59:34 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2473 images/s
[05/12 03:11:52] ppdet.engine INFO: Epoch: [32] [7200/7329] learning_rate: 0.000100 loss_class: 0.694761 loss_bbox: 0.164984 loss_giou: 0.411018 loss_class_aux: 2.208418 loss_bbox_aux: 0.568219 loss_giou_aux: 1.361258 loss_class_dn: 0.368776 loss_bbox_dn: 0.198436 loss_giou_dn: 0.422055 loss_class_aux_dn: 0.819376 loss_bbox_aux_dn: 0.520155 loss_giou_aux_dn: 1.009368 loss: 9.159860 eta: 23:58:34 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1725 images/s
[05/12 03:12:37] ppdet.engine INFO: Eval iter: 0
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[05/12 03:14:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/12 03:14:18] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.10s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=104.81s).
Accumulating evaluation results...
DONE (t=24.15s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.440
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.607
 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 ] = 0.473
 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 ] = 0.352
 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 ] = 0.672
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.467
 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 ] = 0.863
[05/12 03:16:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.422829714555434
[05/12 03:16:44] ppdet.engine INFO: Best test bbox ap is 0.440.
[05/12 03:16:46] ppdet.engine INFO: Epoch: [33] [   0/7329] learning_rate: 0.000100 loss_class: 0.693428 loss_bbox: 0.159969 loss_giou: 0.419839 loss_class_aux: 2.226520 loss_bbox_aux: 0.552957 loss_giou_aux: 1.380550 loss_class_dn: 0.370590 loss_bbox_dn: 0.184989 loss_giou_dn: 0.439419 loss_class_aux_dn: 0.829651 loss_bbox_aux_dn: 0.468412 loss_giou_aux_dn: 1.027963 loss: 9.339724 eta: 23:57:54 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3579 images/s
[05/12 03:17:54] ppdet.engine INFO: Epoch: [33] [ 200/7329] learning_rate: 0.000100 loss_class: 0.699958 loss_bbox: 0.150412 loss_giou: 0.448840 loss_class_aux: 2.215270 loss_bbox_aux: 0.525585 loss_giou_aux: 1.454445 loss_class_dn: 0.371294 loss_bbox_dn: 0.180996 loss_giou_dn: 0.451498 loss_class_aux_dn: 0.829005 loss_bbox_aux_dn: 0.476289 loss_giou_aux_dn: 1.052293 loss: 9.464533 eta: 23:56:55 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0966 images/s
[05/12 03:19:01] ppdet.engine INFO: Epoch: [33] [ 400/7329] learning_rate: 0.000100 loss_class: 0.639148 loss_bbox: 0.141100 loss_giou: 0.436181 loss_class_aux: 2.023681 loss_bbox_aux: 0.512643 loss_giou_aux: 1.421271 loss_class_dn: 0.340918 loss_bbox_dn: 0.160098 loss_giou_dn: 0.422707 loss_class_aux_dn: 0.749128 loss_bbox_aux_dn: 0.423501 loss_giou_aux_dn: 0.986024 loss: 8.550459 eta: 23:55:53 batch_cost: 0.2978 data_cost: 0.0008 ips: 13.4328 images/s
[05/12 03:20:08] ppdet.engine INFO: Epoch: [33] [ 600/7329] learning_rate: 0.000100 loss_class: 0.717888 loss_bbox: 0.170713 loss_giou: 0.440157 loss_class_aux: 2.290409 loss_bbox_aux: 0.583859 loss_giou_aux: 1.455686 loss_class_dn: 0.369753 loss_bbox_dn: 0.198495 loss_giou_dn: 0.454690 loss_class_aux_dn: 0.815189 loss_bbox_aux_dn: 0.480325 loss_giou_aux_dn: 1.058009 loss: 9.264308 eta: 23:54:52 batch_cost: 0.2982 data_cost: 0.0007 ips: 13.4121 images/s
[05/12 03:21:15] ppdet.engine INFO: Epoch: [33] [ 800/7329] learning_rate: 0.000100 loss_class: 0.691852 loss_bbox: 0.159124 loss_giou: 0.420182 loss_class_aux: 2.234021 loss_bbox_aux: 0.542052 loss_giou_aux: 1.330943 loss_class_dn: 0.343893 loss_bbox_dn: 0.187442 loss_giou_dn: 0.420513 loss_class_aux_dn: 0.770032 loss_bbox_aux_dn: 0.474451 loss_giou_aux_dn: 0.983037 loss: 8.605723 eta: 23:53:51 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4162 images/s
[05/12 03:22:22] ppdet.engine INFO: Epoch: [33] [1000/7329] learning_rate: 0.000100 loss_class: 0.711143 loss_bbox: 0.171950 loss_giou: 0.477576 loss_class_aux: 2.279800 loss_bbox_aux: 0.604549 loss_giou_aux: 1.572010 loss_class_dn: 0.381101 loss_bbox_dn: 0.213539 loss_giou_dn: 0.482452 loss_class_aux_dn: 0.842773 loss_bbox_aux_dn: 0.518744 loss_giou_aux_dn: 1.133928 loss: 9.721960 eta: 23:52:50 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3213 images/s
[05/12 03:23:29] ppdet.engine INFO: Epoch: [33] [1200/7329] learning_rate: 0.000100 loss_class: 0.742620 loss_bbox: 0.166134 loss_giou: 0.421361 loss_class_aux: 2.391252 loss_bbox_aux: 0.556580 loss_giou_aux: 1.411863 loss_class_dn: 0.377323 loss_bbox_dn: 0.208769 loss_giou_dn: 0.422058 loss_class_aux_dn: 0.847378 loss_bbox_aux_dn: 0.529470 loss_giou_aux_dn: 1.002623 loss: 9.273927 eta: 23:51:49 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3534 images/s
[05/12 03:24:37] ppdet.engine INFO: Epoch: [33] [1400/7329] learning_rate: 0.000100 loss_class: 0.685897 loss_bbox: 0.165593 loss_giou: 0.410605 loss_class_aux: 2.275000 loss_bbox_aux: 0.576702 loss_giou_aux: 1.360950 loss_class_dn: 0.351766 loss_bbox_dn: 0.190077 loss_giou_dn: 0.414641 loss_class_aux_dn: 0.779523 loss_bbox_aux_dn: 0.490600 loss_giou_aux_dn: 0.978949 loss: 8.940987 eta: 23:50:48 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3565 images/s
[05/12 03:25:44] ppdet.engine INFO: Epoch: [33] [1600/7329] learning_rate: 0.000100 loss_class: 0.693190 loss_bbox: 0.158043 loss_giou: 0.394053 loss_class_aux: 2.203742 loss_bbox_aux: 0.542099 loss_giou_aux: 1.286050 loss_class_dn: 0.352881 loss_bbox_dn: 0.195334 loss_giou_dn: 0.405787 loss_class_aux_dn: 0.779365 loss_bbox_aux_dn: 0.495998 loss_giou_aux_dn: 0.950953 loss: 8.548928 eta: 23:49:47 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3492 images/s
[05/12 03:26:50] ppdet.engine INFO: Epoch: [33] [1800/7329] learning_rate: 0.000100 loss_class: 0.661493 loss_bbox: 0.150901 loss_giou: 0.451550 loss_class_aux: 2.188858 loss_bbox_aux: 0.517366 loss_giou_aux: 1.502966 loss_class_dn: 0.376798 loss_bbox_dn: 0.188280 loss_giou_dn: 0.444818 loss_class_aux_dn: 0.815288 loss_bbox_aux_dn: 0.472918 loss_giou_aux_dn: 1.041746 loss: 9.093678 eta: 23:48:46 batch_cost: 0.2962 data_cost: 0.0007 ips: 13.5038 images/s
[05/12 03:27:57] ppdet.engine INFO: Epoch: [33] [2000/7329] learning_rate: 0.000100 loss_class: 0.671310 loss_bbox: 0.160021 loss_giou: 0.375399 loss_class_aux: 2.164010 loss_bbox_aux: 0.542565 loss_giou_aux: 1.214960 loss_class_dn: 0.348067 loss_bbox_dn: 0.191684 loss_giou_dn: 0.390791 loss_class_aux_dn: 0.780406 loss_bbox_aux_dn: 0.497568 loss_giou_aux_dn: 0.925964 loss: 8.771023 eta: 23:47:45 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3417 images/s
[05/12 03:29:04] ppdet.engine INFO: Epoch: [33] [2200/7329] learning_rate: 0.000100 loss_class: 0.651847 loss_bbox: 0.165328 loss_giou: 0.402427 loss_class_aux: 2.110721 loss_bbox_aux: 0.551894 loss_giou_aux: 1.346244 loss_class_dn: 0.353157 loss_bbox_dn: 0.182016 loss_giou_dn: 0.408093 loss_class_aux_dn: 0.765022 loss_bbox_aux_dn: 0.477703 loss_giou_aux_dn: 0.963998 loss: 8.426184 eta: 23:46:44 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3545 images/s
[05/12 03:30:12] ppdet.engine INFO: Epoch: [33] [2400/7329] learning_rate: 0.000100 loss_class: 0.734299 loss_bbox: 0.161832 loss_giou: 0.478215 loss_class_aux: 2.318972 loss_bbox_aux: 0.559938 loss_giou_aux: 1.562392 loss_class_dn: 0.384769 loss_bbox_dn: 0.191676 loss_giou_dn: 0.471991 loss_class_aux_dn: 0.850438 loss_bbox_aux_dn: 0.499629 loss_giou_aux_dn: 1.118236 loss: 9.672919 eta: 23:45:44 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1726 images/s
[05/12 03:31:19] ppdet.engine INFO: Epoch: [33] [2600/7329] learning_rate: 0.000100 loss_class: 0.715522 loss_bbox: 0.168216 loss_giou: 0.435511 loss_class_aux: 2.268718 loss_bbox_aux: 0.578114 loss_giou_aux: 1.441952 loss_class_dn: 0.364283 loss_bbox_dn: 0.207838 loss_giou_dn: 0.441849 loss_class_aux_dn: 0.801650 loss_bbox_aux_dn: 0.516615 loss_giou_aux_dn: 1.049091 loss: 9.288197 eta: 23:44:43 batch_cost: 0.2989 data_cost: 0.0007 ips: 13.3807 images/s
[05/12 03:32:27] ppdet.engine INFO: Epoch: [33] [2800/7329] learning_rate: 0.000100 loss_class: 0.723229 loss_bbox: 0.165158 loss_giou: 0.406157 loss_class_aux: 2.265370 loss_bbox_aux: 0.556962 loss_giou_aux: 1.365845 loss_class_dn: 0.378171 loss_bbox_dn: 0.208777 loss_giou_dn: 0.428606 loss_class_aux_dn: 0.829281 loss_bbox_aux_dn: 0.524951 loss_giou_aux_dn: 1.016103 loss: 9.033554 eta: 23:43:42 batch_cost: 0.3002 data_cost: 0.0007 ips: 13.3236 images/s
[05/12 03:33:33] ppdet.engine INFO: Epoch: [33] [3000/7329] learning_rate: 0.000100 loss_class: 0.714854 loss_bbox: 0.167592 loss_giou: 0.415195 loss_class_aux: 2.258895 loss_bbox_aux: 0.541199 loss_giou_aux: 1.335391 loss_class_dn: 0.364031 loss_bbox_dn: 0.194743 loss_giou_dn: 0.420185 loss_class_aux_dn: 0.851386 loss_bbox_aux_dn: 0.488121 loss_giou_aux_dn: 0.984028 loss: 9.351479 eta: 23:42:41 batch_cost: 0.2970 data_cost: 0.0007 ips: 13.4660 images/s
[05/12 03:34:40] ppdet.engine INFO: Epoch: [33] [3200/7329] learning_rate: 0.000100 loss_class: 0.712610 loss_bbox: 0.177491 loss_giou: 0.415669 loss_class_aux: 2.277436 loss_bbox_aux: 0.591444 loss_giou_aux: 1.395988 loss_class_dn: 0.367268 loss_bbox_dn: 0.209088 loss_giou_dn: 0.428170 loss_class_aux_dn: 0.799592 loss_bbox_aux_dn: 0.534909 loss_giou_aux_dn: 1.007061 loss: 9.352024 eta: 23:41:40 batch_cost: 0.2993 data_cost: 0.0008 ips: 13.3640 images/s
[05/12 03:35:47] ppdet.engine INFO: Epoch: [33] [3400/7329] learning_rate: 0.000100 loss_class: 0.665177 loss_bbox: 0.153858 loss_giou: 0.397727 loss_class_aux: 2.163270 loss_bbox_aux: 0.514465 loss_giou_aux: 1.339277 loss_class_dn: 0.358257 loss_bbox_dn: 0.189331 loss_giou_dn: 0.401677 loss_class_aux_dn: 0.799341 loss_bbox_aux_dn: 0.486868 loss_giou_aux_dn: 0.956811 loss: 8.868013 eta: 23:40:39 batch_cost: 0.2982 data_cost: 0.0007 ips: 13.4123 images/s
[05/12 03:36:53] ppdet.engine INFO: Epoch: [33] [3600/7329] learning_rate: 0.000100 loss_class: 0.738451 loss_bbox: 0.156895 loss_giou: 0.456238 loss_class_aux: 2.410904 loss_bbox_aux: 0.549909 loss_giou_aux: 1.519031 loss_class_dn: 0.392330 loss_bbox_dn: 0.190188 loss_giou_dn: 0.469597 loss_class_aux_dn: 0.844171 loss_bbox_aux_dn: 0.485245 loss_giou_aux_dn: 1.081796 loss: 9.754595 eta: 23:39:37 batch_cost: 0.2955 data_cost: 0.0007 ips: 13.5386 images/s
[05/12 03:38:00] ppdet.engine INFO: Epoch: [33] [3800/7329] learning_rate: 0.000100 loss_class: 0.722742 loss_bbox: 0.167376 loss_giou: 0.446852 loss_class_aux: 2.319105 loss_bbox_aux: 0.574495 loss_giou_aux: 1.499206 loss_class_dn: 0.380413 loss_bbox_dn: 0.193957 loss_giou_dn: 0.454256 loss_class_aux_dn: 0.845650 loss_bbox_aux_dn: 0.489761 loss_giou_aux_dn: 1.075365 loss: 9.275457 eta: 23:38:35 batch_cost: 0.2967 data_cost: 0.0008 ips: 13.4838 images/s
[05/12 03:39:07] ppdet.engine INFO: Epoch: [33] [4000/7329] learning_rate: 0.000100 loss_class: 0.741103 loss_bbox: 0.149421 loss_giou: 0.419052 loss_class_aux: 2.361013 loss_bbox_aux: 0.528972 loss_giou_aux: 1.389986 loss_class_dn: 0.363848 loss_bbox_dn: 0.189581 loss_giou_dn: 0.441529 loss_class_aux_dn: 0.792718 loss_bbox_aux_dn: 0.501627 loss_giou_aux_dn: 1.018158 loss: 9.170029 eta: 23:37:34 batch_cost: 0.2983 data_cost: 0.0007 ips: 13.4095 images/s
[05/12 03:40:14] ppdet.engine INFO: Epoch: [33] [4200/7329] learning_rate: 0.000100 loss_class: 0.674273 loss_bbox: 0.159266 loss_giou: 0.422620 loss_class_aux: 2.191946 loss_bbox_aux: 0.556027 loss_giou_aux: 1.368404 loss_class_dn: 0.347775 loss_bbox_dn: 0.193769 loss_giou_dn: 0.431131 loss_class_aux_dn: 0.774743 loss_bbox_aux_dn: 0.482183 loss_giou_aux_dn: 0.988100 loss: 8.597605 eta: 23:36:33 batch_cost: 0.2997 data_cost: 0.0008 ips: 13.3469 images/s
[05/12 03:41:21] ppdet.engine INFO: Epoch: [33] [4400/7329] learning_rate: 0.000100 loss_class: 0.686317 loss_bbox: 0.157399 loss_giou: 0.398008 loss_class_aux: 2.253364 loss_bbox_aux: 0.534122 loss_giou_aux: 1.293207 loss_class_dn: 0.343011 loss_bbox_dn: 0.187278 loss_giou_dn: 0.433089 loss_class_aux_dn: 0.766848 loss_bbox_aux_dn: 0.461509 loss_giou_aux_dn: 1.013853 loss: 8.877098 eta: 23:35:33 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3174 images/s
[05/12 03:42:28] ppdet.engine INFO: Epoch: [33] [4600/7329] learning_rate: 0.000100 loss_class: 0.656843 loss_bbox: 0.153684 loss_giou: 0.393531 loss_class_aux: 2.160253 loss_bbox_aux: 0.506027 loss_giou_aux: 1.297328 loss_class_dn: 0.345367 loss_bbox_dn: 0.182394 loss_giou_dn: 0.393351 loss_class_aux_dn: 0.774983 loss_bbox_aux_dn: 0.466522 loss_giou_aux_dn: 0.929879 loss: 8.806574 eta: 23:34:32 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3185 images/s
[05/12 03:43:36] ppdet.engine INFO: Epoch: [33] [4800/7329] learning_rate: 0.000100 loss_class: 0.707052 loss_bbox: 0.168984 loss_giou: 0.469172 loss_class_aux: 2.268733 loss_bbox_aux: 0.575641 loss_giou_aux: 1.521333 loss_class_dn: 0.382705 loss_bbox_dn: 0.200374 loss_giou_dn: 0.473006 loss_class_aux_dn: 0.858749 loss_bbox_aux_dn: 0.506643 loss_giou_aux_dn: 1.095135 loss: 9.747881 eta: 23:33:32 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1310 images/s
[05/12 03:44:43] ppdet.engine INFO: Epoch: [33] [5000/7329] learning_rate: 0.000100 loss_class: 0.738044 loss_bbox: 0.158326 loss_giou: 0.460664 loss_class_aux: 2.337725 loss_bbox_aux: 0.560547 loss_giou_aux: 1.530059 loss_class_dn: 0.381900 loss_bbox_dn: 0.201282 loss_giou_dn: 0.500848 loss_class_aux_dn: 0.863377 loss_bbox_aux_dn: 0.515133 loss_giou_aux_dn: 1.164773 loss: 9.709222 eta: 23:32:31 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3524 images/s
[05/12 03:45:50] ppdet.engine INFO: Epoch: [33] [5200/7329] learning_rate: 0.000100 loss_class: 0.722229 loss_bbox: 0.158842 loss_giou: 0.443504 loss_class_aux: 2.280379 loss_bbox_aux: 0.561849 loss_giou_aux: 1.438422 loss_class_dn: 0.365267 loss_bbox_dn: 0.189983 loss_giou_dn: 0.458814 loss_class_aux_dn: 0.826762 loss_bbox_aux_dn: 0.496089 loss_giou_aux_dn: 1.073296 loss: 9.423079 eta: 23:31:31 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3499 images/s
[05/12 03:46:57] ppdet.engine INFO: Epoch: [33] [5400/7329] learning_rate: 0.000100 loss_class: 0.663708 loss_bbox: 0.151310 loss_giou: 0.389921 loss_class_aux: 2.161955 loss_bbox_aux: 0.543986 loss_giou_aux: 1.290934 loss_class_dn: 0.350476 loss_bbox_dn: 0.176715 loss_giou_dn: 0.411358 loss_class_aux_dn: 0.795683 loss_bbox_aux_dn: 0.457920 loss_giou_aux_dn: 0.964466 loss: 8.898927 eta: 23:30:29 batch_cost: 0.2984 data_cost: 0.0007 ips: 13.4064 images/s
[05/12 03:48:05] ppdet.engine INFO: Epoch: [33] [5600/7329] learning_rate: 0.000100 loss_class: 0.731053 loss_bbox: 0.154128 loss_giou: 0.448880 loss_class_aux: 2.291068 loss_bbox_aux: 0.530617 loss_giou_aux: 1.503308 loss_class_dn: 0.370895 loss_bbox_dn: 0.193519 loss_giou_dn: 0.456596 loss_class_aux_dn: 0.828269 loss_bbox_aux_dn: 0.489129 loss_giou_aux_dn: 1.054015 loss: 9.343973 eta: 23:29:29 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3177 images/s
[05/12 03:49:12] ppdet.engine INFO: Epoch: [33] [5800/7329] learning_rate: 0.000100 loss_class: 0.677340 loss_bbox: 0.167213 loss_giou: 0.392436 loss_class_aux: 2.127362 loss_bbox_aux: 0.563765 loss_giou_aux: 1.257618 loss_class_dn: 0.341949 loss_bbox_dn: 0.206421 loss_giou_dn: 0.401360 loss_class_aux_dn: 0.773959 loss_bbox_aux_dn: 0.526839 loss_giou_aux_dn: 0.944896 loss: 8.769379 eta: 23:28:28 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3084 images/s
[05/12 03:50:19] ppdet.engine INFO: Epoch: [33] [6000/7329] learning_rate: 0.000100 loss_class: 0.731602 loss_bbox: 0.175366 loss_giou: 0.470484 loss_class_aux: 2.357980 loss_bbox_aux: 0.608094 loss_giou_aux: 1.579995 loss_class_dn: 0.400429 loss_bbox_dn: 0.209451 loss_giou_dn: 0.478958 loss_class_aux_dn: 0.877713 loss_bbox_aux_dn: 0.524341 loss_giou_aux_dn: 1.131181 loss: 9.963440 eta: 23:27:27 batch_cost: 0.2984 data_cost: 0.0007 ips: 13.4070 images/s
[05/12 03:51:24] ppdet.engine INFO: Epoch: [33] [6200/7329] learning_rate: 0.000100 loss_class: 0.691478 loss_bbox: 0.161828 loss_giou: 0.436808 loss_class_aux: 2.213132 loss_bbox_aux: 0.559146 loss_giou_aux: 1.490981 loss_class_dn: 0.367983 loss_bbox_dn: 0.201486 loss_giou_dn: 0.446218 loss_class_aux_dn: 0.811502 loss_bbox_aux_dn: 0.493955 loss_giou_aux_dn: 1.047709 loss: 9.044460 eta: 23:26:25 batch_cost: 0.2940 data_cost: 0.0007 ips: 13.6043 images/s
[05/12 03:52:29] ppdet.engine INFO: Epoch: [33] [6400/7329] learning_rate: 0.000100 loss_class: 0.693024 loss_bbox: 0.156082 loss_giou: 0.420061 loss_class_aux: 2.173669 loss_bbox_aux: 0.518162 loss_giou_aux: 1.388454 loss_class_dn: 0.373095 loss_bbox_dn: 0.181407 loss_giou_dn: 0.422187 loss_class_aux_dn: 0.822920 loss_bbox_aux_dn: 0.455399 loss_giou_aux_dn: 1.003487 loss: 9.289619 eta: 23:25:21 batch_cost: 0.2881 data_cost: 0.0006 ips: 13.8832 images/s
[05/12 03:53:33] ppdet.engine INFO: Epoch: [33] [6600/7329] learning_rate: 0.000100 loss_class: 0.685968 loss_bbox: 0.167860 loss_giou: 0.456142 loss_class_aux: 2.247588 loss_bbox_aux: 0.573243 loss_giou_aux: 1.482698 loss_class_dn: 0.373517 loss_bbox_dn: 0.186743 loss_giou_dn: 0.449204 loss_class_aux_dn: 0.843515 loss_bbox_aux_dn: 0.470257 loss_giou_aux_dn: 1.029482 loss: 9.246248 eta: 23:24:18 batch_cost: 0.2863 data_cost: 0.0007 ips: 13.9701 images/s
[05/12 03:54:39] ppdet.engine INFO: Epoch: [33] [6800/7329] learning_rate: 0.000100 loss_class: 0.772198 loss_bbox: 0.174271 loss_giou: 0.440819 loss_class_aux: 2.451826 loss_bbox_aux: 0.604016 loss_giou_aux: 1.426150 loss_class_dn: 0.409233 loss_bbox_dn: 0.207894 loss_giou_dn: 0.476547 loss_class_aux_dn: 0.901483 loss_bbox_aux_dn: 0.502781 loss_giou_aux_dn: 1.103575 loss: 10.295490 eta: 23:23:16 batch_cost: 0.2950 data_cost: 0.0007 ips: 13.5582 images/s
[05/12 03:55:46] ppdet.engine INFO: Epoch: [33] [7000/7329] learning_rate: 0.000100 loss_class: 0.668503 loss_bbox: 0.150020 loss_giou: 0.408790 loss_class_aux: 2.131321 loss_bbox_aux: 0.527853 loss_giou_aux: 1.314231 loss_class_dn: 0.337897 loss_bbox_dn: 0.193457 loss_giou_dn: 0.418842 loss_class_aux_dn: 0.746515 loss_bbox_aux_dn: 0.484771 loss_giou_aux_dn: 0.960344 loss: 8.550793 eta: 23:22:15 batch_cost: 0.2989 data_cost: 0.0008 ips: 13.3828 images/s
[05/12 03:56:53] ppdet.engine INFO: Epoch: [33] [7200/7329] learning_rate: 0.000100 loss_class: 0.683333 loss_bbox: 0.157242 loss_giou: 0.430944 loss_class_aux: 2.179543 loss_bbox_aux: 0.516070 loss_giou_aux: 1.388546 loss_class_dn: 0.362834 loss_bbox_dn: 0.186790 loss_giou_dn: 0.448617 loss_class_aux_dn: 0.811386 loss_bbox_aux_dn: 0.479959 loss_giou_aux_dn: 1.060606 loss: 8.919584 eta: 23:21:14 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3738 images/s
[05/12 03:57:38] ppdet.engine INFO: Eval iter: 0
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[05/12 03:58:50] ppdet.engine INFO: Eval iter: 1200
[05/12 03:59:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.49s)
creating index...
index created!
[05/12 03:59:16] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.47s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=104.57s).
Accumulating evaluation results...
DONE (t=23.98s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.442
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.611
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.477
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.261
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.475
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.601
 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 ] = 0.599
 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 ] = 0.468
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.716
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.863
[05/12 04:01:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.546883556382
[05/12 04:01:42] ppdet.engine INFO: Best test bbox ap is 0.442.
[05/12 04:01:45] ppdet.engine INFO: Epoch: [34] [   0/7329] learning_rate: 0.000100 loss_class: 0.750712 loss_bbox: 0.171738 loss_giou: 0.452783 loss_class_aux: 2.337462 loss_bbox_aux: 0.580531 loss_giou_aux: 1.496408 loss_class_dn: 0.391606 loss_bbox_dn: 0.196707 loss_giou_dn: 0.480403 loss_class_aux_dn: 0.852675 loss_bbox_aux_dn: 0.500978 loss_giou_aux_dn: 1.130208 loss: 9.670681 eta: 23:20:34 batch_cost: 0.2949 data_cost: 0.0007 ips: 13.5620 images/s
[05/12 04:02:54] ppdet.engine INFO: Epoch: [34] [ 200/7329] learning_rate: 0.000100 loss_class: 0.700376 loss_bbox: 0.158795 loss_giou: 0.425879 loss_class_aux: 2.241730 loss_bbox_aux: 0.557549 loss_giou_aux: 1.413095 loss_class_dn: 0.353484 loss_bbox_dn: 0.189694 loss_giou_dn: 0.439360 loss_class_aux_dn: 0.789816 loss_bbox_aux_dn: 0.479632 loss_giou_aux_dn: 1.028214 loss: 9.031271 eta: 23:19:35 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9912 images/s
[05/12 04:04:02] ppdet.engine INFO: Epoch: [34] [ 400/7329] learning_rate: 0.000100 loss_class: 0.724769 loss_bbox: 0.169268 loss_giou: 0.438873 loss_class_aux: 2.307369 loss_bbox_aux: 0.558467 loss_giou_aux: 1.418096 loss_class_dn: 0.389376 loss_bbox_dn: 0.183836 loss_giou_dn: 0.455969 loss_class_aux_dn: 0.858455 loss_bbox_aux_dn: 0.465863 loss_giou_aux_dn: 1.075135 loss: 9.660200 eta: 23:18:35 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1510 images/s
[05/12 04:05:11] ppdet.engine INFO: Epoch: [34] [ 600/7329] learning_rate: 0.000100 loss_class: 0.625242 loss_bbox: 0.149550 loss_giou: 0.356425 loss_class_aux: 2.063755 loss_bbox_aux: 0.539959 loss_giou_aux: 1.180694 loss_class_dn: 0.323554 loss_bbox_dn: 0.186470 loss_giou_dn: 0.364268 loss_class_aux_dn: 0.710272 loss_bbox_aux_dn: 0.478879 loss_giou_aux_dn: 0.867736 loss: 8.015017 eta: 23:17:35 batch_cost: 0.3059 data_cost: 0.0008 ips: 13.0742 images/s
[05/12 04:06:19] ppdet.engine INFO: Epoch: [34] [ 800/7329] learning_rate: 0.000100 loss_class: 0.675918 loss_bbox: 0.154495 loss_giou: 0.417145 loss_class_aux: 2.255647 loss_bbox_aux: 0.554380 loss_giou_aux: 1.374038 loss_class_dn: 0.350512 loss_bbox_dn: 0.208042 loss_giou_dn: 0.433435 loss_class_aux_dn: 0.782225 loss_bbox_aux_dn: 0.508913 loss_giou_aux_dn: 1.008023 loss: 8.752969 eta: 23:16:36 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0809 images/s
[05/12 04:07:28] ppdet.engine INFO: Epoch: [34] [1000/7329] learning_rate: 0.000100 loss_class: 0.783899 loss_bbox: 0.179259 loss_giou: 0.459250 loss_class_aux: 2.516058 loss_bbox_aux: 0.584275 loss_giou_aux: 1.510961 loss_class_dn: 0.394666 loss_bbox_dn: 0.206593 loss_giou_dn: 0.494356 loss_class_aux_dn: 0.860467 loss_bbox_aux_dn: 0.527975 loss_giou_aux_dn: 1.152807 loss: 10.141726 eta: 23:15:37 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0722 images/s
[05/12 04:08:35] ppdet.engine INFO: Epoch: [34] [1200/7329] learning_rate: 0.000100 loss_class: 0.650576 loss_bbox: 0.152730 loss_giou: 0.440022 loss_class_aux: 2.080018 loss_bbox_aux: 0.513393 loss_giou_aux: 1.377824 loss_class_dn: 0.346657 loss_bbox_dn: 0.187549 loss_giou_dn: 0.420001 loss_class_aux_dn: 0.773686 loss_bbox_aux_dn: 0.460730 loss_giou_aux_dn: 0.960506 loss: 8.952614 eta: 23:14:36 batch_cost: 0.2998 data_cost: 0.0009 ips: 13.3402 images/s
[05/12 04:09:43] ppdet.engine INFO: Epoch: [34] [1400/7329] learning_rate: 0.000100 loss_class: 0.702720 loss_bbox: 0.157854 loss_giou: 0.402497 loss_class_aux: 2.225389 loss_bbox_aux: 0.533759 loss_giou_aux: 1.326601 loss_class_dn: 0.359360 loss_bbox_dn: 0.191316 loss_giou_dn: 0.420286 loss_class_aux_dn: 0.783039 loss_bbox_aux_dn: 0.491243 loss_giou_aux_dn: 0.966395 loss: 9.101357 eta: 23:13:36 batch_cost: 0.3042 data_cost: 0.0009 ips: 13.1500 images/s
[05/12 04:10:52] ppdet.engine INFO: Epoch: [34] [1600/7329] learning_rate: 0.000100 loss_class: 0.697469 loss_bbox: 0.158471 loss_giou: 0.469092 loss_class_aux: 2.255384 loss_bbox_aux: 0.558624 loss_giou_aux: 1.481711 loss_class_dn: 0.373849 loss_bbox_dn: 0.195784 loss_giou_dn: 0.451596 loss_class_aux_dn: 0.829146 loss_bbox_aux_dn: 0.476902 loss_giou_aux_dn: 1.061014 loss: 9.122276 eta: 23:12:37 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9460 images/s
[05/12 04:12:02] ppdet.engine INFO: Epoch: [34] [1800/7329] learning_rate: 0.000100 loss_class: 0.691754 loss_bbox: 0.152830 loss_giou: 0.432040 loss_class_aux: 2.213944 loss_bbox_aux: 0.523590 loss_giou_aux: 1.419793 loss_class_dn: 0.364331 loss_bbox_dn: 0.193773 loss_giou_dn: 0.455621 loss_class_aux_dn: 0.811756 loss_bbox_aux_dn: 0.499877 loss_giou_aux_dn: 1.051613 loss: 9.139030 eta: 23:11:38 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9333 images/s
[05/12 04:13:10] ppdet.engine INFO: Epoch: [34] [2000/7329] learning_rate: 0.000100 loss_class: 0.723860 loss_bbox: 0.159954 loss_giou: 0.432207 loss_class_aux: 2.345100 loss_bbox_aux: 0.543254 loss_giou_aux: 1.390494 loss_class_dn: 0.375257 loss_bbox_dn: 0.190445 loss_giou_dn: 0.416600 loss_class_aux_dn: 0.827728 loss_bbox_aux_dn: 0.477893 loss_giou_aux_dn: 1.008520 loss: 9.106386 eta: 23:10:39 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0131 images/s
[05/12 04:14:18] ppdet.engine INFO: Epoch: [34] [2200/7329] learning_rate: 0.000100 loss_class: 0.714170 loss_bbox: 0.163601 loss_giou: 0.441660 loss_class_aux: 2.269653 loss_bbox_aux: 0.561275 loss_giou_aux: 1.447306 loss_class_dn: 0.379801 loss_bbox_dn: 0.192625 loss_giou_dn: 0.474271 loss_class_aux_dn: 0.829900 loss_bbox_aux_dn: 0.484907 loss_giou_aux_dn: 1.085221 loss: 9.422489 eta: 23:09:39 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3393 images/s
[05/12 04:15:26] ppdet.engine INFO: Epoch: [34] [2400/7329] learning_rate: 0.000100 loss_class: 0.704271 loss_bbox: 0.153061 loss_giou: 0.456047 loss_class_aux: 2.277367 loss_bbox_aux: 0.524513 loss_giou_aux: 1.525858 loss_class_dn: 0.385945 loss_bbox_dn: 0.182878 loss_giou_dn: 0.450032 loss_class_aux_dn: 0.841747 loss_bbox_aux_dn: 0.451531 loss_giou_aux_dn: 1.074855 loss: 9.312408 eta: 23:08:39 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0116 images/s
[05/12 04:16:35] ppdet.engine INFO: Epoch: [34] [2600/7329] learning_rate: 0.000100 loss_class: 0.678633 loss_bbox: 0.152555 loss_giou: 0.444464 loss_class_aux: 2.200399 loss_bbox_aux: 0.526152 loss_giou_aux: 1.474581 loss_class_dn: 0.365879 loss_bbox_dn: 0.181488 loss_giou_dn: 0.441187 loss_class_aux_dn: 0.808734 loss_bbox_aux_dn: 0.455206 loss_giou_aux_dn: 1.048750 loss: 9.052731 eta: 23:07:40 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1248 images/s
[05/12 04:17:44] ppdet.engine INFO: Epoch: [34] [2800/7329] learning_rate: 0.000100 loss_class: 0.651783 loss_bbox: 0.156217 loss_giou: 0.391749 loss_class_aux: 2.143680 loss_bbox_aux: 0.519366 loss_giou_aux: 1.265101 loss_class_dn: 0.350038 loss_bbox_dn: 0.183942 loss_giou_dn: 0.408568 loss_class_aux_dn: 0.767577 loss_bbox_aux_dn: 0.453268 loss_giou_aux_dn: 0.958576 loss: 8.641714 eta: 23:06:41 batch_cost: 0.3106 data_cost: 0.0007 ips: 12.8786 images/s
[05/12 04:18:51] ppdet.engine INFO: Epoch: [34] [3000/7329] learning_rate: 0.000100 loss_class: 0.685310 loss_bbox: 0.157143 loss_giou: 0.431638 loss_class_aux: 2.219658 loss_bbox_aux: 0.537408 loss_giou_aux: 1.367651 loss_class_dn: 0.348906 loss_bbox_dn: 0.186263 loss_giou_dn: 0.418160 loss_class_aux_dn: 0.777394 loss_bbox_aux_dn: 0.483953 loss_giou_aux_dn: 0.976753 loss: 8.539791 eta: 23:05:41 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3443 images/s
[05/12 04:20:00] ppdet.engine INFO: Epoch: [34] [3200/7329] learning_rate: 0.000100 loss_class: 0.708276 loss_bbox: 0.157096 loss_giou: 0.452090 loss_class_aux: 2.303868 loss_bbox_aux: 0.561119 loss_giou_aux: 1.437702 loss_class_dn: 0.372978 loss_bbox_dn: 0.201649 loss_giou_dn: 0.430753 loss_class_aux_dn: 0.839561 loss_bbox_aux_dn: 0.532651 loss_giou_aux_dn: 1.013963 loss: 9.184151 eta: 23:04:42 batch_cost: 0.3099 data_cost: 0.0007 ips: 12.9075 images/s
[05/12 04:21:08] ppdet.engine INFO: Epoch: [34] [3400/7329] learning_rate: 0.000100 loss_class: 0.772773 loss_bbox: 0.167768 loss_giou: 0.487169 loss_class_aux: 2.471639 loss_bbox_aux: 0.577991 loss_giou_aux: 1.600462 loss_class_dn: 0.397793 loss_bbox_dn: 0.199635 loss_giou_dn: 0.484310 loss_class_aux_dn: 0.893275 loss_bbox_aux_dn: 0.504650 loss_giou_aux_dn: 1.113995 loss: 9.846085 eta: 23:03:42 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2189 images/s
[05/12 04:22:17] ppdet.engine INFO: Epoch: [34] [3600/7329] learning_rate: 0.000100 loss_class: 0.671600 loss_bbox: 0.144331 loss_giou: 0.364590 loss_class_aux: 2.172510 loss_bbox_aux: 0.483487 loss_giou_aux: 1.202933 loss_class_dn: 0.338722 loss_bbox_dn: 0.166645 loss_giou_dn: 0.406437 loss_class_aux_dn: 0.776700 loss_bbox_aux_dn: 0.447266 loss_giou_aux_dn: 0.945304 loss: 8.263166 eta: 23:02:43 batch_cost: 0.3078 data_cost: 0.0008 ips: 12.9934 images/s
[05/12 04:23:26] ppdet.engine INFO: Epoch: [34] [3800/7329] learning_rate: 0.000100 loss_class: 0.671477 loss_bbox: 0.154785 loss_giou: 0.401050 loss_class_aux: 2.206721 loss_bbox_aux: 0.526379 loss_giou_aux: 1.322326 loss_class_dn: 0.341831 loss_bbox_dn: 0.195997 loss_giou_dn: 0.400799 loss_class_aux_dn: 0.772375 loss_bbox_aux_dn: 0.474749 loss_giou_aux_dn: 0.943159 loss: 8.879459 eta: 23:01:44 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9685 images/s
[05/12 04:24:35] ppdet.engine INFO: Epoch: [34] [4000/7329] learning_rate: 0.000100 loss_class: 0.690589 loss_bbox: 0.156599 loss_giou: 0.453645 loss_class_aux: 2.172434 loss_bbox_aux: 0.557548 loss_giou_aux: 1.469512 loss_class_dn: 0.353944 loss_bbox_dn: 0.193853 loss_giou_dn: 0.455628 loss_class_aux_dn: 0.780137 loss_bbox_aux_dn: 0.482912 loss_giou_aux_dn: 1.067237 loss: 8.997377 eta: 23:00:45 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9210 images/s
[05/12 04:25:42] ppdet.engine INFO: Epoch: [34] [4200/7329] learning_rate: 0.000100 loss_class: 0.688185 loss_bbox: 0.145349 loss_giou: 0.386533 loss_class_aux: 2.246710 loss_bbox_aux: 0.499386 loss_giou_aux: 1.281554 loss_class_dn: 0.339913 loss_bbox_dn: 0.180602 loss_giou_dn: 0.394890 loss_class_aux_dn: 0.757201 loss_bbox_aux_dn: 0.460499 loss_giou_aux_dn: 0.936840 loss: 8.367905 eta: 22:59:45 batch_cost: 0.3008 data_cost: 0.0009 ips: 13.2986 images/s
[05/12 04:26:51] ppdet.engine INFO: Epoch: [34] [4400/7329] learning_rate: 0.000100 loss_class: 0.665051 loss_bbox: 0.156677 loss_giou: 0.423942 loss_class_aux: 2.193703 loss_bbox_aux: 0.561329 loss_giou_aux: 1.363308 loss_class_dn: 0.357177 loss_bbox_dn: 0.204127 loss_giou_dn: 0.431789 loss_class_aux_dn: 0.787337 loss_bbox_aux_dn: 0.506346 loss_giou_aux_dn: 1.000271 loss: 8.904914 eta: 22:58:45 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0584 images/s
[05/12 04:27:59] ppdet.engine INFO: Epoch: [34] [4600/7329] learning_rate: 0.000100 loss_class: 0.707596 loss_bbox: 0.181097 loss_giou: 0.459599 loss_class_aux: 2.331627 loss_bbox_aux: 0.597239 loss_giou_aux: 1.507465 loss_class_dn: 0.375733 loss_bbox_dn: 0.205098 loss_giou_dn: 0.454633 loss_class_aux_dn: 0.843955 loss_bbox_aux_dn: 0.495144 loss_giou_aux_dn: 1.053128 loss: 9.727766 eta: 22:57:46 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9340 images/s
[05/12 04:29:08] ppdet.engine INFO: Epoch: [34] [4800/7329] learning_rate: 0.000100 loss_class: 0.706654 loss_bbox: 0.166455 loss_giou: 0.436684 loss_class_aux: 2.255789 loss_bbox_aux: 0.568372 loss_giou_aux: 1.426403 loss_class_dn: 0.377724 loss_bbox_dn: 0.213603 loss_giou_dn: 0.440754 loss_class_aux_dn: 0.841133 loss_bbox_aux_dn: 0.532770 loss_giou_aux_dn: 1.026267 loss: 9.484335 eta: 22:56:47 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0456 images/s
[05/12 04:30:16] ppdet.engine INFO: Epoch: [34] [5000/7329] learning_rate: 0.000100 loss_class: 0.700410 loss_bbox: 0.158795 loss_giou: 0.419379 loss_class_aux: 2.218649 loss_bbox_aux: 0.557294 loss_giou_aux: 1.395508 loss_class_dn: 0.367756 loss_bbox_dn: 0.204606 loss_giou_dn: 0.429449 loss_class_aux_dn: 0.791923 loss_bbox_aux_dn: 0.531322 loss_giou_aux_dn: 0.987020 loss: 8.847934 eta: 22:55:47 batch_cost: 0.3031 data_cost: 0.0008 ips: 13.1954 images/s
[05/12 04:31:24] ppdet.engine INFO: Epoch: [34] [5200/7329] learning_rate: 0.000100 loss_class: 0.705782 loss_bbox: 0.167359 loss_giou: 0.497881 loss_class_aux: 2.277631 loss_bbox_aux: 0.568108 loss_giou_aux: 1.643148 loss_class_dn: 0.385600 loss_bbox_dn: 0.205731 loss_giou_dn: 0.500221 loss_class_aux_dn: 0.837444 loss_bbox_aux_dn: 0.515174 loss_giou_aux_dn: 1.137286 loss: 9.466674 eta: 22:54:47 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1063 images/s
[05/12 04:32:32] ppdet.engine INFO: Epoch: [34] [5400/7329] learning_rate: 0.000100 loss_class: 0.690829 loss_bbox: 0.154909 loss_giou: 0.430158 loss_class_aux: 2.161344 loss_bbox_aux: 0.566863 loss_giou_aux: 1.419623 loss_class_dn: 0.373477 loss_bbox_dn: 0.185417 loss_giou_dn: 0.460583 loss_class_aux_dn: 0.828822 loss_bbox_aux_dn: 0.478701 loss_giou_aux_dn: 1.083034 loss: 9.456079 eta: 22:53:48 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1282 images/s
[05/12 04:33:41] ppdet.engine INFO: Epoch: [34] [5600/7329] learning_rate: 0.000100 loss_class: 0.627914 loss_bbox: 0.159360 loss_giou: 0.410856 loss_class_aux: 1.985780 loss_bbox_aux: 0.552980 loss_giou_aux: 1.340803 loss_class_dn: 0.338699 loss_bbox_dn: 0.191898 loss_giou_dn: 0.422896 loss_class_aux_dn: 0.780127 loss_bbox_aux_dn: 0.482403 loss_giou_aux_dn: 0.992210 loss: 8.723738 eta: 22:52:48 batch_cost: 0.3058 data_cost: 0.0008 ips: 13.0824 images/s
[05/12 04:34:49] ppdet.engine INFO: Epoch: [34] [5800/7329] learning_rate: 0.000100 loss_class: 0.653512 loss_bbox: 0.149742 loss_giou: 0.380446 loss_class_aux: 2.116213 loss_bbox_aux: 0.530044 loss_giou_aux: 1.230436 loss_class_dn: 0.329744 loss_bbox_dn: 0.188050 loss_giou_dn: 0.370740 loss_class_aux_dn: 0.746791 loss_bbox_aux_dn: 0.487820 loss_giou_aux_dn: 0.885741 loss: 8.079298 eta: 22:51:48 batch_cost: 0.3036 data_cost: 0.0008 ips: 13.1731 images/s
[05/12 04:35:57] ppdet.engine INFO: Epoch: [34] [6000/7329] learning_rate: 0.000100 loss_class: 0.647919 loss_bbox: 0.152435 loss_giou: 0.368237 loss_class_aux: 2.086871 loss_bbox_aux: 0.510930 loss_giou_aux: 1.241875 loss_class_dn: 0.324024 loss_bbox_dn: 0.180547 loss_giou_dn: 0.400925 loss_class_aux_dn: 0.724416 loss_bbox_aux_dn: 0.466559 loss_giou_aux_dn: 0.920528 loss: 8.349492 eta: 22:50:48 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1388 images/s
[05/12 04:37:05] ppdet.engine INFO: Epoch: [34] [6200/7329] learning_rate: 0.000100 loss_class: 0.714182 loss_bbox: 0.155149 loss_giou: 0.457041 loss_class_aux: 2.244505 loss_bbox_aux: 0.541541 loss_giou_aux: 1.520340 loss_class_dn: 0.369169 loss_bbox_dn: 0.185985 loss_giou_dn: 0.455550 loss_class_aux_dn: 0.797766 loss_bbox_aux_dn: 0.475348 loss_giou_aux_dn: 1.050460 loss: 9.210497 eta: 22:49:48 batch_cost: 0.3015 data_cost: 0.0008 ips: 13.2659 images/s
[05/12 04:38:13] ppdet.engine INFO: Epoch: [34] [6400/7329] learning_rate: 0.000100 loss_class: 0.720809 loss_bbox: 0.143880 loss_giou: 0.429941 loss_class_aux: 2.296982 loss_bbox_aux: 0.499339 loss_giou_aux: 1.451784 loss_class_dn: 0.368038 loss_bbox_dn: 0.186299 loss_giou_dn: 0.431267 loss_class_aux_dn: 0.821838 loss_bbox_aux_dn: 0.471847 loss_giou_aux_dn: 1.030402 loss: 8.945044 eta: 22:48:48 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1608 images/s
[05/12 04:39:22] ppdet.engine INFO: Epoch: [34] [6600/7329] learning_rate: 0.000100 loss_class: 0.691090 loss_bbox: 0.154471 loss_giou: 0.470382 loss_class_aux: 2.200373 loss_bbox_aux: 0.532166 loss_giou_aux: 1.515290 loss_class_dn: 0.374872 loss_bbox_dn: 0.190137 loss_giou_dn: 0.469373 loss_class_aux_dn: 0.839691 loss_bbox_aux_dn: 0.491274 loss_giou_aux_dn: 1.093792 loss: 9.512892 eta: 22:47:49 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0041 images/s
[05/12 04:40:30] ppdet.engine INFO: Epoch: [34] [6800/7329] learning_rate: 0.000100 loss_class: 0.760200 loss_bbox: 0.178957 loss_giou: 0.490907 loss_class_aux: 2.443079 loss_bbox_aux: 0.588136 loss_giou_aux: 1.644440 loss_class_dn: 0.395662 loss_bbox_dn: 0.200980 loss_giou_dn: 0.523654 loss_class_aux_dn: 0.863221 loss_bbox_aux_dn: 0.503724 loss_giou_aux_dn: 1.220121 loss: 10.327667 eta: 22:46:49 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1781 images/s
[05/12 04:41:37] ppdet.engine INFO: Epoch: [34] [7000/7329] learning_rate: 0.000100 loss_class: 0.687384 loss_bbox: 0.151377 loss_giou: 0.363706 loss_class_aux: 2.185894 loss_bbox_aux: 0.529256 loss_giou_aux: 1.194663 loss_class_dn: 0.334669 loss_bbox_dn: 0.210095 loss_giou_dn: 0.390875 loss_class_aux_dn: 0.748098 loss_bbox_aux_dn: 0.522028 loss_giou_aux_dn: 0.926134 loss: 8.636873 eta: 22:45:48 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2832 images/s
[05/12 04:42:46] ppdet.engine INFO: Epoch: [34] [7200/7329] learning_rate: 0.000100 loss_class: 0.711459 loss_bbox: 0.156876 loss_giou: 0.433053 loss_class_aux: 2.300208 loss_bbox_aux: 0.552719 loss_giou_aux: 1.452778 loss_class_dn: 0.378853 loss_bbox_dn: 0.187354 loss_giou_dn: 0.459570 loss_class_aux_dn: 0.818873 loss_bbox_aux_dn: 0.487155 loss_giou_aux_dn: 1.088838 loss: 9.174511 eta: 22:44:49 batch_cost: 0.3043 data_cost: 0.0008 ips: 13.1445 images/s
[05/12 04:43:31] ppdet.engine INFO: Eval iter: 0
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[05/12 04:44:44] ppdet.engine INFO: Eval iter: 1200
[05/12 04:45:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/12 04:45:09] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.99s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=105.83s).
Accumulating evaluation results...
DONE (t=24.04s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.444
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.611
 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 ] = 0.477
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.602
 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 ] = 0.600
 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 ] = 0.469
 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 ] = 0.865
[05/12 04:47:36] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.66556152999014
[05/12 04:47:36] ppdet.engine INFO: Best test bbox ap is 0.444.
[05/12 04:47:38] ppdet.engine INFO: Epoch: [35] [   0/7329] learning_rate: 0.000100 loss_class: 0.677181 loss_bbox: 0.168273 loss_giou: 0.411784 loss_class_aux: 2.233882 loss_bbox_aux: 0.558117 loss_giou_aux: 1.366359 loss_class_dn: 0.356218 loss_bbox_dn: 0.188869 loss_giou_dn: 0.420313 loss_class_aux_dn: 0.797817 loss_bbox_aux_dn: 0.497112 loss_giou_aux_dn: 0.999806 loss: 8.988884 eta: 22:44:09 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2706 images/s
[05/12 04:48:45] ppdet.engine INFO: Epoch: [35] [ 200/7329] learning_rate: 0.000100 loss_class: 0.717045 loss_bbox: 0.154992 loss_giou: 0.460111 loss_class_aux: 2.285637 loss_bbox_aux: 0.532360 loss_giou_aux: 1.509597 loss_class_dn: 0.375928 loss_bbox_dn: 0.188814 loss_giou_dn: 0.474124 loss_class_aux_dn: 0.837947 loss_bbox_aux_dn: 0.473571 loss_giou_aux_dn: 1.107439 loss: 9.142595 eta: 22:43:08 batch_cost: 0.2986 data_cost: 0.0007 ips: 13.3957 images/s
[05/12 04:49:51] ppdet.engine INFO: Epoch: [35] [ 400/7329] learning_rate: 0.000100 loss_class: 0.688493 loss_bbox: 0.140663 loss_giou: 0.421487 loss_class_aux: 2.199813 loss_bbox_aux: 0.508511 loss_giou_aux: 1.364933 loss_class_dn: 0.342043 loss_bbox_dn: 0.178063 loss_giou_dn: 0.412082 loss_class_aux_dn: 0.765374 loss_bbox_aux_dn: 0.448139 loss_giou_aux_dn: 0.970515 loss: 8.740366 eta: 22:42:06 batch_cost: 0.2924 data_cost: 0.0006 ips: 13.6817 images/s
[05/12 04:50:55] ppdet.engine INFO: Epoch: [35] [ 600/7329] learning_rate: 0.000100 loss_class: 0.729224 loss_bbox: 0.161503 loss_giou: 0.433950 loss_class_aux: 2.305629 loss_bbox_aux: 0.564586 loss_giou_aux: 1.438140 loss_class_dn: 0.384701 loss_bbox_dn: 0.200626 loss_giou_dn: 0.447216 loss_class_aux_dn: 0.840779 loss_bbox_aux_dn: 0.492383 loss_giou_aux_dn: 1.048506 loss: 9.434063 eta: 22:41:03 batch_cost: 0.2877 data_cost: 0.0007 ips: 13.9052 images/s
[05/12 04:52:01] ppdet.engine INFO: Epoch: [35] [ 800/7329] learning_rate: 0.000100 loss_class: 0.700340 loss_bbox: 0.163915 loss_giou: 0.432855 loss_class_aux: 2.255630 loss_bbox_aux: 0.572206 loss_giou_aux: 1.439971 loss_class_dn: 0.372059 loss_bbox_dn: 0.207712 loss_giou_dn: 0.433394 loss_class_aux_dn: 0.820078 loss_bbox_aux_dn: 0.522392 loss_giou_aux_dn: 0.983717 loss: 9.166386 eta: 22:40:01 batch_cost: 0.2939 data_cost: 0.0007 ips: 13.6114 images/s
[05/12 04:53:09] ppdet.engine INFO: Epoch: [35] [1000/7329] learning_rate: 0.000100 loss_class: 0.677961 loss_bbox: 0.153198 loss_giou: 0.428412 loss_class_aux: 2.165491 loss_bbox_aux: 0.533045 loss_giou_aux: 1.391748 loss_class_dn: 0.348406 loss_bbox_dn: 0.187803 loss_giou_dn: 0.418744 loss_class_aux_dn: 0.772903 loss_bbox_aux_dn: 0.451719 loss_giou_aux_dn: 0.992878 loss: 8.956520 eta: 22:39:00 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2234 images/s
[05/12 04:54:16] ppdet.engine INFO: Epoch: [35] [1200/7329] learning_rate: 0.000100 loss_class: 0.662886 loss_bbox: 0.158600 loss_giou: 0.378594 loss_class_aux: 2.121846 loss_bbox_aux: 0.531609 loss_giou_aux: 1.313760 loss_class_dn: 0.338310 loss_bbox_dn: 0.182356 loss_giou_dn: 0.398235 loss_class_aux_dn: 0.748424 loss_bbox_aux_dn: 0.453104 loss_giou_aux_dn: 0.940365 loss: 8.450468 eta: 22:38:00 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2687 images/s
[05/12 04:55:25] ppdet.engine INFO: Epoch: [35] [1400/7329] learning_rate: 0.000100 loss_class: 0.665537 loss_bbox: 0.145103 loss_giou: 0.413418 loss_class_aux: 2.149111 loss_bbox_aux: 0.502978 loss_giou_aux: 1.374481 loss_class_dn: 0.369622 loss_bbox_dn: 0.183237 loss_giou_dn: 0.428766 loss_class_aux_dn: 0.808547 loss_bbox_aux_dn: 0.456942 loss_giou_aux_dn: 0.999327 loss: 8.800001 eta: 22:37:01 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0126 images/s
[05/12 04:56:32] ppdet.engine INFO: Epoch: [35] [1600/7329] learning_rate: 0.000100 loss_class: 0.674859 loss_bbox: 0.153464 loss_giou: 0.429705 loss_class_aux: 2.190773 loss_bbox_aux: 0.523505 loss_giou_aux: 1.431434 loss_class_dn: 0.341886 loss_bbox_dn: 0.187642 loss_giou_dn: 0.442728 loss_class_aux_dn: 0.762393 loss_bbox_aux_dn: 0.474384 loss_giou_aux_dn: 1.056670 loss: 8.981926 eta: 22:35:59 batch_cost: 0.2971 data_cost: 0.0008 ips: 13.4629 images/s
[05/12 04:57:39] ppdet.engine INFO: Epoch: [35] [1800/7329] learning_rate: 0.000100 loss_class: 0.718253 loss_bbox: 0.158033 loss_giou: 0.432292 loss_class_aux: 2.267539 loss_bbox_aux: 0.543658 loss_giou_aux: 1.444674 loss_class_dn: 0.382946 loss_bbox_dn: 0.190046 loss_giou_dn: 0.449156 loss_class_aux_dn: 0.847490 loss_bbox_aux_dn: 0.500267 loss_giou_aux_dn: 1.044529 loss: 9.244068 eta: 22:34:59 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1958 images/s
[05/12 04:58:47] ppdet.engine INFO: Epoch: [35] [2000/7329] learning_rate: 0.000100 loss_class: 0.712447 loss_bbox: 0.177112 loss_giou: 0.472094 loss_class_aux: 2.301090 loss_bbox_aux: 0.564328 loss_giou_aux: 1.550024 loss_class_dn: 0.386082 loss_bbox_dn: 0.210116 loss_giou_dn: 0.493919 loss_class_aux_dn: 0.849701 loss_bbox_aux_dn: 0.512457 loss_giou_aux_dn: 1.123470 loss: 9.566572 eta: 22:33:59 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2371 images/s
[05/12 04:59:55] ppdet.engine INFO: Epoch: [35] [2200/7329] learning_rate: 0.000100 loss_class: 0.705249 loss_bbox: 0.155669 loss_giou: 0.369696 loss_class_aux: 2.281586 loss_bbox_aux: 0.530856 loss_giou_aux: 1.223490 loss_class_dn: 0.334226 loss_bbox_dn: 0.198780 loss_giou_dn: 0.405901 loss_class_aux_dn: 0.763366 loss_bbox_aux_dn: 0.512458 loss_giou_aux_dn: 0.938930 loss: 8.594578 eta: 22:32:59 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1727 images/s
[05/12 05:01:02] ppdet.engine INFO: Epoch: [35] [2400/7329] learning_rate: 0.000100 loss_class: 0.713185 loss_bbox: 0.154657 loss_giou: 0.436340 loss_class_aux: 2.252507 loss_bbox_aux: 0.525989 loss_giou_aux: 1.415309 loss_class_dn: 0.357720 loss_bbox_dn: 0.187428 loss_giou_dn: 0.433241 loss_class_aux_dn: 0.788758 loss_bbox_aux_dn: 0.486735 loss_giou_aux_dn: 1.039192 loss: 9.040504 eta: 22:31:58 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2801 images/s
[05/12 05:02:10] ppdet.engine INFO: Epoch: [35] [2600/7329] learning_rate: 0.000100 loss_class: 0.731279 loss_bbox: 0.158640 loss_giou: 0.451573 loss_class_aux: 2.296870 loss_bbox_aux: 0.558731 loss_giou_aux: 1.496234 loss_class_dn: 0.378374 loss_bbox_dn: 0.196454 loss_giou_dn: 0.460773 loss_class_aux_dn: 0.839219 loss_bbox_aux_dn: 0.495918 loss_giou_aux_dn: 1.066293 loss: 9.648679 eta: 22:30:58 batch_cost: 0.3019 data_cost: 0.0008 ips: 13.2508 images/s
[05/12 05:03:18] ppdet.engine INFO: Epoch: [35] [2800/7329] learning_rate: 0.000100 loss_class: 0.663214 loss_bbox: 0.156783 loss_giou: 0.443421 loss_class_aux: 2.192619 loss_bbox_aux: 0.536906 loss_giou_aux: 1.434723 loss_class_dn: 0.358587 loss_bbox_dn: 0.177761 loss_giou_dn: 0.441685 loss_class_aux_dn: 0.787175 loss_bbox_aux_dn: 0.450064 loss_giou_aux_dn: 1.050312 loss: 9.212145 eta: 22:29:59 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0979 images/s
[05/12 05:04:26] ppdet.engine INFO: Epoch: [35] [3000/7329] learning_rate: 0.000100 loss_class: 0.687847 loss_bbox: 0.156301 loss_giou: 0.420608 loss_class_aux: 2.207194 loss_bbox_aux: 0.538537 loss_giou_aux: 1.356445 loss_class_dn: 0.349453 loss_bbox_dn: 0.194439 loss_giou_dn: 0.430717 loss_class_aux_dn: 0.789276 loss_bbox_aux_dn: 0.490699 loss_giou_aux_dn: 0.989311 loss: 9.035278 eta: 22:28:58 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2192 images/s
[05/12 05:05:33] ppdet.engine INFO: Epoch: [35] [3200/7329] learning_rate: 0.000100 loss_class: 0.712966 loss_bbox: 0.156400 loss_giou: 0.410522 loss_class_aux: 2.224547 loss_bbox_aux: 0.549550 loss_giou_aux: 1.358430 loss_class_dn: 0.350581 loss_bbox_dn: 0.191266 loss_giou_dn: 0.424120 loss_class_aux_dn: 0.785774 loss_bbox_aux_dn: 0.469996 loss_giou_aux_dn: 0.980610 loss: 8.802576 eta: 22:27:58 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1974 images/s
[05/12 05:06:41] ppdet.engine INFO: Epoch: [35] [3400/7329] learning_rate: 0.000100 loss_class: 0.763913 loss_bbox: 0.170284 loss_giou: 0.484070 loss_class_aux: 2.411802 loss_bbox_aux: 0.580070 loss_giou_aux: 1.577049 loss_class_dn: 0.408637 loss_bbox_dn: 0.207873 loss_giou_dn: 0.522431 loss_class_aux_dn: 0.896114 loss_bbox_aux_dn: 0.519422 loss_giou_aux_dn: 1.204593 loss: 10.235235 eta: 22:26:58 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3086 images/s
[05/12 05:07:50] ppdet.engine INFO: Epoch: [35] [3600/7329] learning_rate: 0.000100 loss_class: 0.698148 loss_bbox: 0.164782 loss_giou: 0.455903 loss_class_aux: 2.283998 loss_bbox_aux: 0.579382 loss_giou_aux: 1.465140 loss_class_dn: 0.364159 loss_bbox_dn: 0.200600 loss_giou_dn: 0.453006 loss_class_aux_dn: 0.818471 loss_bbox_aux_dn: 0.525712 loss_giou_aux_dn: 1.046715 loss: 9.496937 eta: 22:25:59 batch_cost: 0.3110 data_cost: 0.0007 ips: 12.8624 images/s
[05/12 05:08:58] ppdet.engine INFO: Epoch: [35] [3800/7329] learning_rate: 0.000100 loss_class: 0.773368 loss_bbox: 0.164792 loss_giou: 0.456279 loss_class_aux: 2.403614 loss_bbox_aux: 0.556354 loss_giou_aux: 1.530010 loss_class_dn: 0.373669 loss_bbox_dn: 0.206686 loss_giou_dn: 0.466937 loss_class_aux_dn: 0.825690 loss_bbox_aux_dn: 0.508831 loss_giou_aux_dn: 1.106012 loss: 9.986322 eta: 22:24:59 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1780 images/s
[05/12 05:10:06] ppdet.engine INFO: Epoch: [35] [4000/7329] learning_rate: 0.000100 loss_class: 0.651413 loss_bbox: 0.143519 loss_giou: 0.374603 loss_class_aux: 2.080774 loss_bbox_aux: 0.520616 loss_giou_aux: 1.259272 loss_class_dn: 0.336465 loss_bbox_dn: 0.174496 loss_giou_dn: 0.383226 loss_class_aux_dn: 0.767517 loss_bbox_aux_dn: 0.441537 loss_giou_aux_dn: 0.915081 loss: 8.309698 eta: 22:23:59 batch_cost: 0.3025 data_cost: 0.0008 ips: 13.2217 images/s
[05/12 05:11:13] ppdet.engine INFO: Epoch: [35] [4200/7329] learning_rate: 0.000100 loss_class: 0.761073 loss_bbox: 0.171957 loss_giou: 0.461633 loss_class_aux: 2.429353 loss_bbox_aux: 0.584661 loss_giou_aux: 1.520409 loss_class_dn: 0.389248 loss_bbox_dn: 0.205677 loss_giou_dn: 0.474710 loss_class_aux_dn: 0.862573 loss_bbox_aux_dn: 0.525722 loss_giou_aux_dn: 1.092717 loss: 9.726805 eta: 22:22:58 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2588 images/s
[05/12 05:12:20] ppdet.engine INFO: Epoch: [35] [4400/7329] learning_rate: 0.000100 loss_class: 0.689204 loss_bbox: 0.154701 loss_giou: 0.414807 loss_class_aux: 2.223818 loss_bbox_aux: 0.567739 loss_giou_aux: 1.412748 loss_class_dn: 0.352220 loss_bbox_dn: 0.187721 loss_giou_dn: 0.419682 loss_class_aux_dn: 0.802715 loss_bbox_aux_dn: 0.481203 loss_giou_aux_dn: 1.009740 loss: 8.955481 eta: 22:21:58 batch_cost: 0.2989 data_cost: 0.0007 ips: 13.3832 images/s
[05/12 05:13:28] ppdet.engine INFO: Epoch: [35] [4600/7329] learning_rate: 0.000100 loss_class: 0.691043 loss_bbox: 0.156016 loss_giou: 0.396730 loss_class_aux: 2.238537 loss_bbox_aux: 0.516233 loss_giou_aux: 1.270902 loss_class_dn: 0.342406 loss_bbox_dn: 0.196968 loss_giou_dn: 0.404598 loss_class_aux_dn: 0.757312 loss_bbox_aux_dn: 0.488686 loss_giou_aux_dn: 0.929562 loss: 8.739397 eta: 22:20:57 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2422 images/s
[05/12 05:14:38] ppdet.engine INFO: Epoch: [35] [4800/7329] learning_rate: 0.000100 loss_class: 0.719196 loss_bbox: 0.154985 loss_giou: 0.428911 loss_class_aux: 2.258743 loss_bbox_aux: 0.542296 loss_giou_aux: 1.419938 loss_class_dn: 0.350345 loss_bbox_dn: 0.194974 loss_giou_dn: 0.421262 loss_class_aux_dn: 0.777302 loss_bbox_aux_dn: 0.491788 loss_giou_aux_dn: 0.979934 loss: 8.732496 eta: 22:19:59 batch_cost: 0.3113 data_cost: 0.0007 ips: 12.8501 images/s
[05/12 05:15:45] ppdet.engine INFO: Epoch: [35] [5000/7329] learning_rate: 0.000100 loss_class: 0.711326 loss_bbox: 0.156549 loss_giou: 0.403612 loss_class_aux: 2.318573 loss_bbox_aux: 0.536485 loss_giou_aux: 1.316850 loss_class_dn: 0.358688 loss_bbox_dn: 0.182925 loss_giou_dn: 0.431654 loss_class_aux_dn: 0.790290 loss_bbox_aux_dn: 0.462044 loss_giou_aux_dn: 0.998433 loss: 9.211912 eta: 22:18:58 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2574 images/s
[05/12 05:16:53] ppdet.engine INFO: Epoch: [35] [5200/7329] learning_rate: 0.000100 loss_class: 0.746782 loss_bbox: 0.167297 loss_giou: 0.467203 loss_class_aux: 2.336171 loss_bbox_aux: 0.550194 loss_giou_aux: 1.480736 loss_class_dn: 0.388468 loss_bbox_dn: 0.200833 loss_giou_dn: 0.483460 loss_class_aux_dn: 0.849755 loss_bbox_aux_dn: 0.512724 loss_giou_aux_dn: 1.117256 loss: 9.554244 eta: 22:17:58 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2235 images/s
[05/12 05:18:01] ppdet.engine INFO: Epoch: [35] [5400/7329] learning_rate: 0.000100 loss_class: 0.673119 loss_bbox: 0.173108 loss_giou: 0.469193 loss_class_aux: 2.197163 loss_bbox_aux: 0.567363 loss_giou_aux: 1.531536 loss_class_dn: 0.377945 loss_bbox_dn: 0.196419 loss_giou_dn: 0.478244 loss_class_aux_dn: 0.829979 loss_bbox_aux_dn: 0.487652 loss_giou_aux_dn: 1.101897 loss: 9.476009 eta: 22:16:58 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1891 images/s
[05/12 05:19:08] ppdet.engine INFO: Epoch: [35] [5600/7329] learning_rate: 0.000100 loss_class: 0.734224 loss_bbox: 0.164262 loss_giou: 0.450076 loss_class_aux: 2.306610 loss_bbox_aux: 0.572585 loss_giou_aux: 1.529365 loss_class_dn: 0.392242 loss_bbox_dn: 0.194388 loss_giou_dn: 0.468188 loss_class_aux_dn: 0.868756 loss_bbox_aux_dn: 0.499471 loss_giou_aux_dn: 1.096088 loss: 9.931594 eta: 22:15:58 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1869 images/s
[05/12 05:20:17] ppdet.engine INFO: Epoch: [35] [5800/7329] learning_rate: 0.000100 loss_class: 0.690965 loss_bbox: 0.156656 loss_giou: 0.436786 loss_class_aux: 2.244592 loss_bbox_aux: 0.519651 loss_giou_aux: 1.440382 loss_class_dn: 0.368963 loss_bbox_dn: 0.179288 loss_giou_dn: 0.456504 loss_class_aux_dn: 0.819736 loss_bbox_aux_dn: 0.455477 loss_giou_aux_dn: 1.039600 loss: 9.076949 eta: 22:14:59 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0551 images/s
[05/12 05:21:26] ppdet.engine INFO: Epoch: [35] [6000/7329] learning_rate: 0.000100 loss_class: 0.712451 loss_bbox: 0.159189 loss_giou: 0.444549 loss_class_aux: 2.231714 loss_bbox_aux: 0.513868 loss_giou_aux: 1.468301 loss_class_dn: 0.370176 loss_bbox_dn: 0.192281 loss_giou_dn: 0.460674 loss_class_aux_dn: 0.838676 loss_bbox_aux_dn: 0.467581 loss_giou_aux_dn: 1.073098 loss: 9.517857 eta: 22:13:59 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0097 images/s
[05/12 05:22:33] ppdet.engine INFO: Epoch: [35] [6200/7329] learning_rate: 0.000100 loss_class: 0.700339 loss_bbox: 0.157918 loss_giou: 0.436303 loss_class_aux: 2.287667 loss_bbox_aux: 0.524071 loss_giou_aux: 1.455694 loss_class_dn: 0.356041 loss_bbox_dn: 0.191578 loss_giou_dn: 0.451665 loss_class_aux_dn: 0.792121 loss_bbox_aux_dn: 0.489326 loss_giou_aux_dn: 1.061860 loss: 9.194155 eta: 22:12:59 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2096 images/s
[05/12 05:23:40] ppdet.engine INFO: Epoch: [35] [6400/7329] learning_rate: 0.000100 loss_class: 0.665321 loss_bbox: 0.151485 loss_giou: 0.360562 loss_class_aux: 2.117828 loss_bbox_aux: 0.531956 loss_giou_aux: 1.211326 loss_class_dn: 0.341540 loss_bbox_dn: 0.190523 loss_giou_dn: 0.391064 loss_class_aux_dn: 0.756217 loss_bbox_aux_dn: 0.470066 loss_giou_aux_dn: 0.915817 loss: 8.400388 eta: 22:11:58 batch_cost: 0.2997 data_cost: 0.0008 ips: 13.3471 images/s
[05/12 05:24:48] ppdet.engine INFO: Epoch: [35] [6600/7329] learning_rate: 0.000100 loss_class: 0.652860 loss_bbox: 0.154645 loss_giou: 0.417031 loss_class_aux: 2.132110 loss_bbox_aux: 0.542744 loss_giou_aux: 1.386243 loss_class_dn: 0.368485 loss_bbox_dn: 0.197049 loss_giou_dn: 0.436163 loss_class_aux_dn: 0.810986 loss_bbox_aux_dn: 0.487212 loss_giou_aux_dn: 1.015186 loss: 8.909164 eta: 22:10:58 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1940 images/s
[05/12 05:25:55] ppdet.engine INFO: Epoch: [35] [6800/7329] learning_rate: 0.000100 loss_class: 0.770724 loss_bbox: 0.178409 loss_giou: 0.480642 loss_class_aux: 2.420732 loss_bbox_aux: 0.583676 loss_giou_aux: 1.579115 loss_class_dn: 0.394608 loss_bbox_dn: 0.209349 loss_giou_dn: 0.513294 loss_class_aux_dn: 0.858579 loss_bbox_aux_dn: 0.533875 loss_giou_aux_dn: 1.179167 loss: 10.019819 eta: 22:09:58 batch_cost: 0.3005 data_cost: 0.0008 ips: 13.3114 images/s
[05/12 05:27:03] ppdet.engine INFO: Epoch: [35] [7000/7329] learning_rate: 0.000100 loss_class: 0.698530 loss_bbox: 0.158029 loss_giou: 0.456035 loss_class_aux: 2.231945 loss_bbox_aux: 0.520695 loss_giou_aux: 1.487416 loss_class_dn: 0.379834 loss_bbox_dn: 0.180227 loss_giou_dn: 0.447192 loss_class_aux_dn: 0.836693 loss_bbox_aux_dn: 0.458945 loss_giou_aux_dn: 1.056490 loss: 9.539228 eta: 22:08:57 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2254 images/s
[05/12 05:28:10] ppdet.engine INFO: Epoch: [35] [7200/7329] learning_rate: 0.000100 loss_class: 0.688766 loss_bbox: 0.161343 loss_giou: 0.467328 loss_class_aux: 2.185688 loss_bbox_aux: 0.538028 loss_giou_aux: 1.492780 loss_class_dn: 0.361960 loss_bbox_dn: 0.190555 loss_giou_dn: 0.457782 loss_class_aux_dn: 0.814567 loss_bbox_aux_dn: 0.477802 loss_giou_aux_dn: 1.064779 loss: 9.075304 eta: 22:07:57 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3057 images/s
[05/12 05:28:55] ppdet.engine INFO: Eval iter: 0
[05/12 05:29:01] ppdet.engine INFO: Eval iter: 100
[05/12 05:29:07] ppdet.engine INFO: Eval iter: 200
[05/12 05:29:13] ppdet.engine INFO: Eval iter: 300
[05/12 05:29:19] ppdet.engine INFO: Eval iter: 400
[05/12 05:29:25] ppdet.engine INFO: Eval iter: 500
[05/12 05:29:31] ppdet.engine INFO: Eval iter: 600
[05/12 05:29:37] ppdet.engine INFO: Eval iter: 700
[05/12 05:29:43] ppdet.engine INFO: Eval iter: 800
[05/12 05:29:49] ppdet.engine INFO: Eval iter: 900
[05/12 05:29:55] ppdet.engine INFO: Eval iter: 1000
[05/12 05:30:02] ppdet.engine INFO: Eval iter: 1100
[05/12 05:30:07] ppdet.engine INFO: Eval iter: 1200
[05/12 05:30:32] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/12 05:30:32] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.31s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.56s).
Accumulating evaluation results...
DONE (t=24.17s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.445
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.613
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.481
 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 ] = 0.604
 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 ] = 0.601
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.675
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.469
 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 ] = 0.864
[05/12 05:32:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.99023782168024
[05/12 05:32:55] ppdet.engine INFO: Best test bbox ap is 0.445.
[05/12 05:32:58] ppdet.engine INFO: Epoch: [36] [   0/7329] learning_rate: 0.000100 loss_class: 0.688766 loss_bbox: 0.162835 loss_giou: 0.409636 loss_class_aux: 2.185240 loss_bbox_aux: 0.541856 loss_giou_aux: 1.394981 loss_class_dn: 0.353848 loss_bbox_dn: 0.185901 loss_giou_dn: 0.431205 loss_class_aux_dn: 0.796325 loss_bbox_aux_dn: 0.485306 loss_giou_aux_dn: 1.025274 loss: 9.017683 eta: 22:07:17 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4203 images/s
[05/12 05:34:06] ppdet.engine INFO: Epoch: [36] [ 200/7329] learning_rate: 0.000100 loss_class: 0.677814 loss_bbox: 0.148606 loss_giou: 0.417677 loss_class_aux: 2.166059 loss_bbox_aux: 0.507544 loss_giou_aux: 1.381257 loss_class_dn: 0.346286 loss_bbox_dn: 0.173470 loss_giou_dn: 0.396636 loss_class_aux_dn: 0.754264 loss_bbox_aux_dn: 0.443119 loss_giou_aux_dn: 0.938661 loss: 8.573477 eta: 22:06:18 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0557 images/s
[05/12 05:35:15] ppdet.engine INFO: Epoch: [36] [ 400/7329] learning_rate: 0.000100 loss_class: 0.699885 loss_bbox: 0.150032 loss_giou: 0.416126 loss_class_aux: 2.258646 loss_bbox_aux: 0.526470 loss_giou_aux: 1.413076 loss_class_dn: 0.368897 loss_bbox_dn: 0.185511 loss_giou_dn: 0.430849 loss_class_aux_dn: 0.810285 loss_bbox_aux_dn: 0.474636 loss_giou_aux_dn: 1.012709 loss: 9.084402 eta: 22:05:19 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0114 images/s
[05/12 05:36:23] ppdet.engine INFO: Epoch: [36] [ 600/7329] learning_rate: 0.000100 loss_class: 0.713050 loss_bbox: 0.165767 loss_giou: 0.464120 loss_class_aux: 2.243674 loss_bbox_aux: 0.587154 loss_giou_aux: 1.505027 loss_class_dn: 0.376725 loss_bbox_dn: 0.193204 loss_giou_dn: 0.466671 loss_class_aux_dn: 0.831480 loss_bbox_aux_dn: 0.488161 loss_giou_aux_dn: 1.082724 loss: 9.384459 eta: 22:04:19 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2064 images/s
[05/12 05:37:31] ppdet.engine INFO: Epoch: [36] [ 800/7329] learning_rate: 0.000100 loss_class: 0.734399 loss_bbox: 0.164344 loss_giou: 0.461359 loss_class_aux: 2.328696 loss_bbox_aux: 0.558155 loss_giou_aux: 1.462905 loss_class_dn: 0.368580 loss_bbox_dn: 0.195085 loss_giou_dn: 0.440037 loss_class_aux_dn: 0.815820 loss_bbox_aux_dn: 0.490280 loss_giou_aux_dn: 1.026125 loss: 9.491783 eta: 22:03:19 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1030 images/s
[05/12 05:38:39] ppdet.engine INFO: Epoch: [36] [1000/7329] learning_rate: 0.000100 loss_class: 0.694777 loss_bbox: 0.163769 loss_giou: 0.423685 loss_class_aux: 2.190430 loss_bbox_aux: 0.555970 loss_giou_aux: 1.408714 loss_class_dn: 0.363683 loss_bbox_dn: 0.196045 loss_giou_dn: 0.438984 loss_class_aux_dn: 0.794672 loss_bbox_aux_dn: 0.495925 loss_giou_aux_dn: 1.015581 loss: 9.285652 eta: 22:02:19 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1240 images/s
[05/12 05:39:48] ppdet.engine INFO: Epoch: [36] [1200/7329] learning_rate: 0.000100 loss_class: 0.685968 loss_bbox: 0.141672 loss_giou: 0.407192 loss_class_aux: 2.216621 loss_bbox_aux: 0.495926 loss_giou_aux: 1.365850 loss_class_dn: 0.351375 loss_bbox_dn: 0.189835 loss_giou_dn: 0.420673 loss_class_aux_dn: 0.796991 loss_bbox_aux_dn: 0.488696 loss_giou_aux_dn: 1.006015 loss: 8.813995 eta: 22:01:20 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0434 images/s
[05/12 05:40:56] ppdet.engine INFO: Epoch: [36] [1400/7329] learning_rate: 0.000100 loss_class: 0.639951 loss_bbox: 0.153995 loss_giou: 0.373605 loss_class_aux: 2.090265 loss_bbox_aux: 0.515674 loss_giou_aux: 1.239684 loss_class_dn: 0.335486 loss_bbox_dn: 0.177640 loss_giou_dn: 0.388007 loss_class_aux_dn: 0.756116 loss_bbox_aux_dn: 0.456359 loss_giou_aux_dn: 0.919535 loss: 8.349921 eta: 22:00:20 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1590 images/s
[05/12 05:42:04] ppdet.engine INFO: Epoch: [36] [1600/7329] learning_rate: 0.000100 loss_class: 0.657300 loss_bbox: 0.146178 loss_giou: 0.392672 loss_class_aux: 2.104843 loss_bbox_aux: 0.500503 loss_giou_aux: 1.324923 loss_class_dn: 0.346582 loss_bbox_dn: 0.169339 loss_giou_dn: 0.418469 loss_class_aux_dn: 0.760675 loss_bbox_aux_dn: 0.442394 loss_giou_aux_dn: 0.991774 loss: 8.347124 eta: 21:59:20 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1144 images/s
[05/12 05:43:12] ppdet.engine INFO: Epoch: [36] [1800/7329] learning_rate: 0.000100 loss_class: 0.707015 loss_bbox: 0.149998 loss_giou: 0.433660 loss_class_aux: 2.190890 loss_bbox_aux: 0.522115 loss_giou_aux: 1.451338 loss_class_dn: 0.362187 loss_bbox_dn: 0.181585 loss_giou_dn: 0.451799 loss_class_aux_dn: 0.777531 loss_bbox_aux_dn: 0.455140 loss_giou_aux_dn: 1.050344 loss: 9.036285 eta: 21:58:20 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1419 images/s
[05/12 05:44:21] ppdet.engine INFO: Epoch: [36] [2000/7329] learning_rate: 0.000100 loss_class: 0.696650 loss_bbox: 0.154624 loss_giou: 0.457873 loss_class_aux: 2.245688 loss_bbox_aux: 0.524931 loss_giou_aux: 1.465550 loss_class_dn: 0.366237 loss_bbox_dn: 0.188892 loss_giou_dn: 0.461939 loss_class_aux_dn: 0.825216 loss_bbox_aux_dn: 0.486080 loss_giou_aux_dn: 1.053608 loss: 9.051579 eta: 21:57:21 batch_cost: 0.3094 data_cost: 0.0007 ips: 12.9286 images/s
[05/12 05:45:29] ppdet.engine INFO: Epoch: [36] [2200/7329] learning_rate: 0.000100 loss_class: 0.687099 loss_bbox: 0.157233 loss_giou: 0.437463 loss_class_aux: 2.222098 loss_bbox_aux: 0.550978 loss_giou_aux: 1.435276 loss_class_dn: 0.369003 loss_bbox_dn: 0.185395 loss_giou_dn: 0.459726 loss_class_aux_dn: 0.828310 loss_bbox_aux_dn: 0.479215 loss_giou_aux_dn: 1.058625 loss: 9.090883 eta: 21:56:21 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1978 images/s
[05/12 05:46:36] ppdet.engine INFO: Epoch: [36] [2400/7329] learning_rate: 0.000100 loss_class: 0.754452 loss_bbox: 0.150746 loss_giou: 0.473707 loss_class_aux: 2.378448 loss_bbox_aux: 0.529857 loss_giou_aux: 1.541642 loss_class_dn: 0.375330 loss_bbox_dn: 0.169278 loss_giou_dn: 0.470442 loss_class_aux_dn: 0.835326 loss_bbox_aux_dn: 0.439886 loss_giou_aux_dn: 1.106631 loss: 9.609456 eta: 21:55:21 batch_cost: 0.3020 data_cost: 0.0006 ips: 13.2463 images/s
[05/12 05:47:43] ppdet.engine INFO: Epoch: [36] [2600/7329] learning_rate: 0.000100 loss_class: 0.678509 loss_bbox: 0.160316 loss_giou: 0.412808 loss_class_aux: 2.214177 loss_bbox_aux: 0.527612 loss_giou_aux: 1.338283 loss_class_dn: 0.349292 loss_bbox_dn: 0.204858 loss_giou_dn: 0.412680 loss_class_aux_dn: 0.773701 loss_bbox_aux_dn: 0.514595 loss_giou_aux_dn: 0.989012 loss: 8.810001 eta: 21:54:20 batch_cost: 0.3013 data_cost: 0.0006 ips: 13.2766 images/s
[05/12 05:48:49] ppdet.engine INFO: Epoch: [36] [2800/7329] learning_rate: 0.000100 loss_class: 0.674916 loss_bbox: 0.155108 loss_giou: 0.424156 loss_class_aux: 2.198567 loss_bbox_aux: 0.545909 loss_giou_aux: 1.335082 loss_class_dn: 0.349173 loss_bbox_dn: 0.189065 loss_giou_dn: 0.434654 loss_class_aux_dn: 0.775638 loss_bbox_aux_dn: 0.481203 loss_giou_aux_dn: 1.015966 loss: 8.988659 eta: 21:53:18 batch_cost: 0.2946 data_cost: 0.0007 ips: 13.5766 images/s
[05/12 05:49:53] ppdet.engine INFO: Epoch: [36] [3000/7329] learning_rate: 0.000100 loss_class: 0.634577 loss_bbox: 0.148605 loss_giou: 0.400035 loss_class_aux: 2.050142 loss_bbox_aux: 0.487858 loss_giou_aux: 1.349495 loss_class_dn: 0.340865 loss_bbox_dn: 0.172031 loss_giou_dn: 0.402531 loss_class_aux_dn: 0.767362 loss_bbox_aux_dn: 0.440795 loss_giou_aux_dn: 0.949802 loss: 8.411300 eta: 21:52:16 batch_cost: 0.2888 data_cost: 0.0006 ips: 13.8481 images/s
[05/12 05:51:01] ppdet.engine INFO: Epoch: [36] [3200/7329] learning_rate: 0.000100 loss_class: 0.698986 loss_bbox: 0.169042 loss_giou: 0.448650 loss_class_aux: 2.247190 loss_bbox_aux: 0.563137 loss_giou_aux: 1.530515 loss_class_dn: 0.381073 loss_bbox_dn: 0.202006 loss_giou_dn: 0.458526 loss_class_aux_dn: 0.849814 loss_bbox_aux_dn: 0.518054 loss_giou_aux_dn: 1.066247 loss: 9.252489 eta: 21:51:15 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2279 images/s
[05/12 05:52:09] ppdet.engine INFO: Epoch: [36] [3400/7329] learning_rate: 0.000100 loss_class: 0.725373 loss_bbox: 0.177600 loss_giou: 0.445397 loss_class_aux: 2.299133 loss_bbox_aux: 0.576620 loss_giou_aux: 1.442858 loss_class_dn: 0.375826 loss_bbox_dn: 0.218684 loss_giou_dn: 0.460994 loss_class_aux_dn: 0.841694 loss_bbox_aux_dn: 0.540423 loss_giou_aux_dn: 1.086905 loss: 9.601712 eta: 21:50:15 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2144 images/s
[05/12 05:53:16] ppdet.engine INFO: Epoch: [36] [3600/7329] learning_rate: 0.000100 loss_class: 0.668681 loss_bbox: 0.162220 loss_giou: 0.392751 loss_class_aux: 2.194455 loss_bbox_aux: 0.556090 loss_giou_aux: 1.337986 loss_class_dn: 0.344919 loss_bbox_dn: 0.186367 loss_giou_dn: 0.395777 loss_class_aux_dn: 0.780862 loss_bbox_aux_dn: 0.465107 loss_giou_aux_dn: 0.950768 loss: 8.698272 eta: 21:49:15 batch_cost: 0.3024 data_cost: 0.0008 ips: 13.2268 images/s
[05/12 05:54:25] ppdet.engine INFO: Epoch: [36] [3800/7329] learning_rate: 0.000100 loss_class: 0.735846 loss_bbox: 0.154556 loss_giou: 0.454294 loss_class_aux: 2.341362 loss_bbox_aux: 0.539151 loss_giou_aux: 1.498745 loss_class_dn: 0.381973 loss_bbox_dn: 0.188937 loss_giou_dn: 0.469054 loss_class_aux_dn: 0.858591 loss_bbox_aux_dn: 0.489748 loss_giou_aux_dn: 1.088668 loss: 9.491345 eta: 21:48:15 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0578 images/s
[05/12 05:55:33] ppdet.engine INFO: Epoch: [36] [4000/7329] learning_rate: 0.000100 loss_class: 0.657817 loss_bbox: 0.150244 loss_giou: 0.430210 loss_class_aux: 2.171554 loss_bbox_aux: 0.511917 loss_giou_aux: 1.400057 loss_class_dn: 0.352110 loss_bbox_dn: 0.177506 loss_giou_dn: 0.431100 loss_class_aux_dn: 0.809067 loss_bbox_aux_dn: 0.460687 loss_giou_aux_dn: 1.008745 loss: 9.069717 eta: 21:47:15 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1464 images/s
[05/12 05:56:41] ppdet.engine INFO: Epoch: [36] [4200/7329] learning_rate: 0.000100 loss_class: 0.758806 loss_bbox: 0.173991 loss_giou: 0.480493 loss_class_aux: 2.482187 loss_bbox_aux: 0.604212 loss_giou_aux: 1.613262 loss_class_dn: 0.392317 loss_bbox_dn: 0.211925 loss_giou_dn: 0.488721 loss_class_aux_dn: 0.879779 loss_bbox_aux_dn: 0.515789 loss_giou_aux_dn: 1.142300 loss: 10.051424 eta: 21:46:15 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2174 images/s
[05/12 05:57:49] ppdet.engine INFO: Epoch: [36] [4400/7329] learning_rate: 0.000100 loss_class: 0.650120 loss_bbox: 0.149863 loss_giou: 0.373671 loss_class_aux: 2.096460 loss_bbox_aux: 0.523979 loss_giou_aux: 1.235716 loss_class_dn: 0.326138 loss_bbox_dn: 0.183870 loss_giou_dn: 0.381863 loss_class_aux_dn: 0.715791 loss_bbox_aux_dn: 0.467337 loss_giou_aux_dn: 0.892146 loss: 8.343887 eta: 21:45:15 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1815 images/s
[05/12 05:58:57] ppdet.engine INFO: Epoch: [36] [4600/7329] learning_rate: 0.000100 loss_class: 0.655740 loss_bbox: 0.147838 loss_giou: 0.370832 loss_class_aux: 2.130673 loss_bbox_aux: 0.519463 loss_giou_aux: 1.213112 loss_class_dn: 0.346764 loss_bbox_dn: 0.177390 loss_giou_dn: 0.379122 loss_class_aux_dn: 0.780160 loss_bbox_aux_dn: 0.460124 loss_giou_aux_dn: 0.916651 loss: 8.262433 eta: 21:44:16 batch_cost: 0.3068 data_cost: 0.0007 ips: 13.0386 images/s
[05/12 06:00:05] ppdet.engine INFO: Epoch: [36] [4800/7329] learning_rate: 0.000100 loss_class: 0.684337 loss_bbox: 0.163856 loss_giou: 0.385358 loss_class_aux: 2.183034 loss_bbox_aux: 0.555089 loss_giou_aux: 1.294080 loss_class_dn: 0.328049 loss_bbox_dn: 0.197809 loss_giou_dn: 0.391896 loss_class_aux_dn: 0.738197 loss_bbox_aux_dn: 0.499245 loss_giou_aux_dn: 0.919653 loss: 8.000307 eta: 21:43:16 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1737 images/s
[05/12 06:01:14] ppdet.engine INFO: Epoch: [36] [5000/7329] learning_rate: 0.000100 loss_class: 0.670789 loss_bbox: 0.161379 loss_giou: 0.399531 loss_class_aux: 2.190015 loss_bbox_aux: 0.576097 loss_giou_aux: 1.367961 loss_class_dn: 0.347077 loss_bbox_dn: 0.191090 loss_giou_dn: 0.402517 loss_class_aux_dn: 0.778534 loss_bbox_aux_dn: 0.481426 loss_giou_aux_dn: 0.955268 loss: 8.862220 eta: 21:42:16 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0619 images/s
[05/12 06:02:22] ppdet.engine INFO: Epoch: [36] [5200/7329] learning_rate: 0.000100 loss_class: 0.712276 loss_bbox: 0.169234 loss_giou: 0.474949 loss_class_aux: 2.188805 loss_bbox_aux: 0.578678 loss_giou_aux: 1.581890 loss_class_dn: 0.366476 loss_bbox_dn: 0.196226 loss_giou_dn: 0.471261 loss_class_aux_dn: 0.826023 loss_bbox_aux_dn: 0.519097 loss_giou_aux_dn: 1.136294 loss: 9.409376 eta: 21:41:17 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0699 images/s
[05/12 06:03:30] ppdet.engine INFO: Epoch: [36] [5400/7329] learning_rate: 0.000100 loss_class: 0.683394 loss_bbox: 0.157609 loss_giou: 0.448565 loss_class_aux: 2.172920 loss_bbox_aux: 0.517754 loss_giou_aux: 1.410899 loss_class_dn: 0.354240 loss_bbox_dn: 0.191353 loss_giou_dn: 0.424859 loss_class_aux_dn: 0.780337 loss_bbox_aux_dn: 0.487017 loss_giou_aux_dn: 0.984942 loss: 8.717600 eta: 21:40:17 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0139 images/s
[05/12 06:04:38] ppdet.engine INFO: Epoch: [36] [5600/7329] learning_rate: 0.000100 loss_class: 0.721613 loss_bbox: 0.156584 loss_giou: 0.463246 loss_class_aux: 2.301548 loss_bbox_aux: 0.556927 loss_giou_aux: 1.515785 loss_class_dn: 0.369024 loss_bbox_dn: 0.194269 loss_giou_dn: 0.463362 loss_class_aux_dn: 0.827292 loss_bbox_aux_dn: 0.500966 loss_giou_aux_dn: 1.090577 loss: 9.177233 eta: 21:39:18 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0928 images/s
[05/12 06:05:47] ppdet.engine INFO: Epoch: [36] [5800/7329] learning_rate: 0.000100 loss_class: 0.660002 loss_bbox: 0.162247 loss_giou: 0.383796 loss_class_aux: 2.131056 loss_bbox_aux: 0.547142 loss_giou_aux: 1.241378 loss_class_dn: 0.335805 loss_bbox_dn: 0.198008 loss_giou_dn: 0.375435 loss_class_aux_dn: 0.764261 loss_bbox_aux_dn: 0.503808 loss_giou_aux_dn: 0.895295 loss: 8.860760 eta: 21:38:18 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0473 images/s
[05/12 06:06:55] ppdet.engine INFO: Epoch: [36] [6000/7329] learning_rate: 0.000100 loss_class: 0.683752 loss_bbox: 0.149023 loss_giou: 0.378032 loss_class_aux: 2.191988 loss_bbox_aux: 0.516445 loss_giou_aux: 1.252673 loss_class_dn: 0.338244 loss_bbox_dn: 0.177531 loss_giou_dn: 0.409684 loss_class_aux_dn: 0.761614 loss_bbox_aux_dn: 0.449802 loss_giou_aux_dn: 0.940706 loss: 8.476057 eta: 21:37:19 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0483 images/s
[05/12 06:08:04] ppdet.engine INFO: Epoch: [36] [6200/7329] learning_rate: 0.000100 loss_class: 0.697567 loss_bbox: 0.171627 loss_giou: 0.445537 loss_class_aux: 2.256946 loss_bbox_aux: 0.576357 loss_giou_aux: 1.491157 loss_class_dn: 0.364604 loss_bbox_dn: 0.210318 loss_giou_dn: 0.442318 loss_class_aux_dn: 0.814408 loss_bbox_aux_dn: 0.511614 loss_giou_aux_dn: 1.046271 loss: 9.268964 eta: 21:36:19 batch_cost: 0.3052 data_cost: 0.0008 ips: 13.1047 images/s
[05/12 06:09:12] ppdet.engine INFO: Epoch: [36] [6400/7329] learning_rate: 0.000100 loss_class: 0.668555 loss_bbox: 0.168053 loss_giou: 0.454543 loss_class_aux: 2.142276 loss_bbox_aux: 0.566066 loss_giou_aux: 1.446572 loss_class_dn: 0.369988 loss_bbox_dn: 0.205927 loss_giou_dn: 0.462031 loss_class_aux_dn: 0.818292 loss_bbox_aux_dn: 0.502656 loss_giou_aux_dn: 1.107062 loss: 9.455730 eta: 21:35:19 batch_cost: 0.3057 data_cost: 0.0008 ips: 13.0841 images/s
[05/12 06:10:21] ppdet.engine INFO: Epoch: [36] [6600/7329] learning_rate: 0.000100 loss_class: 0.687842 loss_bbox: 0.146076 loss_giou: 0.439566 loss_class_aux: 2.189931 loss_bbox_aux: 0.505726 loss_giou_aux: 1.441917 loss_class_dn: 0.348372 loss_bbox_dn: 0.193083 loss_giou_dn: 0.427376 loss_class_aux_dn: 0.786061 loss_bbox_aux_dn: 0.479784 loss_giou_aux_dn: 1.030917 loss: 8.825065 eta: 21:34:20 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9753 images/s
[05/12 06:11:29] ppdet.engine INFO: Epoch: [36] [6800/7329] learning_rate: 0.000100 loss_class: 0.697135 loss_bbox: 0.153298 loss_giou: 0.401837 loss_class_aux: 2.234311 loss_bbox_aux: 0.548744 loss_giou_aux: 1.336197 loss_class_dn: 0.359150 loss_bbox_dn: 0.201404 loss_giou_dn: 0.426191 loss_class_aux_dn: 0.808333 loss_bbox_aux_dn: 0.517236 loss_giou_aux_dn: 1.011114 loss: 8.866488 eta: 21:33:20 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0753 images/s
[05/12 06:12:37] ppdet.engine INFO: Epoch: [36] [7000/7329] learning_rate: 0.000100 loss_class: 0.658154 loss_bbox: 0.144048 loss_giou: 0.396384 loss_class_aux: 2.120295 loss_bbox_aux: 0.488659 loss_giou_aux: 1.312309 loss_class_dn: 0.328957 loss_bbox_dn: 0.186914 loss_giou_dn: 0.403981 loss_class_aux_dn: 0.739661 loss_bbox_aux_dn: 0.482340 loss_giou_aux_dn: 0.945375 loss: 8.217456 eta: 21:32:20 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1498 images/s
[05/12 06:13:46] ppdet.engine INFO: Epoch: [36] [7200/7329] learning_rate: 0.000100 loss_class: 0.646277 loss_bbox: 0.148281 loss_giou: 0.377784 loss_class_aux: 2.049106 loss_bbox_aux: 0.516763 loss_giou_aux: 1.248138 loss_class_dn: 0.318077 loss_bbox_dn: 0.173007 loss_giou_dn: 0.390666 loss_class_aux_dn: 0.710068 loss_bbox_aux_dn: 0.447049 loss_giou_aux_dn: 0.903127 loss: 8.083518 eta: 21:31:21 batch_cost: 0.3063 data_cost: 0.0008 ips: 13.0580 images/s
[05/12 06:14:32] ppdet.engine INFO: Eval iter: 0
[05/12 06:14:39] ppdet.engine INFO: Eval iter: 100
[05/12 06:14:46] ppdet.engine INFO: Eval iter: 200
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[05/12 06:14:59] ppdet.engine INFO: Eval iter: 400
[05/12 06:15:07] ppdet.engine INFO: Eval iter: 500
[05/12 06:15:13] ppdet.engine INFO: Eval iter: 600
[05/12 06:15:21] ppdet.engine INFO: Eval iter: 700
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[05/12 06:15:35] ppdet.engine INFO: Eval iter: 900
[05/12 06:15:42] ppdet.engine INFO: Eval iter: 1000
[05/12 06:15:50] ppdet.engine INFO: Eval iter: 1100
[05/12 06:15:56] ppdet.engine INFO: Eval iter: 1200
[05/12 06:16:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.51s)
creating index...
index created!
[05/12 06:16:23] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.21s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.66s).
Accumulating evaluation results...
DONE (t=25.17s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.446
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.614
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.481
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.265
 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 ] = 0.605
 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 ] = 0.602
 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 ] = 0.468
 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 ] = 0.863
[05/12 06:18:46] ppdet.engine INFO: Total sample number: 5000, average FPS: 56.39418033481264
[05/12 06:18:46] ppdet.engine INFO: Best test bbox ap is 0.446.
[05/12 06:18:49] ppdet.engine INFO: Epoch: [37] [   0/7329] learning_rate: 0.000100 loss_class: 0.678627 loss_bbox: 0.152066 loss_giou: 0.424147 loss_class_aux: 2.176643 loss_bbox_aux: 0.513004 loss_giou_aux: 1.399567 loss_class_dn: 0.350067 loss_bbox_dn: 0.180230 loss_giou_dn: 0.429500 loss_class_aux_dn: 0.774896 loss_bbox_aux_dn: 0.454531 loss_giou_aux_dn: 0.997312 loss: 9.035505 eta: 21:30:42 batch_cost: 0.3048 data_cost: 0.0008 ips: 13.1254 images/s
[05/12 06:19:58] ppdet.engine INFO: Epoch: [37] [ 200/7329] learning_rate: 0.000100 loss_class: 0.704239 loss_bbox: 0.155195 loss_giou: 0.444225 loss_class_aux: 2.271699 loss_bbox_aux: 0.520824 loss_giou_aux: 1.416395 loss_class_dn: 0.366268 loss_bbox_dn: 0.185642 loss_giou_dn: 0.419448 loss_class_aux_dn: 0.815082 loss_bbox_aux_dn: 0.488505 loss_giou_aux_dn: 0.987173 loss: 9.264779 eta: 21:29:44 batch_cost: 0.3101 data_cost: 0.0007 ips: 12.9011 images/s
[05/12 06:21:07] ppdet.engine INFO: Epoch: [37] [ 400/7329] learning_rate: 0.000100 loss_class: 0.702301 loss_bbox: 0.172526 loss_giou: 0.436730 loss_class_aux: 2.308114 loss_bbox_aux: 0.569520 loss_giou_aux: 1.417427 loss_class_dn: 0.366171 loss_bbox_dn: 0.198176 loss_giou_dn: 0.449325 loss_class_aux_dn: 0.815487 loss_bbox_aux_dn: 0.502212 loss_giou_aux_dn: 1.038620 loss: 9.208445 eta: 21:28:44 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9931 images/s
[05/12 06:22:15] ppdet.engine INFO: Epoch: [37] [ 600/7329] learning_rate: 0.000100 loss_class: 0.660747 loss_bbox: 0.161397 loss_giou: 0.416700 loss_class_aux: 2.156292 loss_bbox_aux: 0.573816 loss_giou_aux: 1.361621 loss_class_dn: 0.347163 loss_bbox_dn: 0.212739 loss_giou_dn: 0.432457 loss_class_aux_dn: 0.784775 loss_bbox_aux_dn: 0.529115 loss_giou_aux_dn: 1.002384 loss: 8.813200 eta: 21:27:44 batch_cost: 0.3023 data_cost: 0.0008 ips: 13.2314 images/s
[05/12 06:23:23] ppdet.engine INFO: Epoch: [37] [ 800/7329] learning_rate: 0.000100 loss_class: 0.767015 loss_bbox: 0.166140 loss_giou: 0.472619 loss_class_aux: 2.453408 loss_bbox_aux: 0.585232 loss_giou_aux: 1.505150 loss_class_dn: 0.400555 loss_bbox_dn: 0.195617 loss_giou_dn: 0.480612 loss_class_aux_dn: 0.898932 loss_bbox_aux_dn: 0.505031 loss_giou_aux_dn: 1.134164 loss: 9.866772 eta: 21:26:44 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1794 images/s
[05/12 06:24:32] ppdet.engine INFO: Epoch: [37] [1000/7329] learning_rate: 0.000100 loss_class: 0.723950 loss_bbox: 0.160227 loss_giou: 0.427577 loss_class_aux: 2.287534 loss_bbox_aux: 0.542929 loss_giou_aux: 1.422463 loss_class_dn: 0.373592 loss_bbox_dn: 0.186061 loss_giou_dn: 0.454060 loss_class_aux_dn: 0.820918 loss_bbox_aux_dn: 0.465456 loss_giou_aux_dn: 1.048043 loss: 9.405614 eta: 21:25:44 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0247 images/s
[05/12 06:25:40] ppdet.engine INFO: Epoch: [37] [1200/7329] learning_rate: 0.000100 loss_class: 0.739484 loss_bbox: 0.161191 loss_giou: 0.489968 loss_class_aux: 2.355053 loss_bbox_aux: 0.597960 loss_giou_aux: 1.579662 loss_class_dn: 0.390264 loss_bbox_dn: 0.200888 loss_giou_dn: 0.477033 loss_class_aux_dn: 0.876494 loss_bbox_aux_dn: 0.515762 loss_giou_aux_dn: 1.140637 loss: 9.730632 eta: 21:24:44 batch_cost: 0.3034 data_cost: 0.0008 ips: 13.1823 images/s
[05/12 06:26:48] ppdet.engine INFO: Epoch: [37] [1400/7329] learning_rate: 0.000100 loss_class: 0.702558 loss_bbox: 0.159845 loss_giou: 0.452864 loss_class_aux: 2.223053 loss_bbox_aux: 0.565666 loss_giou_aux: 1.438823 loss_class_dn: 0.375453 loss_bbox_dn: 0.204118 loss_giou_dn: 0.452917 loss_class_aux_dn: 0.808173 loss_bbox_aux_dn: 0.511225 loss_giou_aux_dn: 1.070388 loss: 9.411005 eta: 21:23:44 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1638 images/s
[05/12 06:27:57] ppdet.engine INFO: Epoch: [37] [1600/7329] learning_rate: 0.000100 loss_class: 0.689591 loss_bbox: 0.158980 loss_giou: 0.355616 loss_class_aux: 2.176857 loss_bbox_aux: 0.538620 loss_giou_aux: 1.211577 loss_class_dn: 0.339867 loss_bbox_dn: 0.184117 loss_giou_dn: 0.381670 loss_class_aux_dn: 0.759685 loss_bbox_aux_dn: 0.475736 loss_giou_aux_dn: 0.938080 loss: 8.558969 eta: 21:22:45 batch_cost: 0.3089 data_cost: 0.0007 ips: 12.9481 images/s
[05/12 06:29:05] ppdet.engine INFO: Epoch: [37] [1800/7329] learning_rate: 0.000100 loss_class: 0.739924 loss_bbox: 0.168225 loss_giou: 0.451221 loss_class_aux: 2.354885 loss_bbox_aux: 0.548384 loss_giou_aux: 1.481069 loss_class_dn: 0.378545 loss_bbox_dn: 0.200969 loss_giou_dn: 0.453813 loss_class_aux_dn: 0.852051 loss_bbox_aux_dn: 0.485440 loss_giou_aux_dn: 1.087303 loss: 9.399664 eta: 21:21:45 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1869 images/s
[05/12 06:30:13] ppdet.engine INFO: Epoch: [37] [2000/7329] learning_rate: 0.000100 loss_class: 0.690492 loss_bbox: 0.153820 loss_giou: 0.439736 loss_class_aux: 2.178293 loss_bbox_aux: 0.522160 loss_giou_aux: 1.450901 loss_class_dn: 0.351890 loss_bbox_dn: 0.179636 loss_giou_dn: 0.426644 loss_class_aux_dn: 0.768098 loss_bbox_aux_dn: 0.462808 loss_giou_aux_dn: 1.006674 loss: 8.829134 eta: 21:20:45 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0868 images/s
[05/12 06:31:22] ppdet.engine INFO: Epoch: [37] [2200/7329] learning_rate: 0.000100 loss_class: 0.738145 loss_bbox: 0.158801 loss_giou: 0.452798 loss_class_aux: 2.291208 loss_bbox_aux: 0.553036 loss_giou_aux: 1.439336 loss_class_dn: 0.387459 loss_bbox_dn: 0.187942 loss_giou_dn: 0.444177 loss_class_aux_dn: 0.861830 loss_bbox_aux_dn: 0.485913 loss_giou_aux_dn: 1.044866 loss: 9.373466 eta: 21:19:46 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0940 images/s
[05/12 06:32:30] ppdet.engine INFO: Epoch: [37] [2400/7329] learning_rate: 0.000100 loss_class: 0.731392 loss_bbox: 0.151085 loss_giou: 0.450123 loss_class_aux: 2.323471 loss_bbox_aux: 0.529796 loss_giou_aux: 1.463581 loss_class_dn: 0.373752 loss_bbox_dn: 0.193299 loss_giou_dn: 0.468775 loss_class_aux_dn: 0.831451 loss_bbox_aux_dn: 0.472710 loss_giou_aux_dn: 1.094375 loss: 9.374426 eta: 21:18:46 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1371 images/s
[05/12 06:33:39] ppdet.engine INFO: Epoch: [37] [2600/7329] learning_rate: 0.000100 loss_class: 0.705175 loss_bbox: 0.159648 loss_giou: 0.487088 loss_class_aux: 2.270823 loss_bbox_aux: 0.559824 loss_giou_aux: 1.635812 loss_class_dn: 0.376346 loss_bbox_dn: 0.177218 loss_giou_dn: 0.486124 loss_class_aux_dn: 0.830902 loss_bbox_aux_dn: 0.459736 loss_giou_aux_dn: 1.108313 loss: 9.520896 eta: 21:17:47 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9676 images/s
[05/12 06:34:48] ppdet.engine INFO: Epoch: [37] [2800/7329] learning_rate: 0.000100 loss_class: 0.687932 loss_bbox: 0.158642 loss_giou: 0.447596 loss_class_aux: 2.185165 loss_bbox_aux: 0.547863 loss_giou_aux: 1.466676 loss_class_dn: 0.358667 loss_bbox_dn: 0.184173 loss_giou_dn: 0.450818 loss_class_aux_dn: 0.794217 loss_bbox_aux_dn: 0.474431 loss_giou_aux_dn: 1.038992 loss: 9.089993 eta: 21:16:48 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9555 images/s
[05/12 06:35:58] ppdet.engine INFO: Epoch: [37] [3000/7329] learning_rate: 0.000100 loss_class: 0.653468 loss_bbox: 0.150378 loss_giou: 0.391051 loss_class_aux: 2.134894 loss_bbox_aux: 0.521415 loss_giou_aux: 1.337272 loss_class_dn: 0.330626 loss_bbox_dn: 0.173197 loss_giou_dn: 0.417958 loss_class_aux_dn: 0.745451 loss_bbox_aux_dn: 0.451915 loss_giou_aux_dn: 0.977796 loss: 8.492037 eta: 21:15:49 batch_cost: 0.3129 data_cost: 0.0007 ips: 12.7838 images/s
[05/12 06:37:06] ppdet.engine INFO: Epoch: [37] [3200/7329] learning_rate: 0.000100 loss_class: 0.705144 loss_bbox: 0.155567 loss_giou: 0.448196 loss_class_aux: 2.349293 loss_bbox_aux: 0.543835 loss_giou_aux: 1.461659 loss_class_dn: 0.361692 loss_bbox_dn: 0.182509 loss_giou_dn: 0.428848 loss_class_aux_dn: 0.805930 loss_bbox_aux_dn: 0.468216 loss_giou_aux_dn: 1.032311 loss: 9.249685 eta: 21:14:49 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1506 images/s
[05/12 06:38:14] ppdet.engine INFO: Epoch: [37] [3400/7329] learning_rate: 0.000100 loss_class: 0.698687 loss_bbox: 0.155036 loss_giou: 0.385141 loss_class_aux: 2.237010 loss_bbox_aux: 0.536630 loss_giou_aux: 1.270105 loss_class_dn: 0.335433 loss_bbox_dn: 0.186089 loss_giou_dn: 0.380527 loss_class_aux_dn: 0.742724 loss_bbox_aux_dn: 0.469178 loss_giou_aux_dn: 0.885735 loss: 8.290241 eta: 21:13:49 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2767 images/s
[05/12 06:39:22] ppdet.engine INFO: Epoch: [37] [3600/7329] learning_rate: 0.000100 loss_class: 0.678049 loss_bbox: 0.156798 loss_giou: 0.384341 loss_class_aux: 2.199874 loss_bbox_aux: 0.548268 loss_giou_aux: 1.271714 loss_class_dn: 0.357077 loss_bbox_dn: 0.178172 loss_giou_dn: 0.408914 loss_class_aux_dn: 0.798179 loss_bbox_aux_dn: 0.455398 loss_giou_aux_dn: 0.968418 loss: 8.676615 eta: 21:12:49 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1938 images/s
[05/12 06:40:30] ppdet.engine INFO: Epoch: [37] [3800/7329] learning_rate: 0.000100 loss_class: 0.710463 loss_bbox: 0.143302 loss_giou: 0.419228 loss_class_aux: 2.235422 loss_bbox_aux: 0.491604 loss_giou_aux: 1.354233 loss_class_dn: 0.356894 loss_bbox_dn: 0.178163 loss_giou_dn: 0.413341 loss_class_aux_dn: 0.804385 loss_bbox_aux_dn: 0.440181 loss_giou_aux_dn: 0.974449 loss: 8.844387 eta: 21:11:49 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0624 images/s
[05/12 06:41:39] ppdet.engine INFO: Epoch: [37] [4000/7329] learning_rate: 0.000100 loss_class: 0.707041 loss_bbox: 0.159612 loss_giou: 0.417842 loss_class_aux: 2.265587 loss_bbox_aux: 0.526306 loss_giou_aux: 1.377385 loss_class_dn: 0.358782 loss_bbox_dn: 0.183213 loss_giou_dn: 0.432116 loss_class_aux_dn: 0.792036 loss_bbox_aux_dn: 0.484091 loss_giou_aux_dn: 0.998363 loss: 8.839255 eta: 21:10:49 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0814 images/s
[05/12 06:42:47] ppdet.engine INFO: Epoch: [37] [4200/7329] learning_rate: 0.000100 loss_class: 0.696178 loss_bbox: 0.169689 loss_giou: 0.452697 loss_class_aux: 2.258552 loss_bbox_aux: 0.555864 loss_giou_aux: 1.454537 loss_class_dn: 0.373494 loss_bbox_dn: 0.190263 loss_giou_dn: 0.459556 loss_class_aux_dn: 0.827596 loss_bbox_aux_dn: 0.476502 loss_giou_aux_dn: 1.058752 loss: 9.212278 eta: 21:09:50 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0338 images/s
[05/12 06:43:55] ppdet.engine INFO: Epoch: [37] [4400/7329] learning_rate: 0.000100 loss_class: 0.671916 loss_bbox: 0.157140 loss_giou: 0.434142 loss_class_aux: 2.090284 loss_bbox_aux: 0.543228 loss_giou_aux: 1.413120 loss_class_dn: 0.346182 loss_bbox_dn: 0.188615 loss_giou_dn: 0.417232 loss_class_aux_dn: 0.773925 loss_bbox_aux_dn: 0.479659 loss_giou_aux_dn: 0.972237 loss: 8.698790 eta: 21:08:50 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1669 images/s
[05/12 06:45:02] ppdet.engine INFO: Epoch: [37] [4600/7329] learning_rate: 0.000100 loss_class: 0.702571 loss_bbox: 0.159890 loss_giou: 0.470322 loss_class_aux: 2.281392 loss_bbox_aux: 0.538512 loss_giou_aux: 1.518110 loss_class_dn: 0.365645 loss_bbox_dn: 0.192104 loss_giou_dn: 0.458823 loss_class_aux_dn: 0.785200 loss_bbox_aux_dn: 0.476237 loss_giou_aux_dn: 1.063279 loss: 9.257404 eta: 21:07:49 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3732 images/s
[05/12 06:46:09] ppdet.engine INFO: Epoch: [37] [4800/7329] learning_rate: 0.000100 loss_class: 0.708090 loss_bbox: 0.158307 loss_giou: 0.466301 loss_class_aux: 2.282578 loss_bbox_aux: 0.550049 loss_giou_aux: 1.507873 loss_class_dn: 0.372533 loss_bbox_dn: 0.196668 loss_giou_dn: 0.455564 loss_class_aux_dn: 0.830890 loss_bbox_aux_dn: 0.497006 loss_giou_aux_dn: 1.047373 loss: 9.199509 eta: 21:06:48 batch_cost: 0.2975 data_cost: 0.0006 ips: 13.4464 images/s
[05/12 06:47:13] ppdet.engine INFO: Epoch: [37] [5000/7329] learning_rate: 0.000100 loss_class: 0.653021 loss_bbox: 0.143943 loss_giou: 0.367325 loss_class_aux: 2.053384 loss_bbox_aux: 0.532723 loss_giou_aux: 1.234232 loss_class_dn: 0.348511 loss_bbox_dn: 0.172000 loss_giou_dn: 0.379286 loss_class_aux_dn: 0.778760 loss_bbox_aux_dn: 0.438062 loss_giou_aux_dn: 0.923810 loss: 8.390450 eta: 21:05:45 batch_cost: 0.2879 data_cost: 0.0007 ips: 13.8954 images/s
[05/12 06:48:19] ppdet.engine INFO: Epoch: [37] [5200/7329] learning_rate: 0.000100 loss_class: 0.684686 loss_bbox: 0.163009 loss_giou: 0.406684 loss_class_aux: 2.208229 loss_bbox_aux: 0.548468 loss_giou_aux: 1.371506 loss_class_dn: 0.347097 loss_bbox_dn: 0.188580 loss_giou_dn: 0.403285 loss_class_aux_dn: 0.776663 loss_bbox_aux_dn: 0.471652 loss_giou_aux_dn: 0.948311 loss: 8.768873 eta: 21:04:43 batch_cost: 0.2950 data_cost: 0.0007 ips: 13.5577 images/s
[05/12 06:49:27] ppdet.engine INFO: Epoch: [37] [5400/7329] learning_rate: 0.000100 loss_class: 0.731342 loss_bbox: 0.157552 loss_giou: 0.399131 loss_class_aux: 2.360410 loss_bbox_aux: 0.552303 loss_giou_aux: 1.383183 loss_class_dn: 0.375113 loss_bbox_dn: 0.191265 loss_giou_dn: 0.435635 loss_class_aux_dn: 0.846927 loss_bbox_aux_dn: 0.479212 loss_giou_aux_dn: 1.038521 loss: 9.546103 eta: 21:03:43 batch_cost: 0.3058 data_cost: 0.0006 ips: 13.0815 images/s
[05/12 06:50:35] ppdet.engine INFO: Epoch: [37] [5600/7329] learning_rate: 0.000100 loss_class: 0.678512 loss_bbox: 0.168212 loss_giou: 0.450112 loss_class_aux: 2.221482 loss_bbox_aux: 0.577221 loss_giou_aux: 1.435527 loss_class_dn: 0.366046 loss_bbox_dn: 0.202667 loss_giou_dn: 0.468758 loss_class_aux_dn: 0.821228 loss_bbox_aux_dn: 0.507739 loss_giou_aux_dn: 1.070487 loss: 9.528515 eta: 21:02:43 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1496 images/s
[05/12 06:51:44] ppdet.engine INFO: Epoch: [37] [5800/7329] learning_rate: 0.000100 loss_class: 0.686906 loss_bbox: 0.145407 loss_giou: 0.406081 loss_class_aux: 2.168579 loss_bbox_aux: 0.505883 loss_giou_aux: 1.318410 loss_class_dn: 0.336335 loss_bbox_dn: 0.190988 loss_giou_dn: 0.413567 loss_class_aux_dn: 0.768275 loss_bbox_aux_dn: 0.480053 loss_giou_aux_dn: 0.949029 loss: 8.394207 eta: 21:01:44 batch_cost: 0.3069 data_cost: 0.0008 ips: 13.0351 images/s
[05/12 06:52:52] ppdet.engine INFO: Epoch: [37] [6000/7329] learning_rate: 0.000100 loss_class: 0.739469 loss_bbox: 0.162586 loss_giou: 0.425073 loss_class_aux: 2.324111 loss_bbox_aux: 0.563691 loss_giou_aux: 1.424077 loss_class_dn: 0.368088 loss_bbox_dn: 0.196721 loss_giou_dn: 0.429959 loss_class_aux_dn: 0.827708 loss_bbox_aux_dn: 0.497345 loss_giou_aux_dn: 0.976815 loss: 9.549137 eta: 21:00:43 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2265 images/s
[05/12 06:54:00] ppdet.engine INFO: Epoch: [37] [6200/7329] learning_rate: 0.000100 loss_class: 0.668867 loss_bbox: 0.153632 loss_giou: 0.430577 loss_class_aux: 2.121542 loss_bbox_aux: 0.523517 loss_giou_aux: 1.452384 loss_class_dn: 0.354443 loss_bbox_dn: 0.174434 loss_giou_dn: 0.426516 loss_class_aux_dn: 0.778652 loss_bbox_aux_dn: 0.455613 loss_giou_aux_dn: 0.992353 loss: 8.798737 eta: 20:59:44 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1146 images/s
[05/12 06:55:08] ppdet.engine INFO: Epoch: [37] [6400/7329] learning_rate: 0.000100 loss_class: 0.640024 loss_bbox: 0.153433 loss_giou: 0.412683 loss_class_aux: 2.105056 loss_bbox_aux: 0.518815 loss_giou_aux: 1.349611 loss_class_dn: 0.319131 loss_bbox_dn: 0.178390 loss_giou_dn: 0.372028 loss_class_aux_dn: 0.715214 loss_bbox_aux_dn: 0.467084 loss_giou_aux_dn: 0.897957 loss: 8.226515 eta: 20:58:44 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1360 images/s
[05/12 06:56:17] ppdet.engine INFO: Epoch: [37] [6600/7329] learning_rate: 0.000100 loss_class: 0.663823 loss_bbox: 0.146811 loss_giou: 0.394000 loss_class_aux: 2.105478 loss_bbox_aux: 0.508178 loss_giou_aux: 1.334154 loss_class_dn: 0.355424 loss_bbox_dn: 0.189534 loss_giou_dn: 0.426824 loss_class_aux_dn: 0.804410 loss_bbox_aux_dn: 0.488231 loss_giou_aux_dn: 0.994807 loss: 8.668008 eta: 20:57:44 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9734 images/s
[05/12 06:57:25] ppdet.engine INFO: Epoch: [37] [6800/7329] learning_rate: 0.000100 loss_class: 0.672088 loss_bbox: 0.159183 loss_giou: 0.437724 loss_class_aux: 2.142493 loss_bbox_aux: 0.560780 loss_giou_aux: 1.439207 loss_class_dn: 0.369482 loss_bbox_dn: 0.195166 loss_giou_dn: 0.444380 loss_class_aux_dn: 0.840704 loss_bbox_aux_dn: 0.484831 loss_giou_aux_dn: 1.048680 loss: 8.996459 eta: 20:56:45 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0835 images/s
[05/12 06:58:33] ppdet.engine INFO: Epoch: [37] [7000/7329] learning_rate: 0.000100 loss_class: 0.690957 loss_bbox: 0.161346 loss_giou: 0.416120 loss_class_aux: 2.263097 loss_bbox_aux: 0.545760 loss_giou_aux: 1.366733 loss_class_dn: 0.354958 loss_bbox_dn: 0.188455 loss_giou_dn: 0.418683 loss_class_aux_dn: 0.789789 loss_bbox_aux_dn: 0.463841 loss_giou_aux_dn: 1.018125 loss: 9.182338 eta: 20:55:45 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0536 images/s
[05/12 06:59:41] ppdet.engine INFO: Epoch: [37] [7200/7329] learning_rate: 0.000100 loss_class: 0.679931 loss_bbox: 0.149957 loss_giou: 0.408790 loss_class_aux: 2.274534 loss_bbox_aux: 0.508169 loss_giou_aux: 1.324561 loss_class_dn: 0.367696 loss_bbox_dn: 0.182074 loss_giou_dn: 0.417936 loss_class_aux_dn: 0.818063 loss_bbox_aux_dn: 0.470042 loss_giou_aux_dn: 0.993793 loss: 8.961267 eta: 20:54:45 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1578 images/s
[05/12 07:00:27] ppdet.engine INFO: Eval iter: 0
[05/12 07:00:33] ppdet.engine INFO: Eval iter: 100
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[05/12 07:01:11] ppdet.engine INFO: Eval iter: 700
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[05/12 07:01:30] ppdet.engine INFO: Eval iter: 1000
[05/12 07:01:36] ppdet.engine INFO: Eval iter: 1100
[05/12 07:01:43] ppdet.engine INFO: Eval iter: 1200
[05/12 07:02:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/12 07:02:07] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.76s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=104.21s).
Accumulating evaluation results...
DONE (t=24.64s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.446
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.613
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.483
 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 ] = 0.480
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.606
 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 ] = 0.604
 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 ] = 0.468
 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 ] = 0.865
[05/12 07:04:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.0057686628548
[05/12 07:04:33] ppdet.engine INFO: Best test bbox ap is 0.446.
[05/12 07:04:35] ppdet.engine INFO: Epoch: [38] [   0/7329] learning_rate: 0.000100 loss_class: 0.671556 loss_bbox: 0.153169 loss_giou: 0.433308 loss_class_aux: 2.222909 loss_bbox_aux: 0.522659 loss_giou_aux: 1.455072 loss_class_dn: 0.363223 loss_bbox_dn: 0.187934 loss_giou_dn: 0.432956 loss_class_aux_dn: 0.810891 loss_bbox_aux_dn: 0.478540 loss_giou_aux_dn: 1.017479 loss: 9.332682 eta: 20:54:06 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1867 images/s
[05/12 07:05:43] ppdet.engine INFO: Epoch: [38] [ 200/7329] learning_rate: 0.000100 loss_class: 0.651483 loss_bbox: 0.161637 loss_giou: 0.388848 loss_class_aux: 2.184817 loss_bbox_aux: 0.532742 loss_giou_aux: 1.316378 loss_class_dn: 0.361478 loss_bbox_dn: 0.179728 loss_giou_dn: 0.406250 loss_class_aux_dn: 0.813986 loss_bbox_aux_dn: 0.440549 loss_giou_aux_dn: 0.960622 loss: 8.966862 eta: 20:53:06 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1489 images/s
[05/12 07:06:51] ppdet.engine INFO: Epoch: [38] [ 400/7329] learning_rate: 0.000100 loss_class: 0.701063 loss_bbox: 0.154757 loss_giou: 0.417171 loss_class_aux: 2.238368 loss_bbox_aux: 0.526217 loss_giou_aux: 1.361186 loss_class_dn: 0.356725 loss_bbox_dn: 0.173725 loss_giou_dn: 0.404259 loss_class_aux_dn: 0.803785 loss_bbox_aux_dn: 0.437328 loss_giou_aux_dn: 0.983282 loss: 8.893280 eta: 20:52:06 batch_cost: 0.3021 data_cost: 0.0008 ips: 13.2409 images/s
[05/12 07:07:58] ppdet.engine INFO: Epoch: [38] [ 600/7329] learning_rate: 0.000100 loss_class: 0.675201 loss_bbox: 0.163593 loss_giou: 0.411864 loss_class_aux: 2.255152 loss_bbox_aux: 0.587719 loss_giou_aux: 1.356258 loss_class_dn: 0.350717 loss_bbox_dn: 0.199999 loss_giou_dn: 0.430365 loss_class_aux_dn: 0.781152 loss_bbox_aux_dn: 0.494462 loss_giou_aux_dn: 1.016090 loss: 8.939688 eta: 20:51:05 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2603 images/s
[05/12 07:09:06] ppdet.engine INFO: Epoch: [38] [ 800/7329] learning_rate: 0.000100 loss_class: 0.662564 loss_bbox: 0.151799 loss_giou: 0.398280 loss_class_aux: 2.175874 loss_bbox_aux: 0.496225 loss_giou_aux: 1.357710 loss_class_dn: 0.351105 loss_bbox_dn: 0.176209 loss_giou_dn: 0.432437 loss_class_aux_dn: 0.797071 loss_bbox_aux_dn: 0.457529 loss_giou_aux_dn: 0.996525 loss: 9.013741 eta: 20:50:05 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1671 images/s
[05/12 07:10:14] ppdet.engine INFO: Epoch: [38] [1000/7329] learning_rate: 0.000100 loss_class: 0.683348 loss_bbox: 0.148371 loss_giou: 0.415476 loss_class_aux: 2.134101 loss_bbox_aux: 0.511705 loss_giou_aux: 1.396833 loss_class_dn: 0.342218 loss_bbox_dn: 0.177996 loss_giou_dn: 0.419811 loss_class_aux_dn: 0.782236 loss_bbox_aux_dn: 0.461337 loss_giou_aux_dn: 0.980866 loss: 8.504484 eta: 20:49:05 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2255 images/s
[05/12 07:11:21] ppdet.engine INFO: Epoch: [38] [1200/7329] learning_rate: 0.000100 loss_class: 0.742831 loss_bbox: 0.157667 loss_giou: 0.486122 loss_class_aux: 2.310682 loss_bbox_aux: 0.557637 loss_giou_aux: 1.538102 loss_class_dn: 0.366243 loss_bbox_dn: 0.188094 loss_giou_dn: 0.484605 loss_class_aux_dn: 0.817840 loss_bbox_aux_dn: 0.483778 loss_giou_aux_dn: 1.103590 loss: 9.472523 eta: 20:48:05 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2463 images/s
[05/12 07:12:29] ppdet.engine INFO: Epoch: [38] [1400/7329] learning_rate: 0.000100 loss_class: 0.665335 loss_bbox: 0.168757 loss_giou: 0.448814 loss_class_aux: 2.150128 loss_bbox_aux: 0.564033 loss_giou_aux: 1.464913 loss_class_dn: 0.365739 loss_bbox_dn: 0.192243 loss_giou_dn: 0.431694 loss_class_aux_dn: 0.818810 loss_bbox_aux_dn: 0.476503 loss_giou_aux_dn: 1.025963 loss: 8.866135 eta: 20:47:05 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1308 images/s
[05/12 07:13:37] ppdet.engine INFO: Epoch: [38] [1600/7329] learning_rate: 0.000100 loss_class: 0.704078 loss_bbox: 0.164208 loss_giou: 0.426476 loss_class_aux: 2.304292 loss_bbox_aux: 0.544051 loss_giou_aux: 1.409598 loss_class_dn: 0.371176 loss_bbox_dn: 0.193811 loss_giou_dn: 0.432194 loss_class_aux_dn: 0.817866 loss_bbox_aux_dn: 0.473928 loss_giou_aux_dn: 0.995973 loss: 9.309614 eta: 20:46:04 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2531 images/s
[05/12 07:14:44] ppdet.engine INFO: Epoch: [38] [1800/7329] learning_rate: 0.000100 loss_class: 0.702114 loss_bbox: 0.171448 loss_giou: 0.483826 loss_class_aux: 2.287781 loss_bbox_aux: 0.571746 loss_giou_aux: 1.563868 loss_class_dn: 0.382742 loss_bbox_dn: 0.181634 loss_giou_dn: 0.441829 loss_class_aux_dn: 0.841701 loss_bbox_aux_dn: 0.458395 loss_giou_aux_dn: 1.050961 loss: 9.540050 eta: 20:45:03 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3602 images/s
[05/12 07:15:52] ppdet.engine INFO: Epoch: [38] [2000/7329] learning_rate: 0.000100 loss_class: 0.675740 loss_bbox: 0.152779 loss_giou: 0.419457 loss_class_aux: 2.137660 loss_bbox_aux: 0.525888 loss_giou_aux: 1.337175 loss_class_dn: 0.348980 loss_bbox_dn: 0.173784 loss_giou_dn: 0.405492 loss_class_aux_dn: 0.770267 loss_bbox_aux_dn: 0.456537 loss_giou_aux_dn: 0.937824 loss: 8.568363 eta: 20:44:04 batch_cost: 0.3077 data_cost: 0.0007 ips: 13.0013 images/s
[05/12 07:17:01] ppdet.engine INFO: Epoch: [38] [2200/7329] learning_rate: 0.000100 loss_class: 0.680743 loss_bbox: 0.149423 loss_giou: 0.429273 loss_class_aux: 2.164962 loss_bbox_aux: 0.521853 loss_giou_aux: 1.371466 loss_class_dn: 0.355362 loss_bbox_dn: 0.179730 loss_giou_dn: 0.404957 loss_class_aux_dn: 0.793388 loss_bbox_aux_dn: 0.448446 loss_giou_aux_dn: 0.974609 loss: 8.550714 eta: 20:43:04 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0447 images/s
[05/12 07:18:09] ppdet.engine INFO: Epoch: [38] [2400/7329] learning_rate: 0.000100 loss_class: 0.681726 loss_bbox: 0.149061 loss_giou: 0.412917 loss_class_aux: 2.212567 loss_bbox_aux: 0.549785 loss_giou_aux: 1.393737 loss_class_dn: 0.361019 loss_bbox_dn: 0.189372 loss_giou_dn: 0.421447 loss_class_aux_dn: 0.797051 loss_bbox_aux_dn: 0.501826 loss_giou_aux_dn: 1.007341 loss: 8.923102 eta: 20:42:05 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1253 images/s
[05/12 07:19:17] ppdet.engine INFO: Epoch: [38] [2600/7329] learning_rate: 0.000100 loss_class: 0.646664 loss_bbox: 0.156161 loss_giou: 0.390049 loss_class_aux: 2.125170 loss_bbox_aux: 0.518635 loss_giou_aux: 1.322885 loss_class_dn: 0.343374 loss_bbox_dn: 0.190897 loss_giou_dn: 0.390364 loss_class_aux_dn: 0.772661 loss_bbox_aux_dn: 0.489957 loss_giou_aux_dn: 0.930637 loss: 8.668132 eta: 20:41:05 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1240 images/s
[05/12 07:20:24] ppdet.engine INFO: Epoch: [38] [2800/7329] learning_rate: 0.000100 loss_class: 0.762902 loss_bbox: 0.169598 loss_giou: 0.489946 loss_class_aux: 2.474184 loss_bbox_aux: 0.585191 loss_giou_aux: 1.623692 loss_class_dn: 0.393084 loss_bbox_dn: 0.192706 loss_giou_dn: 0.500027 loss_class_aux_dn: 0.866775 loss_bbox_aux_dn: 0.504386 loss_giou_aux_dn: 1.125784 loss: 10.452499 eta: 20:40:04 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2393 images/s
[05/12 07:21:32] ppdet.engine INFO: Epoch: [38] [3000/7329] learning_rate: 0.000100 loss_class: 0.646018 loss_bbox: 0.156912 loss_giou: 0.427038 loss_class_aux: 2.088764 loss_bbox_aux: 0.526453 loss_giou_aux: 1.449610 loss_class_dn: 0.345143 loss_bbox_dn: 0.170268 loss_giou_dn: 0.430903 loss_class_aux_dn: 0.773525 loss_bbox_aux_dn: 0.438925 loss_giou_aux_dn: 1.005912 loss: 8.574420 eta: 20:39:04 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2037 images/s
[05/12 07:22:39] ppdet.engine INFO: Epoch: [38] [3200/7329] learning_rate: 0.000100 loss_class: 0.748323 loss_bbox: 0.172301 loss_giou: 0.421358 loss_class_aux: 2.415615 loss_bbox_aux: 0.570477 loss_giou_aux: 1.393284 loss_class_dn: 0.383069 loss_bbox_dn: 0.198224 loss_giou_dn: 0.453185 loss_class_aux_dn: 0.835341 loss_bbox_aux_dn: 0.511837 loss_giou_aux_dn: 1.055039 loss: 9.741709 eta: 20:38:03 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2838 images/s
[05/12 07:23:47] ppdet.engine INFO: Epoch: [38] [3400/7329] learning_rate: 0.000100 loss_class: 0.684996 loss_bbox: 0.159246 loss_giou: 0.406067 loss_class_aux: 2.252663 loss_bbox_aux: 0.536952 loss_giou_aux: 1.333327 loss_class_dn: 0.362355 loss_bbox_dn: 0.188531 loss_giou_dn: 0.436447 loss_class_aux_dn: 0.797844 loss_bbox_aux_dn: 0.476029 loss_giou_aux_dn: 1.023250 loss: 9.133105 eta: 20:37:03 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2016 images/s
[05/12 07:24:55] ppdet.engine INFO: Epoch: [38] [3600/7329] learning_rate: 0.000100 loss_class: 0.729534 loss_bbox: 0.165059 loss_giou: 0.524529 loss_class_aux: 2.324267 loss_bbox_aux: 0.557420 loss_giou_aux: 1.694305 loss_class_dn: 0.404701 loss_bbox_dn: 0.189251 loss_giou_dn: 0.502002 loss_class_aux_dn: 0.900567 loss_bbox_aux_dn: 0.472575 loss_giou_aux_dn: 1.166403 loss: 10.055913 eta: 20:36:03 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2006 images/s
[05/12 07:26:02] ppdet.engine INFO: Epoch: [38] [3800/7329] learning_rate: 0.000100 loss_class: 0.642089 loss_bbox: 0.151018 loss_giou: 0.376783 loss_class_aux: 2.040070 loss_bbox_aux: 0.525486 loss_giou_aux: 1.249081 loss_class_dn: 0.329311 loss_bbox_dn: 0.176159 loss_giou_dn: 0.404138 loss_class_aux_dn: 0.753798 loss_bbox_aux_dn: 0.457923 loss_giou_aux_dn: 0.959928 loss: 8.309086 eta: 20:35:03 batch_cost: 0.3027 data_cost: 0.0008 ips: 13.2147 images/s
[05/12 07:27:10] ppdet.engine INFO: Epoch: [38] [4000/7329] learning_rate: 0.000100 loss_class: 0.722669 loss_bbox: 0.164571 loss_giou: 0.446950 loss_class_aux: 2.344365 loss_bbox_aux: 0.544669 loss_giou_aux: 1.438048 loss_class_dn: 0.386159 loss_bbox_dn: 0.198158 loss_giou_dn: 0.462124 loss_class_aux_dn: 0.838774 loss_bbox_aux_dn: 0.497070 loss_giou_aux_dn: 1.077669 loss: 9.232969 eta: 20:34:03 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1479 images/s
[05/12 07:28:17] ppdet.engine INFO: Epoch: [38] [4200/7329] learning_rate: 0.000100 loss_class: 0.724276 loss_bbox: 0.164340 loss_giou: 0.415712 loss_class_aux: 2.346275 loss_bbox_aux: 0.549562 loss_giou_aux: 1.347097 loss_class_dn: 0.369959 loss_bbox_dn: 0.198239 loss_giou_dn: 0.411892 loss_class_aux_dn: 0.815797 loss_bbox_aux_dn: 0.501993 loss_giou_aux_dn: 0.959672 loss: 9.114149 eta: 20:33:02 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2925 images/s
[05/12 07:29:25] ppdet.engine INFO: Epoch: [38] [4400/7329] learning_rate: 0.000100 loss_class: 0.726781 loss_bbox: 0.147590 loss_giou: 0.415260 loss_class_aux: 2.221863 loss_bbox_aux: 0.499347 loss_giou_aux: 1.420925 loss_class_dn: 0.356698 loss_bbox_dn: 0.180010 loss_giou_dn: 0.447287 loss_class_aux_dn: 0.787368 loss_bbox_aux_dn: 0.469425 loss_giou_aux_dn: 1.047181 loss: 9.147725 eta: 20:32:02 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2018 images/s
[05/12 07:30:32] ppdet.engine INFO: Epoch: [38] [4600/7329] learning_rate: 0.000100 loss_class: 0.652102 loss_bbox: 0.136979 loss_giou: 0.403755 loss_class_aux: 2.028804 loss_bbox_aux: 0.482766 loss_giou_aux: 1.325061 loss_class_dn: 0.327298 loss_bbox_dn: 0.164063 loss_giou_dn: 0.415454 loss_class_aux_dn: 0.735278 loss_bbox_aux_dn: 0.444116 loss_giou_aux_dn: 0.967551 loss: 8.175903 eta: 20:31:01 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2820 images/s
[05/12 07:31:39] ppdet.engine INFO: Epoch: [38] [4800/7329] learning_rate: 0.000100 loss_class: 0.677271 loss_bbox: 0.151757 loss_giou: 0.406442 loss_class_aux: 2.060495 loss_bbox_aux: 0.524656 loss_giou_aux: 1.348387 loss_class_dn: 0.342459 loss_bbox_dn: 0.184815 loss_giou_dn: 0.422727 loss_class_aux_dn: 0.774352 loss_bbox_aux_dn: 0.467272 loss_giou_aux_dn: 0.990816 loss: 8.450942 eta: 20:30:01 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2307 images/s
[05/12 07:32:48] ppdet.engine INFO: Epoch: [38] [5000/7329] learning_rate: 0.000100 loss_class: 0.678046 loss_bbox: 0.158260 loss_giou: 0.431365 loss_class_aux: 2.154763 loss_bbox_aux: 0.555576 loss_giou_aux: 1.417827 loss_class_dn: 0.349579 loss_bbox_dn: 0.179305 loss_giou_dn: 0.432408 loss_class_aux_dn: 0.773067 loss_bbox_aux_dn: 0.438598 loss_giou_aux_dn: 1.011143 loss: 8.695790 eta: 20:29:01 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1070 images/s
[05/12 07:33:55] ppdet.engine INFO: Epoch: [38] [5200/7329] learning_rate: 0.000100 loss_class: 0.650901 loss_bbox: 0.168722 loss_giou: 0.433613 loss_class_aux: 2.232004 loss_bbox_aux: 0.556599 loss_giou_aux: 1.361200 loss_class_dn: 0.346351 loss_bbox_dn: 0.208550 loss_giou_dn: 0.427498 loss_class_aux_dn: 0.760330 loss_bbox_aux_dn: 0.519994 loss_giou_aux_dn: 1.028533 loss: 8.888304 eta: 20:28:00 batch_cost: 0.2993 data_cost: 0.0007 ips: 13.3641 images/s
[05/12 07:35:02] ppdet.engine INFO: Epoch: [38] [5400/7329] learning_rate: 0.000100 loss_class: 0.645105 loss_bbox: 0.157746 loss_giou: 0.444560 loss_class_aux: 2.072193 loss_bbox_aux: 0.546841 loss_giou_aux: 1.464640 loss_class_dn: 0.357943 loss_bbox_dn: 0.180815 loss_giou_dn: 0.457383 loss_class_aux_dn: 0.796456 loss_bbox_aux_dn: 0.457063 loss_giou_aux_dn: 1.060675 loss: 8.989926 eta: 20:27:00 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3289 images/s
[05/12 07:36:08] ppdet.engine INFO: Epoch: [38] [5600/7329] learning_rate: 0.000100 loss_class: 0.668190 loss_bbox: 0.154235 loss_giou: 0.430544 loss_class_aux: 2.165528 loss_bbox_aux: 0.505558 loss_giou_aux: 1.402766 loss_class_dn: 0.360287 loss_bbox_dn: 0.175121 loss_giou_dn: 0.435734 loss_class_aux_dn: 0.810006 loss_bbox_aux_dn: 0.456912 loss_giou_aux_dn: 0.994432 loss: 8.650866 eta: 20:25:58 batch_cost: 0.2972 data_cost: 0.0007 ips: 13.4611 images/s
[05/12 07:37:16] ppdet.engine INFO: Epoch: [38] [5800/7329] learning_rate: 0.000100 loss_class: 0.705974 loss_bbox: 0.155786 loss_giou: 0.442698 loss_class_aux: 2.197423 loss_bbox_aux: 0.516198 loss_giou_aux: 1.439560 loss_class_dn: 0.352637 loss_bbox_dn: 0.186407 loss_giou_dn: 0.454585 loss_class_aux_dn: 0.779181 loss_bbox_aux_dn: 0.475301 loss_giou_aux_dn: 1.061537 loss: 9.095518 eta: 20:24:59 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0950 images/s
[05/12 07:38:23] ppdet.engine INFO: Epoch: [38] [6000/7329] learning_rate: 0.000100 loss_class: 0.653675 loss_bbox: 0.144247 loss_giou: 0.379235 loss_class_aux: 2.156884 loss_bbox_aux: 0.499022 loss_giou_aux: 1.256724 loss_class_dn: 0.341236 loss_bbox_dn: 0.182302 loss_giou_dn: 0.397579 loss_class_aux_dn: 0.769692 loss_bbox_aux_dn: 0.469112 loss_giou_aux_dn: 0.945437 loss: 8.375233 eta: 20:23:58 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3156 images/s
[05/12 07:39:32] ppdet.engine INFO: Epoch: [38] [6200/7329] learning_rate: 0.000100 loss_class: 0.728268 loss_bbox: 0.157987 loss_giou: 0.414497 loss_class_aux: 2.335626 loss_bbox_aux: 0.558491 loss_giou_aux: 1.402893 loss_class_dn: 0.366879 loss_bbox_dn: 0.198543 loss_giou_dn: 0.435175 loss_class_aux_dn: 0.827436 loss_bbox_aux_dn: 0.511120 loss_giou_aux_dn: 1.005581 loss: 8.975056 eta: 20:22:58 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0632 images/s
[05/12 07:40:39] ppdet.engine INFO: Epoch: [38] [6400/7329] learning_rate: 0.000100 loss_class: 0.677692 loss_bbox: 0.155915 loss_giou: 0.447182 loss_class_aux: 2.181347 loss_bbox_aux: 0.525653 loss_giou_aux: 1.461627 loss_class_dn: 0.350522 loss_bbox_dn: 0.171549 loss_giou_dn: 0.435175 loss_class_aux_dn: 0.780731 loss_bbox_aux_dn: 0.435396 loss_giou_aux_dn: 1.007094 loss: 8.822065 eta: 20:21:58 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3131 images/s
[05/12 07:41:47] ppdet.engine INFO: Epoch: [38] [6600/7329] learning_rate: 0.000100 loss_class: 0.675070 loss_bbox: 0.157067 loss_giou: 0.416205 loss_class_aux: 2.171365 loss_bbox_aux: 0.537062 loss_giou_aux: 1.340414 loss_class_dn: 0.357934 loss_bbox_dn: 0.187668 loss_giou_dn: 0.426717 loss_class_aux_dn: 0.785707 loss_bbox_aux_dn: 0.462828 loss_giou_aux_dn: 1.017979 loss: 9.020510 eta: 20:20:57 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2098 images/s
[05/12 07:42:55] ppdet.engine INFO: Epoch: [38] [6800/7329] learning_rate: 0.000100 loss_class: 0.654138 loss_bbox: 0.153487 loss_giou: 0.414165 loss_class_aux: 2.126141 loss_bbox_aux: 0.529850 loss_giou_aux: 1.409393 loss_class_dn: 0.339927 loss_bbox_dn: 0.185006 loss_giou_dn: 0.412087 loss_class_aux_dn: 0.773770 loss_bbox_aux_dn: 0.476423 loss_giou_aux_dn: 0.951442 loss: 8.793273 eta: 20:19:57 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1415 images/s
[05/12 07:44:01] ppdet.engine INFO: Epoch: [38] [7000/7329] learning_rate: 0.000100 loss_class: 0.738787 loss_bbox: 0.158675 loss_giou: 0.430201 loss_class_aux: 2.333396 loss_bbox_aux: 0.539552 loss_giou_aux: 1.390364 loss_class_dn: 0.371797 loss_bbox_dn: 0.207639 loss_giou_dn: 0.457335 loss_class_aux_dn: 0.825718 loss_bbox_aux_dn: 0.517975 loss_giou_aux_dn: 1.067014 loss: 9.093449 eta: 20:18:56 batch_cost: 0.2966 data_cost: 0.0007 ips: 13.4851 images/s
[05/12 07:45:06] ppdet.engine INFO: Epoch: [38] [7200/7329] learning_rate: 0.000100 loss_class: 0.708770 loss_bbox: 0.165742 loss_giou: 0.403366 loss_class_aux: 2.256802 loss_bbox_aux: 0.584558 loss_giou_aux: 1.365945 loss_class_dn: 0.384616 loss_bbox_dn: 0.190002 loss_giou_dn: 0.427628 loss_class_aux_dn: 0.849846 loss_bbox_aux_dn: 0.493445 loss_giou_aux_dn: 1.000565 loss: 9.533009 eta: 20:17:54 batch_cost: 0.2920 data_cost: 0.0006 ips: 13.6983 images/s
[05/12 07:45:50] ppdet.engine INFO: Eval iter: 0
[05/12 07:45:56] ppdet.engine INFO: Eval iter: 100
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[05/12 07:46:30] ppdet.engine INFO: Eval iter: 700
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[05/12 07:46:48] ppdet.engine INFO: Eval iter: 1000
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[05/12 07:47:00] ppdet.engine INFO: Eval iter: 1200
[05/12 07:47:23] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/12 07:47:23] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.15s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.15s).
Accumulating evaluation results...
DONE (t=24.14s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.448
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.617
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.484
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.265
 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 ] = 0.609
 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 ] = 0.605
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.676
 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 ] = 0.724
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865
[05/12 07:49:46] ppdet.engine INFO: Total sample number: 5000, average FPS: 68.41546183330401
[05/12 07:49:46] ppdet.engine INFO: Best test bbox ap is 0.448.
[05/12 07:49:48] ppdet.engine INFO: Epoch: [39] [   0/7329] learning_rate: 0.000100 loss_class: 0.697663 loss_bbox: 0.161416 loss_giou: 0.383347 loss_class_aux: 2.245246 loss_bbox_aux: 0.547276 loss_giou_aux: 1.279825 loss_class_dn: 0.344757 loss_bbox_dn: 0.184360 loss_giou_dn: 0.406900 loss_class_aux_dn: 0.787086 loss_bbox_aux_dn: 0.471419 loss_giou_aux_dn: 0.959993 loss: 8.761719 eta: 20:17:14 batch_cost: 0.2899 data_cost: 0.0006 ips: 13.7987 images/s
[05/12 07:50:56] ppdet.engine INFO: Epoch: [39] [ 200/7329] learning_rate: 0.000100 loss_class: 0.665140 loss_bbox: 0.158326 loss_giou: 0.415601 loss_class_aux: 2.143265 loss_bbox_aux: 0.537644 loss_giou_aux: 1.381628 loss_class_dn: 0.347527 loss_bbox_dn: 0.192025 loss_giou_dn: 0.422152 loss_class_aux_dn: 0.775213 loss_bbox_aux_dn: 0.481159 loss_giou_aux_dn: 1.011013 loss: 8.952852 eta: 20:16:13 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2139 images/s
[05/12 07:52:03] ppdet.engine INFO: Epoch: [39] [ 400/7329] learning_rate: 0.000100 loss_class: 0.728618 loss_bbox: 0.165915 loss_giou: 0.501118 loss_class_aux: 2.291615 loss_bbox_aux: 0.560362 loss_giou_aux: 1.592320 loss_class_dn: 0.386504 loss_bbox_dn: 0.192040 loss_giou_dn: 0.470258 loss_class_aux_dn: 0.854089 loss_bbox_aux_dn: 0.498162 loss_giou_aux_dn: 1.085372 loss: 9.681370 eta: 20:15:12 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.3992 images/s
[05/12 07:53:10] ppdet.engine INFO: Epoch: [39] [ 600/7329] learning_rate: 0.000100 loss_class: 0.706071 loss_bbox: 0.159507 loss_giou: 0.444450 loss_class_aux: 2.251956 loss_bbox_aux: 0.558573 loss_giou_aux: 1.536759 loss_class_dn: 0.375138 loss_bbox_dn: 0.197712 loss_giou_dn: 0.486272 loss_class_aux_dn: 0.841894 loss_bbox_aux_dn: 0.500195 loss_giou_aux_dn: 1.106243 loss: 9.537373 eta: 20:14:12 batch_cost: 0.2989 data_cost: 0.0008 ips: 13.3837 images/s
[05/12 07:54:18] ppdet.engine INFO: Epoch: [39] [ 800/7329] learning_rate: 0.000100 loss_class: 0.674278 loss_bbox: 0.148996 loss_giou: 0.412064 loss_class_aux: 2.190332 loss_bbox_aux: 0.503387 loss_giou_aux: 1.350046 loss_class_dn: 0.363335 loss_bbox_dn: 0.180321 loss_giou_dn: 0.435108 loss_class_aux_dn: 0.812699 loss_bbox_aux_dn: 0.451599 loss_giou_aux_dn: 1.020713 loss: 8.734013 eta: 20:13:11 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2218 images/s
[05/12 07:55:25] ppdet.engine INFO: Epoch: [39] [1000/7329] learning_rate: 0.000100 loss_class: 0.708671 loss_bbox: 0.158322 loss_giou: 0.455269 loss_class_aux: 2.229553 loss_bbox_aux: 0.536953 loss_giou_aux: 1.453780 loss_class_dn: 0.358703 loss_bbox_dn: 0.189993 loss_giou_dn: 0.431399 loss_class_aux_dn: 0.790891 loss_bbox_aux_dn: 0.475249 loss_giou_aux_dn: 1.031211 loss: 9.069619 eta: 20:12:11 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3426 images/s
[05/12 07:56:32] ppdet.engine INFO: Epoch: [39] [1200/7329] learning_rate: 0.000100 loss_class: 0.683146 loss_bbox: 0.153818 loss_giou: 0.395187 loss_class_aux: 2.234472 loss_bbox_aux: 0.527896 loss_giou_aux: 1.309853 loss_class_dn: 0.346994 loss_bbox_dn: 0.174531 loss_giou_dn: 0.396235 loss_class_aux_dn: 0.770607 loss_bbox_aux_dn: 0.454966 loss_giou_aux_dn: 0.946210 loss: 8.693705 eta: 20:11:09 batch_cost: 0.2968 data_cost: 0.0007 ips: 13.4759 images/s
[05/12 07:57:38] ppdet.engine INFO: Epoch: [39] [1400/7329] learning_rate: 0.000100 loss_class: 0.690753 loss_bbox: 0.168373 loss_giou: 0.469755 loss_class_aux: 2.256630 loss_bbox_aux: 0.561539 loss_giou_aux: 1.555593 loss_class_dn: 0.379135 loss_bbox_dn: 0.189498 loss_giou_dn: 0.451901 loss_class_aux_dn: 0.845435 loss_bbox_aux_dn: 0.482829 loss_giou_aux_dn: 1.063625 loss: 9.548683 eta: 20:10:08 batch_cost: 0.2978 data_cost: 0.0007 ips: 13.4312 images/s
[05/12 07:58:46] ppdet.engine INFO: Epoch: [39] [1600/7329] learning_rate: 0.000100 loss_class: 0.703083 loss_bbox: 0.164575 loss_giou: 0.425303 loss_class_aux: 2.205334 loss_bbox_aux: 0.577962 loss_giou_aux: 1.380833 loss_class_dn: 0.362716 loss_bbox_dn: 0.197057 loss_giou_dn: 0.429199 loss_class_aux_dn: 0.813918 loss_bbox_aux_dn: 0.479727 loss_giou_aux_dn: 1.007797 loss: 9.283710 eta: 20:09:08 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2295 images/s
[05/12 07:59:53] ppdet.engine INFO: Epoch: [39] [1800/7329] learning_rate: 0.000100 loss_class: 0.696041 loss_bbox: 0.150660 loss_giou: 0.423869 loss_class_aux: 2.193977 loss_bbox_aux: 0.544846 loss_giou_aux: 1.391026 loss_class_dn: 0.368359 loss_bbox_dn: 0.185179 loss_giou_dn: 0.400938 loss_class_aux_dn: 0.815758 loss_bbox_aux_dn: 0.484329 loss_giou_aux_dn: 0.965859 loss: 8.918028 eta: 20:08:07 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2766 images/s
[05/12 08:01:00] ppdet.engine INFO: Epoch: [39] [2000/7329] learning_rate: 0.000100 loss_class: 0.659219 loss_bbox: 0.156867 loss_giou: 0.407835 loss_class_aux: 2.137874 loss_bbox_aux: 0.525906 loss_giou_aux: 1.318700 loss_class_dn: 0.347838 loss_bbox_dn: 0.168289 loss_giou_dn: 0.420198 loss_class_aux_dn: 0.769556 loss_bbox_aux_dn: 0.422798 loss_giou_aux_dn: 0.942868 loss: 8.579709 eta: 20:07:06 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3714 images/s
[05/12 08:02:06] ppdet.engine INFO: Epoch: [39] [2200/7329] learning_rate: 0.000100 loss_class: 0.665806 loss_bbox: 0.155640 loss_giou: 0.417280 loss_class_aux: 2.202979 loss_bbox_aux: 0.523491 loss_giou_aux: 1.376526 loss_class_dn: 0.347881 loss_bbox_dn: 0.180726 loss_giou_dn: 0.412820 loss_class_aux_dn: 0.786646 loss_bbox_aux_dn: 0.465706 loss_giou_aux_dn: 0.988374 loss: 8.501793 eta: 20:06:05 batch_cost: 0.2964 data_cost: 0.0007 ips: 13.4961 images/s
[05/12 08:03:13] ppdet.engine INFO: Epoch: [39] [2400/7329] learning_rate: 0.000100 loss_class: 0.735073 loss_bbox: 0.158611 loss_giou: 0.443020 loss_class_aux: 2.339795 loss_bbox_aux: 0.554286 loss_giou_aux: 1.486582 loss_class_dn: 0.389272 loss_bbox_dn: 0.184585 loss_giou_dn: 0.457915 loss_class_aux_dn: 0.851641 loss_bbox_aux_dn: 0.480283 loss_giou_aux_dn: 1.077700 loss: 9.564531 eta: 20:05:04 batch_cost: 0.2970 data_cost: 0.0007 ips: 13.4699 images/s
[05/12 08:04:20] ppdet.engine INFO: Epoch: [39] [2600/7329] learning_rate: 0.000100 loss_class: 0.706092 loss_bbox: 0.159680 loss_giou: 0.461504 loss_class_aux: 2.240931 loss_bbox_aux: 0.552491 loss_giou_aux: 1.531769 loss_class_dn: 0.362222 loss_bbox_dn: 0.198856 loss_giou_dn: 0.460024 loss_class_aux_dn: 0.796884 loss_bbox_aux_dn: 0.488578 loss_giou_aux_dn: 1.057173 loss: 9.252468 eta: 20:04:03 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2853 images/s
[05/12 08:05:28] ppdet.engine INFO: Epoch: [39] [2800/7329] learning_rate: 0.000100 loss_class: 0.672520 loss_bbox: 0.150386 loss_giou: 0.418871 loss_class_aux: 2.175671 loss_bbox_aux: 0.511774 loss_giou_aux: 1.388051 loss_class_dn: 0.366888 loss_bbox_dn: 0.180410 loss_giou_dn: 0.422237 loss_class_aux_dn: 0.809141 loss_bbox_aux_dn: 0.456789 loss_giou_aux_dn: 1.000467 loss: 9.380999 eta: 20:03:03 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1873 images/s
[05/12 08:06:36] ppdet.engine INFO: Epoch: [39] [3000/7329] learning_rate: 0.000100 loss_class: 0.654893 loss_bbox: 0.148113 loss_giou: 0.389053 loss_class_aux: 2.117843 loss_bbox_aux: 0.521841 loss_giou_aux: 1.313191 loss_class_dn: 0.358324 loss_bbox_dn: 0.185719 loss_giou_dn: 0.418328 loss_class_aux_dn: 0.800213 loss_bbox_aux_dn: 0.467219 loss_giou_aux_dn: 0.992380 loss: 8.757044 eta: 20:02:03 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1792 images/s
[05/12 08:07:43] ppdet.engine INFO: Epoch: [39] [3200/7329] learning_rate: 0.000100 loss_class: 0.687761 loss_bbox: 0.162552 loss_giou: 0.437262 loss_class_aux: 2.226291 loss_bbox_aux: 0.552917 loss_giou_aux: 1.458261 loss_class_dn: 0.365240 loss_bbox_dn: 0.199871 loss_giou_dn: 0.432426 loss_class_aux_dn: 0.822227 loss_bbox_aux_dn: 0.513882 loss_giou_aux_dn: 1.032016 loss: 9.204412 eta: 20:01:03 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2611 images/s
[05/12 08:08:51] ppdet.engine INFO: Epoch: [39] [3400/7329] learning_rate: 0.000100 loss_class: 0.689754 loss_bbox: 0.151812 loss_giou: 0.402344 loss_class_aux: 2.273647 loss_bbox_aux: 0.533159 loss_giou_aux: 1.318129 loss_class_dn: 0.358928 loss_bbox_dn: 0.194049 loss_giou_dn: 0.404145 loss_class_aux_dn: 0.794908 loss_bbox_aux_dn: 0.482063 loss_giou_aux_dn: 0.953512 loss: 8.767618 eta: 20:00:02 batch_cost: 0.3010 data_cost: 0.0007 ips: 13.2908 images/s
[05/12 08:09:57] ppdet.engine INFO: Epoch: [39] [3600/7329] learning_rate: 0.000100 loss_class: 0.704855 loss_bbox: 0.158709 loss_giou: 0.425716 loss_class_aux: 2.243744 loss_bbox_aux: 0.530968 loss_giou_aux: 1.425994 loss_class_dn: 0.357518 loss_bbox_dn: 0.198755 loss_giou_dn: 0.439387 loss_class_aux_dn: 0.805040 loss_bbox_aux_dn: 0.499310 loss_giou_aux_dn: 1.020283 loss: 8.778700 eta: 19:59:01 batch_cost: 0.2969 data_cost: 0.0007 ips: 13.4714 images/s
[05/12 08:11:04] ppdet.engine INFO: Epoch: [39] [3800/7329] learning_rate: 0.000100 loss_class: 0.652035 loss_bbox: 0.152433 loss_giou: 0.386475 loss_class_aux: 2.154242 loss_bbox_aux: 0.538177 loss_giou_aux: 1.299543 loss_class_dn: 0.355268 loss_bbox_dn: 0.184523 loss_giou_dn: 0.420407 loss_class_aux_dn: 0.781190 loss_bbox_aux_dn: 0.465943 loss_giou_aux_dn: 0.990244 loss: 8.696274 eta: 19:58:00 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3715 images/s
[05/12 08:12:11] ppdet.engine INFO: Epoch: [39] [4000/7329] learning_rate: 0.000100 loss_class: 0.663306 loss_bbox: 0.161291 loss_giou: 0.445529 loss_class_aux: 2.118423 loss_bbox_aux: 0.553778 loss_giou_aux: 1.503594 loss_class_dn: 0.353774 loss_bbox_dn: 0.177996 loss_giou_dn: 0.446879 loss_class_aux_dn: 0.799035 loss_bbox_aux_dn: 0.457242 loss_giou_aux_dn: 1.043536 loss: 8.819967 eta: 19:56:59 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3376 images/s
[05/12 08:13:18] ppdet.engine INFO: Epoch: [39] [4200/7329] learning_rate: 0.000100 loss_class: 0.677649 loss_bbox: 0.144632 loss_giou: 0.401427 loss_class_aux: 2.162958 loss_bbox_aux: 0.528992 loss_giou_aux: 1.381293 loss_class_dn: 0.350303 loss_bbox_dn: 0.170330 loss_giou_dn: 0.429148 loss_class_aux_dn: 0.780617 loss_bbox_aux_dn: 0.451640 loss_giou_aux_dn: 1.016686 loss: 8.556335 eta: 19:55:58 batch_cost: 0.2974 data_cost: 0.0007 ips: 13.4482 images/s
[05/12 08:14:25] ppdet.engine INFO: Epoch: [39] [4400/7329] learning_rate: 0.000100 loss_class: 0.718219 loss_bbox: 0.161377 loss_giou: 0.400185 loss_class_aux: 2.307693 loss_bbox_aux: 0.558883 loss_giou_aux: 1.381657 loss_class_dn: 0.368236 loss_bbox_dn: 0.189441 loss_giou_dn: 0.426105 loss_class_aux_dn: 0.821389 loss_bbox_aux_dn: 0.480956 loss_giou_aux_dn: 1.004006 loss: 9.094849 eta: 19:54:57 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3442 images/s
[05/12 08:15:31] ppdet.engine INFO: Epoch: [39] [4600/7329] learning_rate: 0.000100 loss_class: 0.698066 loss_bbox: 0.156313 loss_giou: 0.430449 loss_class_aux: 2.212903 loss_bbox_aux: 0.542455 loss_giou_aux: 1.392710 loss_class_dn: 0.358903 loss_bbox_dn: 0.184505 loss_giou_dn: 0.430188 loss_class_aux_dn: 0.786962 loss_bbox_aux_dn: 0.483717 loss_giou_aux_dn: 1.009210 loss: 8.988161 eta: 19:53:56 batch_cost: 0.2968 data_cost: 0.0008 ips: 13.4762 images/s
[05/12 08:16:38] ppdet.engine INFO: Epoch: [39] [4800/7329] learning_rate: 0.000100 loss_class: 0.703213 loss_bbox: 0.164206 loss_giou: 0.439925 loss_class_aux: 2.247811 loss_bbox_aux: 0.557153 loss_giou_aux: 1.444052 loss_class_dn: 0.367268 loss_bbox_dn: 0.197565 loss_giou_dn: 0.444495 loss_class_aux_dn: 0.812711 loss_bbox_aux_dn: 0.488443 loss_giou_aux_dn: 1.026176 loss: 8.866266 eta: 19:52:56 batch_cost: 0.3002 data_cost: 0.0007 ips: 13.3246 images/s
[05/12 08:17:45] ppdet.engine INFO: Epoch: [39] [5000/7329] learning_rate: 0.000100 loss_class: 0.713650 loss_bbox: 0.157423 loss_giou: 0.441813 loss_class_aux: 2.263536 loss_bbox_aux: 0.537615 loss_giou_aux: 1.458643 loss_class_dn: 0.365409 loss_bbox_dn: 0.205311 loss_giou_dn: 0.463132 loss_class_aux_dn: 0.826822 loss_bbox_aux_dn: 0.512973 loss_giou_aux_dn: 1.087283 loss: 9.124153 eta: 19:51:55 batch_cost: 0.2984 data_cost: 0.0007 ips: 13.4057 images/s
[05/12 08:18:51] ppdet.engine INFO: Epoch: [39] [5200/7329] learning_rate: 0.000100 loss_class: 0.723105 loss_bbox: 0.146604 loss_giou: 0.425387 loss_class_aux: 2.259275 loss_bbox_aux: 0.520401 loss_giou_aux: 1.410463 loss_class_dn: 0.357832 loss_bbox_dn: 0.177478 loss_giou_dn: 0.433980 loss_class_aux_dn: 0.799297 loss_bbox_aux_dn: 0.448426 loss_giou_aux_dn: 1.009746 loss: 9.133724 eta: 19:50:53 batch_cost: 0.2960 data_cost: 0.0007 ips: 13.5126 images/s
[05/12 08:19:57] ppdet.engine INFO: Epoch: [39] [5400/7329] learning_rate: 0.000100 loss_class: 0.709047 loss_bbox: 0.161356 loss_giou: 0.394609 loss_class_aux: 2.325121 loss_bbox_aux: 0.545563 loss_giou_aux: 1.346464 loss_class_dn: 0.372019 loss_bbox_dn: 0.193011 loss_giou_dn: 0.413608 loss_class_aux_dn: 0.837323 loss_bbox_aux_dn: 0.490070 loss_giou_aux_dn: 0.981785 loss: 9.283682 eta: 19:49:51 batch_cost: 0.2936 data_cost: 0.0007 ips: 13.6222 images/s
[05/12 08:21:05] ppdet.engine INFO: Epoch: [39] [5600/7329] learning_rate: 0.000100 loss_class: 0.681443 loss_bbox: 0.149154 loss_giou: 0.437036 loss_class_aux: 2.234615 loss_bbox_aux: 0.512695 loss_giou_aux: 1.415266 loss_class_dn: 0.346700 loss_bbox_dn: 0.199431 loss_giou_dn: 0.433321 loss_class_aux_dn: 0.782954 loss_bbox_aux_dn: 0.479923 loss_giou_aux_dn: 1.040281 loss: 8.773773 eta: 19:48:51 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1688 images/s
[05/12 08:22:12] ppdet.engine INFO: Epoch: [39] [5800/7329] learning_rate: 0.000100 loss_class: 0.736961 loss_bbox: 0.169167 loss_giou: 0.448601 loss_class_aux: 2.290516 loss_bbox_aux: 0.594280 loss_giou_aux: 1.491148 loss_class_dn: 0.367425 loss_bbox_dn: 0.195205 loss_giou_dn: 0.454999 loss_class_aux_dn: 0.838259 loss_bbox_aux_dn: 0.494121 loss_giou_aux_dn: 1.051248 loss: 9.408422 eta: 19:47:50 batch_cost: 0.2952 data_cost: 0.0007 ips: 13.5499 images/s
[05/12 08:23:18] ppdet.engine INFO: Epoch: [39] [6000/7329] learning_rate: 0.000100 loss_class: 0.758074 loss_bbox: 0.168413 loss_giou: 0.481837 loss_class_aux: 2.347521 loss_bbox_aux: 0.577882 loss_giou_aux: 1.592944 loss_class_dn: 0.380572 loss_bbox_dn: 0.193159 loss_giou_dn: 0.493447 loss_class_aux_dn: 0.833904 loss_bbox_aux_dn: 0.494834 loss_giou_aux_dn: 1.119744 loss: 9.804986 eta: 19:46:49 batch_cost: 0.2959 data_cost: 0.0007 ips: 13.5182 images/s
[05/12 08:24:25] ppdet.engine INFO: Epoch: [39] [6200/7329] learning_rate: 0.000100 loss_class: 0.649800 loss_bbox: 0.145511 loss_giou: 0.351935 loss_class_aux: 2.064688 loss_bbox_aux: 0.506850 loss_giou_aux: 1.179626 loss_class_dn: 0.330336 loss_bbox_dn: 0.177529 loss_giou_dn: 0.383138 loss_class_aux_dn: 0.743420 loss_bbox_aux_dn: 0.443732 loss_giou_aux_dn: 0.875174 loss: 8.305632 eta: 19:45:48 batch_cost: 0.2989 data_cost: 0.0007 ips: 13.3806 images/s
[05/12 08:25:31] ppdet.engine INFO: Epoch: [39] [6400/7329] learning_rate: 0.000100 loss_class: 0.690597 loss_bbox: 0.159668 loss_giou: 0.396566 loss_class_aux: 2.227994 loss_bbox_aux: 0.546897 loss_giou_aux: 1.350302 loss_class_dn: 0.354642 loss_bbox_dn: 0.185684 loss_giou_dn: 0.410352 loss_class_aux_dn: 0.792664 loss_bbox_aux_dn: 0.470316 loss_giou_aux_dn: 0.977458 loss: 8.914248 eta: 19:44:46 batch_cost: 0.2953 data_cost: 0.0007 ips: 13.5441 images/s
[05/12 08:26:38] ppdet.engine INFO: Epoch: [39] [6600/7329] learning_rate: 0.000100 loss_class: 0.663453 loss_bbox: 0.152128 loss_giou: 0.450366 loss_class_aux: 2.073016 loss_bbox_aux: 0.520435 loss_giou_aux: 1.433663 loss_class_dn: 0.351895 loss_bbox_dn: 0.191956 loss_giou_dn: 0.453480 loss_class_aux_dn: 0.774477 loss_bbox_aux_dn: 0.483841 loss_giou_aux_dn: 1.056065 loss: 8.901899 eta: 19:43:45 batch_cost: 0.2959 data_cost: 0.0007 ips: 13.5196 images/s
[05/12 08:27:45] ppdet.engine INFO: Epoch: [39] [6800/7329] learning_rate: 0.000100 loss_class: 0.702483 loss_bbox: 0.172232 loss_giou: 0.461844 loss_class_aux: 2.234974 loss_bbox_aux: 0.593029 loss_giou_aux: 1.487416 loss_class_dn: 0.372945 loss_bbox_dn: 0.210137 loss_giou_dn: 0.442955 loss_class_aux_dn: 0.811767 loss_bbox_aux_dn: 0.518716 loss_giou_aux_dn: 1.054882 loss: 9.195919 eta: 19:42:44 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3062 images/s
[05/12 08:28:52] ppdet.engine INFO: Epoch: [39] [7000/7329] learning_rate: 0.000100 loss_class: 0.712701 loss_bbox: 0.165074 loss_giou: 0.470031 loss_class_aux: 2.260883 loss_bbox_aux: 0.541425 loss_giou_aux: 1.532485 loss_class_dn: 0.364265 loss_bbox_dn: 0.199237 loss_giou_dn: 0.471687 loss_class_aux_dn: 0.805644 loss_bbox_aux_dn: 0.490597 loss_giou_aux_dn: 1.073877 loss: 8.878319 eta: 19:41:43 batch_cost: 0.2977 data_cost: 0.0007 ips: 13.4343 images/s
[05/12 08:29:59] ppdet.engine INFO: Epoch: [39] [7200/7329] learning_rate: 0.000100 loss_class: 0.672190 loss_bbox: 0.152397 loss_giou: 0.416761 loss_class_aux: 2.134767 loss_bbox_aux: 0.543902 loss_giou_aux: 1.368649 loss_class_dn: 0.353777 loss_bbox_dn: 0.179020 loss_giou_dn: 0.427339 loss_class_aux_dn: 0.797399 loss_bbox_aux_dn: 0.456991 loss_giou_aux_dn: 0.997688 loss: 8.742233 eta: 19:40:43 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3033 images/s
[05/12 08:30:44] ppdet.engine INFO: Eval iter: 0
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[05/12 08:31:52] ppdet.engine INFO: Eval iter: 1100
[05/12 08:31:58] ppdet.engine INFO: Eval iter: 1200
[05/12 08:32:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/12 08:32:23] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.99s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=101.76s).
Accumulating evaluation results...
DONE (t=24.42s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.449
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.618
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.486
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.267
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.482
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.611
 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 ] = 0.605
 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 ] = 0.723
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867
[05/12 08:34:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.88133352174067
[05/12 08:34:48] ppdet.engine INFO: Best test bbox ap is 0.449.
[05/12 08:34:50] ppdet.engine INFO: Epoch: [40] [   0/7329] learning_rate: 0.000100 loss_class: 0.700662 loss_bbox: 0.165216 loss_giou: 0.471998 loss_class_aux: 2.243547 loss_bbox_aux: 0.564247 loss_giou_aux: 1.514853 loss_class_dn: 0.388704 loss_bbox_dn: 0.192806 loss_giou_dn: 0.474710 loss_class_aux_dn: 0.862534 loss_bbox_aux_dn: 0.487141 loss_giou_aux_dn: 1.090220 loss: 9.494844 eta: 19:40:03 batch_cost: 0.2951 data_cost: 0.0007 ips: 13.5549 images/s
[05/12 08:35:57] ppdet.engine INFO: Epoch: [40] [ 200/7329] learning_rate: 0.000100 loss_class: 0.708909 loss_bbox: 0.160714 loss_giou: 0.499677 loss_class_aux: 2.283491 loss_bbox_aux: 0.554890 loss_giou_aux: 1.603940 loss_class_dn: 0.384754 loss_bbox_dn: 0.182037 loss_giou_dn: 0.474404 loss_class_aux_dn: 0.856940 loss_bbox_aux_dn: 0.469206 loss_giou_aux_dn: 1.114426 loss: 9.558332 eta: 19:39:03 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3130 images/s
[05/12 08:37:04] ppdet.engine INFO: Epoch: [40] [ 400/7329] learning_rate: 0.000100 loss_class: 0.715534 loss_bbox: 0.173636 loss_giou: 0.439203 loss_class_aux: 2.316055 loss_bbox_aux: 0.562496 loss_giou_aux: 1.469690 loss_class_dn: 0.381032 loss_bbox_dn: 0.203429 loss_giou_dn: 0.459854 loss_class_aux_dn: 0.845578 loss_bbox_aux_dn: 0.512097 loss_giou_aux_dn: 1.083379 loss: 9.608545 eta: 19:38:02 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3376 images/s
[05/12 08:38:11] ppdet.engine INFO: Epoch: [40] [ 600/7329] learning_rate: 0.000100 loss_class: 0.684262 loss_bbox: 0.155197 loss_giou: 0.421143 loss_class_aux: 2.194604 loss_bbox_aux: 0.528092 loss_giou_aux: 1.388850 loss_class_dn: 0.356063 loss_bbox_dn: 0.182569 loss_giou_dn: 0.443127 loss_class_aux_dn: 0.799141 loss_bbox_aux_dn: 0.465905 loss_giou_aux_dn: 1.066190 loss: 8.936315 eta: 19:37:01 batch_cost: 0.2979 data_cost: 0.0007 ips: 13.4279 images/s
[05/12 08:39:19] ppdet.engine INFO: Epoch: [40] [ 800/7329] learning_rate: 0.000100 loss_class: 0.681785 loss_bbox: 0.155088 loss_giou: 0.455812 loss_class_aux: 2.205509 loss_bbox_aux: 0.531014 loss_giou_aux: 1.454748 loss_class_dn: 0.367063 loss_bbox_dn: 0.185710 loss_giou_dn: 0.455930 loss_class_aux_dn: 0.803271 loss_bbox_aux_dn: 0.484644 loss_giou_aux_dn: 1.067125 loss: 8.841447 eta: 19:36:00 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2432 images/s
[05/12 08:40:26] ppdet.engine INFO: Epoch: [40] [1000/7329] learning_rate: 0.000100 loss_class: 0.672511 loss_bbox: 0.152526 loss_giou: 0.418154 loss_class_aux: 2.129801 loss_bbox_aux: 0.546143 loss_giou_aux: 1.350651 loss_class_dn: 0.358184 loss_bbox_dn: 0.179167 loss_giou_dn: 0.403879 loss_class_aux_dn: 0.786947 loss_bbox_aux_dn: 0.464105 loss_giou_aux_dn: 0.960577 loss: 8.879366 eta: 19:35:00 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2617 images/s
[05/12 08:41:33] ppdet.engine INFO: Epoch: [40] [1200/7329] learning_rate: 0.000100 loss_class: 0.663979 loss_bbox: 0.162089 loss_giou: 0.374813 loss_class_aux: 2.196556 loss_bbox_aux: 0.564912 loss_giou_aux: 1.224473 loss_class_dn: 0.339583 loss_bbox_dn: 0.190776 loss_giou_dn: 0.386026 loss_class_aux_dn: 0.770941 loss_bbox_aux_dn: 0.485815 loss_giou_aux_dn: 0.900206 loss: 8.631117 eta: 19:33:59 batch_cost: 0.2993 data_cost: 0.0007 ips: 13.3626 images/s
[05/12 08:42:39] ppdet.engine INFO: Epoch: [40] [1400/7329] learning_rate: 0.000100 loss_class: 0.650337 loss_bbox: 0.149661 loss_giou: 0.449027 loss_class_aux: 2.159025 loss_bbox_aux: 0.523319 loss_giou_aux: 1.499416 loss_class_dn: 0.351442 loss_bbox_dn: 0.167179 loss_giou_dn: 0.438387 loss_class_aux_dn: 0.805723 loss_bbox_aux_dn: 0.434544 loss_giou_aux_dn: 1.012760 loss: 9.064371 eta: 19:32:58 batch_cost: 0.2987 data_cost: 0.0006 ips: 13.3934 images/s
[05/12 08:43:43] ppdet.engine INFO: Epoch: [40] [1600/7329] learning_rate: 0.000100 loss_class: 0.735502 loss_bbox: 0.158788 loss_giou: 0.433134 loss_class_aux: 2.340251 loss_bbox_aux: 0.546195 loss_giou_aux: 1.491688 loss_class_dn: 0.377748 loss_bbox_dn: 0.184676 loss_giou_dn: 0.464514 loss_class_aux_dn: 0.844191 loss_bbox_aux_dn: 0.482941 loss_giou_aux_dn: 1.078052 loss: 9.789705 eta: 19:31:56 batch_cost: 0.2861 data_cost: 0.0007 ips: 13.9825 images/s
[05/12 08:44:48] ppdet.engine INFO: Epoch: [40] [1800/7329] learning_rate: 0.000100 loss_class: 0.717019 loss_bbox: 0.144635 loss_giou: 0.466365 loss_class_aux: 2.300044 loss_bbox_aux: 0.514694 loss_giou_aux: 1.580676 loss_class_dn: 0.373796 loss_bbox_dn: 0.186124 loss_giou_dn: 0.452932 loss_class_aux_dn: 0.822244 loss_bbox_aux_dn: 0.472446 loss_giou_aux_dn: 1.030198 loss: 9.041615 eta: 19:30:53 batch_cost: 0.2901 data_cost: 0.0006 ips: 13.7898 images/s
[05/12 08:45:53] ppdet.engine INFO: Epoch: [40] [2000/7329] learning_rate: 0.000100 loss_class: 0.668166 loss_bbox: 0.163709 loss_giou: 0.390825 loss_class_aux: 2.154885 loss_bbox_aux: 0.546853 loss_giou_aux: 1.353988 loss_class_dn: 0.333282 loss_bbox_dn: 0.202688 loss_giou_dn: 0.408159 loss_class_aux_dn: 0.752447 loss_bbox_aux_dn: 0.503693 loss_giou_aux_dn: 0.961359 loss: 8.536686 eta: 19:29:51 batch_cost: 0.2908 data_cost: 0.0006 ips: 13.7530 images/s
[05/12 08:47:00] ppdet.engine INFO: Epoch: [40] [2200/7329] learning_rate: 0.000100 loss_class: 0.667149 loss_bbox: 0.147242 loss_giou: 0.437949 loss_class_aux: 2.162239 loss_bbox_aux: 0.526258 loss_giou_aux: 1.389865 loss_class_dn: 0.350901 loss_bbox_dn: 0.183455 loss_giou_dn: 0.415106 loss_class_aux_dn: 0.773430 loss_bbox_aux_dn: 0.464039 loss_giou_aux_dn: 0.993298 loss: 8.640208 eta: 19:28:50 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3409 images/s
[05/12 08:48:07] ppdet.engine INFO: Epoch: [40] [2400/7329] learning_rate: 0.000100 loss_class: 0.688495 loss_bbox: 0.160671 loss_giou: 0.453825 loss_class_aux: 2.210476 loss_bbox_aux: 0.530688 loss_giou_aux: 1.447484 loss_class_dn: 0.382428 loss_bbox_dn: 0.177123 loss_giou_dn: 0.471437 loss_class_aux_dn: 0.834950 loss_bbox_aux_dn: 0.467830 loss_giou_aux_dn: 1.094350 loss: 9.416578 eta: 19:27:50 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3760 images/s
[05/12 08:49:14] ppdet.engine INFO: Epoch: [40] [2600/7329] learning_rate: 0.000100 loss_class: 0.703902 loss_bbox: 0.159494 loss_giou: 0.433828 loss_class_aux: 2.317540 loss_bbox_aux: 0.544053 loss_giou_aux: 1.434721 loss_class_dn: 0.378839 loss_bbox_dn: 0.198915 loss_giou_dn: 0.451672 loss_class_aux_dn: 0.827076 loss_bbox_aux_dn: 0.516888 loss_giou_aux_dn: 1.055574 loss: 9.195496 eta: 19:26:49 batch_cost: 0.2993 data_cost: 0.0007 ips: 13.3624 images/s
[05/12 08:50:22] ppdet.engine INFO: Epoch: [40] [2800/7329] learning_rate: 0.000100 loss_class: 0.671633 loss_bbox: 0.155926 loss_giou: 0.350497 loss_class_aux: 2.157554 loss_bbox_aux: 0.515423 loss_giou_aux: 1.209565 loss_class_dn: 0.343014 loss_bbox_dn: 0.189344 loss_giou_dn: 0.399046 loss_class_aux_dn: 0.779618 loss_bbox_aux_dn: 0.485618 loss_giou_aux_dn: 0.958403 loss: 8.710322 eta: 19:25:49 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1765 images/s
[05/12 08:51:29] ppdet.engine INFO: Epoch: [40] [3000/7329] learning_rate: 0.000100 loss_class: 0.702963 loss_bbox: 0.162870 loss_giou: 0.411268 loss_class_aux: 2.305651 loss_bbox_aux: 0.553482 loss_giou_aux: 1.359269 loss_class_dn: 0.361983 loss_bbox_dn: 0.201253 loss_giou_dn: 0.418187 loss_class_aux_dn: 0.808825 loss_bbox_aux_dn: 0.506994 loss_giou_aux_dn: 0.990687 loss: 9.242001 eta: 19:24:48 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3729 images/s
[05/12 08:52:35] ppdet.engine INFO: Epoch: [40] [3200/7329] learning_rate: 0.000100 loss_class: 0.677258 loss_bbox: 0.157981 loss_giou: 0.447921 loss_class_aux: 2.195263 loss_bbox_aux: 0.529893 loss_giou_aux: 1.434913 loss_class_dn: 0.359891 loss_bbox_dn: 0.195670 loss_giou_dn: 0.426419 loss_class_aux_dn: 0.810269 loss_bbox_aux_dn: 0.486484 loss_giou_aux_dn: 1.012306 loss: 9.158985 eta: 19:23:47 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3432 images/s
[05/12 08:53:41] ppdet.engine INFO: Epoch: [40] [3400/7329] learning_rate: 0.000100 loss_class: 0.718726 loss_bbox: 0.157264 loss_giou: 0.455059 loss_class_aux: 2.273442 loss_bbox_aux: 0.544898 loss_giou_aux: 1.483627 loss_class_dn: 0.365490 loss_bbox_dn: 0.187856 loss_giou_dn: 0.436952 loss_class_aux_dn: 0.814329 loss_bbox_aux_dn: 0.488048 loss_giou_aux_dn: 1.024409 loss: 9.121946 eta: 19:22:46 batch_cost: 0.2960 data_cost: 0.0007 ips: 13.5145 images/s
[05/12 08:54:48] ppdet.engine INFO: Epoch: [40] [3600/7329] learning_rate: 0.000100 loss_class: 0.702256 loss_bbox: 0.160769 loss_giou: 0.390410 loss_class_aux: 2.223082 loss_bbox_aux: 0.579765 loss_giou_aux: 1.272931 loss_class_dn: 0.343669 loss_bbox_dn: 0.207149 loss_giou_dn: 0.389749 loss_class_aux_dn: 0.789109 loss_bbox_aux_dn: 0.535204 loss_giou_aux_dn: 0.931374 loss: 8.734480 eta: 19:21:45 batch_cost: 0.2967 data_cost: 0.0007 ips: 13.4798 images/s
[05/12 08:55:55] ppdet.engine INFO: Epoch: [40] [3800/7329] learning_rate: 0.000100 loss_class: 0.644575 loss_bbox: 0.144354 loss_giou: 0.410485 loss_class_aux: 2.036224 loss_bbox_aux: 0.509797 loss_giou_aux: 1.400436 loss_class_dn: 0.346851 loss_bbox_dn: 0.174301 loss_giou_dn: 0.434196 loss_class_aux_dn: 0.770638 loss_bbox_aux_dn: 0.444395 loss_giou_aux_dn: 0.994308 loss: 8.332888 eta: 19:20:45 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2161 images/s
[05/12 08:57:02] ppdet.engine INFO: Epoch: [40] [4000/7329] learning_rate: 0.000100 loss_class: 0.669935 loss_bbox: 0.147002 loss_giou: 0.416049 loss_class_aux: 2.128335 loss_bbox_aux: 0.523910 loss_giou_aux: 1.375388 loss_class_dn: 0.366877 loss_bbox_dn: 0.182213 loss_giou_dn: 0.432270 loss_class_aux_dn: 0.798761 loss_bbox_aux_dn: 0.478384 loss_giou_aux_dn: 1.024587 loss: 9.425261 eta: 19:19:44 batch_cost: 0.2982 data_cost: 0.0007 ips: 13.4121 images/s
[05/12 08:58:09] ppdet.engine INFO: Epoch: [40] [4200/7329] learning_rate: 0.000100 loss_class: 0.697600 loss_bbox: 0.159089 loss_giou: 0.458073 loss_class_aux: 2.213677 loss_bbox_aux: 0.553320 loss_giou_aux: 1.524085 loss_class_dn: 0.372184 loss_bbox_dn: 0.190000 loss_giou_dn: 0.439973 loss_class_aux_dn: 0.798920 loss_bbox_aux_dn: 0.481632 loss_giou_aux_dn: 1.033837 loss: 9.211031 eta: 19:18:43 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2679 images/s
[05/12 08:59:16] ppdet.engine INFO: Epoch: [40] [4400/7329] learning_rate: 0.000100 loss_class: 0.705911 loss_bbox: 0.158040 loss_giou: 0.432033 loss_class_aux: 2.242459 loss_bbox_aux: 0.567134 loss_giou_aux: 1.472217 loss_class_dn: 0.358574 loss_bbox_dn: 0.193146 loss_giou_dn: 0.431444 loss_class_aux_dn: 0.792854 loss_bbox_aux_dn: 0.475131 loss_giou_aux_dn: 1.018079 loss: 9.149557 eta: 19:17:42 batch_cost: 0.2973 data_cost: 0.0007 ips: 13.4524 images/s
[05/12 09:00:23] ppdet.engine INFO: Epoch: [40] [4600/7329] learning_rate: 0.000100 loss_class: 0.685178 loss_bbox: 0.152254 loss_giou: 0.428300 loss_class_aux: 2.216027 loss_bbox_aux: 0.507087 loss_giou_aux: 1.423695 loss_class_dn: 0.359133 loss_bbox_dn: 0.189110 loss_giou_dn: 0.435117 loss_class_aux_dn: 0.798165 loss_bbox_aux_dn: 0.481299 loss_giou_aux_dn: 1.012923 loss: 8.809971 eta: 19:16:41 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3547 images/s
[05/12 09:01:30] ppdet.engine INFO: Epoch: [40] [4800/7329] learning_rate: 0.000100 loss_class: 0.671137 loss_bbox: 0.149247 loss_giou: 0.387113 loss_class_aux: 2.076413 loss_bbox_aux: 0.524300 loss_giou_aux: 1.339363 loss_class_dn: 0.344341 loss_bbox_dn: 0.176493 loss_giou_dn: 0.425982 loss_class_aux_dn: 0.757381 loss_bbox_aux_dn: 0.450712 loss_giou_aux_dn: 0.998404 loss: 8.871490 eta: 19:15:41 batch_cost: 0.3024 data_cost: 0.0006 ips: 13.2297 images/s
[05/12 09:02:37] ppdet.engine INFO: Epoch: [40] [5000/7329] learning_rate: 0.000100 loss_class: 0.665587 loss_bbox: 0.157393 loss_giou: 0.425369 loss_class_aux: 2.165465 loss_bbox_aux: 0.530505 loss_giou_aux: 1.362901 loss_class_dn: 0.333416 loss_bbox_dn: 0.189097 loss_giou_dn: 0.435083 loss_class_aux_dn: 0.748693 loss_bbox_aux_dn: 0.473914 loss_giou_aux_dn: 0.992242 loss: 8.448341 eta: 19:14:40 batch_cost: 0.2987 data_cost: 0.0007 ips: 13.3935 images/s
[05/12 09:03:44] ppdet.engine INFO: Epoch: [40] [5200/7329] learning_rate: 0.000100 loss_class: 0.656544 loss_bbox: 0.155744 loss_giou: 0.430821 loss_class_aux: 2.083874 loss_bbox_aux: 0.556312 loss_giou_aux: 1.418420 loss_class_dn: 0.349241 loss_bbox_dn: 0.195148 loss_giou_dn: 0.417899 loss_class_aux_dn: 0.797521 loss_bbox_aux_dn: 0.515349 loss_giou_aux_dn: 0.981386 loss: 8.647644 eta: 19:13:39 batch_cost: 0.2984 data_cost: 0.0007 ips: 13.4043 images/s
[05/12 09:04:50] ppdet.engine INFO: Epoch: [40] [5400/7329] learning_rate: 0.000100 loss_class: 0.728411 loss_bbox: 0.169000 loss_giou: 0.477572 loss_class_aux: 2.280124 loss_bbox_aux: 0.554940 loss_giou_aux: 1.531830 loss_class_dn: 0.381732 loss_bbox_dn: 0.194430 loss_giou_dn: 0.462808 loss_class_aux_dn: 0.847749 loss_bbox_aux_dn: 0.503074 loss_giou_aux_dn: 1.076028 loss: 9.526346 eta: 19:12:38 batch_cost: 0.2967 data_cost: 0.0007 ips: 13.4798 images/s
[05/12 09:05:57] ppdet.engine INFO: Epoch: [40] [5600/7329] learning_rate: 0.000100 loss_class: 0.675177 loss_bbox: 0.162240 loss_giou: 0.450465 loss_class_aux: 2.166004 loss_bbox_aux: 0.569683 loss_giou_aux: 1.456269 loss_class_dn: 0.354503 loss_bbox_dn: 0.191905 loss_giou_dn: 0.441288 loss_class_aux_dn: 0.783425 loss_bbox_aux_dn: 0.482333 loss_giou_aux_dn: 1.023710 loss: 9.053820 eta: 19:11:38 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2801 images/s
[05/12 09:07:04] ppdet.engine INFO: Epoch: [40] [5800/7329] learning_rate: 0.000100 loss_class: 0.642219 loss_bbox: 0.144206 loss_giou: 0.374214 loss_class_aux: 2.011424 loss_bbox_aux: 0.499671 loss_giou_aux: 1.219816 loss_class_dn: 0.336099 loss_bbox_dn: 0.171451 loss_giou_dn: 0.366363 loss_class_aux_dn: 0.744242 loss_bbox_aux_dn: 0.444441 loss_giou_aux_dn: 0.879489 loss: 7.946883 eta: 19:10:37 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.4019 images/s
[05/12 09:08:11] ppdet.engine INFO: Epoch: [40] [6000/7329] learning_rate: 0.000100 loss_class: 0.719347 loss_bbox: 0.147039 loss_giou: 0.418428 loss_class_aux: 2.277626 loss_bbox_aux: 0.524568 loss_giou_aux: 1.375584 loss_class_dn: 0.364929 loss_bbox_dn: 0.184783 loss_giou_dn: 0.434732 loss_class_aux_dn: 0.810174 loss_bbox_aux_dn: 0.474115 loss_giou_aux_dn: 0.989543 loss: 8.965179 eta: 19:09:36 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3180 images/s
[05/12 09:09:19] ppdet.engine INFO: Epoch: [40] [6200/7329] learning_rate: 0.000100 loss_class: 0.693546 loss_bbox: 0.155967 loss_giou: 0.418895 loss_class_aux: 2.096613 loss_bbox_aux: 0.543866 loss_giou_aux: 1.382208 loss_class_dn: 0.348865 loss_bbox_dn: 0.181196 loss_giou_dn: 0.412367 loss_class_aux_dn: 0.767028 loss_bbox_aux_dn: 0.463232 loss_giou_aux_dn: 0.956181 loss: 8.860587 eta: 19:08:36 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1364 images/s
[05/12 09:10:27] ppdet.engine INFO: Epoch: [40] [6400/7329] learning_rate: 0.000100 loss_class: 0.677080 loss_bbox: 0.161329 loss_giou: 0.387129 loss_class_aux: 2.174606 loss_bbox_aux: 0.579040 loss_giou_aux: 1.293327 loss_class_dn: 0.344642 loss_bbox_dn: 0.188772 loss_giou_dn: 0.414435 loss_class_aux_dn: 0.773651 loss_bbox_aux_dn: 0.477770 loss_giou_aux_dn: 0.983506 loss: 8.757483 eta: 19:07:36 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1431 images/s
[05/12 09:11:34] ppdet.engine INFO: Epoch: [40] [6600/7329] learning_rate: 0.000100 loss_class: 0.720151 loss_bbox: 0.159021 loss_giou: 0.436870 loss_class_aux: 2.291237 loss_bbox_aux: 0.557158 loss_giou_aux: 1.447522 loss_class_dn: 0.389307 loss_bbox_dn: 0.193928 loss_giou_dn: 0.440490 loss_class_aux_dn: 0.853542 loss_bbox_aux_dn: 0.482575 loss_giou_aux_dn: 1.052329 loss: 9.483389 eta: 19:06:36 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2090 images/s
[05/12 09:12:41] ppdet.engine INFO: Epoch: [40] [6800/7329] learning_rate: 0.000100 loss_class: 0.711190 loss_bbox: 0.159484 loss_giou: 0.359794 loss_class_aux: 2.282491 loss_bbox_aux: 0.585349 loss_giou_aux: 1.258595 loss_class_dn: 0.357590 loss_bbox_dn: 0.199711 loss_giou_dn: 0.397810 loss_class_aux_dn: 0.792036 loss_bbox_aux_dn: 0.499014 loss_giou_aux_dn: 0.962644 loss: 8.744568 eta: 19:05:35 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3441 images/s
[05/12 09:13:48] ppdet.engine INFO: Epoch: [40] [7000/7329] learning_rate: 0.000100 loss_class: 0.705128 loss_bbox: 0.151609 loss_giou: 0.431749 loss_class_aux: 2.177346 loss_bbox_aux: 0.522709 loss_giou_aux: 1.419546 loss_class_dn: 0.366459 loss_bbox_dn: 0.191337 loss_giou_dn: 0.435310 loss_class_aux_dn: 0.822606 loss_bbox_aux_dn: 0.475113 loss_giou_aux_dn: 1.013081 loss: 8.812000 eta: 19:04:35 batch_cost: 0.2993 data_cost: 0.0008 ips: 13.3643 images/s
[05/12 09:14:54] ppdet.engine INFO: Epoch: [40] [7200/7329] learning_rate: 0.000100 loss_class: 0.675037 loss_bbox: 0.147122 loss_giou: 0.448474 loss_class_aux: 2.147419 loss_bbox_aux: 0.509079 loss_giou_aux: 1.480339 loss_class_dn: 0.370429 loss_bbox_dn: 0.190564 loss_giou_dn: 0.451566 loss_class_aux_dn: 0.810471 loss_bbox_aux_dn: 0.495133 loss_giou_aux_dn: 1.022325 loss: 9.201675 eta: 19:03:34 batch_cost: 0.2965 data_cost: 0.0007 ips: 13.4888 images/s
[05/12 09:15:40] ppdet.engine INFO: Eval iter: 0
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[05/12 09:16:52] ppdet.engine INFO: Eval iter: 1200
[05/12 09:17:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/12 09:17:16] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.29s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.48s).
Accumulating evaluation results...
DONE (t=24.25s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.450
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.618
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.485
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.267
 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 ] = 0.612
 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 ] = 0.606
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.678
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.472
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.723
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867
[05/12 09:19:39] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.41918777070488
[05/12 09:19:39] ppdet.engine INFO: Best test bbox ap is 0.450.
[05/12 09:19:41] ppdet.engine INFO: Epoch: [41] [   0/7329] learning_rate: 0.000100 loss_class: 0.623042 loss_bbox: 0.154884 loss_giou: 0.376501 loss_class_aux: 2.040640 loss_bbox_aux: 0.512330 loss_giou_aux: 1.245597 loss_class_dn: 0.339396 loss_bbox_dn: 0.181770 loss_giou_dn: 0.384299 loss_class_aux_dn: 0.767857 loss_bbox_aux_dn: 0.471047 loss_giou_aux_dn: 0.943047 loss: 8.133703 eta: 19:02:55 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2720 images/s
[05/12 09:20:50] ppdet.engine INFO: Epoch: [41] [ 200/7329] learning_rate: 0.000100 loss_class: 0.648891 loss_bbox: 0.148844 loss_giou: 0.382246 loss_class_aux: 2.073673 loss_bbox_aux: 0.507036 loss_giou_aux: 1.271591 loss_class_dn: 0.344139 loss_bbox_dn: 0.175629 loss_giou_dn: 0.396400 loss_class_aux_dn: 0.767379 loss_bbox_aux_dn: 0.430858 loss_giou_aux_dn: 0.930583 loss: 8.419222 eta: 19:01:55 batch_cost: 0.3079 data_cost: 0.0008 ips: 12.9933 images/s
[05/12 09:21:58] ppdet.engine INFO: Epoch: [41] [ 400/7329] learning_rate: 0.000100 loss_class: 0.683085 loss_bbox: 0.169340 loss_giou: 0.427096 loss_class_aux: 2.215690 loss_bbox_aux: 0.569565 loss_giou_aux: 1.420739 loss_class_dn: 0.360731 loss_bbox_dn: 0.202420 loss_giou_dn: 0.437912 loss_class_aux_dn: 0.780266 loss_bbox_aux_dn: 0.515387 loss_giou_aux_dn: 1.017904 loss: 9.072872 eta: 19:00:56 batch_cost: 0.3049 data_cost: 0.0008 ips: 13.1209 images/s
[05/12 09:23:05] ppdet.engine INFO: Epoch: [41] [ 600/7329] learning_rate: 0.000100 loss_class: 0.670402 loss_bbox: 0.154663 loss_giou: 0.426274 loss_class_aux: 2.121840 loss_bbox_aux: 0.553278 loss_giou_aux: 1.398074 loss_class_dn: 0.357099 loss_bbox_dn: 0.182661 loss_giou_dn: 0.424798 loss_class_aux_dn: 0.786756 loss_bbox_aux_dn: 0.477113 loss_giou_aux_dn: 1.021095 loss: 8.993617 eta: 18:59:55 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3587 images/s
[05/12 09:24:13] ppdet.engine INFO: Epoch: [41] [ 800/7329] learning_rate: 0.000100 loss_class: 0.713272 loss_bbox: 0.156518 loss_giou: 0.425771 loss_class_aux: 2.218168 loss_bbox_aux: 0.556150 loss_giou_aux: 1.423033 loss_class_dn: 0.371988 loss_bbox_dn: 0.176545 loss_giou_dn: 0.438216 loss_class_aux_dn: 0.825649 loss_bbox_aux_dn: 0.462611 loss_giou_aux_dn: 1.023383 loss: 9.025394 eta: 18:58:54 batch_cost: 0.3001 data_cost: 0.0008 ips: 13.3294 images/s
[05/12 09:25:19] ppdet.engine INFO: Epoch: [41] [1000/7329] learning_rate: 0.000100 loss_class: 0.664510 loss_bbox: 0.152559 loss_giou: 0.379608 loss_class_aux: 2.043242 loss_bbox_aux: 0.506122 loss_giou_aux: 1.259862 loss_class_dn: 0.349558 loss_bbox_dn: 0.179940 loss_giou_dn: 0.394520 loss_class_aux_dn: 0.768956 loss_bbox_aux_dn: 0.462366 loss_giou_aux_dn: 0.951758 loss: 8.464613 eta: 18:57:53 batch_cost: 0.2975 data_cost: 0.0007 ips: 13.4459 images/s
[05/12 09:26:28] ppdet.engine INFO: Epoch: [41] [1200/7329] learning_rate: 0.000100 loss_class: 0.654787 loss_bbox: 0.154935 loss_giou: 0.379137 loss_class_aux: 2.134279 loss_bbox_aux: 0.533029 loss_giou_aux: 1.278358 loss_class_dn: 0.332841 loss_bbox_dn: 0.178080 loss_giou_dn: 0.392538 loss_class_aux_dn: 0.750637 loss_bbox_aux_dn: 0.466074 loss_giou_aux_dn: 0.938258 loss: 8.710255 eta: 18:56:53 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0793 images/s
[05/12 09:27:36] ppdet.engine INFO: Epoch: [41] [1400/7329] learning_rate: 0.000100 loss_class: 0.747348 loss_bbox: 0.162899 loss_giou: 0.404462 loss_class_aux: 2.314542 loss_bbox_aux: 0.548758 loss_giou_aux: 1.339090 loss_class_dn: 0.363341 loss_bbox_dn: 0.208851 loss_giou_dn: 0.426320 loss_class_aux_dn: 0.817631 loss_bbox_aux_dn: 0.526151 loss_giou_aux_dn: 1.011699 loss: 9.208956 eta: 18:55:54 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1110 images/s
[05/12 09:28:44] ppdet.engine INFO: Epoch: [41] [1600/7329] learning_rate: 0.000100 loss_class: 0.697656 loss_bbox: 0.157996 loss_giou: 0.440616 loss_class_aux: 2.253871 loss_bbox_aux: 0.553561 loss_giou_aux: 1.436069 loss_class_dn: 0.378238 loss_bbox_dn: 0.200009 loss_giou_dn: 0.435498 loss_class_aux_dn: 0.832325 loss_bbox_aux_dn: 0.511860 loss_giou_aux_dn: 1.023570 loss: 9.229740 eta: 18:54:53 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2344 images/s
[05/12 09:29:51] ppdet.engine INFO: Epoch: [41] [1800/7329] learning_rate: 0.000100 loss_class: 0.694301 loss_bbox: 0.163532 loss_giou: 0.403503 loss_class_aux: 2.290865 loss_bbox_aux: 0.550214 loss_giou_aux: 1.365211 loss_class_dn: 0.360457 loss_bbox_dn: 0.197468 loss_giou_dn: 0.424523 loss_class_aux_dn: 0.796880 loss_bbox_aux_dn: 0.507732 loss_giou_aux_dn: 1.021316 loss: 9.140638 eta: 18:53:53 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3034 images/s
[05/12 09:30:59] ppdet.engine INFO: Epoch: [41] [2000/7329] learning_rate: 0.000100 loss_class: 0.685643 loss_bbox: 0.149580 loss_giou: 0.474019 loss_class_aux: 2.219294 loss_bbox_aux: 0.537148 loss_giou_aux: 1.480520 loss_class_dn: 0.353843 loss_bbox_dn: 0.182146 loss_giou_dn: 0.441230 loss_class_aux_dn: 0.797017 loss_bbox_aux_dn: 0.469886 loss_giou_aux_dn: 1.051114 loss: 9.005036 eta: 18:52:52 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2029 images/s
[05/12 09:32:07] ppdet.engine INFO: Epoch: [41] [2200/7329] learning_rate: 0.000100 loss_class: 0.710189 loss_bbox: 0.148022 loss_giou: 0.435499 loss_class_aux: 2.263711 loss_bbox_aux: 0.531449 loss_giou_aux: 1.427811 loss_class_dn: 0.370669 loss_bbox_dn: 0.182807 loss_giou_dn: 0.437960 loss_class_aux_dn: 0.810234 loss_bbox_aux_dn: 0.448684 loss_giou_aux_dn: 1.051895 loss: 9.289155 eta: 18:51:52 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2508 images/s
[05/12 09:33:14] ppdet.engine INFO: Epoch: [41] [2400/7329] learning_rate: 0.000100 loss_class: 0.663199 loss_bbox: 0.153130 loss_giou: 0.416592 loss_class_aux: 2.054711 loss_bbox_aux: 0.540129 loss_giou_aux: 1.393400 loss_class_dn: 0.339911 loss_bbox_dn: 0.187118 loss_giou_dn: 0.411755 loss_class_aux_dn: 0.752910 loss_bbox_aux_dn: 0.494962 loss_giou_aux_dn: 0.937919 loss: 8.789425 eta: 18:50:52 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2286 images/s
[05/12 09:34:22] ppdet.engine INFO: Epoch: [41] [2600/7329] learning_rate: 0.000100 loss_class: 0.697948 loss_bbox: 0.159293 loss_giou: 0.468242 loss_class_aux: 2.294759 loss_bbox_aux: 0.550659 loss_giou_aux: 1.553915 loss_class_dn: 0.367005 loss_bbox_dn: 0.189173 loss_giou_dn: 0.472773 loss_class_aux_dn: 0.821495 loss_bbox_aux_dn: 0.478853 loss_giou_aux_dn: 1.100579 loss: 9.444466 eta: 18:49:51 batch_cost: 0.3002 data_cost: 0.0007 ips: 13.3241 images/s
[05/12 09:35:29] ppdet.engine INFO: Epoch: [41] [2800/7329] learning_rate: 0.000100 loss_class: 0.678492 loss_bbox: 0.162622 loss_giou: 0.440140 loss_class_aux: 2.178428 loss_bbox_aux: 0.536923 loss_giou_aux: 1.431837 loss_class_dn: 0.352234 loss_bbox_dn: 0.192779 loss_giou_dn: 0.413061 loss_class_aux_dn: 0.786379 loss_bbox_aux_dn: 0.484089 loss_giou_aux_dn: 0.954861 loss: 8.754223 eta: 18:48:51 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3035 images/s
[05/12 09:36:36] ppdet.engine INFO: Epoch: [41] [3000/7329] learning_rate: 0.000100 loss_class: 0.653244 loss_bbox: 0.155668 loss_giou: 0.375416 loss_class_aux: 2.150649 loss_bbox_aux: 0.550960 loss_giou_aux: 1.237193 loss_class_dn: 0.342339 loss_bbox_dn: 0.188164 loss_giou_dn: 0.393207 loss_class_aux_dn: 0.777784 loss_bbox_aux_dn: 0.494490 loss_giou_aux_dn: 0.925871 loss: 8.484178 eta: 18:47:50 batch_cost: 0.2999 data_cost: 0.0008 ips: 13.3377 images/s
[05/12 09:37:44] ppdet.engine INFO: Epoch: [41] [3200/7329] learning_rate: 0.000100 loss_class: 0.696551 loss_bbox: 0.168501 loss_giou: 0.471012 loss_class_aux: 2.222689 loss_bbox_aux: 0.572518 loss_giou_aux: 1.547200 loss_class_dn: 0.354991 loss_bbox_dn: 0.185162 loss_giou_dn: 0.451836 loss_class_aux_dn: 0.798978 loss_bbox_aux_dn: 0.476222 loss_giou_aux_dn: 1.050418 loss: 9.272024 eta: 18:46:50 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2112 images/s
[05/12 09:38:51] ppdet.engine INFO: Epoch: [41] [3400/7329] learning_rate: 0.000100 loss_class: 0.692654 loss_bbox: 0.163457 loss_giou: 0.416001 loss_class_aux: 2.236367 loss_bbox_aux: 0.548895 loss_giou_aux: 1.388467 loss_class_dn: 0.366484 loss_bbox_dn: 0.199473 loss_giou_dn: 0.431358 loss_class_aux_dn: 0.804540 loss_bbox_aux_dn: 0.509254 loss_giou_aux_dn: 1.002563 loss: 8.967403 eta: 18:45:49 batch_cost: 0.2970 data_cost: 0.0007 ips: 13.4700 images/s
[05/12 09:39:59] ppdet.engine INFO: Epoch: [41] [3600/7329] learning_rate: 0.000100 loss_class: 0.667487 loss_bbox: 0.148571 loss_giou: 0.448369 loss_class_aux: 2.076136 loss_bbox_aux: 0.510332 loss_giou_aux: 1.432009 loss_class_dn: 0.335867 loss_bbox_dn: 0.176523 loss_giou_dn: 0.433925 loss_class_aux_dn: 0.754592 loss_bbox_aux_dn: 0.472188 loss_giou_aux_dn: 1.017895 loss: 8.710884 eta: 18:44:49 batch_cost: 0.3040 data_cost: 0.0008 ips: 13.1579 images/s
[05/12 09:41:05] ppdet.engine INFO: Epoch: [41] [3800/7329] learning_rate: 0.000100 loss_class: 0.694307 loss_bbox: 0.150729 loss_giou: 0.409083 loss_class_aux: 2.210761 loss_bbox_aux: 0.520404 loss_giou_aux: 1.346909 loss_class_dn: 0.347991 loss_bbox_dn: 0.188245 loss_giou_dn: 0.421288 loss_class_aux_dn: 0.777981 loss_bbox_aux_dn: 0.481085 loss_giou_aux_dn: 0.974133 loss: 8.674644 eta: 18:43:48 batch_cost: 0.2975 data_cost: 0.0006 ips: 13.4444 images/s
[05/12 09:42:12] ppdet.engine INFO: Epoch: [41] [4000/7329] learning_rate: 0.000100 loss_class: 0.716288 loss_bbox: 0.162974 loss_giou: 0.467141 loss_class_aux: 2.276268 loss_bbox_aux: 0.565930 loss_giou_aux: 1.556065 loss_class_dn: 0.377197 loss_bbox_dn: 0.201013 loss_giou_dn: 0.465055 loss_class_aux_dn: 0.842444 loss_bbox_aux_dn: 0.518058 loss_giou_aux_dn: 1.104506 loss: 9.409222 eta: 18:42:46 batch_cost: 0.2951 data_cost: 0.0006 ips: 13.5549 images/s
[05/12 09:43:17] ppdet.engine INFO: Epoch: [41] [4200/7329] learning_rate: 0.000100 loss_class: 0.757400 loss_bbox: 0.164296 loss_giou: 0.441518 loss_class_aux: 2.432846 loss_bbox_aux: 0.576008 loss_giou_aux: 1.412349 loss_class_dn: 0.394037 loss_bbox_dn: 0.191299 loss_giou_dn: 0.461859 loss_class_aux_dn: 0.863403 loss_bbox_aux_dn: 0.476378 loss_giou_aux_dn: 1.076102 loss: 9.497946 eta: 18:41:45 batch_cost: 0.2923 data_cost: 0.0006 ips: 13.6845 images/s
[05/12 09:44:23] ppdet.engine INFO: Epoch: [41] [4400/7329] learning_rate: 0.000100 loss_class: 0.705686 loss_bbox: 0.156770 loss_giou: 0.459266 loss_class_aux: 2.282245 loss_bbox_aux: 0.533184 loss_giou_aux: 1.537355 loss_class_dn: 0.382160 loss_bbox_dn: 0.197810 loss_giou_dn: 0.463022 loss_class_aux_dn: 0.855962 loss_bbox_aux_dn: 0.482638 loss_giou_aux_dn: 1.081452 loss: 9.295786 eta: 18:40:43 batch_cost: 0.2953 data_cost: 0.0006 ips: 13.5471 images/s
[05/12 09:45:31] ppdet.engine INFO: Epoch: [41] [4600/7329] learning_rate: 0.000100 loss_class: 0.742237 loss_bbox: 0.154176 loss_giou: 0.455700 loss_class_aux: 2.305964 loss_bbox_aux: 0.529853 loss_giou_aux: 1.479681 loss_class_dn: 0.390349 loss_bbox_dn: 0.184460 loss_giou_dn: 0.444993 loss_class_aux_dn: 0.858422 loss_bbox_aux_dn: 0.465745 loss_giou_aux_dn: 1.026536 loss: 9.427836 eta: 18:39:43 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1392 images/s
[05/12 09:46:38] ppdet.engine INFO: Epoch: [41] [4800/7329] learning_rate: 0.000100 loss_class: 0.686570 loss_bbox: 0.153739 loss_giou: 0.458142 loss_class_aux: 2.163342 loss_bbox_aux: 0.516192 loss_giou_aux: 1.477944 loss_class_dn: 0.342999 loss_bbox_dn: 0.179967 loss_giou_dn: 0.447422 loss_class_aux_dn: 0.756591 loss_bbox_aux_dn: 0.452060 loss_giou_aux_dn: 1.033489 loss: 8.842697 eta: 18:38:43 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2371 images/s
[05/12 09:47:47] ppdet.engine INFO: Epoch: [41] [5000/7329] learning_rate: 0.000100 loss_class: 0.640753 loss_bbox: 0.135176 loss_giou: 0.352043 loss_class_aux: 2.065634 loss_bbox_aux: 0.457696 loss_giou_aux: 1.177732 loss_class_dn: 0.329724 loss_bbox_dn: 0.151401 loss_giou_dn: 0.365982 loss_class_aux_dn: 0.740789 loss_bbox_aux_dn: 0.418288 loss_giou_aux_dn: 0.862400 loss: 7.790607 eta: 18:37:43 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0275 images/s
[05/12 09:48:54] ppdet.engine INFO: Epoch: [41] [5200/7329] learning_rate: 0.000100 loss_class: 0.709203 loss_bbox: 0.163357 loss_giou: 0.477558 loss_class_aux: 2.262455 loss_bbox_aux: 0.545032 loss_giou_aux: 1.538049 loss_class_dn: 0.378884 loss_bbox_dn: 0.197434 loss_giou_dn: 0.473968 loss_class_aux_dn: 0.840223 loss_bbox_aux_dn: 0.500025 loss_giou_aux_dn: 1.113309 loss: 9.711212 eta: 18:36:43 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3554 images/s
[05/12 09:50:01] ppdet.engine INFO: Epoch: [41] [5400/7329] learning_rate: 0.000100 loss_class: 0.659506 loss_bbox: 0.147546 loss_giou: 0.422105 loss_class_aux: 2.085938 loss_bbox_aux: 0.519532 loss_giou_aux: 1.421451 loss_class_dn: 0.348940 loss_bbox_dn: 0.173120 loss_giou_dn: 0.417302 loss_class_aux_dn: 0.779799 loss_bbox_aux_dn: 0.449119 loss_giou_aux_dn: 0.943811 loss: 8.745651 eta: 18:35:42 batch_cost: 0.2994 data_cost: 0.0007 ips: 13.3611 images/s
[05/12 09:51:10] ppdet.engine INFO: Epoch: [41] [5600/7329] learning_rate: 0.000100 loss_class: 0.715564 loss_bbox: 0.160976 loss_giou: 0.464149 loss_class_aux: 2.263656 loss_bbox_aux: 0.554201 loss_giou_aux: 1.500541 loss_class_dn: 0.370342 loss_bbox_dn: 0.183497 loss_giou_dn: 0.458030 loss_class_aux_dn: 0.824226 loss_bbox_aux_dn: 0.470323 loss_giou_aux_dn: 1.047585 loss: 9.453461 eta: 18:34:42 batch_cost: 0.3070 data_cost: 0.0008 ips: 13.0303 images/s
[05/12 09:52:17] ppdet.engine INFO: Epoch: [41] [5800/7329] learning_rate: 0.000100 loss_class: 0.700116 loss_bbox: 0.164264 loss_giou: 0.428552 loss_class_aux: 2.186465 loss_bbox_aux: 0.554146 loss_giou_aux: 1.394856 loss_class_dn: 0.352032 loss_bbox_dn: 0.199494 loss_giou_dn: 0.426748 loss_class_aux_dn: 0.788625 loss_bbox_aux_dn: 0.501718 loss_giou_aux_dn: 0.992712 loss: 9.032146 eta: 18:33:42 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3206 images/s
[05/12 09:53:25] ppdet.engine INFO: Epoch: [41] [6000/7329] learning_rate: 0.000100 loss_class: 0.689029 loss_bbox: 0.154383 loss_giou: 0.435877 loss_class_aux: 2.229760 loss_bbox_aux: 0.526281 loss_giou_aux: 1.393960 loss_class_dn: 0.360767 loss_bbox_dn: 0.189660 loss_giou_dn: 0.436735 loss_class_aux_dn: 0.797107 loss_bbox_aux_dn: 0.501823 loss_giou_aux_dn: 1.000030 loss: 8.931343 eta: 18:32:42 batch_cost: 0.3045 data_cost: 0.0008 ips: 13.1362 images/s
[05/12 09:55:06] ppdet.engine INFO: Epoch: [41] [6200/7329] learning_rate: 0.000100 loss_class: 0.671555 loss_bbox: 0.155968 loss_giou: 0.397130 loss_class_aux: 2.141819 loss_bbox_aux: 0.510392 loss_giou_aux: 1.339122 loss_class_dn: 0.340999 loss_bbox_dn: 0.178611 loss_giou_dn: 0.409000 loss_class_aux_dn: 0.773090 loss_bbox_aux_dn: 0.464864 loss_giou_aux_dn: 0.973482 loss: 8.749918 eta: 18:32:05 batch_cost: 0.4671 data_cost: 0.0007 ips: 8.5635 images/s
[05/12 09:56:43] ppdet.engine INFO: Epoch: [41] [6400/7329] learning_rate: 0.000100 loss_class: 0.702325 loss_bbox: 0.163187 loss_giou: 0.408908 loss_class_aux: 2.273263 loss_bbox_aux: 0.561848 loss_giou_aux: 1.359344 loss_class_dn: 0.357649 loss_bbox_dn: 0.194586 loss_giou_dn: 0.420814 loss_class_aux_dn: 0.793493 loss_bbox_aux_dn: 0.497929 loss_giou_aux_dn: 1.013067 loss: 9.063552 eta: 18:31:26 batch_cost: 0.4508 data_cost: 0.0007 ips: 8.8740 images/s
[05/12 09:57:52] ppdet.engine INFO: Epoch: [41] [6600/7329] learning_rate: 0.000100 loss_class: 0.680548 loss_bbox: 0.153511 loss_giou: 0.426708 loss_class_aux: 2.193727 loss_bbox_aux: 0.521356 loss_giou_aux: 1.389024 loss_class_dn: 0.365545 loss_bbox_dn: 0.191274 loss_giou_dn: 0.452091 loss_class_aux_dn: 0.813063 loss_bbox_aux_dn: 0.491269 loss_giou_aux_dn: 1.041976 loss: 9.118355 eta: 18:30:27 batch_cost: 0.3117 data_cost: 0.0007 ips: 12.8333 images/s
[05/12 09:59:00] ppdet.engine INFO: Epoch: [41] [6800/7329] learning_rate: 0.000100 loss_class: 0.702133 loss_bbox: 0.154979 loss_giou: 0.357433 loss_class_aux: 2.190463 loss_bbox_aux: 0.522471 loss_giou_aux: 1.226166 loss_class_dn: 0.354451 loss_bbox_dn: 0.183067 loss_giou_dn: 0.383230 loss_class_aux_dn: 0.807256 loss_bbox_aux_dn: 0.458872 loss_giou_aux_dn: 0.934028 loss: 8.790148 eta: 18:29:27 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1147 images/s
[05/12 10:00:10] ppdet.engine INFO: Epoch: [41] [7000/7329] learning_rate: 0.000100 loss_class: 0.718514 loss_bbox: 0.160886 loss_giou: 0.441136 loss_class_aux: 2.270328 loss_bbox_aux: 0.586615 loss_giou_aux: 1.495991 loss_class_dn: 0.372350 loss_bbox_dn: 0.189827 loss_giou_dn: 0.461030 loss_class_aux_dn: 0.833362 loss_bbox_aux_dn: 0.479818 loss_giou_aux_dn: 1.097290 loss: 9.165862 eta: 18:28:28 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9724 images/s
[05/12 10:01:17] ppdet.engine INFO: Epoch: [41] [7200/7329] learning_rate: 0.000100 loss_class: 0.718825 loss_bbox: 0.167072 loss_giou: 0.394591 loss_class_aux: 2.262016 loss_bbox_aux: 0.567730 loss_giou_aux: 1.317609 loss_class_dn: 0.341557 loss_bbox_dn: 0.197675 loss_giou_dn: 0.415766 loss_class_aux_dn: 0.757485 loss_bbox_aux_dn: 0.500124 loss_giou_aux_dn: 0.956921 loss: 8.634433 eta: 18:27:27 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2450 images/s
[05/12 10:02:03] ppdet.engine INFO: Eval iter: 0
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[05/12 10:03:21] ppdet.engine INFO: Eval iter: 1200
[05/12 10:03:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/12 10:03:46] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.76s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=107.80s).
Accumulating evaluation results...
DONE (t=23.82s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.451
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.620
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.486
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.270
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.484
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.612
 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 ] = 0.603
 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 ] = 0.469
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.725
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865
[05/12 10:06:14] ppdet.engine INFO: Total sample number: 5000, average FPS: 60.538012522677846
[05/12 10:06:14] ppdet.engine INFO: Best test bbox ap is 0.451.
[05/12 10:06:16] ppdet.engine INFO: Epoch: [42] [   0/7329] learning_rate: 0.000100 loss_class: 0.760279 loss_bbox: 0.166086 loss_giou: 0.440860 loss_class_aux: 2.448088 loss_bbox_aux: 0.549592 loss_giou_aux: 1.474956 loss_class_dn: 0.392953 loss_bbox_dn: 0.196651 loss_giou_dn: 0.455595 loss_class_aux_dn: 0.876276 loss_bbox_aux_dn: 0.493125 loss_giou_aux_dn: 1.057548 loss: 9.399799 eta: 18:26:48 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3086 images/s
[05/12 10:07:25] ppdet.engine INFO: Epoch: [42] [ 200/7329] learning_rate: 0.000100 loss_class: 0.684609 loss_bbox: 0.163494 loss_giou: 0.465005 loss_class_aux: 2.167834 loss_bbox_aux: 0.537940 loss_giou_aux: 1.510891 loss_class_dn: 0.359945 loss_bbox_dn: 0.184192 loss_giou_dn: 0.443063 loss_class_aux_dn: 0.808396 loss_bbox_aux_dn: 0.472079 loss_giou_aux_dn: 1.019794 loss: 8.838428 eta: 18:25:49 batch_cost: 0.3074 data_cost: 0.0008 ips: 13.0130 images/s
[05/12 10:08:34] ppdet.engine INFO: Epoch: [42] [ 400/7329] learning_rate: 0.000100 loss_class: 0.692192 loss_bbox: 0.158461 loss_giou: 0.418440 loss_class_aux: 2.195798 loss_bbox_aux: 0.561791 loss_giou_aux: 1.416309 loss_class_dn: 0.371450 loss_bbox_dn: 0.180898 loss_giou_dn: 0.433407 loss_class_aux_dn: 0.810061 loss_bbox_aux_dn: 0.477127 loss_giou_aux_dn: 1.024322 loss: 8.998627 eta: 18:24:49 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0450 images/s
[05/12 10:09:42] ppdet.engine INFO: Epoch: [42] [ 600/7329] learning_rate: 0.000100 loss_class: 0.689327 loss_bbox: 0.159031 loss_giou: 0.425033 loss_class_aux: 2.240128 loss_bbox_aux: 0.556744 loss_giou_aux: 1.405940 loss_class_dn: 0.360254 loss_bbox_dn: 0.201331 loss_giou_dn: 0.438258 loss_class_aux_dn: 0.808137 loss_bbox_aux_dn: 0.500632 loss_giou_aux_dn: 1.026199 loss: 8.964305 eta: 18:23:49 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9760 images/s
[05/12 10:10:51] ppdet.engine INFO: Epoch: [42] [ 800/7329] learning_rate: 0.000100 loss_class: 0.704889 loss_bbox: 0.156991 loss_giou: 0.419894 loss_class_aux: 2.287078 loss_bbox_aux: 0.537603 loss_giou_aux: 1.365821 loss_class_dn: 0.355838 loss_bbox_dn: 0.184978 loss_giou_dn: 0.419928 loss_class_aux_dn: 0.791204 loss_bbox_aux_dn: 0.470665 loss_giou_aux_dn: 1.009149 loss: 9.024423 eta: 18:22:49 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1698 images/s
[05/12 10:11:59] ppdet.engine INFO: Epoch: [42] [1000/7329] learning_rate: 0.000100 loss_class: 0.673274 loss_bbox: 0.143573 loss_giou: 0.386021 loss_class_aux: 2.180039 loss_bbox_aux: 0.509223 loss_giou_aux: 1.288045 loss_class_dn: 0.344262 loss_bbox_dn: 0.179699 loss_giou_dn: 0.398131 loss_class_aux_dn: 0.769377 loss_bbox_aux_dn: 0.469396 loss_giou_aux_dn: 0.926292 loss: 8.430737 eta: 18:21:50 batch_cost: 0.3080 data_cost: 0.0007 ips: 12.9875 images/s
[05/12 10:13:07] ppdet.engine INFO: Epoch: [42] [1200/7329] learning_rate: 0.000100 loss_class: 0.695186 loss_bbox: 0.153509 loss_giou: 0.415582 loss_class_aux: 2.171075 loss_bbox_aux: 0.534482 loss_giou_aux: 1.361369 loss_class_dn: 0.357707 loss_bbox_dn: 0.175615 loss_giou_dn: 0.423141 loss_class_aux_dn: 0.810073 loss_bbox_aux_dn: 0.445499 loss_giou_aux_dn: 0.991332 loss: 9.026892 eta: 18:20:49 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2018 images/s
[05/12 10:14:15] ppdet.engine INFO: Epoch: [42] [1400/7329] learning_rate: 0.000100 loss_class: 0.661613 loss_bbox: 0.154879 loss_giou: 0.410650 loss_class_aux: 2.177626 loss_bbox_aux: 0.523517 loss_giou_aux: 1.348641 loss_class_dn: 0.349620 loss_bbox_dn: 0.180693 loss_giou_dn: 0.403755 loss_class_aux_dn: 0.769728 loss_bbox_aux_dn: 0.490362 loss_giou_aux_dn: 0.972351 loss: 8.548713 eta: 18:19:49 batch_cost: 0.3019 data_cost: 0.0008 ips: 13.2511 images/s
[05/12 10:15:23] ppdet.engine INFO: Epoch: [42] [1600/7329] learning_rate: 0.000100 loss_class: 0.737827 loss_bbox: 0.160571 loss_giou: 0.409258 loss_class_aux: 2.326137 loss_bbox_aux: 0.561311 loss_giou_aux: 1.344510 loss_class_dn: 0.376653 loss_bbox_dn: 0.189189 loss_giou_dn: 0.432041 loss_class_aux_dn: 0.828913 loss_bbox_aux_dn: 0.476481 loss_giou_aux_dn: 1.056911 loss: 9.436977 eta: 18:18:49 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1635 images/s
[05/12 10:16:32] ppdet.engine INFO: Epoch: [42] [1800/7329] learning_rate: 0.000100 loss_class: 0.690480 loss_bbox: 0.158810 loss_giou: 0.446880 loss_class_aux: 2.238746 loss_bbox_aux: 0.525720 loss_giou_aux: 1.460610 loss_class_dn: 0.378324 loss_bbox_dn: 0.181180 loss_giou_dn: 0.453397 loss_class_aux_dn: 0.815716 loss_bbox_aux_dn: 0.451433 loss_giou_aux_dn: 1.060804 loss: 9.409790 eta: 18:17:49 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9645 images/s
[05/12 10:17:40] ppdet.engine INFO: Epoch: [42] [2000/7329] learning_rate: 0.000100 loss_class: 0.690010 loss_bbox: 0.151477 loss_giou: 0.405461 loss_class_aux: 2.180828 loss_bbox_aux: 0.501780 loss_giou_aux: 1.345246 loss_class_dn: 0.356604 loss_bbox_dn: 0.177832 loss_giou_dn: 0.406059 loss_class_aux_dn: 0.778916 loss_bbox_aux_dn: 0.460169 loss_giou_aux_dn: 0.968582 loss: 8.727789 eta: 18:16:49 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2274 images/s
[05/12 10:18:47] ppdet.engine INFO: Epoch: [42] [2200/7329] learning_rate: 0.000100 loss_class: 0.719071 loss_bbox: 0.142878 loss_giou: 0.422315 loss_class_aux: 2.294250 loss_bbox_aux: 0.505848 loss_giou_aux: 1.413069 loss_class_dn: 0.349983 loss_bbox_dn: 0.180078 loss_giou_dn: 0.422501 loss_class_aux_dn: 0.808475 loss_bbox_aux_dn: 0.439138 loss_giou_aux_dn: 0.984244 loss: 9.051260 eta: 18:15:48 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2665 images/s
[05/12 10:19:57] ppdet.engine INFO: Epoch: [42] [2400/7329] learning_rate: 0.000100 loss_class: 0.663595 loss_bbox: 0.148764 loss_giou: 0.436328 loss_class_aux: 2.105596 loss_bbox_aux: 0.507402 loss_giou_aux: 1.421335 loss_class_dn: 0.366039 loss_bbox_dn: 0.171108 loss_giou_dn: 0.435668 loss_class_aux_dn: 0.807739 loss_bbox_aux_dn: 0.451348 loss_giou_aux_dn: 1.035705 loss: 9.154631 eta: 18:14:49 batch_cost: 0.3097 data_cost: 0.0007 ips: 12.9151 images/s
[05/12 10:21:04] ppdet.engine INFO: Epoch: [42] [2600/7329] learning_rate: 0.000100 loss_class: 0.678714 loss_bbox: 0.160832 loss_giou: 0.389786 loss_class_aux: 2.172475 loss_bbox_aux: 0.538522 loss_giou_aux: 1.310517 loss_class_dn: 0.347957 loss_bbox_dn: 0.187782 loss_giou_dn: 0.404031 loss_class_aux_dn: 0.772566 loss_bbox_aux_dn: 0.479491 loss_giou_aux_dn: 0.950509 loss: 8.776775 eta: 18:13:49 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2254 images/s
[05/12 10:22:13] ppdet.engine INFO: Epoch: [42] [2800/7329] learning_rate: 0.000100 loss_class: 0.684138 loss_bbox: 0.161803 loss_giou: 0.399601 loss_class_aux: 2.213348 loss_bbox_aux: 0.531274 loss_giou_aux: 1.306657 loss_class_dn: 0.350599 loss_bbox_dn: 0.194790 loss_giou_dn: 0.415957 loss_class_aux_dn: 0.779115 loss_bbox_aux_dn: 0.489458 loss_giou_aux_dn: 0.983168 loss: 8.768118 eta: 18:12:49 batch_cost: 0.3044 data_cost: 0.0008 ips: 13.1387 images/s
[05/12 10:23:21] ppdet.engine INFO: Epoch: [42] [3000/7329] learning_rate: 0.000100 loss_class: 0.719659 loss_bbox: 0.154304 loss_giou: 0.412274 loss_class_aux: 2.275284 loss_bbox_aux: 0.529489 loss_giou_aux: 1.392235 loss_class_dn: 0.358561 loss_bbox_dn: 0.193223 loss_giou_dn: 0.436202 loss_class_aux_dn: 0.803050 loss_bbox_aux_dn: 0.490513 loss_giou_aux_dn: 1.000919 loss: 9.120196 eta: 18:11:49 batch_cost: 0.3050 data_cost: 0.0008 ips: 13.1126 images/s
[05/12 10:24:28] ppdet.engine INFO: Epoch: [42] [3200/7329] learning_rate: 0.000100 loss_class: 0.673195 loss_bbox: 0.159124 loss_giou: 0.423824 loss_class_aux: 2.177105 loss_bbox_aux: 0.537588 loss_giou_aux: 1.380816 loss_class_dn: 0.363035 loss_bbox_dn: 0.189801 loss_giou_dn: 0.428908 loss_class_aux_dn: 0.796480 loss_bbox_aux_dn: 0.476217 loss_giou_aux_dn: 1.006879 loss: 9.134705 eta: 18:10:48 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2825 images/s
[05/12 10:25:36] ppdet.engine INFO: Epoch: [42] [3400/7329] learning_rate: 0.000100 loss_class: 0.707701 loss_bbox: 0.164137 loss_giou: 0.435386 loss_class_aux: 2.286963 loss_bbox_aux: 0.544034 loss_giou_aux: 1.450511 loss_class_dn: 0.362605 loss_bbox_dn: 0.187610 loss_giou_dn: 0.448050 loss_class_aux_dn: 0.828295 loss_bbox_aux_dn: 0.489946 loss_giou_aux_dn: 1.022755 loss: 9.075371 eta: 18:09:47 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3290 images/s
[05/12 10:26:44] ppdet.engine INFO: Epoch: [42] [3600/7329] learning_rate: 0.000100 loss_class: 0.650638 loss_bbox: 0.143398 loss_giou: 0.382034 loss_class_aux: 2.119939 loss_bbox_aux: 0.499342 loss_giou_aux: 1.311973 loss_class_dn: 0.339546 loss_bbox_dn: 0.184886 loss_giou_dn: 0.405585 loss_class_aux_dn: 0.769564 loss_bbox_aux_dn: 0.461438 loss_giou_aux_dn: 0.945358 loss: 8.606970 eta: 18:08:47 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0819 images/s
[05/12 10:27:53] ppdet.engine INFO: Epoch: [42] [3800/7329] learning_rate: 0.000100 loss_class: 0.694524 loss_bbox: 0.161782 loss_giou: 0.412514 loss_class_aux: 2.284630 loss_bbox_aux: 0.558491 loss_giou_aux: 1.373123 loss_class_dn: 0.363579 loss_bbox_dn: 0.187322 loss_giou_dn: 0.402136 loss_class_aux_dn: 0.823588 loss_bbox_aux_dn: 0.473014 loss_giou_aux_dn: 0.957216 loss: 8.948990 eta: 18:07:48 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0849 images/s
[05/12 10:29:00] ppdet.engine INFO: Epoch: [42] [4000/7329] learning_rate: 0.000100 loss_class: 0.686149 loss_bbox: 0.146231 loss_giou: 0.383584 loss_class_aux: 2.207527 loss_bbox_aux: 0.504849 loss_giou_aux: 1.285395 loss_class_dn: 0.357836 loss_bbox_dn: 0.173481 loss_giou_dn: 0.402349 loss_class_aux_dn: 0.785593 loss_bbox_aux_dn: 0.449613 loss_giou_aux_dn: 0.950038 loss: 8.367052 eta: 18:06:47 batch_cost: 0.3022 data_cost: 0.0008 ips: 13.2382 images/s
[05/12 10:30:09] ppdet.engine INFO: Epoch: [42] [4200/7329] learning_rate: 0.000100 loss_class: 0.698987 loss_bbox: 0.159544 loss_giou: 0.431064 loss_class_aux: 2.288756 loss_bbox_aux: 0.515295 loss_giou_aux: 1.469174 loss_class_dn: 0.376720 loss_bbox_dn: 0.182041 loss_giou_dn: 0.439872 loss_class_aux_dn: 0.826799 loss_bbox_aux_dn: 0.464205 loss_giou_aux_dn: 1.064700 loss: 9.229486 eta: 18:05:47 batch_cost: 0.3061 data_cost: 0.0007 ips: 13.0675 images/s
[05/12 10:31:16] ppdet.engine INFO: Epoch: [42] [4400/7329] learning_rate: 0.000100 loss_class: 0.684789 loss_bbox: 0.160867 loss_giou: 0.481552 loss_class_aux: 2.192690 loss_bbox_aux: 0.539043 loss_giou_aux: 1.605818 loss_class_dn: 0.362741 loss_bbox_dn: 0.182240 loss_giou_dn: 0.489471 loss_class_aux_dn: 0.801920 loss_bbox_aux_dn: 0.467665 loss_giou_aux_dn: 1.126339 loss: 9.245266 eta: 18:04:47 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2099 images/s
[05/12 10:32:24] ppdet.engine INFO: Epoch: [42] [4600/7329] learning_rate: 0.000100 loss_class: 0.677381 loss_bbox: 0.152228 loss_giou: 0.420010 loss_class_aux: 2.196931 loss_bbox_aux: 0.532831 loss_giou_aux: 1.348010 loss_class_dn: 0.368260 loss_bbox_dn: 0.188942 loss_giou_dn: 0.429242 loss_class_aux_dn: 0.819334 loss_bbox_aux_dn: 0.472589 loss_giou_aux_dn: 1.031461 loss: 9.166039 eta: 18:03:46 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3061 images/s
[05/12 10:33:31] ppdet.engine INFO: Epoch: [42] [4800/7329] learning_rate: 0.000100 loss_class: 0.686032 loss_bbox: 0.151995 loss_giou: 0.438624 loss_class_aux: 2.176457 loss_bbox_aux: 0.529875 loss_giou_aux: 1.429784 loss_class_dn: 0.353270 loss_bbox_dn: 0.191134 loss_giou_dn: 0.452659 loss_class_aux_dn: 0.801722 loss_bbox_aux_dn: 0.491484 loss_giou_aux_dn: 1.069489 loss: 9.181786 eta: 18:02:46 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2409 images/s
[05/12 10:34:39] ppdet.engine INFO: Epoch: [42] [5000/7329] learning_rate: 0.000100 loss_class: 0.712868 loss_bbox: 0.155937 loss_giou: 0.401408 loss_class_aux: 2.238501 loss_bbox_aux: 0.521146 loss_giou_aux: 1.319563 loss_class_dn: 0.370200 loss_bbox_dn: 0.186479 loss_giou_dn: 0.424307 loss_class_aux_dn: 0.812764 loss_bbox_aux_dn: 0.452598 loss_giou_aux_dn: 0.982519 loss: 9.137022 eta: 18:01:46 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2094 images/s
[05/12 10:35:47] ppdet.engine INFO: Epoch: [42] [5200/7329] learning_rate: 0.000100 loss_class: 0.722403 loss_bbox: 0.162232 loss_giou: 0.464930 loss_class_aux: 2.256487 loss_bbox_aux: 0.541692 loss_giou_aux: 1.503309 loss_class_dn: 0.382803 loss_bbox_dn: 0.182086 loss_giou_dn: 0.457443 loss_class_aux_dn: 0.851587 loss_bbox_aux_dn: 0.467156 loss_giou_aux_dn: 1.055496 loss: 9.290928 eta: 18:00:45 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2218 images/s
[05/12 10:36:55] ppdet.engine INFO: Epoch: [42] [5400/7329] learning_rate: 0.000100 loss_class: 0.644663 loss_bbox: 0.143847 loss_giou: 0.407684 loss_class_aux: 2.043455 loss_bbox_aux: 0.510900 loss_giou_aux: 1.367527 loss_class_dn: 0.330054 loss_bbox_dn: 0.173073 loss_giou_dn: 0.405411 loss_class_aux_dn: 0.749103 loss_bbox_aux_dn: 0.433819 loss_giou_aux_dn: 0.967627 loss: 8.463944 eta: 17:59:45 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2367 images/s
[05/12 10:38:03] ppdet.engine INFO: Epoch: [42] [5600/7329] learning_rate: 0.000100 loss_class: 0.627953 loss_bbox: 0.152862 loss_giou: 0.439366 loss_class_aux: 2.037416 loss_bbox_aux: 0.519040 loss_giou_aux: 1.393456 loss_class_dn: 0.349773 loss_bbox_dn: 0.171347 loss_giou_dn: 0.411841 loss_class_aux_dn: 0.765194 loss_bbox_aux_dn: 0.441903 loss_giou_aux_dn: 1.005104 loss: 8.774655 eta: 17:58:45 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1145 images/s
[05/12 10:39:11] ppdet.engine INFO: Epoch: [42] [5800/7329] learning_rate: 0.000100 loss_class: 0.695172 loss_bbox: 0.152756 loss_giou: 0.413350 loss_class_aux: 2.322882 loss_bbox_aux: 0.553465 loss_giou_aux: 1.362494 loss_class_dn: 0.369380 loss_bbox_dn: 0.182555 loss_giou_dn: 0.439065 loss_class_aux_dn: 0.815531 loss_bbox_aux_dn: 0.474263 loss_giou_aux_dn: 1.038154 loss: 9.130169 eta: 17:57:45 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1862 images/s
[05/12 10:40:18] ppdet.engine INFO: Epoch: [42] [6000/7329] learning_rate: 0.000100 loss_class: 0.711401 loss_bbox: 0.169112 loss_giou: 0.454279 loss_class_aux: 2.243970 loss_bbox_aux: 0.581378 loss_giou_aux: 1.472362 loss_class_dn: 0.381150 loss_bbox_dn: 0.193945 loss_giou_dn: 0.449890 loss_class_aux_dn: 0.832597 loss_bbox_aux_dn: 0.507208 loss_giou_aux_dn: 1.039999 loss: 9.291321 eta: 17:56:44 batch_cost: 0.3003 data_cost: 0.0006 ips: 13.3193 images/s
[05/12 10:41:24] ppdet.engine INFO: Epoch: [42] [6200/7329] learning_rate: 0.000100 loss_class: 0.663846 loss_bbox: 0.143937 loss_giou: 0.395146 loss_class_aux: 2.153944 loss_bbox_aux: 0.492609 loss_giou_aux: 1.293167 loss_class_dn: 0.335728 loss_bbox_dn: 0.167942 loss_giou_dn: 0.400987 loss_class_aux_dn: 0.741586 loss_bbox_aux_dn: 0.441861 loss_giou_aux_dn: 0.926523 loss: 8.241173 eta: 17:55:43 batch_cost: 0.2945 data_cost: 0.0007 ips: 13.5846 images/s
[05/12 10:42:28] ppdet.engine INFO: Epoch: [42] [6400/7329] learning_rate: 0.000100 loss_class: 0.694090 loss_bbox: 0.151219 loss_giou: 0.480794 loss_class_aux: 2.196845 loss_bbox_aux: 0.536848 loss_giou_aux: 1.570347 loss_class_dn: 0.364458 loss_bbox_dn: 0.192922 loss_giou_dn: 0.443496 loss_class_aux_dn: 0.824229 loss_bbox_aux_dn: 0.492691 loss_giou_aux_dn: 1.016577 loss: 9.084780 eta: 17:54:41 batch_cost: 0.2910 data_cost: 0.0006 ips: 13.7465 images/s
[05/12 10:43:36] ppdet.engine INFO: Epoch: [42] [6600/7329] learning_rate: 0.000100 loss_class: 0.659378 loss_bbox: 0.152168 loss_giou: 0.428593 loss_class_aux: 2.167199 loss_bbox_aux: 0.518693 loss_giou_aux: 1.405262 loss_class_dn: 0.351066 loss_bbox_dn: 0.187738 loss_giou_dn: 0.428398 loss_class_aux_dn: 0.791901 loss_bbox_aux_dn: 0.485173 loss_giou_aux_dn: 1.016879 loss: 8.664860 eta: 17:53:40 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3389 images/s
[05/12 10:44:44] ppdet.engine INFO: Epoch: [42] [6800/7329] learning_rate: 0.000100 loss_class: 0.668314 loss_bbox: 0.160599 loss_giou: 0.422934 loss_class_aux: 2.162431 loss_bbox_aux: 0.552276 loss_giou_aux: 1.431410 loss_class_dn: 0.360927 loss_bbox_dn: 0.186367 loss_giou_dn: 0.440521 loss_class_aux_dn: 0.817319 loss_bbox_aux_dn: 0.481493 loss_giou_aux_dn: 1.030396 loss: 8.971234 eta: 17:52:40 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0472 images/s
[05/12 10:45:53] ppdet.engine INFO: Epoch: [42] [7000/7329] learning_rate: 0.000100 loss_class: 0.711950 loss_bbox: 0.165482 loss_giou: 0.443536 loss_class_aux: 2.278590 loss_bbox_aux: 0.574304 loss_giou_aux: 1.451556 loss_class_dn: 0.390533 loss_bbox_dn: 0.191671 loss_giou_dn: 0.438663 loss_class_aux_dn: 0.866723 loss_bbox_aux_dn: 0.513445 loss_giou_aux_dn: 1.014210 loss: 9.396233 eta: 17:51:41 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9799 images/s
[05/12 10:47:01] ppdet.engine INFO: Epoch: [42] [7200/7329] learning_rate: 0.000100 loss_class: 0.705885 loss_bbox: 0.145961 loss_giou: 0.432426 loss_class_aux: 2.225353 loss_bbox_aux: 0.539315 loss_giou_aux: 1.365272 loss_class_dn: 0.356311 loss_bbox_dn: 0.180248 loss_giou_dn: 0.424118 loss_class_aux_dn: 0.798562 loss_bbox_aux_dn: 0.475624 loss_giou_aux_dn: 0.990188 loss: 9.001490 eta: 17:50:40 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2669 images/s
[05/12 10:47:47] ppdet.engine INFO: Eval iter: 0
[05/12 10:47:53] ppdet.engine INFO: Eval iter: 100
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[05/12 10:48:28] ppdet.engine INFO: Eval iter: 700
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[05/12 10:48:47] ppdet.engine INFO: Eval iter: 1000
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[05/12 10:49:00] ppdet.engine INFO: Eval iter: 1200
[05/12 10:49:24] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/12 10:49:24] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.92s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=102.66s).
Accumulating evaluation results...
DONE (t=24.31s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.451
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.620
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.488
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.270
 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 ] = 0.613
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.357
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.604
 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 ] = 0.470
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.724
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864
[05/12 10:51:50] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.21070759326139
[05/12 10:51:50] ppdet.engine INFO: Best test bbox ap is 0.451.
[05/12 10:51:52] ppdet.engine INFO: Epoch: [43] [   0/7329] learning_rate: 0.000100 loss_class: 0.666699 loss_bbox: 0.137215 loss_giou: 0.411414 loss_class_aux: 2.168200 loss_bbox_aux: 0.501831 loss_giou_aux: 1.332760 loss_class_dn: 0.349105 loss_bbox_dn: 0.166598 loss_giou_dn: 0.430323 loss_class_aux_dn: 0.775533 loss_bbox_aux_dn: 0.442338 loss_giou_aux_dn: 0.992418 loss: 8.948702 eta: 17:50:01 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2139 images/s
[05/12 10:53:01] ppdet.engine INFO: Epoch: [43] [ 200/7329] learning_rate: 0.000100 loss_class: 0.724502 loss_bbox: 0.169509 loss_giou: 0.492110 loss_class_aux: 2.331046 loss_bbox_aux: 0.603672 loss_giou_aux: 1.583777 loss_class_dn: 0.369637 loss_bbox_dn: 0.201737 loss_giou_dn: 0.465854 loss_class_aux_dn: 0.828791 loss_bbox_aux_dn: 0.507595 loss_giou_aux_dn: 1.090260 loss: 9.582426 eta: 17:49:01 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9798 images/s
[05/12 10:54:10] ppdet.engine INFO: Epoch: [43] [ 400/7329] learning_rate: 0.000100 loss_class: 0.686744 loss_bbox: 0.138491 loss_giou: 0.414224 loss_class_aux: 2.133937 loss_bbox_aux: 0.497434 loss_giou_aux: 1.340734 loss_class_dn: 0.356835 loss_bbox_dn: 0.175121 loss_giou_dn: 0.411895 loss_class_aux_dn: 0.789793 loss_bbox_aux_dn: 0.443841 loss_giou_aux_dn: 0.966797 loss: 8.626495 eta: 17:48:01 batch_cost: 0.3043 data_cost: 0.0008 ips: 13.1436 images/s
[05/12 10:55:19] ppdet.engine INFO: Epoch: [43] [ 600/7329] learning_rate: 0.000100 loss_class: 0.725619 loss_bbox: 0.171179 loss_giou: 0.515081 loss_class_aux: 2.350419 loss_bbox_aux: 0.573156 loss_giou_aux: 1.765649 loss_class_dn: 0.391975 loss_bbox_dn: 0.188091 loss_giou_dn: 0.499102 loss_class_aux_dn: 0.861757 loss_bbox_aux_dn: 0.475954 loss_giou_aux_dn: 1.181810 loss: 9.963869 eta: 17:47:02 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0029 images/s
[05/12 10:56:27] ppdet.engine INFO: Epoch: [43] [ 800/7329] learning_rate: 0.000100 loss_class: 0.692274 loss_bbox: 0.150178 loss_giou: 0.424060 loss_class_aux: 2.234628 loss_bbox_aux: 0.500103 loss_giou_aux: 1.352994 loss_class_dn: 0.357579 loss_bbox_dn: 0.172146 loss_giou_dn: 0.421610 loss_class_aux_dn: 0.814129 loss_bbox_aux_dn: 0.436402 loss_giou_aux_dn: 0.968572 loss: 8.862685 eta: 17:46:02 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1344 images/s
[05/12 10:57:36] ppdet.engine INFO: Epoch: [43] [1000/7329] learning_rate: 0.000100 loss_class: 0.696489 loss_bbox: 0.155418 loss_giou: 0.432363 loss_class_aux: 2.259545 loss_bbox_aux: 0.532010 loss_giou_aux: 1.351937 loss_class_dn: 0.369426 loss_bbox_dn: 0.186815 loss_giou_dn: 0.425503 loss_class_aux_dn: 0.788314 loss_bbox_aux_dn: 0.472811 loss_giou_aux_dn: 0.980543 loss: 9.073994 eta: 17:45:02 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0547 images/s
[05/12 10:58:44] ppdet.engine INFO: Epoch: [43] [1200/7329] learning_rate: 0.000100 loss_class: 0.683896 loss_bbox: 0.161419 loss_giou: 0.418778 loss_class_aux: 2.163989 loss_bbox_aux: 0.525031 loss_giou_aux: 1.365060 loss_class_dn: 0.364173 loss_bbox_dn: 0.181612 loss_giou_dn: 0.421607 loss_class_aux_dn: 0.801745 loss_bbox_aux_dn: 0.451071 loss_giou_aux_dn: 0.997035 loss: 8.790371 eta: 17:44:02 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1307 images/s
[05/12 10:59:53] ppdet.engine INFO: Epoch: [43] [1400/7329] learning_rate: 0.000100 loss_class: 0.661659 loss_bbox: 0.156398 loss_giou: 0.410268 loss_class_aux: 2.179735 loss_bbox_aux: 0.513959 loss_giou_aux: 1.313976 loss_class_dn: 0.349229 loss_bbox_dn: 0.188369 loss_giou_dn: 0.422433 loss_class_aux_dn: 0.778006 loss_bbox_aux_dn: 0.468474 loss_giou_aux_dn: 0.973923 loss: 8.740395 eta: 17:43:02 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0561 images/s
[05/12 11:01:01] ppdet.engine INFO: Epoch: [43] [1600/7329] learning_rate: 0.000100 loss_class: 0.696168 loss_bbox: 0.144460 loss_giou: 0.445176 loss_class_aux: 2.151834 loss_bbox_aux: 0.515621 loss_giou_aux: 1.490098 loss_class_dn: 0.360036 loss_bbox_dn: 0.168386 loss_giou_dn: 0.439743 loss_class_aux_dn: 0.792679 loss_bbox_aux_dn: 0.440578 loss_giou_aux_dn: 1.029807 loss: 8.729254 eta: 17:42:02 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1819 images/s
[05/12 11:02:09] ppdet.engine INFO: Epoch: [43] [1800/7329] learning_rate: 0.000100 loss_class: 0.707624 loss_bbox: 0.162627 loss_giou: 0.412081 loss_class_aux: 2.290161 loss_bbox_aux: 0.557145 loss_giou_aux: 1.374737 loss_class_dn: 0.367337 loss_bbox_dn: 0.190966 loss_giou_dn: 0.430947 loss_class_aux_dn: 0.813689 loss_bbox_aux_dn: 0.489899 loss_giou_aux_dn: 1.023629 loss: 9.269087 eta: 17:41:01 batch_cost: 0.3047 data_cost: 0.0008 ips: 13.1281 images/s
[05/12 11:03:16] ppdet.engine INFO: Epoch: [43] [2000/7329] learning_rate: 0.000100 loss_class: 0.688012 loss_bbox: 0.153685 loss_giou: 0.411155 loss_class_aux: 2.223429 loss_bbox_aux: 0.533010 loss_giou_aux: 1.367222 loss_class_dn: 0.344811 loss_bbox_dn: 0.176624 loss_giou_dn: 0.419455 loss_class_aux_dn: 0.773752 loss_bbox_aux_dn: 0.460413 loss_giou_aux_dn: 0.966694 loss: 8.816040 eta: 17:40:01 batch_cost: 0.2982 data_cost: 0.0007 ips: 13.4143 images/s
[05/12 11:04:25] ppdet.engine INFO: Epoch: [43] [2200/7329] learning_rate: 0.000100 loss_class: 0.656774 loss_bbox: 0.151884 loss_giou: 0.363967 loss_class_aux: 2.120665 loss_bbox_aux: 0.532231 loss_giou_aux: 1.201856 loss_class_dn: 0.322096 loss_bbox_dn: 0.176635 loss_giou_dn: 0.379792 loss_class_aux_dn: 0.743776 loss_bbox_aux_dn: 0.462379 loss_giou_aux_dn: 0.889643 loss: 8.582226 eta: 17:39:01 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0023 images/s
[05/12 11:05:35] ppdet.engine INFO: Epoch: [43] [2400/7329] learning_rate: 0.000100 loss_class: 0.665541 loss_bbox: 0.145612 loss_giou: 0.387359 loss_class_aux: 2.062155 loss_bbox_aux: 0.500303 loss_giou_aux: 1.299051 loss_class_dn: 0.349325 loss_bbox_dn: 0.180801 loss_giou_dn: 0.403903 loss_class_aux_dn: 0.764677 loss_bbox_aux_dn: 0.468697 loss_giou_aux_dn: 0.963435 loss: 8.384571 eta: 17:38:01 batch_cost: 0.3102 data_cost: 0.0007 ips: 12.8961 images/s
[05/12 11:06:43] ppdet.engine INFO: Epoch: [43] [2600/7329] learning_rate: 0.000100 loss_class: 0.708660 loss_bbox: 0.157154 loss_giou: 0.423230 loss_class_aux: 2.259442 loss_bbox_aux: 0.528491 loss_giou_aux: 1.381891 loss_class_dn: 0.364148 loss_bbox_dn: 0.185016 loss_giou_dn: 0.423386 loss_class_aux_dn: 0.813098 loss_bbox_aux_dn: 0.466278 loss_giou_aux_dn: 0.993326 loss: 8.971708 eta: 17:37:01 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1449 images/s
[05/12 11:07:53] ppdet.engine INFO: Epoch: [43] [2800/7329] learning_rate: 0.000100 loss_class: 0.679491 loss_bbox: 0.155307 loss_giou: 0.412891 loss_class_aux: 2.230626 loss_bbox_aux: 0.540582 loss_giou_aux: 1.358795 loss_class_dn: 0.356416 loss_bbox_dn: 0.193459 loss_giou_dn: 0.414984 loss_class_aux_dn: 0.797244 loss_bbox_aux_dn: 0.479635 loss_giou_aux_dn: 0.991019 loss: 8.907132 eta: 17:36:02 batch_cost: 0.3085 data_cost: 0.0008 ips: 12.9648 images/s
[05/12 11:09:02] ppdet.engine INFO: Epoch: [43] [3000/7329] learning_rate: 0.000100 loss_class: 0.718416 loss_bbox: 0.165601 loss_giou: 0.440909 loss_class_aux: 2.354622 loss_bbox_aux: 0.566421 loss_giou_aux: 1.483196 loss_class_dn: 0.390263 loss_bbox_dn: 0.198053 loss_giou_dn: 0.467386 loss_class_aux_dn: 0.871183 loss_bbox_aux_dn: 0.497645 loss_giou_aux_dn: 1.060689 loss: 9.566117 eta: 17:35:02 batch_cost: 0.3084 data_cost: 0.0009 ips: 12.9692 images/s
[05/12 11:10:10] ppdet.engine INFO: Epoch: [43] [3200/7329] learning_rate: 0.000100 loss_class: 0.663138 loss_bbox: 0.140322 loss_giou: 0.341029 loss_class_aux: 2.127841 loss_bbox_aux: 0.480735 loss_giou_aux: 1.144614 loss_class_dn: 0.330731 loss_bbox_dn: 0.168951 loss_giou_dn: 0.361900 loss_class_aux_dn: 0.758947 loss_bbox_aux_dn: 0.440764 loss_giou_aux_dn: 0.843535 loss: 7.900187 eta: 17:34:02 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0840 images/s
[05/12 11:11:20] ppdet.engine INFO: Epoch: [43] [3400/7329] learning_rate: 0.000100 loss_class: 0.689199 loss_bbox: 0.151333 loss_giou: 0.412897 loss_class_aux: 2.144454 loss_bbox_aux: 0.535489 loss_giou_aux: 1.375402 loss_class_dn: 0.349339 loss_bbox_dn: 0.182251 loss_giou_dn: 0.409510 loss_class_aux_dn: 0.794621 loss_bbox_aux_dn: 0.483899 loss_giou_aux_dn: 0.952834 loss: 8.763254 eta: 17:33:03 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9207 images/s
[05/12 11:12:30] ppdet.engine INFO: Epoch: [43] [3600/7329] learning_rate: 0.000100 loss_class: 0.680591 loss_bbox: 0.146225 loss_giou: 0.384351 loss_class_aux: 2.201170 loss_bbox_aux: 0.507379 loss_giou_aux: 1.277141 loss_class_dn: 0.356768 loss_bbox_dn: 0.169190 loss_giou_dn: 0.391913 loss_class_aux_dn: 0.787323 loss_bbox_aux_dn: 0.462559 loss_giou_aux_dn: 0.946281 loss: 8.601837 eta: 17:32:04 batch_cost: 0.3107 data_cost: 0.0008 ips: 12.8752 images/s
[05/12 11:13:38] ppdet.engine INFO: Epoch: [43] [3800/7329] learning_rate: 0.000100 loss_class: 0.684125 loss_bbox: 0.153561 loss_giou: 0.397377 loss_class_aux: 2.159348 loss_bbox_aux: 0.538714 loss_giou_aux: 1.327355 loss_class_dn: 0.350622 loss_bbox_dn: 0.187468 loss_giou_dn: 0.396235 loss_class_aux_dn: 0.765463 loss_bbox_aux_dn: 0.458078 loss_giou_aux_dn: 0.928005 loss: 8.490687 eta: 17:31:04 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0717 images/s
[05/12 11:14:48] ppdet.engine INFO: Epoch: [43] [4000/7329] learning_rate: 0.000100 loss_class: 0.660596 loss_bbox: 0.139752 loss_giou: 0.401376 loss_class_aux: 2.076574 loss_bbox_aux: 0.487228 loss_giou_aux: 1.352443 loss_class_dn: 0.340454 loss_bbox_dn: 0.163131 loss_giou_dn: 0.388863 loss_class_aux_dn: 0.750497 loss_bbox_aux_dn: 0.424178 loss_giou_aux_dn: 0.920440 loss: 8.288088 eta: 17:30:04 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9468 images/s
[05/12 11:15:56] ppdet.engine INFO: Epoch: [43] [4200/7329] learning_rate: 0.000100 loss_class: 0.731496 loss_bbox: 0.162819 loss_giou: 0.484652 loss_class_aux: 2.324295 loss_bbox_aux: 0.583679 loss_giou_aux: 1.605689 loss_class_dn: 0.394248 loss_bbox_dn: 0.206427 loss_giou_dn: 0.472403 loss_class_aux_dn: 0.864796 loss_bbox_aux_dn: 0.519863 loss_giou_aux_dn: 1.121754 loss: 9.505108 eta: 17:29:04 batch_cost: 0.3040 data_cost: 0.0008 ips: 13.1564 images/s
[05/12 11:17:05] ppdet.engine INFO: Epoch: [43] [4400/7329] learning_rate: 0.000100 loss_class: 0.670624 loss_bbox: 0.158317 loss_giou: 0.438509 loss_class_aux: 2.143594 loss_bbox_aux: 0.544637 loss_giou_aux: 1.389183 loss_class_dn: 0.362324 loss_bbox_dn: 0.185255 loss_giou_dn: 0.426728 loss_class_aux_dn: 0.802833 loss_bbox_aux_dn: 0.468716 loss_giou_aux_dn: 0.988402 loss: 8.901777 eta: 17:28:04 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0644 images/s
[05/12 11:18:14] ppdet.engine INFO: Epoch: [43] [4600/7329] learning_rate: 0.000100 loss_class: 0.669585 loss_bbox: 0.152864 loss_giou: 0.354592 loss_class_aux: 2.094747 loss_bbox_aux: 0.508695 loss_giou_aux: 1.291381 loss_class_dn: 0.335465 loss_bbox_dn: 0.178802 loss_giou_dn: 0.377958 loss_class_aux_dn: 0.740157 loss_bbox_aux_dn: 0.457409 loss_giou_aux_dn: 0.903723 loss: 8.293792 eta: 17:27:04 batch_cost: 0.3068 data_cost: 0.0008 ips: 13.0377 images/s
[05/12 11:19:23] ppdet.engine INFO: Epoch: [43] [4800/7329] learning_rate: 0.000100 loss_class: 0.689294 loss_bbox: 0.155540 loss_giou: 0.402172 loss_class_aux: 2.212319 loss_bbox_aux: 0.529467 loss_giou_aux: 1.348456 loss_class_dn: 0.352806 loss_bbox_dn: 0.185485 loss_giou_dn: 0.410689 loss_class_aux_dn: 0.804028 loss_bbox_aux_dn: 0.472066 loss_giou_aux_dn: 0.944877 loss: 8.582330 eta: 17:26:05 batch_cost: 0.3103 data_cost: 0.0008 ips: 12.8896 images/s
[05/12 11:20:33] ppdet.engine INFO: Epoch: [43] [5000/7329] learning_rate: 0.000100 loss_class: 0.623268 loss_bbox: 0.140371 loss_giou: 0.368223 loss_class_aux: 2.038970 loss_bbox_aux: 0.486570 loss_giou_aux: 1.172442 loss_class_dn: 0.318613 loss_bbox_dn: 0.173959 loss_giou_dn: 0.369319 loss_class_aux_dn: 0.724571 loss_bbox_aux_dn: 0.449524 loss_giou_aux_dn: 0.857771 loss: 8.069876 eta: 17:25:05 batch_cost: 0.3080 data_cost: 0.0007 ips: 12.9859 images/s
[05/12 11:21:40] ppdet.engine INFO: Epoch: [43] [5200/7329] learning_rate: 0.000100 loss_class: 0.758558 loss_bbox: 0.163561 loss_giou: 0.473408 loss_class_aux: 2.422366 loss_bbox_aux: 0.564281 loss_giou_aux: 1.609098 loss_class_dn: 0.379342 loss_bbox_dn: 0.185866 loss_giou_dn: 0.448844 loss_class_aux_dn: 0.840400 loss_bbox_aux_dn: 0.489444 loss_giou_aux_dn: 1.050946 loss: 9.528784 eta: 17:24:05 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2292 images/s
[05/12 11:22:49] ppdet.engine INFO: Epoch: [43] [5400/7329] learning_rate: 0.000100 loss_class: 0.708655 loss_bbox: 0.163006 loss_giou: 0.459470 loss_class_aux: 2.326445 loss_bbox_aux: 0.554105 loss_giou_aux: 1.476962 loss_class_dn: 0.389550 loss_bbox_dn: 0.193594 loss_giou_dn: 0.452896 loss_class_aux_dn: 0.863166 loss_bbox_aux_dn: 0.501523 loss_giou_aux_dn: 1.064465 loss: 9.835804 eta: 17:23:05 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0716 images/s
[05/12 11:23:57] ppdet.engine INFO: Epoch: [43] [5600/7329] learning_rate: 0.000100 loss_class: 0.599960 loss_bbox: 0.159414 loss_giou: 0.372944 loss_class_aux: 1.926304 loss_bbox_aux: 0.540077 loss_giou_aux: 1.208471 loss_class_dn: 0.332436 loss_bbox_dn: 0.185322 loss_giou_dn: 0.381881 loss_class_aux_dn: 0.742033 loss_bbox_aux_dn: 0.469061 loss_giou_aux_dn: 0.874985 loss: 7.905980 eta: 17:22:05 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1084 images/s
[05/12 11:25:08] ppdet.engine INFO: Epoch: [43] [5800/7329] learning_rate: 0.000100 loss_class: 0.675584 loss_bbox: 0.152981 loss_giou: 0.405173 loss_class_aux: 2.147101 loss_bbox_aux: 0.518743 loss_giou_aux: 1.372852 loss_class_dn: 0.337475 loss_bbox_dn: 0.170951 loss_giou_dn: 0.419692 loss_class_aux_dn: 0.769644 loss_bbox_aux_dn: 0.444166 loss_giou_aux_dn: 0.971174 loss: 8.891016 eta: 17:21:06 batch_cost: 0.3114 data_cost: 0.0007 ips: 12.8436 images/s
[05/12 11:26:16] ppdet.engine INFO: Epoch: [43] [6000/7329] learning_rate: 0.000100 loss_class: 0.689930 loss_bbox: 0.148664 loss_giou: 0.396082 loss_class_aux: 2.176708 loss_bbox_aux: 0.526860 loss_giou_aux: 1.306355 loss_class_dn: 0.352462 loss_bbox_dn: 0.187680 loss_giou_dn: 0.393090 loss_class_aux_dn: 0.796630 loss_bbox_aux_dn: 0.475940 loss_giou_aux_dn: 0.938757 loss: 8.723953 eta: 17:20:06 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1073 images/s
[05/12 11:27:24] ppdet.engine INFO: Epoch: [43] [6200/7329] learning_rate: 0.000100 loss_class: 0.672451 loss_bbox: 0.162501 loss_giou: 0.410520 loss_class_aux: 2.150381 loss_bbox_aux: 0.551217 loss_giou_aux: 1.371851 loss_class_dn: 0.347050 loss_bbox_dn: 0.194777 loss_giou_dn: 0.427797 loss_class_aux_dn: 0.759953 loss_bbox_aux_dn: 0.487028 loss_giou_aux_dn: 1.014035 loss: 9.030745 eta: 17:19:06 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0497 images/s
[05/12 11:28:33] ppdet.engine INFO: Epoch: [43] [6400/7329] learning_rate: 0.000100 loss_class: 0.646143 loss_bbox: 0.140125 loss_giou: 0.382438 loss_class_aux: 1.990979 loss_bbox_aux: 0.489640 loss_giou_aux: 1.242955 loss_class_dn: 0.344686 loss_bbox_dn: 0.191472 loss_giou_dn: 0.393092 loss_class_aux_dn: 0.772410 loss_bbox_aux_dn: 0.469226 loss_giou_aux_dn: 0.923108 loss: 8.552653 eta: 17:18:06 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0945 images/s
[05/12 11:29:41] ppdet.engine INFO: Epoch: [43] [6600/7329] learning_rate: 0.000100 loss_class: 0.659104 loss_bbox: 0.135553 loss_giou: 0.352578 loss_class_aux: 2.088995 loss_bbox_aux: 0.467597 loss_giou_aux: 1.201373 loss_class_dn: 0.314521 loss_bbox_dn: 0.170960 loss_giou_dn: 0.377396 loss_class_aux_dn: 0.705651 loss_bbox_aux_dn: 0.436678 loss_giou_aux_dn: 0.891175 loss: 7.875046 eta: 17:17:06 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1159 images/s
[05/12 11:30:50] ppdet.engine INFO: Epoch: [43] [6800/7329] learning_rate: 0.000100 loss_class: 0.688815 loss_bbox: 0.153922 loss_giou: 0.416965 loss_class_aux: 2.235793 loss_bbox_aux: 0.523913 loss_giou_aux: 1.375063 loss_class_dn: 0.370120 loss_bbox_dn: 0.191978 loss_giou_dn: 0.425084 loss_class_aux_dn: 0.819439 loss_bbox_aux_dn: 0.478460 loss_giou_aux_dn: 1.007742 loss: 9.047164 eta: 17:16:05 batch_cost: 0.3039 data_cost: 0.0008 ips: 13.1611 images/s
[05/12 11:31:58] ppdet.engine INFO: Epoch: [43] [7000/7329] learning_rate: 0.000100 loss_class: 0.673090 loss_bbox: 0.164615 loss_giou: 0.431362 loss_class_aux: 2.234765 loss_bbox_aux: 0.579130 loss_giou_aux: 1.455868 loss_class_dn: 0.342945 loss_bbox_dn: 0.185125 loss_giou_dn: 0.439646 loss_class_aux_dn: 0.781931 loss_bbox_aux_dn: 0.462285 loss_giou_aux_dn: 1.008844 loss: 8.999578 eta: 17:15:05 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1822 images/s
[05/12 11:33:07] ppdet.engine INFO: Epoch: [43] [7200/7329] learning_rate: 0.000100 loss_class: 0.648185 loss_bbox: 0.156291 loss_giou: 0.404051 loss_class_aux: 2.126212 loss_bbox_aux: 0.533030 loss_giou_aux: 1.383289 loss_class_dn: 0.347817 loss_bbox_dn: 0.177189 loss_giou_dn: 0.432632 loss_class_aux_dn: 0.789885 loss_bbox_aux_dn: 0.452764 loss_giou_aux_dn: 1.011387 loss: 8.647305 eta: 17:14:05 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0351 images/s
[05/12 11:33:53] ppdet.engine INFO: Eval iter: 0
[05/12 11:33:59] ppdet.engine INFO: Eval iter: 100
[05/12 11:34:05] ppdet.engine INFO: Eval iter: 200
[05/12 11:34:11] ppdet.engine INFO: Eval iter: 300
[05/12 11:34:17] ppdet.engine INFO: Eval iter: 400
[05/12 11:34:23] ppdet.engine INFO: Eval iter: 500
[05/12 11:34:29] ppdet.engine INFO: Eval iter: 600
[05/12 11:34:35] ppdet.engine INFO: Eval iter: 700
[05/12 11:34:42] ppdet.engine INFO: Eval iter: 800
[05/12 11:34:48] ppdet.engine INFO: Eval iter: 900
[05/12 11:34:55] ppdet.engine INFO: Eval iter: 1000
[05/12 11:35:01] ppdet.engine INFO: Eval iter: 1100
[05/12 11:35:07] ppdet.engine INFO: Eval iter: 1200
[05/12 11:35:31] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/12 11:35:32] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=15.24s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=97.32s).
Accumulating evaluation results...
DONE (t=22.88s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.452
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.621
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.489
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.268
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.486
 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 ] = 0.359
 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 ] = 0.678
 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 ] = 0.726
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864
[05/12 11:37:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.63293170128585
[05/12 11:37:51] ppdet.engine INFO: Best test bbox ap is 0.452.
[05/12 11:37:53] ppdet.engine INFO: Epoch: [44] [   0/7329] learning_rate: 0.000100 loss_class: 0.665688 loss_bbox: 0.148867 loss_giou: 0.407270 loss_class_aux: 2.162693 loss_bbox_aux: 0.536795 loss_giou_aux: 1.328266 loss_class_dn: 0.331909 loss_bbox_dn: 0.173339 loss_giou_dn: 0.419269 loss_class_aux_dn: 0.745743 loss_bbox_aux_dn: 0.443817 loss_giou_aux_dn: 0.969658 loss: 8.294651 eta: 17:13:26 batch_cost: 0.3038 data_cost: 0.0008 ips: 13.1649 images/s
[05/12 11:39:00] ppdet.engine INFO: Epoch: [44] [ 200/7329] learning_rate: 0.000100 loss_class: 0.709751 loss_bbox: 0.164243 loss_giou: 0.495807 loss_class_aux: 2.231674 loss_bbox_aux: 0.520117 loss_giou_aux: 1.640799 loss_class_dn: 0.381124 loss_bbox_dn: 0.174686 loss_giou_dn: 0.496931 loss_class_aux_dn: 0.844179 loss_bbox_aux_dn: 0.456308 loss_giou_aux_dn: 1.144005 loss: 9.724001 eta: 17:12:25 batch_cost: 0.2965 data_cost: 0.0007 ips: 13.4894 images/s
[05/12 11:40:04] ppdet.engine INFO: Epoch: [44] [ 400/7329] learning_rate: 0.000100 loss_class: 0.690449 loss_bbox: 0.158359 loss_giou: 0.425750 loss_class_aux: 2.303472 loss_bbox_aux: 0.544959 loss_giou_aux: 1.395666 loss_class_dn: 0.362388 loss_bbox_dn: 0.190555 loss_giou_dn: 0.426157 loss_class_aux_dn: 0.812465 loss_bbox_aux_dn: 0.488491 loss_giou_aux_dn: 1.001109 loss: 8.806321 eta: 17:11:23 batch_cost: 0.2894 data_cost: 0.0006 ips: 13.8203 images/s
[05/12 11:41:12] ppdet.engine INFO: Epoch: [44] [ 600/7329] learning_rate: 0.000100 loss_class: 0.729898 loss_bbox: 0.157391 loss_giou: 0.460365 loss_class_aux: 2.240462 loss_bbox_aux: 0.531906 loss_giou_aux: 1.481814 loss_class_dn: 0.372366 loss_bbox_dn: 0.187419 loss_giou_dn: 0.427824 loss_class_aux_dn: 0.816949 loss_bbox_aux_dn: 0.477873 loss_giou_aux_dn: 1.032841 loss: 9.231198 eta: 17:10:23 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2228 images/s
[05/12 11:42:20] ppdet.engine INFO: Epoch: [44] [ 800/7329] learning_rate: 0.000100 loss_class: 0.695365 loss_bbox: 0.163305 loss_giou: 0.471866 loss_class_aux: 2.252987 loss_bbox_aux: 0.542474 loss_giou_aux: 1.518760 loss_class_dn: 0.364501 loss_bbox_dn: 0.177733 loss_giou_dn: 0.468543 loss_class_aux_dn: 0.815602 loss_bbox_aux_dn: 0.466542 loss_giou_aux_dn: 1.086350 loss: 9.234963 eta: 17:09:22 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1697 images/s
[05/12 11:43:28] ppdet.engine INFO: Epoch: [44] [1000/7329] learning_rate: 0.000100 loss_class: 0.712026 loss_bbox: 0.151340 loss_giou: 0.434374 loss_class_aux: 2.311303 loss_bbox_aux: 0.522834 loss_giou_aux: 1.465734 loss_class_dn: 0.368958 loss_bbox_dn: 0.167238 loss_giou_dn: 0.453728 loss_class_aux_dn: 0.821545 loss_bbox_aux_dn: 0.431938 loss_giou_aux_dn: 1.049511 loss: 8.967262 eta: 17:08:22 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1044 images/s
[05/12 11:44:36] ppdet.engine INFO: Epoch: [44] [1200/7329] learning_rate: 0.000100 loss_class: 0.709494 loss_bbox: 0.159235 loss_giou: 0.441506 loss_class_aux: 2.263237 loss_bbox_aux: 0.562974 loss_giou_aux: 1.427952 loss_class_dn: 0.361395 loss_bbox_dn: 0.200905 loss_giou_dn: 0.435190 loss_class_aux_dn: 0.806747 loss_bbox_aux_dn: 0.520660 loss_giou_aux_dn: 1.008907 loss: 9.167598 eta: 17:07:22 batch_cost: 0.3052 data_cost: 0.0008 ips: 13.1069 images/s
[05/12 11:45:44] ppdet.engine INFO: Epoch: [44] [1400/7329] learning_rate: 0.000100 loss_class: 0.696192 loss_bbox: 0.175450 loss_giou: 0.481520 loss_class_aux: 2.224128 loss_bbox_aux: 0.576062 loss_giou_aux: 1.574045 loss_class_dn: 0.373096 loss_bbox_dn: 0.195185 loss_giou_dn: 0.459958 loss_class_aux_dn: 0.826855 loss_bbox_aux_dn: 0.491706 loss_giou_aux_dn: 1.070082 loss: 9.329983 eta: 17:06:22 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1572 images/s
[05/12 11:46:51] ppdet.engine INFO: Epoch: [44] [1600/7329] learning_rate: 0.000100 loss_class: 0.691846 loss_bbox: 0.154447 loss_giou: 0.379848 loss_class_aux: 2.210463 loss_bbox_aux: 0.540081 loss_giou_aux: 1.284278 loss_class_dn: 0.330682 loss_bbox_dn: 0.190862 loss_giou_dn: 0.414010 loss_class_aux_dn: 0.738134 loss_bbox_aux_dn: 0.497500 loss_giou_aux_dn: 0.950939 loss: 8.585561 eta: 17:05:21 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3441 images/s
[05/12 11:48:00] ppdet.engine INFO: Epoch: [44] [1800/7329] learning_rate: 0.000100 loss_class: 0.662888 loss_bbox: 0.155776 loss_giou: 0.416787 loss_class_aux: 2.146376 loss_bbox_aux: 0.527248 loss_giou_aux: 1.351036 loss_class_dn: 0.361500 loss_bbox_dn: 0.177164 loss_giou_dn: 0.408226 loss_class_aux_dn: 0.789041 loss_bbox_aux_dn: 0.438191 loss_giou_aux_dn: 0.953984 loss: 8.763229 eta: 17:04:22 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9928 images/s
[05/12 11:49:08] ppdet.engine INFO: Epoch: [44] [2000/7329] learning_rate: 0.000100 loss_class: 0.651290 loss_bbox: 0.146530 loss_giou: 0.466837 loss_class_aux: 2.049894 loss_bbox_aux: 0.502726 loss_giou_aux: 1.563071 loss_class_dn: 0.364041 loss_bbox_dn: 0.167847 loss_giou_dn: 0.455724 loss_class_aux_dn: 0.785319 loss_bbox_aux_dn: 0.421521 loss_giou_aux_dn: 1.064795 loss: 8.991807 eta: 17:03:21 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1973 images/s
[05/12 11:50:17] ppdet.engine INFO: Epoch: [44] [2200/7329] learning_rate: 0.000100 loss_class: 0.701942 loss_bbox: 0.154621 loss_giou: 0.459039 loss_class_aux: 2.297662 loss_bbox_aux: 0.541213 loss_giou_aux: 1.512617 loss_class_dn: 0.378924 loss_bbox_dn: 0.178241 loss_giou_dn: 0.453167 loss_class_aux_dn: 0.843547 loss_bbox_aux_dn: 0.455763 loss_giou_aux_dn: 1.030268 loss: 9.206205 eta: 17:02:21 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0419 images/s
[05/12 11:51:25] ppdet.engine INFO: Epoch: [44] [2400/7329] learning_rate: 0.000100 loss_class: 0.697186 loss_bbox: 0.149090 loss_giou: 0.432780 loss_class_aux: 2.237875 loss_bbox_aux: 0.519639 loss_giou_aux: 1.397312 loss_class_dn: 0.372093 loss_bbox_dn: 0.180599 loss_giou_dn: 0.433999 loss_class_aux_dn: 0.828232 loss_bbox_aux_dn: 0.448137 loss_giou_aux_dn: 1.018876 loss: 8.716744 eta: 17:01:21 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1506 images/s
[05/12 11:52:35] ppdet.engine INFO: Epoch: [44] [2600/7329] learning_rate: 0.000100 loss_class: 0.732058 loss_bbox: 0.167640 loss_giou: 0.486110 loss_class_aux: 2.350278 loss_bbox_aux: 0.569448 loss_giou_aux: 1.624239 loss_class_dn: 0.385441 loss_bbox_dn: 0.196083 loss_giou_dn: 0.484299 loss_class_aux_dn: 0.879972 loss_bbox_aux_dn: 0.489581 loss_giou_aux_dn: 1.091036 loss: 9.452169 eta: 17:00:22 batch_cost: 0.3109 data_cost: 0.0008 ips: 12.8677 images/s
[05/12 11:53:43] ppdet.engine INFO: Epoch: [44] [2800/7329] learning_rate: 0.000100 loss_class: 0.698474 loss_bbox: 0.154318 loss_giou: 0.414912 loss_class_aux: 2.282434 loss_bbox_aux: 0.553331 loss_giou_aux: 1.370107 loss_class_dn: 0.366994 loss_bbox_dn: 0.175589 loss_giou_dn: 0.421564 loss_class_aux_dn: 0.816009 loss_bbox_aux_dn: 0.441595 loss_giou_aux_dn: 0.989623 loss: 9.134729 eta: 16:59:22 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0910 images/s
[05/12 11:54:51] ppdet.engine INFO: Epoch: [44] [3000/7329] learning_rate: 0.000100 loss_class: 0.631171 loss_bbox: 0.156660 loss_giou: 0.396912 loss_class_aux: 2.113187 loss_bbox_aux: 0.526056 loss_giou_aux: 1.316038 loss_class_dn: 0.320729 loss_bbox_dn: 0.178186 loss_giou_dn: 0.414921 loss_class_aux_dn: 0.721473 loss_bbox_aux_dn: 0.464727 loss_giou_aux_dn: 0.952929 loss: 8.462496 eta: 16:58:21 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2663 images/s
[05/12 11:55:59] ppdet.engine INFO: Epoch: [44] [3200/7329] learning_rate: 0.000100 loss_class: 0.684131 loss_bbox: 0.148729 loss_giou: 0.387259 loss_class_aux: 2.172763 loss_bbox_aux: 0.552059 loss_giou_aux: 1.293956 loss_class_dn: 0.354913 loss_bbox_dn: 0.182209 loss_giou_dn: 0.390683 loss_class_aux_dn: 0.795963 loss_bbox_aux_dn: 0.480533 loss_giou_aux_dn: 0.925519 loss: 8.517447 eta: 16:57:21 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1527 images/s
[05/12 11:57:07] ppdet.engine INFO: Epoch: [44] [3400/7329] learning_rate: 0.000100 loss_class: 0.663838 loss_bbox: 0.160929 loss_giou: 0.400224 loss_class_aux: 2.203564 loss_bbox_aux: 0.542035 loss_giou_aux: 1.348139 loss_class_dn: 0.357042 loss_bbox_dn: 0.184149 loss_giou_dn: 0.389048 loss_class_aux_dn: 0.799081 loss_bbox_aux_dn: 0.471290 loss_giou_aux_dn: 0.932136 loss: 8.812772 eta: 16:56:21 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1133 images/s
[05/12 11:58:16] ppdet.engine INFO: Epoch: [44] [3600/7329] learning_rate: 0.000100 loss_class: 0.645737 loss_bbox: 0.141961 loss_giou: 0.343617 loss_class_aux: 2.072339 loss_bbox_aux: 0.489713 loss_giou_aux: 1.121502 loss_class_dn: 0.318830 loss_bbox_dn: 0.175089 loss_giou_dn: 0.345517 loss_class_aux_dn: 0.710026 loss_bbox_aux_dn: 0.448137 loss_giou_aux_dn: 0.824667 loss: 7.847373 eta: 16:55:22 batch_cost: 0.3102 data_cost: 0.0007 ips: 12.8950 images/s
[05/12 11:59:25] ppdet.engine INFO: Epoch: [44] [3800/7329] learning_rate: 0.000100 loss_class: 0.715553 loss_bbox: 0.159913 loss_giou: 0.434697 loss_class_aux: 2.246791 loss_bbox_aux: 0.557499 loss_giou_aux: 1.424071 loss_class_dn: 0.365399 loss_bbox_dn: 0.206762 loss_giou_dn: 0.441343 loss_class_aux_dn: 0.811734 loss_bbox_aux_dn: 0.521340 loss_giou_aux_dn: 1.027354 loss: 9.152313 eta: 16:54:22 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0744 images/s
[05/12 12:00:32] ppdet.engine INFO: Epoch: [44] [4000/7329] learning_rate: 0.000100 loss_class: 0.647253 loss_bbox: 0.146487 loss_giou: 0.426386 loss_class_aux: 2.048400 loss_bbox_aux: 0.511721 loss_giou_aux: 1.405070 loss_class_dn: 0.351952 loss_bbox_dn: 0.177895 loss_giou_dn: 0.402066 loss_class_aux_dn: 0.755756 loss_bbox_aux_dn: 0.457922 loss_giou_aux_dn: 0.941783 loss: 8.544403 eta: 16:53:21 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3567 images/s
[05/12 12:01:40] ppdet.engine INFO: Epoch: [44] [4200/7329] learning_rate: 0.000100 loss_class: 0.705460 loss_bbox: 0.158451 loss_giou: 0.411455 loss_class_aux: 2.235372 loss_bbox_aux: 0.552547 loss_giou_aux: 1.324368 loss_class_dn: 0.352984 loss_bbox_dn: 0.183179 loss_giou_dn: 0.429851 loss_class_aux_dn: 0.788237 loss_bbox_aux_dn: 0.475308 loss_giou_aux_dn: 1.016485 loss: 8.944986 eta: 16:52:21 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1487 images/s
[05/12 12:02:48] ppdet.engine INFO: Epoch: [44] [4400/7329] learning_rate: 0.000100 loss_class: 0.710764 loss_bbox: 0.151134 loss_giou: 0.417405 loss_class_aux: 2.284821 loss_bbox_aux: 0.534512 loss_giou_aux: 1.358076 loss_class_dn: 0.365124 loss_bbox_dn: 0.188968 loss_giou_dn: 0.418707 loss_class_aux_dn: 0.818195 loss_bbox_aux_dn: 0.481070 loss_giou_aux_dn: 0.975643 loss: 8.863306 eta: 16:51:21 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1541 images/s
[05/12 12:03:57] ppdet.engine INFO: Epoch: [44] [4600/7329] learning_rate: 0.000100 loss_class: 0.667494 loss_bbox: 0.143660 loss_giou: 0.426239 loss_class_aux: 2.135416 loss_bbox_aux: 0.503321 loss_giou_aux: 1.370017 loss_class_dn: 0.343406 loss_bbox_dn: 0.167867 loss_giou_dn: 0.414770 loss_class_aux_dn: 0.763341 loss_bbox_aux_dn: 0.433523 loss_giou_aux_dn: 0.981361 loss: 8.472022 eta: 16:50:21 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9939 images/s
[05/12 12:05:04] ppdet.engine INFO: Epoch: [44] [4800/7329] learning_rate: 0.000100 loss_class: 0.702250 loss_bbox: 0.158152 loss_giou: 0.454619 loss_class_aux: 2.295245 loss_bbox_aux: 0.561800 loss_giou_aux: 1.510132 loss_class_dn: 0.381662 loss_bbox_dn: 0.177310 loss_giou_dn: 0.468697 loss_class_aux_dn: 0.852466 loss_bbox_aux_dn: 0.463510 loss_giou_aux_dn: 1.110777 loss: 9.459631 eta: 16:49:20 batch_cost: 0.2997 data_cost: 0.0007 ips: 13.3466 images/s
[05/12 12:06:14] ppdet.engine INFO: Epoch: [44] [5000/7329] learning_rate: 0.000100 loss_class: 0.650313 loss_bbox: 0.155446 loss_giou: 0.388390 loss_class_aux: 2.082718 loss_bbox_aux: 0.522466 loss_giou_aux: 1.271175 loss_class_dn: 0.328081 loss_bbox_dn: 0.179272 loss_giou_dn: 0.399740 loss_class_aux_dn: 0.733893 loss_bbox_aux_dn: 0.464659 loss_giou_aux_dn: 0.924268 loss: 7.917357 eta: 16:48:21 batch_cost: 0.3120 data_cost: 0.0007 ips: 12.8203 images/s
[05/12 12:07:21] ppdet.engine INFO: Epoch: [44] [5200/7329] learning_rate: 0.000100 loss_class: 0.656079 loss_bbox: 0.148324 loss_giou: 0.360740 loss_class_aux: 2.116428 loss_bbox_aux: 0.514270 loss_giou_aux: 1.173080 loss_class_dn: 0.327871 loss_bbox_dn: 0.171796 loss_giou_dn: 0.382657 loss_class_aux_dn: 0.736781 loss_bbox_aux_dn: 0.427384 loss_giou_aux_dn: 0.901674 loss: 8.456705 eta: 16:47:20 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3566 images/s
[05/12 12:08:29] ppdet.engine INFO: Epoch: [44] [5400/7329] learning_rate: 0.000100 loss_class: 0.714028 loss_bbox: 0.164936 loss_giou: 0.468991 loss_class_aux: 2.316242 loss_bbox_aux: 0.530139 loss_giou_aux: 1.559651 loss_class_dn: 0.370999 loss_bbox_dn: 0.180837 loss_giou_dn: 0.462997 loss_class_aux_dn: 0.828041 loss_bbox_aux_dn: 0.463592 loss_giou_aux_dn: 1.065523 loss: 9.143385 eta: 16:46:20 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1081 images/s
[05/12 12:09:37] ppdet.engine INFO: Epoch: [44] [5600/7329] learning_rate: 0.000100 loss_class: 0.705191 loss_bbox: 0.169779 loss_giou: 0.452638 loss_class_aux: 2.293542 loss_bbox_aux: 0.558641 loss_giou_aux: 1.453156 loss_class_dn: 0.370675 loss_bbox_dn: 0.177595 loss_giou_dn: 0.470073 loss_class_aux_dn: 0.823112 loss_bbox_aux_dn: 0.446632 loss_giou_aux_dn: 1.089597 loss: 9.632542 eta: 16:45:20 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2567 images/s
[05/12 12:10:46] ppdet.engine INFO: Epoch: [44] [5800/7329] learning_rate: 0.000100 loss_class: 0.747308 loss_bbox: 0.166625 loss_giou: 0.405138 loss_class_aux: 2.417219 loss_bbox_aux: 0.572565 loss_giou_aux: 1.361128 loss_class_dn: 0.378289 loss_bbox_dn: 0.200659 loss_giou_dn: 0.443507 loss_class_aux_dn: 0.848350 loss_bbox_aux_dn: 0.527830 loss_giou_aux_dn: 1.045351 loss: 9.374939 eta: 16:44:20 batch_cost: 0.3090 data_cost: 0.0008 ips: 12.9449 images/s
[05/12 12:11:56] ppdet.engine INFO: Epoch: [44] [6000/7329] learning_rate: 0.000100 loss_class: 0.705711 loss_bbox: 0.162493 loss_giou: 0.449722 loss_class_aux: 2.222389 loss_bbox_aux: 0.565738 loss_giou_aux: 1.442952 loss_class_dn: 0.362186 loss_bbox_dn: 0.191383 loss_giou_dn: 0.442312 loss_class_aux_dn: 0.800252 loss_bbox_aux_dn: 0.476135 loss_giou_aux_dn: 1.017566 loss: 9.062737 eta: 16:43:21 batch_cost: 0.3131 data_cost: 0.0007 ips: 12.7763 images/s
[05/12 12:13:04] ppdet.engine INFO: Epoch: [44] [6200/7329] learning_rate: 0.000100 loss_class: 0.639330 loss_bbox: 0.150061 loss_giou: 0.387804 loss_class_aux: 2.089393 loss_bbox_aux: 0.527239 loss_giou_aux: 1.247871 loss_class_dn: 0.326556 loss_bbox_dn: 0.168800 loss_giou_dn: 0.394681 loss_class_aux_dn: 0.720473 loss_bbox_aux_dn: 0.433401 loss_giou_aux_dn: 0.934358 loss: 8.315410 eta: 16:42:21 batch_cost: 0.3048 data_cost: 0.0008 ips: 13.1252 images/s
[05/12 12:14:12] ppdet.engine INFO: Epoch: [44] [6400/7329] learning_rate: 0.000100 loss_class: 0.627985 loss_bbox: 0.146265 loss_giou: 0.423056 loss_class_aux: 2.118077 loss_bbox_aux: 0.511459 loss_giou_aux: 1.403919 loss_class_dn: 0.341689 loss_bbox_dn: 0.157771 loss_giou_dn: 0.424494 loss_class_aux_dn: 0.761669 loss_bbox_aux_dn: 0.403786 loss_giou_aux_dn: 0.998600 loss: 8.399973 eta: 16:41:21 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1166 images/s
[05/12 12:15:21] ppdet.engine INFO: Epoch: [44] [6600/7329] learning_rate: 0.000100 loss_class: 0.707516 loss_bbox: 0.161220 loss_giou: 0.398117 loss_class_aux: 2.235707 loss_bbox_aux: 0.552938 loss_giou_aux: 1.367823 loss_class_dn: 0.354693 loss_bbox_dn: 0.194530 loss_giou_dn: 0.416064 loss_class_aux_dn: 0.782254 loss_bbox_aux_dn: 0.487826 loss_giou_aux_dn: 0.998509 loss: 8.660650 eta: 16:40:21 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0601 images/s
[05/12 12:16:29] ppdet.engine INFO: Epoch: [44] [6800/7329] learning_rate: 0.000100 loss_class: 0.662728 loss_bbox: 0.153745 loss_giou: 0.400160 loss_class_aux: 2.202701 loss_bbox_aux: 0.526837 loss_giou_aux: 1.371395 loss_class_dn: 0.360857 loss_bbox_dn: 0.182900 loss_giou_dn: 0.430932 loss_class_aux_dn: 0.781105 loss_bbox_aux_dn: 0.467432 loss_giou_aux_dn: 0.995760 loss: 8.940006 eta: 16:39:21 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1025 images/s
[05/12 12:17:36] ppdet.engine INFO: Epoch: [44] [7000/7329] learning_rate: 0.000100 loss_class: 0.683803 loss_bbox: 0.148009 loss_giou: 0.420499 loss_class_aux: 2.227710 loss_bbox_aux: 0.517169 loss_giou_aux: 1.363136 loss_class_dn: 0.358356 loss_bbox_dn: 0.185306 loss_giou_dn: 0.417105 loss_class_aux_dn: 0.778586 loss_bbox_aux_dn: 0.474084 loss_giou_aux_dn: 0.973843 loss: 8.856277 eta: 16:38:20 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2308 images/s
[05/12 12:18:45] ppdet.engine INFO: Epoch: [44] [7200/7329] learning_rate: 0.000100 loss_class: 0.649024 loss_bbox: 0.151215 loss_giou: 0.409996 loss_class_aux: 2.126036 loss_bbox_aux: 0.522079 loss_giou_aux: 1.383061 loss_class_dn: 0.354780 loss_bbox_dn: 0.172431 loss_giou_dn: 0.410598 loss_class_aux_dn: 0.785384 loss_bbox_aux_dn: 0.441964 loss_giou_aux_dn: 0.967073 loss: 8.503363 eta: 16:37:20 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0827 images/s
[05/12 12:19:32] ppdet.engine INFO: Eval iter: 0
[05/12 12:19:37] ppdet.engine INFO: Eval iter: 100
[05/12 12:19:43] ppdet.engine INFO: Eval iter: 200
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[05/12 12:19:55] ppdet.engine INFO: Eval iter: 400
[05/12 12:20:01] ppdet.engine INFO: Eval iter: 500
[05/12 12:20:07] ppdet.engine INFO: Eval iter: 600
[05/12 12:20:12] ppdet.engine INFO: Eval iter: 700
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[05/12 12:20:32] ppdet.engine INFO: Eval iter: 1000
[05/12 12:20:37] ppdet.engine INFO: Eval iter: 1100
[05/12 12:20:44] ppdet.engine INFO: Eval iter: 1200
[05/12 12:21:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/12 12:21:09] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=15.07s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=102.23s).
Accumulating evaluation results...
DONE (t=25.02s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.453
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.623
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.489
 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 ] = 0.616
 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 ] = 0.607
 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 ] = 0.483
 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 ] = 0.866
[05/12 12:23:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.69013307013745
[05/12 12:23:35] ppdet.engine INFO: Best test bbox ap is 0.453.
[05/12 12:23:37] ppdet.engine INFO: Epoch: [45] [   0/7329] learning_rate: 0.000100 loss_class: 0.658397 loss_bbox: 0.153672 loss_giou: 0.375638 loss_class_aux: 2.145152 loss_bbox_aux: 0.547737 loss_giou_aux: 1.262869 loss_class_dn: 0.331513 loss_bbox_dn: 0.187936 loss_giou_dn: 0.388814 loss_class_aux_dn: 0.750169 loss_bbox_aux_dn: 0.482144 loss_giou_aux_dn: 0.918766 loss: 8.267682 eta: 16:36:41 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0840 images/s
[05/12 12:24:46] ppdet.engine INFO: Epoch: [45] [ 200/7329] learning_rate: 0.000100 loss_class: 0.676571 loss_bbox: 0.154892 loss_giou: 0.408436 loss_class_aux: 2.222549 loss_bbox_aux: 0.541667 loss_giou_aux: 1.311001 loss_class_dn: 0.346637 loss_bbox_dn: 0.185624 loss_giou_dn: 0.417335 loss_class_aux_dn: 0.774558 loss_bbox_aux_dn: 0.463251 loss_giou_aux_dn: 0.988109 loss: 8.901707 eta: 16:35:41 batch_cost: 0.3032 data_cost: 0.0008 ips: 13.1918 images/s
[05/12 12:25:53] ppdet.engine INFO: Epoch: [45] [ 400/7329] learning_rate: 0.000100 loss_class: 0.665743 loss_bbox: 0.146821 loss_giou: 0.386228 loss_class_aux: 2.179069 loss_bbox_aux: 0.514588 loss_giou_aux: 1.264550 loss_class_dn: 0.338742 loss_bbox_dn: 0.172145 loss_giou_dn: 0.388186 loss_class_aux_dn: 0.768645 loss_bbox_aux_dn: 0.454828 loss_giou_aux_dn: 0.935880 loss: 8.465994 eta: 16:34:40 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3514 images/s
[05/12 12:27:01] ppdet.engine INFO: Epoch: [45] [ 600/7329] learning_rate: 0.000100 loss_class: 0.699015 loss_bbox: 0.154793 loss_giou: 0.381593 loss_class_aux: 2.279058 loss_bbox_aux: 0.537871 loss_giou_aux: 1.285161 loss_class_dn: 0.353657 loss_bbox_dn: 0.189984 loss_giou_dn: 0.405238 loss_class_aux_dn: 0.793776 loss_bbox_aux_dn: 0.482651 loss_giou_aux_dn: 0.963046 loss: 8.621672 eta: 16:33:40 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2120 images/s
[05/12 12:28:10] ppdet.engine INFO: Epoch: [45] [ 800/7329] learning_rate: 0.000100 loss_class: 0.694381 loss_bbox: 0.153756 loss_giou: 0.427355 loss_class_aux: 2.280996 loss_bbox_aux: 0.533715 loss_giou_aux: 1.398605 loss_class_dn: 0.369403 loss_bbox_dn: 0.192902 loss_giou_dn: 0.448222 loss_class_aux_dn: 0.825574 loss_bbox_aux_dn: 0.492716 loss_giou_aux_dn: 1.038976 loss: 9.348030 eta: 16:32:40 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1076 images/s
[05/12 12:29:18] ppdet.engine INFO: Epoch: [45] [1000/7329] learning_rate: 0.000100 loss_class: 0.683295 loss_bbox: 0.150828 loss_giou: 0.429068 loss_class_aux: 2.266266 loss_bbox_aux: 0.510015 loss_giou_aux: 1.404940 loss_class_dn: 0.357034 loss_bbox_dn: 0.184086 loss_giou_dn: 0.421778 loss_class_aux_dn: 0.785474 loss_bbox_aux_dn: 0.467387 loss_giou_aux_dn: 0.971374 loss: 8.885399 eta: 16:31:40 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1582 images/s
[05/12 12:30:26] ppdet.engine INFO: Epoch: [45] [1200/7329] learning_rate: 0.000100 loss_class: 0.690800 loss_bbox: 0.163689 loss_giou: 0.460292 loss_class_aux: 2.225263 loss_bbox_aux: 0.578298 loss_giou_aux: 1.532341 loss_class_dn: 0.380430 loss_bbox_dn: 0.201148 loss_giou_dn: 0.457763 loss_class_aux_dn: 0.837468 loss_bbox_aux_dn: 0.504280 loss_giou_aux_dn: 1.086954 loss: 9.508513 eta: 16:30:40 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1215 images/s
[05/12 12:31:33] ppdet.engine INFO: Epoch: [45] [1400/7329] learning_rate: 0.000100 loss_class: 0.676077 loss_bbox: 0.153291 loss_giou: 0.417879 loss_class_aux: 2.122901 loss_bbox_aux: 0.531865 loss_giou_aux: 1.389666 loss_class_dn: 0.339916 loss_bbox_dn: 0.178743 loss_giou_dn: 0.406616 loss_class_aux_dn: 0.777370 loss_bbox_aux_dn: 0.462095 loss_giou_aux_dn: 0.973880 loss: 8.911038 eta: 16:29:39 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3042 images/s
[05/12 12:32:43] ppdet.engine INFO: Epoch: [45] [1600/7329] learning_rate: 0.000100 loss_class: 0.652145 loss_bbox: 0.158065 loss_giou: 0.400190 loss_class_aux: 2.117448 loss_bbox_aux: 0.531263 loss_giou_aux: 1.315077 loss_class_dn: 0.348697 loss_bbox_dn: 0.183127 loss_giou_dn: 0.406037 loss_class_aux_dn: 0.771104 loss_bbox_aux_dn: 0.464908 loss_giou_aux_dn: 0.973797 loss: 8.687210 eta: 16:28:39 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9334 images/s
[05/12 12:33:52] ppdet.engine INFO: Epoch: [45] [1800/7329] learning_rate: 0.000100 loss_class: 0.692638 loss_bbox: 0.147353 loss_giou: 0.416434 loss_class_aux: 2.224959 loss_bbox_aux: 0.523738 loss_giou_aux: 1.381386 loss_class_dn: 0.356810 loss_bbox_dn: 0.178263 loss_giou_dn: 0.411836 loss_class_aux_dn: 0.808864 loss_bbox_aux_dn: 0.465333 loss_giou_aux_dn: 0.973780 loss: 9.036076 eta: 16:27:39 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0581 images/s
[05/12 12:34:59] ppdet.engine INFO: Epoch: [45] [2000/7329] learning_rate: 0.000100 loss_class: 0.678811 loss_bbox: 0.148547 loss_giou: 0.429909 loss_class_aux: 2.229228 loss_bbox_aux: 0.520779 loss_giou_aux: 1.446603 loss_class_dn: 0.366328 loss_bbox_dn: 0.181718 loss_giou_dn: 0.447151 loss_class_aux_dn: 0.804200 loss_bbox_aux_dn: 0.455793 loss_giou_aux_dn: 1.034920 loss: 9.073568 eta: 16:26:39 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2442 images/s
[05/12 12:36:05] ppdet.engine INFO: Epoch: [45] [2200/7329] learning_rate: 0.000100 loss_class: 0.688786 loss_bbox: 0.159725 loss_giou: 0.439225 loss_class_aux: 2.220842 loss_bbox_aux: 0.559820 loss_giou_aux: 1.436351 loss_class_dn: 0.368126 loss_bbox_dn: 0.190378 loss_giou_dn: 0.428409 loss_class_aux_dn: 0.823477 loss_bbox_aux_dn: 0.475892 loss_giou_aux_dn: 1.006905 loss: 9.022553 eta: 16:25:37 batch_cost: 0.2939 data_cost: 0.0007 ips: 13.6116 images/s
[05/12 12:37:11] ppdet.engine INFO: Epoch: [45] [2400/7329] learning_rate: 0.000100 loss_class: 0.639340 loss_bbox: 0.152614 loss_giou: 0.399090 loss_class_aux: 2.070589 loss_bbox_aux: 0.519191 loss_giou_aux: 1.336753 loss_class_dn: 0.348554 loss_bbox_dn: 0.188303 loss_giou_dn: 0.430513 loss_class_aux_dn: 0.785182 loss_bbox_aux_dn: 0.488114 loss_giou_aux_dn: 0.988871 loss: 8.571729 eta: 16:24:36 batch_cost: 0.2952 data_cost: 0.0006 ips: 13.5486 images/s
[05/12 12:38:17] ppdet.engine INFO: Epoch: [45] [2600/7329] learning_rate: 0.000100 loss_class: 0.706555 loss_bbox: 0.166157 loss_giou: 0.432669 loss_class_aux: 2.229888 loss_bbox_aux: 0.551258 loss_giou_aux: 1.464525 loss_class_dn: 0.372410 loss_bbox_dn: 0.182062 loss_giou_dn: 0.440229 loss_class_aux_dn: 0.830719 loss_bbox_aux_dn: 0.475531 loss_giou_aux_dn: 1.031809 loss: 8.946890 eta: 16:23:35 batch_cost: 0.2920 data_cost: 0.0007 ips: 13.6967 images/s
[05/12 12:39:22] ppdet.engine INFO: Epoch: [45] [2800/7329] learning_rate: 0.000100 loss_class: 0.667023 loss_bbox: 0.156632 loss_giou: 0.423559 loss_class_aux: 2.192076 loss_bbox_aux: 0.534320 loss_giou_aux: 1.395968 loss_class_dn: 0.363452 loss_bbox_dn: 0.172501 loss_giou_dn: 0.438810 loss_class_aux_dn: 0.798107 loss_bbox_aux_dn: 0.442724 loss_giou_aux_dn: 1.013259 loss: 9.040888 eta: 16:22:33 batch_cost: 0.2905 data_cost: 0.0006 ips: 13.7698 images/s
[05/12 12:40:30] ppdet.engine INFO: Epoch: [45] [3000/7329] learning_rate: 0.000100 loss_class: 0.702190 loss_bbox: 0.146118 loss_giou: 0.445080 loss_class_aux: 2.196815 loss_bbox_aux: 0.515868 loss_giou_aux: 1.493100 loss_class_dn: 0.375074 loss_bbox_dn: 0.168452 loss_giou_dn: 0.424082 loss_class_aux_dn: 0.832832 loss_bbox_aux_dn: 0.439467 loss_giou_aux_dn: 1.012820 loss: 9.112059 eta: 16:21:32 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2246 images/s
[05/12 12:41:38] ppdet.engine INFO: Epoch: [45] [3200/7329] learning_rate: 0.000100 loss_class: 0.707302 loss_bbox: 0.143482 loss_giou: 0.384353 loss_class_aux: 2.237464 loss_bbox_aux: 0.513531 loss_giou_aux: 1.257193 loss_class_dn: 0.346560 loss_bbox_dn: 0.181676 loss_giou_dn: 0.386535 loss_class_aux_dn: 0.792361 loss_bbox_aux_dn: 0.464691 loss_giou_aux_dn: 0.930421 loss: 8.437910 eta: 16:20:32 batch_cost: 0.3036 data_cost: 0.0008 ips: 13.1736 images/s
[05/12 12:42:46] ppdet.engine INFO: Epoch: [45] [3400/7329] learning_rate: 0.000100 loss_class: 0.709738 loss_bbox: 0.164051 loss_giou: 0.426068 loss_class_aux: 2.285611 loss_bbox_aux: 0.559735 loss_giou_aux: 1.376593 loss_class_dn: 0.374453 loss_bbox_dn: 0.189508 loss_giou_dn: 0.423704 loss_class_aux_dn: 0.829702 loss_bbox_aux_dn: 0.487461 loss_giou_aux_dn: 1.015692 loss: 9.445036 eta: 16:19:32 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1580 images/s
[05/12 12:43:54] ppdet.engine INFO: Epoch: [45] [3600/7329] learning_rate: 0.000100 loss_class: 0.677128 loss_bbox: 0.133473 loss_giou: 0.374478 loss_class_aux: 2.161517 loss_bbox_aux: 0.486626 loss_giou_aux: 1.233211 loss_class_dn: 0.328508 loss_bbox_dn: 0.171660 loss_giou_dn: 0.377375 loss_class_aux_dn: 0.718121 loss_bbox_aux_dn: 0.438223 loss_giou_aux_dn: 0.894156 loss: 8.268793 eta: 16:18:32 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1693 images/s
[05/12 12:45:03] ppdet.engine INFO: Epoch: [45] [3800/7329] learning_rate: 0.000100 loss_class: 0.660032 loss_bbox: 0.150488 loss_giou: 0.413900 loss_class_aux: 2.131435 loss_bbox_aux: 0.519876 loss_giou_aux: 1.367104 loss_class_dn: 0.337681 loss_bbox_dn: 0.175418 loss_giou_dn: 0.400442 loss_class_aux_dn: 0.765899 loss_bbox_aux_dn: 0.472746 loss_giou_aux_dn: 0.963529 loss: 8.562053 eta: 16:17:32 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0846 images/s
[05/12 12:46:12] ppdet.engine INFO: Epoch: [45] [4000/7329] learning_rate: 0.000100 loss_class: 0.666934 loss_bbox: 0.159805 loss_giou: 0.410727 loss_class_aux: 2.127275 loss_bbox_aux: 0.557981 loss_giou_aux: 1.341719 loss_class_dn: 0.345026 loss_bbox_dn: 0.188349 loss_giou_dn: 0.429196 loss_class_aux_dn: 0.774588 loss_bbox_aux_dn: 0.461619 loss_giou_aux_dn: 1.004537 loss: 8.586067 eta: 16:16:31 batch_cost: 0.3047 data_cost: 0.0008 ips: 13.1272 images/s
[05/12 12:47:20] ppdet.engine INFO: Epoch: [45] [4200/7329] learning_rate: 0.000100 loss_class: 0.704861 loss_bbox: 0.158911 loss_giou: 0.432922 loss_class_aux: 2.260053 loss_bbox_aux: 0.546996 loss_giou_aux: 1.463742 loss_class_dn: 0.348566 loss_bbox_dn: 0.192160 loss_giou_dn: 0.430671 loss_class_aux_dn: 0.796044 loss_bbox_aux_dn: 0.478305 loss_giou_aux_dn: 1.017328 loss: 8.866090 eta: 16:15:31 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2185 images/s
[05/12 12:48:28] ppdet.engine INFO: Epoch: [45] [4400/7329] learning_rate: 0.000100 loss_class: 0.658533 loss_bbox: 0.149534 loss_giou: 0.403955 loss_class_aux: 2.154389 loss_bbox_aux: 0.496532 loss_giou_aux: 1.313863 loss_class_dn: 0.355173 loss_bbox_dn: 0.175418 loss_giou_dn: 0.416602 loss_class_aux_dn: 0.794383 loss_bbox_aux_dn: 0.448219 loss_giou_aux_dn: 0.994351 loss: 8.804543 eta: 16:14:31 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0972 images/s
[05/12 12:49:35] ppdet.engine INFO: Epoch: [45] [4600/7329] learning_rate: 0.000100 loss_class: 0.677202 loss_bbox: 0.158527 loss_giou: 0.400092 loss_class_aux: 2.132208 loss_bbox_aux: 0.518502 loss_giou_aux: 1.320799 loss_class_dn: 0.330545 loss_bbox_dn: 0.171880 loss_giou_dn: 0.397346 loss_class_aux_dn: 0.724395 loss_bbox_aux_dn: 0.442327 loss_giou_aux_dn: 0.929164 loss: 8.409241 eta: 16:13:30 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2913 images/s
[05/12 12:50:44] ppdet.engine INFO: Epoch: [45] [4800/7329] learning_rate: 0.000100 loss_class: 0.716334 loss_bbox: 0.156281 loss_giou: 0.438174 loss_class_aux: 2.276133 loss_bbox_aux: 0.537136 loss_giou_aux: 1.469862 loss_class_dn: 0.359519 loss_bbox_dn: 0.171692 loss_giou_dn: 0.438175 loss_class_aux_dn: 0.812492 loss_bbox_aux_dn: 0.422519 loss_giou_aux_dn: 1.048084 loss: 9.141546 eta: 16:12:30 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0607 images/s
[05/12 12:51:52] ppdet.engine INFO: Epoch: [45] [5000/7329] learning_rate: 0.000100 loss_class: 0.668327 loss_bbox: 0.154879 loss_giou: 0.413905 loss_class_aux: 2.156214 loss_bbox_aux: 0.527828 loss_giou_aux: 1.341980 loss_class_dn: 0.355835 loss_bbox_dn: 0.184777 loss_giou_dn: 0.427083 loss_class_aux_dn: 0.798135 loss_bbox_aux_dn: 0.460888 loss_giou_aux_dn: 0.979325 loss: 8.655653 eta: 16:11:30 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1517 images/s
[05/12 12:52:59] ppdet.engine INFO: Epoch: [45] [5200/7329] learning_rate: 0.000100 loss_class: 0.666984 loss_bbox: 0.156161 loss_giou: 0.463928 loss_class_aux: 2.112803 loss_bbox_aux: 0.546110 loss_giou_aux: 1.514617 loss_class_dn: 0.354398 loss_bbox_dn: 0.177348 loss_giou_dn: 0.460245 loss_class_aux_dn: 0.802723 loss_bbox_aux_dn: 0.471020 loss_giou_aux_dn: 1.069395 loss: 9.081564 eta: 16:10:29 batch_cost: 0.2998 data_cost: 0.0008 ips: 13.3422 images/s
[05/12 12:54:07] ppdet.engine INFO: Epoch: [45] [5400/7329] learning_rate: 0.000100 loss_class: 0.722575 loss_bbox: 0.156529 loss_giou: 0.431512 loss_class_aux: 2.323091 loss_bbox_aux: 0.532959 loss_giou_aux: 1.454537 loss_class_dn: 0.359250 loss_bbox_dn: 0.197899 loss_giou_dn: 0.447312 loss_class_aux_dn: 0.815704 loss_bbox_aux_dn: 0.508951 loss_giou_aux_dn: 1.022064 loss: 9.059622 eta: 16:09:29 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1488 images/s
[05/12 12:55:15] ppdet.engine INFO: Epoch: [45] [5600/7329] learning_rate: 0.000100 loss_class: 0.684105 loss_bbox: 0.145786 loss_giou: 0.378995 loss_class_aux: 2.188443 loss_bbox_aux: 0.525287 loss_giou_aux: 1.247680 loss_class_dn: 0.351070 loss_bbox_dn: 0.182693 loss_giou_dn: 0.379930 loss_class_aux_dn: 0.774718 loss_bbox_aux_dn: 0.462939 loss_giou_aux_dn: 0.906373 loss: 8.487207 eta: 16:08:29 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1888 images/s
[05/12 12:56:23] ppdet.engine INFO: Epoch: [45] [5800/7329] learning_rate: 0.000100 loss_class: 0.667521 loss_bbox: 0.153393 loss_giou: 0.395885 loss_class_aux: 2.168247 loss_bbox_aux: 0.545963 loss_giou_aux: 1.320870 loss_class_dn: 0.355732 loss_bbox_dn: 0.182739 loss_giou_dn: 0.404213 loss_class_aux_dn: 0.785707 loss_bbox_aux_dn: 0.470143 loss_giou_aux_dn: 0.966120 loss: 8.653262 eta: 16:07:29 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1691 images/s
[05/12 12:57:30] ppdet.engine INFO: Epoch: [45] [6000/7329] learning_rate: 0.000100 loss_class: 0.650497 loss_bbox: 0.143456 loss_giou: 0.397454 loss_class_aux: 2.144185 loss_bbox_aux: 0.497148 loss_giou_aux: 1.284356 loss_class_dn: 0.348748 loss_bbox_dn: 0.173196 loss_giou_dn: 0.396628 loss_class_aux_dn: 0.789469 loss_bbox_aux_dn: 0.437758 loss_giou_aux_dn: 0.936130 loss: 8.314562 eta: 16:06:28 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3884 images/s
[05/12 12:58:39] ppdet.engine INFO: Epoch: [45] [6200/7329] learning_rate: 0.000100 loss_class: 0.697029 loss_bbox: 0.158906 loss_giou: 0.368858 loss_class_aux: 2.272006 loss_bbox_aux: 0.551707 loss_giou_aux: 1.259614 loss_class_dn: 0.353956 loss_bbox_dn: 0.187706 loss_giou_dn: 0.406033 loss_class_aux_dn: 0.788688 loss_bbox_aux_dn: 0.483284 loss_giou_aux_dn: 0.947900 loss: 8.964941 eta: 16:05:28 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0706 images/s
[05/12 12:59:48] ppdet.engine INFO: Epoch: [45] [6400/7329] learning_rate: 0.000100 loss_class: 0.719969 loss_bbox: 0.164813 loss_giou: 0.499084 loss_class_aux: 2.284914 loss_bbox_aux: 0.559001 loss_giou_aux: 1.613301 loss_class_dn: 0.377211 loss_bbox_dn: 0.191391 loss_giou_dn: 0.482461 loss_class_aux_dn: 0.839031 loss_bbox_aux_dn: 0.492542 loss_giou_aux_dn: 1.102473 loss: 9.610525 eta: 16:04:28 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0430 images/s
[05/12 13:00:56] ppdet.engine INFO: Epoch: [45] [6600/7329] learning_rate: 0.000100 loss_class: 0.710882 loss_bbox: 0.159372 loss_giou: 0.460136 loss_class_aux: 2.276109 loss_bbox_aux: 0.546877 loss_giou_aux: 1.485665 loss_class_dn: 0.374027 loss_bbox_dn: 0.189591 loss_giou_dn: 0.437963 loss_class_aux_dn: 0.834096 loss_bbox_aux_dn: 0.469623 loss_giou_aux_dn: 1.024616 loss: 9.078367 eta: 16:03:28 batch_cost: 0.3061 data_cost: 0.0007 ips: 13.0686 images/s
[05/12 13:02:04] ppdet.engine INFO: Epoch: [45] [6800/7329] learning_rate: 0.000100 loss_class: 0.658170 loss_bbox: 0.151875 loss_giou: 0.417385 loss_class_aux: 2.145617 loss_bbox_aux: 0.504143 loss_giou_aux: 1.343781 loss_class_dn: 0.342767 loss_bbox_dn: 0.183751 loss_giou_dn: 0.405967 loss_class_aux_dn: 0.753315 loss_bbox_aux_dn: 0.474090 loss_giou_aux_dn: 0.956457 loss: 8.774421 eta: 16:02:27 batch_cost: 0.3028 data_cost: 0.0008 ips: 13.2090 images/s
[05/12 13:03:12] ppdet.engine INFO: Epoch: [45] [7000/7329] learning_rate: 0.000100 loss_class: 0.701620 loss_bbox: 0.158125 loss_giou: 0.406657 loss_class_aux: 2.262760 loss_bbox_aux: 0.524312 loss_giou_aux: 1.337384 loss_class_dn: 0.345360 loss_bbox_dn: 0.188877 loss_giou_dn: 0.413396 loss_class_aux_dn: 0.769388 loss_bbox_aux_dn: 0.480081 loss_giou_aux_dn: 0.982087 loss: 8.631950 eta: 16:01:27 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2091 images/s
[05/12 13:04:22] ppdet.engine INFO: Epoch: [45] [7200/7329] learning_rate: 0.000100 loss_class: 0.674812 loss_bbox: 0.154094 loss_giou: 0.381479 loss_class_aux: 2.157144 loss_bbox_aux: 0.521774 loss_giou_aux: 1.236645 loss_class_dn: 0.336484 loss_bbox_dn: 0.187274 loss_giou_dn: 0.395260 loss_class_aux_dn: 0.756550 loss_bbox_aux_dn: 0.471515 loss_giou_aux_dn: 0.893537 loss: 8.678926 eta: 16:00:27 batch_cost: 0.3089 data_cost: 0.0007 ips: 12.9490 images/s
[05/12 13:05:08] ppdet.engine INFO: Eval iter: 0
[05/12 13:05:14] ppdet.engine INFO: Eval iter: 100
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[05/12 13:05:38] ppdet.engine INFO: Eval iter: 500
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[05/12 13:05:50] ppdet.engine INFO: Eval iter: 700
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[05/12 13:06:02] ppdet.engine INFO: Eval iter: 900
[05/12 13:06:09] ppdet.engine INFO: Eval iter: 1000
[05/12 13:06:15] ppdet.engine INFO: Eval iter: 1100
[05/12 13:06:22] ppdet.engine INFO: Eval iter: 1200
[05/12 13:06:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/12 13:06:46] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.93s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=109.65s).
Accumulating evaluation results...
DONE (t=24.80s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.454
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.623
 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 ] = 0.488
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617
 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 ] = 0.608
 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 ] = 0.482
 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 ] = 0.869
[05/12 13:09:17] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.42803213801064
[05/12 13:09:17] ppdet.engine INFO: Best test bbox ap is 0.454.
[05/12 13:09:20] ppdet.engine INFO: Epoch: [46] [   0/7329] learning_rate: 0.000100 loss_class: 0.671071 loss_bbox: 0.161367 loss_giou: 0.394357 loss_class_aux: 2.109422 loss_bbox_aux: 0.524350 loss_giou_aux: 1.322126 loss_class_dn: 0.338546 loss_bbox_dn: 0.188482 loss_giou_dn: 0.400282 loss_class_aux_dn: 0.750742 loss_bbox_aux_dn: 0.470908 loss_giou_aux_dn: 0.931026 loss: 8.508987 eta: 15:59:49 batch_cost: 0.3072 data_cost: 0.0007 ips: 13.0206 images/s
[05/12 13:10:30] ppdet.engine INFO: Epoch: [46] [ 200/7329] learning_rate: 0.000100 loss_class: 0.679934 loss_bbox: 0.163063 loss_giou: 0.438106 loss_class_aux: 2.112809 loss_bbox_aux: 0.542157 loss_giou_aux: 1.434012 loss_class_dn: 0.360130 loss_bbox_dn: 0.176754 loss_giou_dn: 0.445100 loss_class_aux_dn: 0.805104 loss_bbox_aux_dn: 0.432095 loss_giou_aux_dn: 1.066357 loss: 9.005672 eta: 15:58:49 batch_cost: 0.3106 data_cost: 0.0007 ips: 12.8778 images/s
[05/12 13:11:39] ppdet.engine INFO: Epoch: [46] [ 400/7329] learning_rate: 0.000100 loss_class: 0.683797 loss_bbox: 0.149481 loss_giou: 0.431588 loss_class_aux: 2.182849 loss_bbox_aux: 0.514634 loss_giou_aux: 1.413499 loss_class_dn: 0.361854 loss_bbox_dn: 0.184103 loss_giou_dn: 0.418234 loss_class_aux_dn: 0.813435 loss_bbox_aux_dn: 0.481364 loss_giou_aux_dn: 0.979650 loss: 9.005498 eta: 15:57:49 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0485 images/s
[05/12 13:12:48] ppdet.engine INFO: Epoch: [46] [ 600/7329] learning_rate: 0.000100 loss_class: 0.641454 loss_bbox: 0.151226 loss_giou: 0.374772 loss_class_aux: 2.046496 loss_bbox_aux: 0.530184 loss_giou_aux: 1.239027 loss_class_dn: 0.337320 loss_bbox_dn: 0.180252 loss_giou_dn: 0.379258 loss_class_aux_dn: 0.761022 loss_bbox_aux_dn: 0.466662 loss_giou_aux_dn: 0.908955 loss: 8.386833 eta: 15:56:49 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0090 images/s
[05/12 13:13:57] ppdet.engine INFO: Epoch: [46] [ 800/7329] learning_rate: 0.000100 loss_class: 0.695806 loss_bbox: 0.148202 loss_giou: 0.403086 loss_class_aux: 2.230008 loss_bbox_aux: 0.532707 loss_giou_aux: 1.389701 loss_class_dn: 0.361007 loss_bbox_dn: 0.162527 loss_giou_dn: 0.385182 loss_class_aux_dn: 0.820845 loss_bbox_aux_dn: 0.406823 loss_giou_aux_dn: 0.921904 loss: 8.676054 eta: 15:55:49 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0972 images/s
[05/12 13:15:05] ppdet.engine INFO: Epoch: [46] [1000/7329] learning_rate: 0.000100 loss_class: 0.716986 loss_bbox: 0.160289 loss_giou: 0.435379 loss_class_aux: 2.318822 loss_bbox_aux: 0.520770 loss_giou_aux: 1.435032 loss_class_dn: 0.356734 loss_bbox_dn: 0.184853 loss_giou_dn: 0.457178 loss_class_aux_dn: 0.791649 loss_bbox_aux_dn: 0.477032 loss_giou_aux_dn: 1.049646 loss: 9.114487 eta: 15:54:49 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0941 images/s
[05/12 13:16:14] ppdet.engine INFO: Epoch: [46] [1200/7329] learning_rate: 0.000100 loss_class: 0.636141 loss_bbox: 0.160771 loss_giou: 0.396004 loss_class_aux: 2.016420 loss_bbox_aux: 0.544261 loss_giou_aux: 1.318457 loss_class_dn: 0.347077 loss_bbox_dn: 0.187220 loss_giou_dn: 0.395430 loss_class_aux_dn: 0.774372 loss_bbox_aux_dn: 0.476014 loss_giou_aux_dn: 0.949445 loss: 8.659434 eta: 15:53:49 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1057 images/s
[05/12 13:17:22] ppdet.engine INFO: Epoch: [46] [1400/7329] learning_rate: 0.000100 loss_class: 0.683003 loss_bbox: 0.157045 loss_giou: 0.396245 loss_class_aux: 2.121881 loss_bbox_aux: 0.554112 loss_giou_aux: 1.297935 loss_class_dn: 0.341434 loss_bbox_dn: 0.188059 loss_giou_dn: 0.426635 loss_class_aux_dn: 0.779023 loss_bbox_aux_dn: 0.469930 loss_giou_aux_dn: 0.999347 loss: 8.858801 eta: 15:52:49 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1120 images/s
[05/12 13:18:31] ppdet.engine INFO: Epoch: [46] [1600/7329] learning_rate: 0.000100 loss_class: 0.711513 loss_bbox: 0.162953 loss_giou: 0.490774 loss_class_aux: 2.257649 loss_bbox_aux: 0.571791 loss_giou_aux: 1.604961 loss_class_dn: 0.380174 loss_bbox_dn: 0.198416 loss_giou_dn: 0.469157 loss_class_aux_dn: 0.849703 loss_bbox_aux_dn: 0.495619 loss_giou_aux_dn: 1.072530 loss: 9.448056 eta: 15:51:49 batch_cost: 0.3053 data_cost: 0.0008 ips: 13.1021 images/s
[05/12 13:19:40] ppdet.engine INFO: Epoch: [46] [1800/7329] learning_rate: 0.000100 loss_class: 0.695291 loss_bbox: 0.160757 loss_giou: 0.420933 loss_class_aux: 2.255091 loss_bbox_aux: 0.547045 loss_giou_aux: 1.408334 loss_class_dn: 0.355918 loss_bbox_dn: 0.198590 loss_giou_dn: 0.419325 loss_class_aux_dn: 0.789950 loss_bbox_aux_dn: 0.487189 loss_giou_aux_dn: 0.994272 loss: 8.837710 eta: 15:50:49 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0478 images/s
[05/12 13:20:48] ppdet.engine INFO: Epoch: [46] [2000/7329] learning_rate: 0.000100 loss_class: 0.682415 loss_bbox: 0.151681 loss_giou: 0.351045 loss_class_aux: 2.140645 loss_bbox_aux: 0.541018 loss_giou_aux: 1.170778 loss_class_dn: 0.341481 loss_bbox_dn: 0.188400 loss_giou_dn: 0.363869 loss_class_aux_dn: 0.782535 loss_bbox_aux_dn: 0.477272 loss_giou_aux_dn: 0.847480 loss: 8.779854 eta: 15:49:49 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0601 images/s
[05/12 13:21:57] ppdet.engine INFO: Epoch: [46] [2200/7329] learning_rate: 0.000100 loss_class: 0.646865 loss_bbox: 0.145852 loss_giou: 0.368996 loss_class_aux: 2.124899 loss_bbox_aux: 0.508687 loss_giou_aux: 1.241536 loss_class_dn: 0.344883 loss_bbox_dn: 0.173010 loss_giou_dn: 0.394430 loss_class_aux_dn: 0.758950 loss_bbox_aux_dn: 0.425276 loss_giou_aux_dn: 0.938066 loss: 8.682762 eta: 15:48:49 batch_cost: 0.3075 data_cost: 0.0008 ips: 13.0078 images/s
[05/12 13:23:06] ppdet.engine INFO: Epoch: [46] [2400/7329] learning_rate: 0.000100 loss_class: 0.698439 loss_bbox: 0.140711 loss_giou: 0.377624 loss_class_aux: 2.194000 loss_bbox_aux: 0.496928 loss_giou_aux: 1.229368 loss_class_dn: 0.338905 loss_bbox_dn: 0.169381 loss_giou_dn: 0.395647 loss_class_aux_dn: 0.768047 loss_bbox_aux_dn: 0.426505 loss_giou_aux_dn: 0.915861 loss: 8.689792 eta: 15:47:49 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0970 images/s
[05/12 13:24:15] ppdet.engine INFO: Epoch: [46] [2600/7329] learning_rate: 0.000100 loss_class: 0.651142 loss_bbox: 0.145091 loss_giou: 0.359620 loss_class_aux: 2.066883 loss_bbox_aux: 0.497940 loss_giou_aux: 1.173170 loss_class_dn: 0.341285 loss_bbox_dn: 0.169994 loss_giou_dn: 0.370134 loss_class_aux_dn: 0.765620 loss_bbox_aux_dn: 0.422064 loss_giou_aux_dn: 0.878325 loss: 8.289772 eta: 15:46:49 batch_cost: 0.3072 data_cost: 0.0008 ips: 13.0213 images/s
[05/12 13:25:23] ppdet.engine INFO: Epoch: [46] [2800/7329] learning_rate: 0.000100 loss_class: 0.706345 loss_bbox: 0.151937 loss_giou: 0.384900 loss_class_aux: 2.171182 loss_bbox_aux: 0.525332 loss_giou_aux: 1.325373 loss_class_dn: 0.358495 loss_bbox_dn: 0.191307 loss_giou_dn: 0.430631 loss_class_aux_dn: 0.796796 loss_bbox_aux_dn: 0.506198 loss_giou_aux_dn: 0.986312 loss: 8.741096 eta: 15:45:49 batch_cost: 0.3068 data_cost: 0.0009 ips: 13.0369 images/s
[05/12 13:26:33] ppdet.engine INFO: Epoch: [46] [3000/7329] learning_rate: 0.000100 loss_class: 0.679188 loss_bbox: 0.162208 loss_giou: 0.443034 loss_class_aux: 2.128675 loss_bbox_aux: 0.560502 loss_giou_aux: 1.421803 loss_class_dn: 0.361957 loss_bbox_dn: 0.187204 loss_giou_dn: 0.423379 loss_class_aux_dn: 0.800839 loss_bbox_aux_dn: 0.476970 loss_giou_aux_dn: 1.009914 loss: 8.860819 eta: 15:44:49 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9741 images/s
[05/12 13:27:41] ppdet.engine INFO: Epoch: [46] [3200/7329] learning_rate: 0.000100 loss_class: 0.677954 loss_bbox: 0.155166 loss_giou: 0.424534 loss_class_aux: 2.201666 loss_bbox_aux: 0.531200 loss_giou_aux: 1.380424 loss_class_dn: 0.329960 loss_bbox_dn: 0.177235 loss_giou_dn: 0.404102 loss_class_aux_dn: 0.754398 loss_bbox_aux_dn: 0.457673 loss_giou_aux_dn: 0.943932 loss: 8.580720 eta: 15:43:49 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2386 images/s
[05/12 13:28:49] ppdet.engine INFO: Epoch: [46] [3400/7329] learning_rate: 0.000100 loss_class: 0.715731 loss_bbox: 0.160147 loss_giou: 0.418414 loss_class_aux: 2.261727 loss_bbox_aux: 0.522999 loss_giou_aux: 1.339560 loss_class_dn: 0.363131 loss_bbox_dn: 0.195280 loss_giou_dn: 0.420203 loss_class_aux_dn: 0.804838 loss_bbox_aux_dn: 0.485327 loss_giou_aux_dn: 0.988315 loss: 8.922010 eta: 15:42:49 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1168 images/s
[05/12 13:29:58] ppdet.engine INFO: Epoch: [46] [3600/7329] learning_rate: 0.000100 loss_class: 0.721988 loss_bbox: 0.164460 loss_giou: 0.433273 loss_class_aux: 2.275815 loss_bbox_aux: 0.567771 loss_giou_aux: 1.450814 loss_class_dn: 0.363153 loss_bbox_dn: 0.194718 loss_giou_dn: 0.442975 loss_class_aux_dn: 0.826644 loss_bbox_aux_dn: 0.479205 loss_giou_aux_dn: 1.049480 loss: 9.274552 eta: 15:41:49 batch_cost: 0.3078 data_cost: 0.0008 ips: 12.9941 images/s
[05/12 13:31:08] ppdet.engine INFO: Epoch: [46] [3800/7329] learning_rate: 0.000100 loss_class: 0.723988 loss_bbox: 0.159481 loss_giou: 0.388072 loss_class_aux: 2.331373 loss_bbox_aux: 0.539299 loss_giou_aux: 1.287640 loss_class_dn: 0.355381 loss_bbox_dn: 0.191004 loss_giou_dn: 0.410396 loss_class_aux_dn: 0.814245 loss_bbox_aux_dn: 0.484708 loss_giou_aux_dn: 0.990139 loss: 8.989124 eta: 15:40:49 batch_cost: 0.3114 data_cost: 0.0007 ips: 12.8462 images/s
[05/12 13:32:16] ppdet.engine INFO: Epoch: [46] [4000/7329] learning_rate: 0.000100 loss_class: 0.676299 loss_bbox: 0.155581 loss_giou: 0.419710 loss_class_aux: 2.145905 loss_bbox_aux: 0.548264 loss_giou_aux: 1.375255 loss_class_dn: 0.349894 loss_bbox_dn: 0.194874 loss_giou_dn: 0.421361 loss_class_aux_dn: 0.791147 loss_bbox_aux_dn: 0.487203 loss_giou_aux_dn: 0.986838 loss: 8.905371 eta: 15:39:49 batch_cost: 0.3061 data_cost: 0.0009 ips: 13.0675 images/s
[05/12 13:33:25] ppdet.engine INFO: Epoch: [46] [4200/7329] learning_rate: 0.000100 loss_class: 0.669587 loss_bbox: 0.145150 loss_giou: 0.420995 loss_class_aux: 2.135756 loss_bbox_aux: 0.518251 loss_giou_aux: 1.353169 loss_class_dn: 0.347531 loss_bbox_dn: 0.174239 loss_giou_dn: 0.440431 loss_class_aux_dn: 0.755928 loss_bbox_aux_dn: 0.436931 loss_giou_aux_dn: 1.003436 loss: 8.750422 eta: 15:38:50 batch_cost: 0.3098 data_cost: 0.0007 ips: 12.9098 images/s
[05/12 13:34:34] ppdet.engine INFO: Epoch: [46] [4400/7329] learning_rate: 0.000100 loss_class: 0.713630 loss_bbox: 0.157957 loss_giou: 0.428176 loss_class_aux: 2.213982 loss_bbox_aux: 0.516021 loss_giou_aux: 1.430376 loss_class_dn: 0.366898 loss_bbox_dn: 0.187516 loss_giou_dn: 0.428688 loss_class_aux_dn: 0.827796 loss_bbox_aux_dn: 0.474231 loss_giou_aux_dn: 0.996693 loss: 8.921469 eta: 15:37:50 batch_cost: 0.3063 data_cost: 0.0008 ips: 13.0577 images/s
[05/12 13:35:40] ppdet.engine INFO: Epoch: [46] [4600/7329] learning_rate: 0.000100 loss_class: 0.652510 loss_bbox: 0.163492 loss_giou: 0.388339 loss_class_aux: 2.090276 loss_bbox_aux: 0.553596 loss_giou_aux: 1.268786 loss_class_dn: 0.338655 loss_bbox_dn: 0.190134 loss_giou_dn: 0.392518 loss_class_aux_dn: 0.756031 loss_bbox_aux_dn: 0.472755 loss_giou_aux_dn: 0.938780 loss: 8.384184 eta: 15:36:49 batch_cost: 0.2967 data_cost: 0.0006 ips: 13.4832 images/s
[05/12 13:36:56] ppdet.engine INFO: Epoch: [46] [4800/7329] learning_rate: 0.000100 loss_class: 0.662402 loss_bbox: 0.155777 loss_giou: 0.397729 loss_class_aux: 2.156832 loss_bbox_aux: 0.534595 loss_giou_aux: 1.332042 loss_class_dn: 0.356439 loss_bbox_dn: 0.186325 loss_giou_dn: 0.397532 loss_class_aux_dn: 0.810280 loss_bbox_aux_dn: 0.448253 loss_giou_aux_dn: 0.955805 loss: 8.643166 eta: 15:35:53 batch_cost: 0.3432 data_cost: 0.0007 ips: 11.6539 images/s
[05/12 13:38:14] ppdet.engine INFO: Epoch: [46] [5000/7329] learning_rate: 0.000100 loss_class: 0.705588 loss_bbox: 0.170919 loss_giou: 0.492686 loss_class_aux: 2.290811 loss_bbox_aux: 0.566878 loss_giou_aux: 1.581813 loss_class_dn: 0.374093 loss_bbox_dn: 0.201127 loss_giou_dn: 0.475725 loss_class_aux_dn: 0.821491 loss_bbox_aux_dn: 0.503587 loss_giou_aux_dn: 1.104704 loss: 9.597074 eta: 15:34:58 batch_cost: 0.3563 data_cost: 0.0007 ips: 11.2270 images/s
[05/12 13:39:25] ppdet.engine INFO: Epoch: [46] [5200/7329] learning_rate: 0.000100 loss_class: 0.669962 loss_bbox: 0.151626 loss_giou: 0.370475 loss_class_aux: 2.108711 loss_bbox_aux: 0.536393 loss_giou_aux: 1.206042 loss_class_dn: 0.336117 loss_bbox_dn: 0.183406 loss_giou_dn: 0.364719 loss_class_aux_dn: 0.748184 loss_bbox_aux_dn: 0.482570 loss_giou_aux_dn: 0.867685 loss: 8.536633 eta: 15:33:59 batch_cost: 0.3167 data_cost: 0.0007 ips: 12.6290 images/s
[05/12 13:40:34] ppdet.engine INFO: Epoch: [46] [5400/7329] learning_rate: 0.000100 loss_class: 0.725613 loss_bbox: 0.152331 loss_giou: 0.467186 loss_class_aux: 2.305233 loss_bbox_aux: 0.557151 loss_giou_aux: 1.526293 loss_class_dn: 0.374681 loss_bbox_dn: 0.181393 loss_giou_dn: 0.473147 loss_class_aux_dn: 0.831047 loss_bbox_aux_dn: 0.480547 loss_giou_aux_dn: 1.075840 loss: 9.525024 eta: 15:33:00 batch_cost: 0.3108 data_cost: 0.0007 ips: 12.8710 images/s
[05/12 13:41:43] ppdet.engine INFO: Epoch: [46] [5600/7329] learning_rate: 0.000100 loss_class: 0.671955 loss_bbox: 0.153788 loss_giou: 0.391805 loss_class_aux: 2.167137 loss_bbox_aux: 0.504997 loss_giou_aux: 1.309872 loss_class_dn: 0.340877 loss_bbox_dn: 0.164742 loss_giou_dn: 0.406918 loss_class_aux_dn: 0.762334 loss_bbox_aux_dn: 0.427740 loss_giou_aux_dn: 0.953175 loss: 8.705004 eta: 15:31:59 batch_cost: 0.3060 data_cost: 0.0008 ips: 13.0714 images/s
[05/12 13:42:50] ppdet.engine INFO: Epoch: [46] [5800/7329] learning_rate: 0.000100 loss_class: 0.646117 loss_bbox: 0.146418 loss_giou: 0.386813 loss_class_aux: 2.075566 loss_bbox_aux: 0.528652 loss_giou_aux: 1.271134 loss_class_dn: 0.340991 loss_bbox_dn: 0.174456 loss_giou_dn: 0.396268 loss_class_aux_dn: 0.756512 loss_bbox_aux_dn: 0.438228 loss_giou_aux_dn: 0.941962 loss: 8.228132 eta: 15:30:58 batch_cost: 0.2962 data_cost: 0.0008 ips: 13.5065 images/s
[05/12 13:43:59] ppdet.engine INFO: Epoch: [46] [6000/7329] learning_rate: 0.000100 loss_class: 0.674202 loss_bbox: 0.149731 loss_giou: 0.368964 loss_class_aux: 2.092637 loss_bbox_aux: 0.516266 loss_giou_aux: 1.240600 loss_class_dn: 0.332592 loss_bbox_dn: 0.177416 loss_giou_dn: 0.409722 loss_class_aux_dn: 0.733574 loss_bbox_aux_dn: 0.453369 loss_giou_aux_dn: 0.959719 loss: 8.267025 eta: 15:29:59 batch_cost: 0.3109 data_cost: 0.0007 ips: 12.8651 images/s
[05/12 13:45:08] ppdet.engine INFO: Epoch: [46] [6200/7329] learning_rate: 0.000100 loss_class: 0.677230 loss_bbox: 0.169209 loss_giou: 0.411491 loss_class_aux: 2.237439 loss_bbox_aux: 0.586312 loss_giou_aux: 1.362766 loss_class_dn: 0.346422 loss_bbox_dn: 0.198498 loss_giou_dn: 0.397011 loss_class_aux_dn: 0.785948 loss_bbox_aux_dn: 0.504003 loss_giou_aux_dn: 0.931864 loss: 8.704223 eta: 15:28:59 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9910 images/s
[05/12 13:46:17] ppdet.engine INFO: Epoch: [46] [6400/7329] learning_rate: 0.000100 loss_class: 0.623198 loss_bbox: 0.154559 loss_giou: 0.369441 loss_class_aux: 2.002467 loss_bbox_aux: 0.548738 loss_giou_aux: 1.250796 loss_class_dn: 0.329593 loss_bbox_dn: 0.188684 loss_giou_dn: 0.374595 loss_class_aux_dn: 0.724691 loss_bbox_aux_dn: 0.477320 loss_giou_aux_dn: 0.860711 loss: 8.306103 eta: 15:27:59 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0966 images/s
[05/12 13:47:26] ppdet.engine INFO: Epoch: [46] [6600/7329] learning_rate: 0.000100 loss_class: 0.705212 loss_bbox: 0.151520 loss_giou: 0.437380 loss_class_aux: 2.225077 loss_bbox_aux: 0.519508 loss_giou_aux: 1.461276 loss_class_dn: 0.357686 loss_bbox_dn: 0.163620 loss_giou_dn: 0.420117 loss_class_aux_dn: 0.788355 loss_bbox_aux_dn: 0.405601 loss_giou_aux_dn: 0.987983 loss: 9.129696 eta: 15:26:59 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0088 images/s
[05/12 13:48:35] ppdet.engine INFO: Epoch: [46] [6800/7329] learning_rate: 0.000100 loss_class: 0.703017 loss_bbox: 0.171779 loss_giou: 0.460092 loss_class_aux: 2.218877 loss_bbox_aux: 0.575325 loss_giou_aux: 1.520901 loss_class_dn: 0.365428 loss_bbox_dn: 0.183740 loss_giou_dn: 0.447918 loss_class_aux_dn: 0.819732 loss_bbox_aux_dn: 0.455534 loss_giou_aux_dn: 1.041049 loss: 9.339531 eta: 15:25:59 batch_cost: 0.3107 data_cost: 0.0009 ips: 12.8750 images/s
[05/12 13:49:44] ppdet.engine INFO: Epoch: [46] [7000/7329] learning_rate: 0.000100 loss_class: 0.684962 loss_bbox: 0.161801 loss_giou: 0.422318 loss_class_aux: 2.183093 loss_bbox_aux: 0.532243 loss_giou_aux: 1.398000 loss_class_dn: 0.373860 loss_bbox_dn: 0.188189 loss_giou_dn: 0.432245 loss_class_aux_dn: 0.816144 loss_bbox_aux_dn: 0.498843 loss_giou_aux_dn: 1.017236 loss: 9.353682 eta: 15:24:59 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0313 images/s
[05/12 13:50:54] ppdet.engine INFO: Epoch: [46] [7200/7329] learning_rate: 0.000100 loss_class: 0.614372 loss_bbox: 0.140681 loss_giou: 0.378489 loss_class_aux: 2.008585 loss_bbox_aux: 0.520858 loss_giou_aux: 1.218961 loss_class_dn: 0.324674 loss_bbox_dn: 0.170335 loss_giou_dn: 0.377155 loss_class_aux_dn: 0.735129 loss_bbox_aux_dn: 0.446420 loss_giou_aux_dn: 0.887306 loss: 7.918984 eta: 15:24:00 batch_cost: 0.3120 data_cost: 0.0008 ips: 12.8223 images/s
[05/12 13:51:42] ppdet.engine INFO: Eval iter: 0
[05/12 13:51:49] ppdet.engine INFO: Eval iter: 100
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[05/12 13:52:25] ppdet.engine INFO: Eval iter: 700
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[05/12 13:52:44] ppdet.engine INFO: Eval iter: 1000
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[05/12 13:52:57] ppdet.engine INFO: Eval iter: 1200
[05/12 13:53:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.66s)
creating index...
index created!
[05/12 13:53:23] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.60s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=101.23s).
Accumulating evaluation results...
DONE (t=29.80s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.455
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.625
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.492
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.274
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.489
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.619
 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 ] = 0.608
 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 ] = 0.486
 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 ] = 0.869
[05/12 13:55:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.84023614633494
[05/12 13:55:51] ppdet.engine INFO: Best test bbox ap is 0.455.
[05/12 13:55:53] ppdet.engine INFO: Epoch: [47] [   0/7329] learning_rate: 0.000100 loss_class: 0.661909 loss_bbox: 0.161565 loss_giou: 0.435859 loss_class_aux: 2.142472 loss_bbox_aux: 0.545228 loss_giou_aux: 1.410002 loss_class_dn: 0.373131 loss_bbox_dn: 0.181057 loss_giou_dn: 0.448521 loss_class_aux_dn: 0.812029 loss_bbox_aux_dn: 0.459928 loss_giou_aux_dn: 1.008202 loss: 9.186667 eta: 15:23:22 batch_cost: 0.3149 data_cost: 0.0009 ips: 12.7043 images/s
[05/12 13:57:02] ppdet.engine INFO: Epoch: [47] [ 200/7329] learning_rate: 0.000100 loss_class: 0.699352 loss_bbox: 0.154501 loss_giou: 0.439244 loss_class_aux: 2.154646 loss_bbox_aux: 0.536811 loss_giou_aux: 1.415713 loss_class_dn: 0.373993 loss_bbox_dn: 0.177154 loss_giou_dn: 0.448144 loss_class_aux_dn: 0.822282 loss_bbox_aux_dn: 0.443396 loss_giou_aux_dn: 1.036660 loss: 9.046341 eta: 15:22:22 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0537 images/s
[05/12 13:58:12] ppdet.engine INFO: Epoch: [47] [ 400/7329] learning_rate: 0.000100 loss_class: 0.654813 loss_bbox: 0.144413 loss_giou: 0.400469 loss_class_aux: 2.149163 loss_bbox_aux: 0.498229 loss_giou_aux: 1.311219 loss_class_dn: 0.324435 loss_bbox_dn: 0.177978 loss_giou_dn: 0.382759 loss_class_aux_dn: 0.715519 loss_bbox_aux_dn: 0.464490 loss_giou_aux_dn: 0.891217 loss: 8.427412 eta: 15:21:22 batch_cost: 0.3091 data_cost: 0.0008 ips: 12.9415 images/s
[05/12 13:59:21] ppdet.engine INFO: Epoch: [47] [ 600/7329] learning_rate: 0.000100 loss_class: 0.746286 loss_bbox: 0.150970 loss_giou: 0.413628 loss_class_aux: 2.325256 loss_bbox_aux: 0.521432 loss_giou_aux: 1.427716 loss_class_dn: 0.371037 loss_bbox_dn: 0.172570 loss_giou_dn: 0.435394 loss_class_aux_dn: 0.838459 loss_bbox_aux_dn: 0.448901 loss_giou_aux_dn: 1.024776 loss: 9.103290 eta: 15:20:22 batch_cost: 0.3066 data_cost: 0.0008 ips: 13.0477 images/s
[05/12 14:00:30] ppdet.engine INFO: Epoch: [47] [ 800/7329] learning_rate: 0.000100 loss_class: 0.635743 loss_bbox: 0.145472 loss_giou: 0.357251 loss_class_aux: 2.030708 loss_bbox_aux: 0.475496 loss_giou_aux: 1.174410 loss_class_dn: 0.329462 loss_bbox_dn: 0.165619 loss_giou_dn: 0.366680 loss_class_aux_dn: 0.732308 loss_bbox_aux_dn: 0.418136 loss_giou_aux_dn: 0.883580 loss: 7.995198 eta: 15:19:22 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9642 images/s
[05/12 14:01:39] ppdet.engine INFO: Epoch: [47] [1000/7329] learning_rate: 0.000100 loss_class: 0.687196 loss_bbox: 0.148012 loss_giou: 0.454154 loss_class_aux: 2.113609 loss_bbox_aux: 0.516101 loss_giou_aux: 1.535344 loss_class_dn: 0.370123 loss_bbox_dn: 0.175532 loss_giou_dn: 0.464476 loss_class_aux_dn: 0.813848 loss_bbox_aux_dn: 0.453565 loss_giou_aux_dn: 1.052325 loss: 9.126204 eta: 15:18:22 batch_cost: 0.3094 data_cost: 0.0008 ips: 12.9302 images/s
[05/12 14:02:48] ppdet.engine INFO: Epoch: [47] [1200/7329] learning_rate: 0.000100 loss_class: 0.674128 loss_bbox: 0.139589 loss_giou: 0.445854 loss_class_aux: 2.152967 loss_bbox_aux: 0.504697 loss_giou_aux: 1.465389 loss_class_dn: 0.355380 loss_bbox_dn: 0.164138 loss_giou_dn: 0.452181 loss_class_aux_dn: 0.798431 loss_bbox_aux_dn: 0.434064 loss_giou_aux_dn: 1.072104 loss: 9.094053 eta: 15:17:23 batch_cost: 0.3078 data_cost: 0.0008 ips: 12.9958 images/s
[05/12 14:03:57] ppdet.engine INFO: Epoch: [47] [1400/7329] learning_rate: 0.000100 loss_class: 0.656516 loss_bbox: 0.160066 loss_giou: 0.377798 loss_class_aux: 2.145360 loss_bbox_aux: 0.522810 loss_giou_aux: 1.247165 loss_class_dn: 0.346979 loss_bbox_dn: 0.189803 loss_giou_dn: 0.374527 loss_class_aux_dn: 0.777601 loss_bbox_aux_dn: 0.470345 loss_giou_aux_dn: 0.915520 loss: 8.518543 eta: 15:16:23 batch_cost: 0.3071 data_cost: 0.0008 ips: 13.0236 images/s
[05/12 14:05:06] ppdet.engine INFO: Epoch: [47] [1600/7329] learning_rate: 0.000100 loss_class: 0.707750 loss_bbox: 0.157112 loss_giou: 0.448694 loss_class_aux: 2.248940 loss_bbox_aux: 0.545936 loss_giou_aux: 1.467538 loss_class_dn: 0.368735 loss_bbox_dn: 0.194410 loss_giou_dn: 0.449692 loss_class_aux_dn: 0.822936 loss_bbox_aux_dn: 0.494799 loss_giou_aux_dn: 1.054495 loss: 9.249228 eta: 15:15:23 batch_cost: 0.3074 data_cost: 0.0007 ips: 13.0110 images/s
[05/12 14:06:15] ppdet.engine INFO: Epoch: [47] [1800/7329] learning_rate: 0.000100 loss_class: 0.673894 loss_bbox: 0.145476 loss_giou: 0.401808 loss_class_aux: 2.141056 loss_bbox_aux: 0.517725 loss_giou_aux: 1.301400 loss_class_dn: 0.351501 loss_bbox_dn: 0.166485 loss_giou_dn: 0.401664 loss_class_aux_dn: 0.777059 loss_bbox_aux_dn: 0.416337 loss_giou_aux_dn: 0.957526 loss: 8.984159 eta: 15:14:22 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1439 images/s
[05/12 14:07:24] ppdet.engine INFO: Epoch: [47] [2000/7329] learning_rate: 0.000100 loss_class: 0.703577 loss_bbox: 0.144307 loss_giou: 0.440651 loss_class_aux: 2.254240 loss_bbox_aux: 0.512256 loss_giou_aux: 1.431549 loss_class_dn: 0.366494 loss_bbox_dn: 0.169468 loss_giou_dn: 0.435180 loss_class_aux_dn: 0.815930 loss_bbox_aux_dn: 0.446935 loss_giou_aux_dn: 1.011162 loss: 9.205764 eta: 15:13:22 batch_cost: 0.3049 data_cost: 0.0009 ips: 13.1181 images/s
[05/12 14:08:33] ppdet.engine INFO: Epoch: [47] [2200/7329] learning_rate: 0.000100 loss_class: 0.689561 loss_bbox: 0.157108 loss_giou: 0.467950 loss_class_aux: 2.249520 loss_bbox_aux: 0.550744 loss_giou_aux: 1.535122 loss_class_dn: 0.383661 loss_bbox_dn: 0.182087 loss_giou_dn: 0.465885 loss_class_aux_dn: 0.874264 loss_bbox_aux_dn: 0.454198 loss_giou_aux_dn: 1.114554 loss: 9.659458 eta: 15:12:22 batch_cost: 0.3080 data_cost: 0.0008 ips: 12.9851 images/s
[05/12 14:09:42] ppdet.engine INFO: Epoch: [47] [2400/7329] learning_rate: 0.000100 loss_class: 0.694864 loss_bbox: 0.156365 loss_giou: 0.445360 loss_class_aux: 2.277577 loss_bbox_aux: 0.510984 loss_giou_aux: 1.409792 loss_class_dn: 0.358630 loss_bbox_dn: 0.178809 loss_giou_dn: 0.424280 loss_class_aux_dn: 0.802255 loss_bbox_aux_dn: 0.469728 loss_giou_aux_dn: 0.965178 loss: 8.887493 eta: 15:11:23 batch_cost: 0.3112 data_cost: 0.0009 ips: 12.8545 images/s
[05/12 14:10:52] ppdet.engine INFO: Epoch: [47] [2600/7329] learning_rate: 0.000100 loss_class: 0.695939 loss_bbox: 0.157946 loss_giou: 0.395527 loss_class_aux: 2.230358 loss_bbox_aux: 0.554825 loss_giou_aux: 1.318725 loss_class_dn: 0.348555 loss_bbox_dn: 0.184726 loss_giou_dn: 0.408812 loss_class_aux_dn: 0.784391 loss_bbox_aux_dn: 0.478540 loss_giou_aux_dn: 0.966242 loss: 8.753097 eta: 15:10:23 batch_cost: 0.3092 data_cost: 0.0007 ips: 12.9355 images/s
[05/12 14:12:01] ppdet.engine INFO: Epoch: [47] [2800/7329] learning_rate: 0.000100 loss_class: 0.665909 loss_bbox: 0.156405 loss_giou: 0.406955 loss_class_aux: 2.179177 loss_bbox_aux: 0.528406 loss_giou_aux: 1.354668 loss_class_dn: 0.352113 loss_bbox_dn: 0.181754 loss_giou_dn: 0.418670 loss_class_aux_dn: 0.776546 loss_bbox_aux_dn: 0.443837 loss_giou_aux_dn: 0.950005 loss: 8.420336 eta: 15:09:23 batch_cost: 0.3094 data_cost: 0.0007 ips: 12.9287 images/s
[05/12 14:13:11] ppdet.engine INFO: Epoch: [47] [3000/7329] learning_rate: 0.000100 loss_class: 0.648793 loss_bbox: 0.159565 loss_giou: 0.420975 loss_class_aux: 2.068766 loss_bbox_aux: 0.557490 loss_giou_aux: 1.406413 loss_class_dn: 0.335407 loss_bbox_dn: 0.189873 loss_giou_dn: 0.425151 loss_class_aux_dn: 0.772322 loss_bbox_aux_dn: 0.497504 loss_giou_aux_dn: 0.999527 loss: 8.304696 eta: 15:08:23 batch_cost: 0.3106 data_cost: 0.0007 ips: 12.8791 images/s
[05/12 14:14:20] ppdet.engine INFO: Epoch: [47] [3200/7329] learning_rate: 0.000100 loss_class: 0.692053 loss_bbox: 0.165818 loss_giou: 0.439317 loss_class_aux: 2.237660 loss_bbox_aux: 0.557096 loss_giou_aux: 1.401768 loss_class_dn: 0.363967 loss_bbox_dn: 0.177995 loss_giou_dn: 0.428777 loss_class_aux_dn: 0.787412 loss_bbox_aux_dn: 0.470386 loss_giou_aux_dn: 1.024226 loss: 8.798727 eta: 15:07:24 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9684 images/s
[05/12 14:15:30] ppdet.engine INFO: Epoch: [47] [3400/7329] learning_rate: 0.000100 loss_class: 0.669371 loss_bbox: 0.147149 loss_giou: 0.399435 loss_class_aux: 2.115245 loss_bbox_aux: 0.535836 loss_giou_aux: 1.261882 loss_class_dn: 0.354722 loss_bbox_dn: 0.190245 loss_giou_dn: 0.386033 loss_class_aux_dn: 0.782871 loss_bbox_aux_dn: 0.476526 loss_giou_aux_dn: 0.912778 loss: 8.606552 eta: 15:06:24 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9191 images/s
[05/12 14:16:39] ppdet.engine INFO: Epoch: [47] [3600/7329] learning_rate: 0.000100 loss_class: 0.693277 loss_bbox: 0.162291 loss_giou: 0.442831 loss_class_aux: 2.282191 loss_bbox_aux: 0.554316 loss_giou_aux: 1.473293 loss_class_dn: 0.369991 loss_bbox_dn: 0.197506 loss_giou_dn: 0.429580 loss_class_aux_dn: 0.821036 loss_bbox_aux_dn: 0.506200 loss_giou_aux_dn: 1.019677 loss: 8.913399 eta: 15:05:24 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0435 images/s
[05/12 14:17:48] ppdet.engine INFO: Epoch: [47] [3800/7329] learning_rate: 0.000100 loss_class: 0.678556 loss_bbox: 0.146438 loss_giou: 0.400710 loss_class_aux: 2.146116 loss_bbox_aux: 0.503600 loss_giou_aux: 1.299394 loss_class_dn: 0.344494 loss_bbox_dn: 0.182384 loss_giou_dn: 0.407401 loss_class_aux_dn: 0.773754 loss_bbox_aux_dn: 0.485544 loss_giou_aux_dn: 0.959623 loss: 8.606530 eta: 15:04:24 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0593 images/s
[05/12 14:18:56] ppdet.engine INFO: Epoch: [47] [4000/7329] learning_rate: 0.000100 loss_class: 0.698322 loss_bbox: 0.152116 loss_giou: 0.432555 loss_class_aux: 2.243058 loss_bbox_aux: 0.546367 loss_giou_aux: 1.379779 loss_class_dn: 0.338313 loss_bbox_dn: 0.178114 loss_giou_dn: 0.404901 loss_class_aux_dn: 0.782034 loss_bbox_aux_dn: 0.464697 loss_giou_aux_dn: 0.938146 loss: 8.858769 eta: 15:03:24 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0438 images/s
[05/12 14:20:06] ppdet.engine INFO: Epoch: [47] [4200/7329] learning_rate: 0.000100 loss_class: 0.722107 loss_bbox: 0.147832 loss_giou: 0.380540 loss_class_aux: 2.293478 loss_bbox_aux: 0.529418 loss_giou_aux: 1.292051 loss_class_dn: 0.359280 loss_bbox_dn: 0.186183 loss_giou_dn: 0.412137 loss_class_aux_dn: 0.802711 loss_bbox_aux_dn: 0.485911 loss_giou_aux_dn: 0.992951 loss: 8.758236 eta: 15:02:24 batch_cost: 0.3098 data_cost: 0.0009 ips: 12.9125 images/s
[05/12 14:21:15] ppdet.engine INFO: Epoch: [47] [4400/7329] learning_rate: 0.000100 loss_class: 0.648384 loss_bbox: 0.149188 loss_giou: 0.430261 loss_class_aux: 2.088070 loss_bbox_aux: 0.516921 loss_giou_aux: 1.435429 loss_class_dn: 0.346898 loss_bbox_dn: 0.179765 loss_giou_dn: 0.391633 loss_class_aux_dn: 0.774339 loss_bbox_aux_dn: 0.455451 loss_giou_aux_dn: 0.949240 loss: 8.546198 eta: 15:01:24 batch_cost: 0.3065 data_cost: 0.0008 ips: 13.0519 images/s
[05/12 14:22:24] ppdet.engine INFO: Epoch: [47] [4600/7329] learning_rate: 0.000100 loss_class: 0.690498 loss_bbox: 0.145683 loss_giou: 0.388635 loss_class_aux: 2.213993 loss_bbox_aux: 0.498320 loss_giou_aux: 1.288338 loss_class_dn: 0.339763 loss_bbox_dn: 0.177853 loss_giou_dn: 0.391006 loss_class_aux_dn: 0.758794 loss_bbox_aux_dn: 0.456297 loss_giou_aux_dn: 0.916742 loss: 8.657528 eta: 15:00:24 batch_cost: 0.3080 data_cost: 0.0007 ips: 12.9879 images/s
[05/12 14:23:33] ppdet.engine INFO: Epoch: [47] [4800/7329] learning_rate: 0.000100 loss_class: 0.637487 loss_bbox: 0.163158 loss_giou: 0.451429 loss_class_aux: 2.081700 loss_bbox_aux: 0.555418 loss_giou_aux: 1.466901 loss_class_dn: 0.337864 loss_bbox_dn: 0.192092 loss_giou_dn: 0.435254 loss_class_aux_dn: 0.762539 loss_bbox_aux_dn: 0.492909 loss_giou_aux_dn: 0.991944 loss: 8.983046 eta: 14:59:24 batch_cost: 0.3068 data_cost: 0.0007 ips: 13.0377 images/s
[05/12 14:24:41] ppdet.engine INFO: Epoch: [47] [5000/7329] learning_rate: 0.000100 loss_class: 0.696667 loss_bbox: 0.151490 loss_giou: 0.372648 loss_class_aux: 2.204100 loss_bbox_aux: 0.528766 loss_giou_aux: 1.192694 loss_class_dn: 0.336603 loss_bbox_dn: 0.175112 loss_giou_dn: 0.401268 loss_class_aux_dn: 0.755067 loss_bbox_aux_dn: 0.434666 loss_giou_aux_dn: 0.940483 loss: 8.190376 eta: 14:58:24 batch_cost: 0.3053 data_cost: 0.0008 ips: 13.1000 images/s
[05/12 14:25:50] ppdet.engine INFO: Epoch: [47] [5200/7329] learning_rate: 0.000100 loss_class: 0.659002 loss_bbox: 0.159282 loss_giou: 0.457441 loss_class_aux: 2.089228 loss_bbox_aux: 0.550937 loss_giou_aux: 1.461421 loss_class_dn: 0.358343 loss_bbox_dn: 0.172910 loss_giou_dn: 0.433504 loss_class_aux_dn: 0.800163 loss_bbox_aux_dn: 0.456661 loss_giou_aux_dn: 1.016672 loss: 9.195672 eta: 14:57:23 batch_cost: 0.3053 data_cost: 0.0009 ips: 13.1019 images/s
[05/12 14:26:59] ppdet.engine INFO: Epoch: [47] [5400/7329] learning_rate: 0.000100 loss_class: 0.665206 loss_bbox: 0.153320 loss_giou: 0.401580 loss_class_aux: 2.152951 loss_bbox_aux: 0.511831 loss_giou_aux: 1.331654 loss_class_dn: 0.343967 loss_bbox_dn: 0.170064 loss_giou_dn: 0.410906 loss_class_aux_dn: 0.797603 loss_bbox_aux_dn: 0.434444 loss_giou_aux_dn: 1.004292 loss: 8.577430 eta: 14:56:24 batch_cost: 0.3092 data_cost: 0.0007 ips: 12.9360 images/s
[05/12 14:28:08] ppdet.engine INFO: Epoch: [47] [5600/7329] learning_rate: 0.000100 loss_class: 0.675234 loss_bbox: 0.162117 loss_giou: 0.431687 loss_class_aux: 2.137002 loss_bbox_aux: 0.507777 loss_giou_aux: 1.385897 loss_class_dn: 0.351718 loss_bbox_dn: 0.180805 loss_giou_dn: 0.424271 loss_class_aux_dn: 0.772940 loss_bbox_aux_dn: 0.449068 loss_giou_aux_dn: 0.988541 loss: 8.869329 eta: 14:55:23 batch_cost: 0.3042 data_cost: 0.0008 ips: 13.1488 images/s
[05/12 14:29:17] ppdet.engine INFO: Epoch: [47] [5800/7329] learning_rate: 0.000100 loss_class: 0.690634 loss_bbox: 0.164182 loss_giou: 0.383889 loss_class_aux: 2.209771 loss_bbox_aux: 0.578874 loss_giou_aux: 1.272399 loss_class_dn: 0.344865 loss_bbox_dn: 0.190472 loss_giou_dn: 0.399196 loss_class_aux_dn: 0.781346 loss_bbox_aux_dn: 0.504041 loss_giou_aux_dn: 0.954983 loss: 8.757029 eta: 14:54:23 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0543 images/s
[05/12 14:30:26] ppdet.engine INFO: Epoch: [47] [6000/7329] learning_rate: 0.000100 loss_class: 0.639951 loss_bbox: 0.162668 loss_giou: 0.440772 loss_class_aux: 2.142496 loss_bbox_aux: 0.551224 loss_giou_aux: 1.443630 loss_class_dn: 0.362617 loss_bbox_dn: 0.180118 loss_giou_dn: 0.416451 loss_class_aux_dn: 0.790280 loss_bbox_aux_dn: 0.467903 loss_giou_aux_dn: 0.982553 loss: 8.889364 eta: 14:53:23 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9673 images/s
[05/12 14:31:34] ppdet.engine INFO: Epoch: [47] [6200/7329] learning_rate: 0.000100 loss_class: 0.659708 loss_bbox: 0.147493 loss_giou: 0.420850 loss_class_aux: 2.126114 loss_bbox_aux: 0.518547 loss_giou_aux: 1.417834 loss_class_dn: 0.361786 loss_bbox_dn: 0.166118 loss_giou_dn: 0.439542 loss_class_aux_dn: 0.802914 loss_bbox_aux_dn: 0.423319 loss_giou_aux_dn: 1.040054 loss: 8.921138 eta: 14:52:23 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1626 images/s
[05/12 14:32:43] ppdet.engine INFO: Epoch: [47] [6400/7329] learning_rate: 0.000100 loss_class: 0.674045 loss_bbox: 0.164034 loss_giou: 0.429128 loss_class_aux: 2.183408 loss_bbox_aux: 0.555546 loss_giou_aux: 1.397601 loss_class_dn: 0.361148 loss_bbox_dn: 0.180771 loss_giou_dn: 0.425560 loss_class_aux_dn: 0.802902 loss_bbox_aux_dn: 0.470010 loss_giou_aux_dn: 1.048617 loss: 8.835951 eta: 14:51:23 batch_cost: 0.3092 data_cost: 0.0007 ips: 12.9349 images/s
[05/12 14:33:49] ppdet.engine INFO: Epoch: [47] [6600/7329] learning_rate: 0.000100 loss_class: 0.665799 loss_bbox: 0.156525 loss_giou: 0.465766 loss_class_aux: 2.160483 loss_bbox_aux: 0.557483 loss_giou_aux: 1.520011 loss_class_dn: 0.346923 loss_bbox_dn: 0.184153 loss_giou_dn: 0.458193 loss_class_aux_dn: 0.767992 loss_bbox_aux_dn: 0.471966 loss_giou_aux_dn: 1.059139 loss: 9.066462 eta: 14:50:22 batch_cost: 0.2965 data_cost: 0.0006 ips: 13.4914 images/s
[05/12 14:34:55] ppdet.engine INFO: Epoch: [47] [6800/7329] learning_rate: 0.000100 loss_class: 0.630100 loss_bbox: 0.159427 loss_giou: 0.366561 loss_class_aux: 2.077231 loss_bbox_aux: 0.535923 loss_giou_aux: 1.228925 loss_class_dn: 0.340761 loss_bbox_dn: 0.184670 loss_giou_dn: 0.366965 loss_class_aux_dn: 0.759456 loss_bbox_aux_dn: 0.470110 loss_giou_aux_dn: 0.888885 loss: 8.209381 eta: 14:49:21 batch_cost: 0.2939 data_cost: 0.0007 ips: 13.6080 images/s
[05/12 14:36:00] ppdet.engine INFO: Epoch: [47] [7000/7329] learning_rate: 0.000100 loss_class: 0.684876 loss_bbox: 0.151120 loss_giou: 0.423992 loss_class_aux: 2.184204 loss_bbox_aux: 0.547234 loss_giou_aux: 1.427446 loss_class_dn: 0.367336 loss_bbox_dn: 0.179591 loss_giou_dn: 0.443402 loss_class_aux_dn: 0.812131 loss_bbox_aux_dn: 0.459178 loss_giou_aux_dn: 1.054492 loss: 9.053009 eta: 14:48:19 batch_cost: 0.2930 data_cost: 0.0006 ips: 13.6522 images/s
[05/12 14:37:08] ppdet.engine INFO: Epoch: [47] [7200/7329] learning_rate: 0.000100 loss_class: 0.648497 loss_bbox: 0.152414 loss_giou: 0.374944 loss_class_aux: 2.134044 loss_bbox_aux: 0.497253 loss_giou_aux: 1.237154 loss_class_dn: 0.347450 loss_bbox_dn: 0.172855 loss_giou_dn: 0.371994 loss_class_aux_dn: 0.758393 loss_bbox_aux_dn: 0.441211 loss_giou_aux_dn: 0.882253 loss: 8.306026 eta: 14:47:19 batch_cost: 0.2996 data_cost: 0.0008 ips: 13.3525 images/s
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[05/12 14:38:53] ppdet.engine INFO: Eval iter: 1000
[05/12 14:38:59] ppdet.engine INFO: Eval iter: 1100
[05/12 14:39:05] ppdet.engine INFO: Eval iter: 1200
[05/12 14:39:30] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.56s)
creating index...
index created!
[05/12 14:39:32] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.12s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=107.26s).
Accumulating evaluation results...
DONE (t=24.47s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.456
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.626
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.492
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.275
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.489
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.619
 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 ] = 0.681
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.485
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.730
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.862
[05/12 14:42:00] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.61451713542189
[05/12 14:42:00] ppdet.engine INFO: Best test bbox ap is 0.456.
[05/12 14:42:03] ppdet.engine INFO: Epoch: [48] [   0/7329] learning_rate: 0.000100 loss_class: 0.650346 loss_bbox: 0.142407 loss_giou: 0.433406 loss_class_aux: 2.132452 loss_bbox_aux: 0.490486 loss_giou_aux: 1.446325 loss_class_dn: 0.371020 loss_bbox_dn: 0.151840 loss_giou_dn: 0.441689 loss_class_aux_dn: 0.816305 loss_bbox_aux_dn: 0.402359 loss_giou_aux_dn: 1.016949 loss: 9.290073 eta: 14:46:40 batch_cost: 0.3047 data_cost: 0.0008 ips: 13.1276 images/s
[05/12 14:43:13] ppdet.engine INFO: Epoch: [48] [ 200/7329] learning_rate: 0.000100 loss_class: 0.642468 loss_bbox: 0.139230 loss_giou: 0.395137 loss_class_aux: 2.086297 loss_bbox_aux: 0.478444 loss_giou_aux: 1.315593 loss_class_dn: 0.349009 loss_bbox_dn: 0.164608 loss_giou_dn: 0.415224 loss_class_aux_dn: 0.773004 loss_bbox_aux_dn: 0.420123 loss_giou_aux_dn: 0.996590 loss: 8.380899 eta: 14:45:40 batch_cost: 0.3124 data_cost: 0.0007 ips: 12.8029 images/s
[05/12 14:44:21] ppdet.engine INFO: Epoch: [48] [ 400/7329] learning_rate: 0.000100 loss_class: 0.678165 loss_bbox: 0.153879 loss_giou: 0.416570 loss_class_aux: 2.185221 loss_bbox_aux: 0.516104 loss_giou_aux: 1.358560 loss_class_dn: 0.360219 loss_bbox_dn: 0.186196 loss_giou_dn: 0.411199 loss_class_aux_dn: 0.807310 loss_bbox_aux_dn: 0.469299 loss_giou_aux_dn: 0.986035 loss: 9.007288 eta: 14:44:40 batch_cost: 0.3058 data_cost: 0.0008 ips: 13.0810 images/s
[05/12 14:45:31] ppdet.engine INFO: Epoch: [48] [ 600/7329] learning_rate: 0.000100 loss_class: 0.613402 loss_bbox: 0.145485 loss_giou: 0.406538 loss_class_aux: 1.995281 loss_bbox_aux: 0.508540 loss_giou_aux: 1.356735 loss_class_dn: 0.329232 loss_bbox_dn: 0.164833 loss_giou_dn: 0.386456 loss_class_aux_dn: 0.756054 loss_bbox_aux_dn: 0.407261 loss_giou_aux_dn: 0.893710 loss: 8.264643 eta: 14:43:40 batch_cost: 0.3098 data_cost: 0.0007 ips: 12.9109 images/s
[05/12 14:46:39] ppdet.engine INFO: Epoch: [48] [ 800/7329] learning_rate: 0.000100 loss_class: 0.704320 loss_bbox: 0.162115 loss_giou: 0.440010 loss_class_aux: 2.156822 loss_bbox_aux: 0.537816 loss_giou_aux: 1.441094 loss_class_dn: 0.363497 loss_bbox_dn: 0.177727 loss_giou_dn: 0.413891 loss_class_aux_dn: 0.824370 loss_bbox_aux_dn: 0.439168 loss_giou_aux_dn: 0.991216 loss: 8.845764 eta: 14:42:40 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0729 images/s
[05/12 14:47:48] ppdet.engine INFO: Epoch: [48] [1000/7329] learning_rate: 0.000100 loss_class: 0.672277 loss_bbox: 0.147518 loss_giou: 0.389190 loss_class_aux: 2.119875 loss_bbox_aux: 0.500515 loss_giou_aux: 1.255303 loss_class_dn: 0.350176 loss_bbox_dn: 0.164974 loss_giou_dn: 0.389319 loss_class_aux_dn: 0.776356 loss_bbox_aux_dn: 0.413673 loss_giou_aux_dn: 0.937707 loss: 8.434263 eta: 14:41:40 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1242 images/s
[05/12 14:48:55] ppdet.engine INFO: Epoch: [48] [1200/7329] learning_rate: 0.000100 loss_class: 0.709767 loss_bbox: 0.160807 loss_giou: 0.448804 loss_class_aux: 2.275766 loss_bbox_aux: 0.563518 loss_giou_aux: 1.483858 loss_class_dn: 0.376148 loss_bbox_dn: 0.195314 loss_giou_dn: 0.434213 loss_class_aux_dn: 0.834771 loss_bbox_aux_dn: 0.485138 loss_giou_aux_dn: 1.010708 loss: 9.283544 eta: 14:40:39 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2652 images/s
[05/12 14:50:04] ppdet.engine INFO: Epoch: [48] [1400/7329] learning_rate: 0.000100 loss_class: 0.658320 loss_bbox: 0.147844 loss_giou: 0.424601 loss_class_aux: 2.128362 loss_bbox_aux: 0.508299 loss_giou_aux: 1.389025 loss_class_dn: 0.345949 loss_bbox_dn: 0.169460 loss_giou_dn: 0.414871 loss_class_aux_dn: 0.768714 loss_bbox_aux_dn: 0.438687 loss_giou_aux_dn: 0.985083 loss: 8.840914 eta: 14:39:39 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1071 images/s
[05/12 14:51:13] ppdet.engine INFO: Epoch: [48] [1600/7329] learning_rate: 0.000100 loss_class: 0.687057 loss_bbox: 0.138280 loss_giou: 0.412118 loss_class_aux: 2.284454 loss_bbox_aux: 0.490538 loss_giou_aux: 1.351145 loss_class_dn: 0.358328 loss_bbox_dn: 0.166511 loss_giou_dn: 0.414271 loss_class_aux_dn: 0.819238 loss_bbox_aux_dn: 0.442772 loss_giou_aux_dn: 0.998597 loss: 8.826975 eta: 14:38:39 batch_cost: 0.3077 data_cost: 0.0007 ips: 12.9985 images/s
[05/12 14:52:22] ppdet.engine INFO: Epoch: [48] [1800/7329] learning_rate: 0.000100 loss_class: 0.701017 loss_bbox: 0.161402 loss_giou: 0.454370 loss_class_aux: 2.269335 loss_bbox_aux: 0.557882 loss_giou_aux: 1.465579 loss_class_dn: 0.370326 loss_bbox_dn: 0.191207 loss_giou_dn: 0.440679 loss_class_aux_dn: 0.822675 loss_bbox_aux_dn: 0.476992 loss_giou_aux_dn: 1.029875 loss: 8.978770 eta: 14:37:39 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1073 images/s
[05/12 14:53:29] ppdet.engine INFO: Epoch: [48] [2000/7329] learning_rate: 0.000100 loss_class: 0.704152 loss_bbox: 0.148233 loss_giou: 0.421904 loss_class_aux: 2.215844 loss_bbox_aux: 0.510852 loss_giou_aux: 1.408196 loss_class_dn: 0.374720 loss_bbox_dn: 0.185138 loss_giou_dn: 0.429391 loss_class_aux_dn: 0.840068 loss_bbox_aux_dn: 0.470380 loss_giou_aux_dn: 1.036254 loss: 9.226789 eta: 14:36:38 batch_cost: 0.3034 data_cost: 0.0008 ips: 13.1835 images/s
[05/12 14:54:38] ppdet.engine INFO: Epoch: [48] [2200/7329] learning_rate: 0.000100 loss_class: 0.683062 loss_bbox: 0.152147 loss_giou: 0.386854 loss_class_aux: 2.164627 loss_bbox_aux: 0.555898 loss_giou_aux: 1.267641 loss_class_dn: 0.339889 loss_bbox_dn: 0.197615 loss_giou_dn: 0.414011 loss_class_aux_dn: 0.766284 loss_bbox_aux_dn: 0.509978 loss_giou_aux_dn: 0.934126 loss: 8.692722 eta: 14:35:38 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0569 images/s
[05/12 14:55:46] ppdet.engine INFO: Epoch: [48] [2400/7329] learning_rate: 0.000100 loss_class: 0.665464 loss_bbox: 0.168224 loss_giou: 0.454156 loss_class_aux: 2.122244 loss_bbox_aux: 0.570215 loss_giou_aux: 1.526630 loss_class_dn: 0.369005 loss_bbox_dn: 0.197173 loss_giou_dn: 0.445789 loss_class_aux_dn: 0.816793 loss_bbox_aux_dn: 0.505154 loss_giou_aux_dn: 1.041436 loss: 9.254520 eta: 14:34:38 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1890 images/s
[05/12 14:56:54] ppdet.engine INFO: Epoch: [48] [2600/7329] learning_rate: 0.000100 loss_class: 0.741260 loss_bbox: 0.159669 loss_giou: 0.491081 loss_class_aux: 2.353200 loss_bbox_aux: 0.599554 loss_giou_aux: 1.573500 loss_class_dn: 0.372719 loss_bbox_dn: 0.196133 loss_giou_dn: 0.481981 loss_class_aux_dn: 0.867578 loss_bbox_aux_dn: 0.482525 loss_giou_aux_dn: 1.120378 loss: 9.789513 eta: 14:33:37 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1857 images/s
[05/12 14:58:02] ppdet.engine INFO: Epoch: [48] [2800/7329] learning_rate: 0.000100 loss_class: 0.657954 loss_bbox: 0.148056 loss_giou: 0.436189 loss_class_aux: 2.104999 loss_bbox_aux: 0.513993 loss_giou_aux: 1.403322 loss_class_dn: 0.353737 loss_bbox_dn: 0.168576 loss_giou_dn: 0.426964 loss_class_aux_dn: 0.792350 loss_bbox_aux_dn: 0.441595 loss_giou_aux_dn: 0.985764 loss: 8.753342 eta: 14:32:37 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1217 images/s
[05/12 14:59:10] ppdet.engine INFO: Epoch: [48] [3000/7329] learning_rate: 0.000100 loss_class: 0.756424 loss_bbox: 0.154065 loss_giou: 0.466497 loss_class_aux: 2.387578 loss_bbox_aux: 0.537413 loss_giou_aux: 1.497860 loss_class_dn: 0.384759 loss_bbox_dn: 0.183082 loss_giou_dn: 0.480402 loss_class_aux_dn: 0.859656 loss_bbox_aux_dn: 0.469645 loss_giou_aux_dn: 1.120822 loss: 9.771135 eta: 14:31:37 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2338 images/s
[05/12 15:00:18] ppdet.engine INFO: Epoch: [48] [3200/7329] learning_rate: 0.000100 loss_class: 0.655743 loss_bbox: 0.140809 loss_giou: 0.437264 loss_class_aux: 2.129049 loss_bbox_aux: 0.503054 loss_giou_aux: 1.427047 loss_class_dn: 0.360073 loss_bbox_dn: 0.164735 loss_giou_dn: 0.429936 loss_class_aux_dn: 0.792934 loss_bbox_aux_dn: 0.430280 loss_giou_aux_dn: 1.018502 loss: 8.807730 eta: 14:30:36 batch_cost: 0.3031 data_cost: 0.0010 ips: 13.1954 images/s
[05/12 15:01:26] ppdet.engine INFO: Epoch: [48] [3400/7329] learning_rate: 0.000100 loss_class: 0.663936 loss_bbox: 0.138230 loss_giou: 0.364694 loss_class_aux: 2.110306 loss_bbox_aux: 0.489947 loss_giou_aux: 1.209387 loss_class_dn: 0.339012 loss_bbox_dn: 0.171127 loss_giou_dn: 0.387507 loss_class_aux_dn: 0.765993 loss_bbox_aux_dn: 0.446958 loss_giou_aux_dn: 0.909050 loss: 8.442030 eta: 14:29:36 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2044 images/s
[05/12 15:02:34] ppdet.engine INFO: Epoch: [48] [3600/7329] learning_rate: 0.000100 loss_class: 0.696045 loss_bbox: 0.164248 loss_giou: 0.461043 loss_class_aux: 2.181849 loss_bbox_aux: 0.565261 loss_giou_aux: 1.487968 loss_class_dn: 0.367959 loss_bbox_dn: 0.186994 loss_giou_dn: 0.478860 loss_class_aux_dn: 0.838877 loss_bbox_aux_dn: 0.499328 loss_giou_aux_dn: 1.101943 loss: 9.316133 eta: 14:28:35 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2156 images/s
[05/12 15:03:41] ppdet.engine INFO: Epoch: [48] [3800/7329] learning_rate: 0.000100 loss_class: 0.663185 loss_bbox: 0.139547 loss_giou: 0.361658 loss_class_aux: 2.084395 loss_bbox_aux: 0.498232 loss_giou_aux: 1.220929 loss_class_dn: 0.336603 loss_bbox_dn: 0.168800 loss_giou_dn: 0.392269 loss_class_aux_dn: 0.738699 loss_bbox_aux_dn: 0.436774 loss_giou_aux_dn: 0.943531 loss: 8.484417 eta: 14:27:35 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3142 images/s
[05/12 15:04:48] ppdet.engine INFO: Epoch: [48] [4000/7329] learning_rate: 0.000100 loss_class: 0.644642 loss_bbox: 0.144581 loss_giou: 0.388517 loss_class_aux: 2.087858 loss_bbox_aux: 0.481061 loss_giou_aux: 1.268400 loss_class_dn: 0.350254 loss_bbox_dn: 0.169986 loss_giou_dn: 0.389642 loss_class_aux_dn: 0.777167 loss_bbox_aux_dn: 0.439362 loss_giou_aux_dn: 0.899242 loss: 8.598467 eta: 14:26:34 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3102 images/s
[05/12 15:05:56] ppdet.engine INFO: Epoch: [48] [4200/7329] learning_rate: 0.000100 loss_class: 0.725028 loss_bbox: 0.153914 loss_giou: 0.460137 loss_class_aux: 2.390457 loss_bbox_aux: 0.552494 loss_giou_aux: 1.552339 loss_class_dn: 0.383320 loss_bbox_dn: 0.187077 loss_giou_dn: 0.481696 loss_class_aux_dn: 0.856369 loss_bbox_aux_dn: 0.483992 loss_giou_aux_dn: 1.124610 loss: 9.813726 eta: 14:25:33 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3347 images/s
[05/12 15:07:03] ppdet.engine INFO: Epoch: [48] [4400/7329] learning_rate: 0.000100 loss_class: 0.703352 loss_bbox: 0.155073 loss_giou: 0.425198 loss_class_aux: 2.274159 loss_bbox_aux: 0.530576 loss_giou_aux: 1.422226 loss_class_dn: 0.365849 loss_bbox_dn: 0.178963 loss_giou_dn: 0.440515 loss_class_aux_dn: 0.829879 loss_bbox_aux_dn: 0.464083 loss_giou_aux_dn: 1.079614 loss: 9.402342 eta: 14:24:32 batch_cost: 0.2992 data_cost: 0.0007 ips: 13.3688 images/s
[05/12 15:08:09] ppdet.engine INFO: Epoch: [48] [4600/7329] learning_rate: 0.000100 loss_class: 0.653072 loss_bbox: 0.150075 loss_giou: 0.396964 loss_class_aux: 2.094158 loss_bbox_aux: 0.518996 loss_giou_aux: 1.280192 loss_class_dn: 0.347026 loss_bbox_dn: 0.174784 loss_giou_dn: 0.411383 loss_class_aux_dn: 0.762704 loss_bbox_aux_dn: 0.452987 loss_giou_aux_dn: 0.984051 loss: 8.386533 eta: 14:23:31 batch_cost: 0.2986 data_cost: 0.0007 ips: 13.3978 images/s
[05/12 15:09:16] ppdet.engine INFO: Epoch: [48] [4800/7329] learning_rate: 0.000100 loss_class: 0.634533 loss_bbox: 0.136503 loss_giou: 0.377127 loss_class_aux: 2.019044 loss_bbox_aux: 0.471477 loss_giou_aux: 1.276182 loss_class_dn: 0.346374 loss_bbox_dn: 0.153383 loss_giou_dn: 0.393264 loss_class_aux_dn: 0.780023 loss_bbox_aux_dn: 0.395028 loss_giou_aux_dn: 0.953883 loss: 8.422031 eta: 14:22:31 batch_cost: 0.2983 data_cost: 0.0007 ips: 13.4097 images/s
[05/12 15:10:25] ppdet.engine INFO: Epoch: [48] [5000/7329] learning_rate: 0.000100 loss_class: 0.722645 loss_bbox: 0.158831 loss_giou: 0.413440 loss_class_aux: 2.214420 loss_bbox_aux: 0.547243 loss_giou_aux: 1.405848 loss_class_dn: 0.352682 loss_bbox_dn: 0.179619 loss_giou_dn: 0.422990 loss_class_aux_dn: 0.786733 loss_bbox_aux_dn: 0.461804 loss_giou_aux_dn: 0.983197 loss: 8.751222 eta: 14:21:31 batch_cost: 0.3091 data_cost: 0.0007 ips: 12.9406 images/s
[05/12 15:11:33] ppdet.engine INFO: Epoch: [48] [5200/7329] learning_rate: 0.000100 loss_class: 0.636791 loss_bbox: 0.151407 loss_giou: 0.393429 loss_class_aux: 2.037180 loss_bbox_aux: 0.523871 loss_giou_aux: 1.313124 loss_class_dn: 0.335380 loss_bbox_dn: 0.160602 loss_giou_dn: 0.414546 loss_class_aux_dn: 0.766444 loss_bbox_aux_dn: 0.411225 loss_giou_aux_dn: 0.957013 loss: 8.537845 eta: 14:20:30 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1228 images/s
[05/12 15:12:41] ppdet.engine INFO: Epoch: [48] [5400/7329] learning_rate: 0.000100 loss_class: 0.701647 loss_bbox: 0.160866 loss_giou: 0.420581 loss_class_aux: 2.283093 loss_bbox_aux: 0.554002 loss_giou_aux: 1.384023 loss_class_dn: 0.361077 loss_bbox_dn: 0.194251 loss_giou_dn: 0.425997 loss_class_aux_dn: 0.814360 loss_bbox_aux_dn: 0.508957 loss_giou_aux_dn: 1.020725 loss: 9.055404 eta: 14:19:30 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0485 images/s
[05/12 15:13:49] ppdet.engine INFO: Epoch: [48] [5600/7329] learning_rate: 0.000100 loss_class: 0.701735 loss_bbox: 0.169859 loss_giou: 0.442871 loss_class_aux: 2.240496 loss_bbox_aux: 0.566803 loss_giou_aux: 1.482975 loss_class_dn: 0.366763 loss_bbox_dn: 0.193988 loss_giou_dn: 0.433925 loss_class_aux_dn: 0.819210 loss_bbox_aux_dn: 0.468208 loss_giou_aux_dn: 1.016152 loss: 9.071924 eta: 14:18:30 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2438 images/s
[05/12 15:14:56] ppdet.engine INFO: Epoch: [48] [5800/7329] learning_rate: 0.000100 loss_class: 0.746305 loss_bbox: 0.163439 loss_giou: 0.461556 loss_class_aux: 2.344886 loss_bbox_aux: 0.563607 loss_giou_aux: 1.530184 loss_class_dn: 0.401018 loss_bbox_dn: 0.182475 loss_giou_dn: 0.466342 loss_class_aux_dn: 0.893634 loss_bbox_aux_dn: 0.469325 loss_giou_aux_dn: 1.107848 loss: 9.629530 eta: 14:17:29 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2555 images/s
[05/12 15:16:05] ppdet.engine INFO: Epoch: [48] [6000/7329] learning_rate: 0.000100 loss_class: 0.639048 loss_bbox: 0.145209 loss_giou: 0.383663 loss_class_aux: 2.084566 loss_bbox_aux: 0.496906 loss_giou_aux: 1.281309 loss_class_dn: 0.332288 loss_bbox_dn: 0.184777 loss_giou_dn: 0.418254 loss_class_aux_dn: 0.744177 loss_bbox_aux_dn: 0.468367 loss_giou_aux_dn: 0.993484 loss: 8.177753 eta: 14:16:29 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0899 images/s
[05/12 15:17:14] ppdet.engine INFO: Epoch: [48] [6200/7329] learning_rate: 0.000100 loss_class: 0.684348 loss_bbox: 0.160218 loss_giou: 0.400651 loss_class_aux: 2.217738 loss_bbox_aux: 0.544906 loss_giou_aux: 1.346418 loss_class_dn: 0.352899 loss_bbox_dn: 0.173421 loss_giou_dn: 0.408176 loss_class_aux_dn: 0.795059 loss_bbox_aux_dn: 0.446671 loss_giou_aux_dn: 0.968168 loss: 8.828098 eta: 14:15:29 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0320 images/s
[05/12 15:18:21] ppdet.engine INFO: Epoch: [48] [6400/7329] learning_rate: 0.000100 loss_class: 0.666903 loss_bbox: 0.150836 loss_giou: 0.433314 loss_class_aux: 2.086154 loss_bbox_aux: 0.525293 loss_giou_aux: 1.408139 loss_class_dn: 0.355871 loss_bbox_dn: 0.186454 loss_giou_dn: 0.417538 loss_class_aux_dn: 0.783250 loss_bbox_aux_dn: 0.458440 loss_giou_aux_dn: 0.975646 loss: 8.942196 eta: 14:14:28 batch_cost: 0.3010 data_cost: 0.0007 ips: 13.2879 images/s
[05/12 15:19:29] ppdet.engine INFO: Epoch: [48] [6600/7329] learning_rate: 0.000100 loss_class: 0.664937 loss_bbox: 0.142470 loss_giou: 0.411569 loss_class_aux: 2.135912 loss_bbox_aux: 0.479161 loss_giou_aux: 1.337401 loss_class_dn: 0.326246 loss_bbox_dn: 0.168903 loss_giou_dn: 0.425218 loss_class_aux_dn: 0.717502 loss_bbox_aux_dn: 0.429409 loss_giou_aux_dn: 1.010204 loss: 8.301141 eta: 14:13:28 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2374 images/s
[05/12 15:20:36] ppdet.engine INFO: Epoch: [48] [6800/7329] learning_rate: 0.000100 loss_class: 0.684984 loss_bbox: 0.158472 loss_giou: 0.397884 loss_class_aux: 2.178208 loss_bbox_aux: 0.528615 loss_giou_aux: 1.337677 loss_class_dn: 0.353253 loss_bbox_dn: 0.187223 loss_giou_dn: 0.413469 loss_class_aux_dn: 0.796216 loss_bbox_aux_dn: 0.475100 loss_giou_aux_dn: 0.979844 loss: 8.867512 eta: 14:12:27 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3152 images/s
[05/12 15:21:44] ppdet.engine INFO: Epoch: [48] [7000/7329] learning_rate: 0.000100 loss_class: 0.659152 loss_bbox: 0.142492 loss_giou: 0.390703 loss_class_aux: 2.142090 loss_bbox_aux: 0.499432 loss_giou_aux: 1.305999 loss_class_dn: 0.339050 loss_bbox_dn: 0.172916 loss_giou_dn: 0.393600 loss_class_aux_dn: 0.761049 loss_bbox_aux_dn: 0.448338 loss_giou_aux_dn: 0.922423 loss: 8.299202 eta: 14:11:27 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0699 images/s
[05/12 15:22:51] ppdet.engine INFO: Epoch: [48] [7200/7329] learning_rate: 0.000100 loss_class: 0.592838 loss_bbox: 0.131408 loss_giou: 0.359918 loss_class_aux: 1.917094 loss_bbox_aux: 0.462112 loss_giou_aux: 1.187445 loss_class_dn: 0.305008 loss_bbox_dn: 0.155403 loss_giou_dn: 0.339896 loss_class_aux_dn: 0.700425 loss_bbox_aux_dn: 0.403848 loss_giou_aux_dn: 0.831140 loss: 7.772300 eta: 14:10:26 batch_cost: 0.2983 data_cost: 0.0007 ips: 13.4075 images/s
[05/12 15:23:36] ppdet.engine INFO: Eval iter: 0
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[05/12 15:24:49] ppdet.engine INFO: Eval iter: 1200
[05/12 15:25:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.49s)
creating index...
index created!
[05/12 15:25:13] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.88s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=103.14s).
Accumulating evaluation results...
DONE (t=24.56s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.456
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.625
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.493
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.274
 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 ] = 0.619
 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 ] = 0.681
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.484
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.729
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864
[05/12 15:27:37] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.01064895244271
[05/12 15:27:37] ppdet.engine INFO: Best test bbox ap is 0.456.
[05/12 15:27:39] ppdet.engine INFO: Epoch: [49] [   0/7329] learning_rate: 0.000100 loss_class: 0.590607 loss_bbox: 0.128510 loss_giou: 0.360637 loss_class_aux: 1.896754 loss_bbox_aux: 0.446056 loss_giou_aux: 1.168685 loss_class_dn: 0.310206 loss_bbox_dn: 0.157624 loss_giou_dn: 0.345027 loss_class_aux_dn: 0.700978 loss_bbox_aux_dn: 0.404875 loss_giou_aux_dn: 0.812656 loss: 7.561662 eta: 14:09:47 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3295 images/s
[05/12 15:28:47] ppdet.engine INFO: Epoch: [49] [ 200/7329] learning_rate: 0.000100 loss_class: 0.664326 loss_bbox: 0.157566 loss_giou: 0.421423 loss_class_aux: 2.174855 loss_bbox_aux: 0.521726 loss_giou_aux: 1.381387 loss_class_dn: 0.361192 loss_bbox_dn: 0.179523 loss_giou_dn: 0.432080 loss_class_aux_dn: 0.789517 loss_bbox_aux_dn: 0.440093 loss_giou_aux_dn: 1.009877 loss: 9.087745 eta: 14:08:47 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1519 images/s
[05/12 15:29:55] ppdet.engine INFO: Epoch: [49] [ 400/7329] learning_rate: 0.000100 loss_class: 0.663332 loss_bbox: 0.165018 loss_giou: 0.432911 loss_class_aux: 2.080347 loss_bbox_aux: 0.567637 loss_giou_aux: 1.416217 loss_class_dn: 0.353556 loss_bbox_dn: 0.201420 loss_giou_dn: 0.424656 loss_class_aux_dn: 0.786730 loss_bbox_aux_dn: 0.506239 loss_giou_aux_dn: 0.998322 loss: 8.987080 eta: 14:07:46 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3084 images/s
[05/12 15:31:02] ppdet.engine INFO: Epoch: [49] [ 600/7329] learning_rate: 0.000100 loss_class: 0.641630 loss_bbox: 0.139212 loss_giou: 0.378359 loss_class_aux: 2.179027 loss_bbox_aux: 0.483074 loss_giou_aux: 1.213252 loss_class_dn: 0.344897 loss_bbox_dn: 0.171991 loss_giou_dn: 0.371765 loss_class_aux_dn: 0.781823 loss_bbox_aux_dn: 0.459302 loss_giou_aux_dn: 0.905691 loss: 8.574137 eta: 14:06:45 batch_cost: 0.2991 data_cost: 0.0008 ips: 13.3753 images/s
[05/12 15:32:08] ppdet.engine INFO: Epoch: [49] [ 800/7329] learning_rate: 0.000100 loss_class: 0.696534 loss_bbox: 0.150946 loss_giou: 0.421691 loss_class_aux: 2.218092 loss_bbox_aux: 0.525497 loss_giou_aux: 1.431636 loss_class_dn: 0.362810 loss_bbox_dn: 0.167175 loss_giou_dn: 0.438464 loss_class_aux_dn: 0.803287 loss_bbox_aux_dn: 0.434273 loss_giou_aux_dn: 1.021479 loss: 9.067834 eta: 14:05:44 batch_cost: 0.2930 data_cost: 0.0006 ips: 13.6520 images/s
[05/12 15:33:12] ppdet.engine INFO: Epoch: [49] [1000/7329] learning_rate: 0.000100 loss_class: 0.672570 loss_bbox: 0.154366 loss_giou: 0.416698 loss_class_aux: 2.194655 loss_bbox_aux: 0.525808 loss_giou_aux: 1.343082 loss_class_dn: 0.343857 loss_bbox_dn: 0.173478 loss_giou_dn: 0.417169 loss_class_aux_dn: 0.767334 loss_bbox_aux_dn: 0.432569 loss_giou_aux_dn: 0.968805 loss: 8.574012 eta: 14:04:42 batch_cost: 0.2896 data_cost: 0.0006 ips: 13.8109 images/s
[05/12 15:34:18] ppdet.engine INFO: Epoch: [49] [1200/7329] learning_rate: 0.000100 loss_class: 0.716253 loss_bbox: 0.159970 loss_giou: 0.455980 loss_class_aux: 2.384741 loss_bbox_aux: 0.549805 loss_giou_aux: 1.574328 loss_class_dn: 0.369863 loss_bbox_dn: 0.179032 loss_giou_dn: 0.459113 loss_class_aux_dn: 0.812137 loss_bbox_aux_dn: 0.472400 loss_giou_aux_dn: 1.067256 loss: 9.552114 eta: 14:03:41 batch_cost: 0.2943 data_cost: 0.0006 ips: 13.5908 images/s
[05/12 15:35:23] ppdet.engine INFO: Epoch: [49] [1400/7329] learning_rate: 0.000100 loss_class: 0.680608 loss_bbox: 0.162645 loss_giou: 0.396572 loss_class_aux: 2.175131 loss_bbox_aux: 0.544212 loss_giou_aux: 1.318031 loss_class_dn: 0.339262 loss_bbox_dn: 0.182146 loss_giou_dn: 0.410333 loss_class_aux_dn: 0.766597 loss_bbox_aux_dn: 0.464370 loss_giou_aux_dn: 0.968079 loss: 8.475288 eta: 14:02:39 batch_cost: 0.2881 data_cost: 0.0007 ips: 13.8859 images/s
[05/12 15:36:31] ppdet.engine INFO: Epoch: [49] [1600/7329] learning_rate: 0.000100 loss_class: 0.701694 loss_bbox: 0.160872 loss_giou: 0.453224 loss_class_aux: 2.307485 loss_bbox_aux: 0.549424 loss_giou_aux: 1.479698 loss_class_dn: 0.385637 loss_bbox_dn: 0.187996 loss_giou_dn: 0.432965 loss_class_aux_dn: 0.849353 loss_bbox_aux_dn: 0.484538 loss_giou_aux_dn: 1.018168 loss: 9.220806 eta: 14:01:39 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0814 images/s
[05/12 15:37:39] ppdet.engine INFO: Epoch: [49] [1800/7329] learning_rate: 0.000100 loss_class: 0.650100 loss_bbox: 0.137604 loss_giou: 0.383271 loss_class_aux: 2.082866 loss_bbox_aux: 0.487582 loss_giou_aux: 1.264618 loss_class_dn: 0.336833 loss_bbox_dn: 0.171985 loss_giou_dn: 0.392660 loss_class_aux_dn: 0.748818 loss_bbox_aux_dn: 0.431554 loss_giou_aux_dn: 0.903518 loss: 8.282061 eta: 14:00:38 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3358 images/s
[05/12 15:38:46] ppdet.engine INFO: Epoch: [49] [2000/7329] learning_rate: 0.000100 loss_class: 0.703479 loss_bbox: 0.160388 loss_giou: 0.460438 loss_class_aux: 2.173703 loss_bbox_aux: 0.526287 loss_giou_aux: 1.527056 loss_class_dn: 0.376152 loss_bbox_dn: 0.177430 loss_giou_dn: 0.430911 loss_class_aux_dn: 0.843322 loss_bbox_aux_dn: 0.441831 loss_giou_aux_dn: 1.060840 loss: 9.503159 eta: 13:59:37 batch_cost: 0.3006 data_cost: 0.0008 ips: 13.3056 images/s
[05/12 15:39:53] ppdet.engine INFO: Epoch: [49] [2200/7329] learning_rate: 0.000100 loss_class: 0.679996 loss_bbox: 0.156598 loss_giou: 0.456301 loss_class_aux: 2.157473 loss_bbox_aux: 0.554749 loss_giou_aux: 1.478803 loss_class_dn: 0.361248 loss_bbox_dn: 0.176542 loss_giou_dn: 0.439626 loss_class_aux_dn: 0.804816 loss_bbox_aux_dn: 0.446117 loss_giou_aux_dn: 1.027680 loss: 8.847814 eta: 13:58:36 batch_cost: 0.2972 data_cost: 0.0008 ips: 13.4608 images/s
[05/12 15:41:00] ppdet.engine INFO: Epoch: [49] [2400/7329] learning_rate: 0.000100 loss_class: 0.718933 loss_bbox: 0.160255 loss_giou: 0.428318 loss_class_aux: 2.280308 loss_bbox_aux: 0.533943 loss_giou_aux: 1.389994 loss_class_dn: 0.371026 loss_bbox_dn: 0.174164 loss_giou_dn: 0.429153 loss_class_aux_dn: 0.832064 loss_bbox_aux_dn: 0.445977 loss_giou_aux_dn: 0.994183 loss: 9.098848 eta: 13:57:36 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3351 images/s
[05/12 15:42:07] ppdet.engine INFO: Epoch: [49] [2600/7329] learning_rate: 0.000100 loss_class: 0.669990 loss_bbox: 0.167980 loss_giou: 0.368926 loss_class_aux: 2.171587 loss_bbox_aux: 0.551624 loss_giou_aux: 1.232505 loss_class_dn: 0.345533 loss_bbox_dn: 0.180472 loss_giou_dn: 0.392381 loss_class_aux_dn: 0.775984 loss_bbox_aux_dn: 0.462189 loss_giou_aux_dn: 0.954055 loss: 8.469513 eta: 13:56:35 batch_cost: 0.2999 data_cost: 0.0008 ips: 13.3394 images/s
[05/12 15:43:14] ppdet.engine INFO: Epoch: [49] [2800/7329] learning_rate: 0.000100 loss_class: 0.695767 loss_bbox: 0.140400 loss_giou: 0.439600 loss_class_aux: 2.211173 loss_bbox_aux: 0.525939 loss_giou_aux: 1.444096 loss_class_dn: 0.363554 loss_bbox_dn: 0.171419 loss_giou_dn: 0.441878 loss_class_aux_dn: 0.802067 loss_bbox_aux_dn: 0.438120 loss_giou_aux_dn: 1.010749 loss: 9.008413 eta: 13:55:34 batch_cost: 0.2983 data_cost: 0.0008 ips: 13.4080 images/s
[05/12 15:44:22] ppdet.engine INFO: Epoch: [49] [3000/7329] learning_rate: 0.000100 loss_class: 0.719456 loss_bbox: 0.164012 loss_giou: 0.438900 loss_class_aux: 2.319152 loss_bbox_aux: 0.572038 loss_giou_aux: 1.484238 loss_class_dn: 0.373847 loss_bbox_dn: 0.189724 loss_giou_dn: 0.432170 loss_class_aux_dn: 0.838494 loss_bbox_aux_dn: 0.503122 loss_giou_aux_dn: 0.989868 loss: 8.990034 eta: 13:54:33 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3155 images/s
[05/12 15:45:29] ppdet.engine INFO: Epoch: [49] [3200/7329] learning_rate: 0.000100 loss_class: 0.680175 loss_bbox: 0.148012 loss_giou: 0.392682 loss_class_aux: 2.206765 loss_bbox_aux: 0.512360 loss_giou_aux: 1.272671 loss_class_dn: 0.349023 loss_bbox_dn: 0.194024 loss_giou_dn: 0.410949 loss_class_aux_dn: 0.773219 loss_bbox_aux_dn: 0.488694 loss_giou_aux_dn: 0.953950 loss: 8.586786 eta: 13:53:33 batch_cost: 0.2996 data_cost: 0.0008 ips: 13.3496 images/s
[05/12 15:46:36] ppdet.engine INFO: Epoch: [49] [3400/7329] learning_rate: 0.000100 loss_class: 0.721401 loss_bbox: 0.168992 loss_giou: 0.441055 loss_class_aux: 2.220379 loss_bbox_aux: 0.562389 loss_giou_aux: 1.447817 loss_class_dn: 0.372524 loss_bbox_dn: 0.178656 loss_giou_dn: 0.433688 loss_class_aux_dn: 0.835356 loss_bbox_aux_dn: 0.445480 loss_giou_aux_dn: 1.033173 loss: 9.275461 eta: 13:52:32 batch_cost: 0.2978 data_cost: 0.0007 ips: 13.4310 images/s
[05/12 15:47:42] ppdet.engine INFO: Epoch: [49] [3600/7329] learning_rate: 0.000100 loss_class: 0.617649 loss_bbox: 0.148824 loss_giou: 0.388815 loss_class_aux: 2.003194 loss_bbox_aux: 0.507215 loss_giou_aux: 1.270998 loss_class_dn: 0.337095 loss_bbox_dn: 0.179728 loss_giou_dn: 0.361637 loss_class_aux_dn: 0.759420 loss_bbox_aux_dn: 0.451941 loss_giou_aux_dn: 0.869380 loss: 8.143084 eta: 13:51:31 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3777 images/s
[05/12 15:48:50] ppdet.engine INFO: Epoch: [49] [3800/7329] learning_rate: 0.000100 loss_class: 0.658661 loss_bbox: 0.151440 loss_giou: 0.436965 loss_class_aux: 2.157500 loss_bbox_aux: 0.530788 loss_giou_aux: 1.389491 loss_class_dn: 0.350167 loss_bbox_dn: 0.177945 loss_giou_dn: 0.421593 loss_class_aux_dn: 0.760521 loss_bbox_aux_dn: 0.449272 loss_giou_aux_dn: 1.002942 loss: 8.723803 eta: 13:50:31 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1776 images/s
[05/12 15:49:59] ppdet.engine INFO: Epoch: [49] [4000/7329] learning_rate: 0.000100 loss_class: 0.687673 loss_bbox: 0.156047 loss_giou: 0.408786 loss_class_aux: 2.159278 loss_bbox_aux: 0.524712 loss_giou_aux: 1.330390 loss_class_dn: 0.344812 loss_bbox_dn: 0.182196 loss_giou_dn: 0.410237 loss_class_aux_dn: 0.763880 loss_bbox_aux_dn: 0.459862 loss_giou_aux_dn: 0.938080 loss: 8.678888 eta: 13:49:31 batch_cost: 0.3072 data_cost: 0.0007 ips: 13.0210 images/s
[05/12 15:51:07] ppdet.engine INFO: Epoch: [49] [4200/7329] learning_rate: 0.000100 loss_class: 0.673647 loss_bbox: 0.152865 loss_giou: 0.445859 loss_class_aux: 2.191975 loss_bbox_aux: 0.535223 loss_giou_aux: 1.476462 loss_class_dn: 0.374007 loss_bbox_dn: 0.180569 loss_giou_dn: 0.448196 loss_class_aux_dn: 0.830567 loss_bbox_aux_dn: 0.463941 loss_giou_aux_dn: 1.071493 loss: 9.173273 eta: 13:48:30 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1503 images/s
[05/12 15:52:15] ppdet.engine INFO: Epoch: [49] [4400/7329] learning_rate: 0.000100 loss_class: 0.637473 loss_bbox: 0.153736 loss_giou: 0.370785 loss_class_aux: 2.093761 loss_bbox_aux: 0.498305 loss_giou_aux: 1.255839 loss_class_dn: 0.343792 loss_bbox_dn: 0.179028 loss_giou_dn: 0.395414 loss_class_aux_dn: 0.783605 loss_bbox_aux_dn: 0.453855 loss_giou_aux_dn: 0.945096 loss: 8.601318 eta: 13:47:30 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2204 images/s
[05/12 15:53:24] ppdet.engine INFO: Epoch: [49] [4600/7329] learning_rate: 0.000100 loss_class: 0.738203 loss_bbox: 0.161144 loss_giou: 0.459993 loss_class_aux: 2.359763 loss_bbox_aux: 0.548832 loss_giou_aux: 1.483962 loss_class_dn: 0.362421 loss_bbox_dn: 0.183771 loss_giou_dn: 0.446737 loss_class_aux_dn: 0.817721 loss_bbox_aux_dn: 0.479359 loss_giou_aux_dn: 1.030847 loss: 9.375946 eta: 13:46:30 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0708 images/s
[05/12 15:54:32] ppdet.engine INFO: Epoch: [49] [4800/7329] learning_rate: 0.000100 loss_class: 0.693518 loss_bbox: 0.157410 loss_giou: 0.396330 loss_class_aux: 2.214669 loss_bbox_aux: 0.542584 loss_giou_aux: 1.325269 loss_class_dn: 0.370884 loss_bbox_dn: 0.175272 loss_giou_dn: 0.412437 loss_class_aux_dn: 0.802357 loss_bbox_aux_dn: 0.463065 loss_giou_aux_dn: 0.963928 loss: 8.911450 eta: 13:45:30 batch_cost: 0.3077 data_cost: 0.0007 ips: 12.9981 images/s
[05/12 15:55:39] ppdet.engine INFO: Epoch: [49] [5000/7329] learning_rate: 0.000100 loss_class: 0.688840 loss_bbox: 0.149682 loss_giou: 0.416962 loss_class_aux: 2.153905 loss_bbox_aux: 0.503623 loss_giou_aux: 1.352649 loss_class_dn: 0.344049 loss_bbox_dn: 0.174468 loss_giou_dn: 0.429808 loss_class_aux_dn: 0.760589 loss_bbox_aux_dn: 0.456351 loss_giou_aux_dn: 1.026063 loss: 8.686691 eta: 13:44:29 batch_cost: 0.2965 data_cost: 0.0007 ips: 13.4909 images/s
[05/12 15:56:45] ppdet.engine INFO: Epoch: [49] [5200/7329] learning_rate: 0.000100 loss_class: 0.682198 loss_bbox: 0.156520 loss_giou: 0.413860 loss_class_aux: 2.142266 loss_bbox_aux: 0.524988 loss_giou_aux: 1.380385 loss_class_dn: 0.365235 loss_bbox_dn: 0.181956 loss_giou_dn: 0.424361 loss_class_aux_dn: 0.793417 loss_bbox_aux_dn: 0.460165 loss_giou_aux_dn: 1.009700 loss: 8.949043 eta: 13:43:28 batch_cost: 0.2970 data_cost: 0.0007 ips: 13.4667 images/s
[05/12 15:57:52] ppdet.engine INFO: Epoch: [49] [5400/7329] learning_rate: 0.000100 loss_class: 0.671638 loss_bbox: 0.157801 loss_giou: 0.379817 loss_class_aux: 2.181166 loss_bbox_aux: 0.524360 loss_giou_aux: 1.264955 loss_class_dn: 0.332314 loss_bbox_dn: 0.189997 loss_giou_dn: 0.375661 loss_class_aux_dn: 0.746109 loss_bbox_aux_dn: 0.478775 loss_giou_aux_dn: 0.915087 loss: 8.272912 eta: 13:42:27 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3729 images/s
[05/12 15:59:00] ppdet.engine INFO: Epoch: [49] [5600/7329] learning_rate: 0.000100 loss_class: 0.695213 loss_bbox: 0.143929 loss_giou: 0.395769 loss_class_aux: 2.278302 loss_bbox_aux: 0.509208 loss_giou_aux: 1.280915 loss_class_dn: 0.344740 loss_bbox_dn: 0.177766 loss_giou_dn: 0.383211 loss_class_aux_dn: 0.777813 loss_bbox_aux_dn: 0.464243 loss_giou_aux_dn: 0.923362 loss: 8.424144 eta: 13:41:26 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3159 images/s
[05/12 16:00:07] ppdet.engine INFO: Epoch: [49] [5800/7329] learning_rate: 0.000100 loss_class: 0.688528 loss_bbox: 0.158780 loss_giou: 0.415281 loss_class_aux: 2.193079 loss_bbox_aux: 0.542757 loss_giou_aux: 1.412696 loss_class_dn: 0.358581 loss_bbox_dn: 0.181844 loss_giou_dn: 0.419860 loss_class_aux_dn: 0.801521 loss_bbox_aux_dn: 0.470397 loss_giou_aux_dn: 0.996311 loss: 9.258604 eta: 13:40:26 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2860 images/s
[05/12 16:01:14] ppdet.engine INFO: Epoch: [49] [6000/7329] learning_rate: 0.000100 loss_class: 0.630475 loss_bbox: 0.146282 loss_giou: 0.356136 loss_class_aux: 2.023992 loss_bbox_aux: 0.485157 loss_giou_aux: 1.221513 loss_class_dn: 0.327147 loss_bbox_dn: 0.166421 loss_giou_dn: 0.380668 loss_class_aux_dn: 0.716642 loss_bbox_aux_dn: 0.418896 loss_giou_aux_dn: 0.897097 loss: 7.940484 eta: 13:39:25 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3319 images/s
[05/12 16:02:22] ppdet.engine INFO: Epoch: [49] [6200/7329] learning_rate: 0.000100 loss_class: 0.666309 loss_bbox: 0.156786 loss_giou: 0.435104 loss_class_aux: 2.186248 loss_bbox_aux: 0.516580 loss_giou_aux: 1.418247 loss_class_dn: 0.358152 loss_bbox_dn: 0.189173 loss_giou_dn: 0.441055 loss_class_aux_dn: 0.787834 loss_bbox_aux_dn: 0.468213 loss_giou_aux_dn: 1.022784 loss: 9.002644 eta: 13:38:24 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2740 images/s
[05/12 16:03:29] ppdet.engine INFO: Epoch: [49] [6400/7329] learning_rate: 0.000100 loss_class: 0.660344 loss_bbox: 0.154762 loss_giou: 0.441178 loss_class_aux: 2.182129 loss_bbox_aux: 0.522272 loss_giou_aux: 1.415137 loss_class_dn: 0.355341 loss_bbox_dn: 0.182001 loss_giou_dn: 0.435178 loss_class_aux_dn: 0.787405 loss_bbox_aux_dn: 0.468395 loss_giou_aux_dn: 1.033991 loss: 9.052135 eta: 13:37:23 batch_cost: 0.2983 data_cost: 0.0008 ips: 13.4115 images/s
[05/12 16:04:38] ppdet.engine INFO: Epoch: [49] [6600/7329] learning_rate: 0.000100 loss_class: 0.719966 loss_bbox: 0.175521 loss_giou: 0.475041 loss_class_aux: 2.312762 loss_bbox_aux: 0.595582 loss_giou_aux: 1.544783 loss_class_dn: 0.389034 loss_bbox_dn: 0.190816 loss_giou_dn: 0.474796 loss_class_aux_dn: 0.874219 loss_bbox_aux_dn: 0.485391 loss_giou_aux_dn: 1.118340 loss: 9.497655 eta: 13:36:23 batch_cost: 0.3088 data_cost: 0.0007 ips: 12.9545 images/s
[05/12 16:05:46] ppdet.engine INFO: Epoch: [49] [6800/7329] learning_rate: 0.000100 loss_class: 0.667697 loss_bbox: 0.141583 loss_giou: 0.376118 loss_class_aux: 2.104876 loss_bbox_aux: 0.482203 loss_giou_aux: 1.280937 loss_class_dn: 0.328663 loss_bbox_dn: 0.165029 loss_giou_dn: 0.369779 loss_class_aux_dn: 0.743586 loss_bbox_aux_dn: 0.444207 loss_giou_aux_dn: 0.907208 loss: 8.191607 eta: 13:35:23 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2362 images/s
[05/12 16:06:53] ppdet.engine INFO: Epoch: [49] [7000/7329] learning_rate: 0.000100 loss_class: 0.692647 loss_bbox: 0.152191 loss_giou: 0.463951 loss_class_aux: 2.162203 loss_bbox_aux: 0.530953 loss_giou_aux: 1.551338 loss_class_dn: 0.386027 loss_bbox_dn: 0.178596 loss_giou_dn: 0.458791 loss_class_aux_dn: 0.847275 loss_bbox_aux_dn: 0.444392 loss_giou_aux_dn: 1.066301 loss: 9.320219 eta: 13:34:22 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3749 images/s
[05/12 16:07:59] ppdet.engine INFO: Epoch: [49] [7200/7329] learning_rate: 0.000100 loss_class: 0.717544 loss_bbox: 0.158214 loss_giou: 0.438486 loss_class_aux: 2.229592 loss_bbox_aux: 0.539670 loss_giou_aux: 1.448264 loss_class_dn: 0.377658 loss_bbox_dn: 0.169628 loss_giou_dn: 0.448182 loss_class_aux_dn: 0.842654 loss_bbox_aux_dn: 0.448253 loss_giou_aux_dn: 1.072480 loss: 9.071835 eta: 13:33:21 batch_cost: 0.2982 data_cost: 0.0007 ips: 13.4133 images/s
[05/12 16:08:45] ppdet.engine INFO: Eval iter: 0
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[05/12 16:09:57] ppdet.engine INFO: Eval iter: 1200
[05/12 16:10:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/12 16:10:21] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.19s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=98.70s).
Accumulating evaluation results...
DONE (t=24.61s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.457
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.627
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.494
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.273
 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 ] = 0.618
 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 ] = 0.481
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.725
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866
[05/12 16:12:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.4858275440089
[05/12 16:12:43] ppdet.engine INFO: Best test bbox ap is 0.457.
[05/12 16:12:45] ppdet.engine INFO: Epoch: [50] [   0/7329] learning_rate: 0.000100 loss_class: 0.683605 loss_bbox: 0.145745 loss_giou: 0.389356 loss_class_aux: 2.160666 loss_bbox_aux: 0.512967 loss_giou_aux: 1.306537 loss_class_dn: 0.350582 loss_bbox_dn: 0.164658 loss_giou_dn: 0.396213 loss_class_aux_dn: 0.781241 loss_bbox_aux_dn: 0.430679 loss_giou_aux_dn: 0.921185 loss: 8.594007 eta: 13:32:42 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3124 images/s
[05/12 16:13:53] ppdet.engine INFO: Epoch: [50] [ 200/7329] learning_rate: 0.000100 loss_class: 0.668360 loss_bbox: 0.149843 loss_giou: 0.382291 loss_class_aux: 2.133619 loss_bbox_aux: 0.484143 loss_giou_aux: 1.234073 loss_class_dn: 0.342312 loss_bbox_dn: 0.175690 loss_giou_dn: 0.387815 loss_class_aux_dn: 0.755902 loss_bbox_aux_dn: 0.451992 loss_giou_aux_dn: 0.928417 loss: 8.385140 eta: 13:31:42 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2009 images/s
[05/12 16:15:00] ppdet.engine INFO: Epoch: [50] [ 400/7329] learning_rate: 0.000100 loss_class: 0.660321 loss_bbox: 0.162641 loss_giou: 0.394771 loss_class_aux: 2.115808 loss_bbox_aux: 0.554213 loss_giou_aux: 1.281991 loss_class_dn: 0.344296 loss_bbox_dn: 0.194051 loss_giou_dn: 0.401843 loss_class_aux_dn: 0.760759 loss_bbox_aux_dn: 0.488765 loss_giou_aux_dn: 0.943973 loss: 8.796534 eta: 13:30:41 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2113 images/s
[05/12 16:16:09] ppdet.engine INFO: Epoch: [50] [ 600/7329] learning_rate: 0.000100 loss_class: 0.718576 loss_bbox: 0.157532 loss_giou: 0.427237 loss_class_aux: 2.285350 loss_bbox_aux: 0.551233 loss_giou_aux: 1.423365 loss_class_dn: 0.373454 loss_bbox_dn: 0.187253 loss_giou_dn: 0.427052 loss_class_aux_dn: 0.835818 loss_bbox_aux_dn: 0.471967 loss_giou_aux_dn: 1.028580 loss: 9.456072 eta: 13:29:41 batch_cost: 0.3048 data_cost: 0.0009 ips: 13.1249 images/s
[05/12 16:17:17] ppdet.engine INFO: Epoch: [50] [ 800/7329] learning_rate: 0.000100 loss_class: 0.669389 loss_bbox: 0.156221 loss_giou: 0.418805 loss_class_aux: 2.224272 loss_bbox_aux: 0.525602 loss_giou_aux: 1.334969 loss_class_dn: 0.365538 loss_bbox_dn: 0.181248 loss_giou_dn: 0.401538 loss_class_aux_dn: 0.804773 loss_bbox_aux_dn: 0.460880 loss_giou_aux_dn: 0.968660 loss: 9.033571 eta: 13:28:41 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1653 images/s
[05/12 16:18:25] ppdet.engine INFO: Epoch: [50] [1000/7329] learning_rate: 0.000100 loss_class: 0.681085 loss_bbox: 0.156173 loss_giou: 0.428772 loss_class_aux: 2.170295 loss_bbox_aux: 0.529198 loss_giou_aux: 1.409474 loss_class_dn: 0.363424 loss_bbox_dn: 0.177647 loss_giou_dn: 0.434948 loss_class_aux_dn: 0.820179 loss_bbox_aux_dn: 0.473909 loss_giou_aux_dn: 1.013172 loss: 9.243366 eta: 13:27:40 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1074 images/s
[05/12 16:19:33] ppdet.engine INFO: Epoch: [50] [1200/7329] learning_rate: 0.000100 loss_class: 0.677078 loss_bbox: 0.152623 loss_giou: 0.414259 loss_class_aux: 2.148275 loss_bbox_aux: 0.514355 loss_giou_aux: 1.322891 loss_class_dn: 0.358513 loss_bbox_dn: 0.181637 loss_giou_dn: 0.404448 loss_class_aux_dn: 0.792533 loss_bbox_aux_dn: 0.466235 loss_giou_aux_dn: 0.946781 loss: 8.881266 eta: 13:26:40 batch_cost: 0.3048 data_cost: 0.0008 ips: 13.1241 images/s
[05/12 16:20:41] ppdet.engine INFO: Epoch: [50] [1400/7329] learning_rate: 0.000100 loss_class: 0.671674 loss_bbox: 0.147585 loss_giou: 0.435450 loss_class_aux: 2.201639 loss_bbox_aux: 0.509012 loss_giou_aux: 1.445156 loss_class_dn: 0.366240 loss_bbox_dn: 0.170199 loss_giou_dn: 0.439816 loss_class_aux_dn: 0.812541 loss_bbox_aux_dn: 0.437244 loss_giou_aux_dn: 1.011017 loss: 8.944229 eta: 13:25:40 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1980 images/s
[05/12 16:21:50] ppdet.engine INFO: Epoch: [50] [1600/7329] learning_rate: 0.000100 loss_class: 0.733514 loss_bbox: 0.154886 loss_giou: 0.463306 loss_class_aux: 2.282197 loss_bbox_aux: 0.550576 loss_giou_aux: 1.524042 loss_class_dn: 0.382811 loss_bbox_dn: 0.177265 loss_giou_dn: 0.442461 loss_class_aux_dn: 0.868676 loss_bbox_aux_dn: 0.442615 loss_giou_aux_dn: 1.048256 loss: 9.212896 eta: 13:24:40 batch_cost: 0.3076 data_cost: 0.0008 ips: 13.0058 images/s
[05/12 16:22:58] ppdet.engine INFO: Epoch: [50] [1800/7329] learning_rate: 0.000100 loss_class: 0.698749 loss_bbox: 0.162286 loss_giou: 0.407763 loss_class_aux: 2.251624 loss_bbox_aux: 0.553916 loss_giou_aux: 1.343575 loss_class_dn: 0.374042 loss_bbox_dn: 0.187392 loss_giou_dn: 0.421822 loss_class_aux_dn: 0.816111 loss_bbox_aux_dn: 0.471765 loss_giou_aux_dn: 1.010134 loss: 9.232734 eta: 13:23:40 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0483 images/s
[05/12 16:24:08] ppdet.engine INFO: Epoch: [50] [2000/7329] learning_rate: 0.000100 loss_class: 0.689234 loss_bbox: 0.156681 loss_giou: 0.425383 loss_class_aux: 2.182205 loss_bbox_aux: 0.540114 loss_giou_aux: 1.345203 loss_class_dn: 0.356563 loss_bbox_dn: 0.175978 loss_giou_dn: 0.417880 loss_class_aux_dn: 0.804028 loss_bbox_aux_dn: 0.445965 loss_giou_aux_dn: 0.970359 loss: 8.931767 eta: 13:22:40 batch_cost: 0.3091 data_cost: 0.0007 ips: 12.9424 images/s
[05/12 16:25:15] ppdet.engine INFO: Epoch: [50] [2200/7329] learning_rate: 0.000100 loss_class: 0.661810 loss_bbox: 0.159558 loss_giou: 0.415118 loss_class_aux: 2.193649 loss_bbox_aux: 0.544923 loss_giou_aux: 1.386763 loss_class_dn: 0.364135 loss_bbox_dn: 0.196016 loss_giou_dn: 0.403654 loss_class_aux_dn: 0.812375 loss_bbox_aux_dn: 0.493130 loss_giou_aux_dn: 0.974946 loss: 8.783295 eta: 13:21:39 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3034 images/s
[05/12 16:26:24] ppdet.engine INFO: Epoch: [50] [2400/7329] learning_rate: 0.000100 loss_class: 0.665808 loss_bbox: 0.149278 loss_giou: 0.398977 loss_class_aux: 2.114012 loss_bbox_aux: 0.517045 loss_giou_aux: 1.336087 loss_class_dn: 0.353599 loss_bbox_dn: 0.172916 loss_giou_dn: 0.401358 loss_class_aux_dn: 0.803703 loss_bbox_aux_dn: 0.455520 loss_giou_aux_dn: 0.969318 loss: 8.378769 eta: 13:20:39 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9781 images/s
[05/12 16:27:32] ppdet.engine INFO: Epoch: [50] [2600/7329] learning_rate: 0.000100 loss_class: 0.705020 loss_bbox: 0.162605 loss_giou: 0.459328 loss_class_aux: 2.271451 loss_bbox_aux: 0.580512 loss_giou_aux: 1.531448 loss_class_dn: 0.374485 loss_bbox_dn: 0.195407 loss_giou_dn: 0.443947 loss_class_aux_dn: 0.824445 loss_bbox_aux_dn: 0.504699 loss_giou_aux_dn: 1.040121 loss: 9.404537 eta: 13:19:39 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1171 images/s
[05/12 16:28:41] ppdet.engine INFO: Epoch: [50] [2800/7329] learning_rate: 0.000100 loss_class: 0.664748 loss_bbox: 0.142070 loss_giou: 0.453305 loss_class_aux: 2.176908 loss_bbox_aux: 0.490550 loss_giou_aux: 1.489132 loss_class_dn: 0.385276 loss_bbox_dn: 0.170937 loss_giou_dn: 0.448368 loss_class_aux_dn: 0.835272 loss_bbox_aux_dn: 0.435395 loss_giou_aux_dn: 1.041233 loss: 9.268052 eta: 13:18:39 batch_cost: 0.3069 data_cost: 0.0008 ips: 13.0332 images/s
[05/12 16:29:49] ppdet.engine INFO: Epoch: [50] [3000/7329] learning_rate: 0.000100 loss_class: 0.679152 loss_bbox: 0.155591 loss_giou: 0.422599 loss_class_aux: 2.223621 loss_bbox_aux: 0.545948 loss_giou_aux: 1.414536 loss_class_dn: 0.372482 loss_bbox_dn: 0.181003 loss_giou_dn: 0.423029 loss_class_aux_dn: 0.828848 loss_bbox_aux_dn: 0.471599 loss_giou_aux_dn: 1.022721 loss: 9.155016 eta: 13:17:38 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2178 images/s
[05/12 16:30:55] ppdet.engine INFO: Epoch: [50] [3200/7329] learning_rate: 0.000100 loss_class: 0.645366 loss_bbox: 0.139657 loss_giou: 0.367049 loss_class_aux: 2.078474 loss_bbox_aux: 0.487836 loss_giou_aux: 1.239528 loss_class_dn: 0.324907 loss_bbox_dn: 0.157893 loss_giou_dn: 0.349011 loss_class_aux_dn: 0.752393 loss_bbox_aux_dn: 0.414101 loss_giou_aux_dn: 0.833744 loss: 7.906604 eta: 13:16:37 batch_cost: 0.2975 data_cost: 0.0006 ips: 13.4468 images/s
[05/12 16:31:59] ppdet.engine INFO: Epoch: [50] [3400/7329] learning_rate: 0.000100 loss_class: 0.719448 loss_bbox: 0.150993 loss_giou: 0.445327 loss_class_aux: 2.271782 loss_bbox_aux: 0.509295 loss_giou_aux: 1.466171 loss_class_dn: 0.367585 loss_bbox_dn: 0.184991 loss_giou_dn: 0.442629 loss_class_aux_dn: 0.820253 loss_bbox_aux_dn: 0.474296 loss_giou_aux_dn: 1.037145 loss: 8.758646 eta: 13:15:35 batch_cost: 0.2872 data_cost: 0.0006 ips: 13.9300 images/s
[05/12 16:33:06] ppdet.engine INFO: Epoch: [50] [3600/7329] learning_rate: 0.000100 loss_class: 0.702197 loss_bbox: 0.162688 loss_giou: 0.385271 loss_class_aux: 2.294011 loss_bbox_aux: 0.560067 loss_giou_aux: 1.253013 loss_class_dn: 0.369468 loss_bbox_dn: 0.199848 loss_giou_dn: 0.392931 loss_class_aux_dn: 0.816289 loss_bbox_aux_dn: 0.512631 loss_giou_aux_dn: 0.918618 loss: 9.139052 eta: 13:14:35 batch_cost: 0.2992 data_cost: 0.0006 ips: 13.3710 images/s
[05/12 16:34:12] ppdet.engine INFO: Epoch: [50] [3800/7329] learning_rate: 0.000100 loss_class: 0.649307 loss_bbox: 0.151105 loss_giou: 0.394921 loss_class_aux: 2.041617 loss_bbox_aux: 0.509797 loss_giou_aux: 1.252594 loss_class_dn: 0.344968 loss_bbox_dn: 0.165036 loss_giou_dn: 0.401465 loss_class_aux_dn: 0.765125 loss_bbox_aux_dn: 0.424600 loss_giou_aux_dn: 0.926816 loss: 8.589951 eta: 13:13:34 batch_cost: 0.2969 data_cost: 0.0007 ips: 13.4736 images/s
[05/12 16:35:22] ppdet.engine INFO: Epoch: [50] [4000/7329] learning_rate: 0.000100 loss_class: 0.691134 loss_bbox: 0.146421 loss_giou: 0.435357 loss_class_aux: 2.203643 loss_bbox_aux: 0.528803 loss_giou_aux: 1.457282 loss_class_dn: 0.367074 loss_bbox_dn: 0.183912 loss_giou_dn: 0.435373 loss_class_aux_dn: 0.835809 loss_bbox_aux_dn: 0.445890 loss_giou_aux_dn: 1.018461 loss: 9.252596 eta: 13:12:34 batch_cost: 0.3118 data_cost: 0.0008 ips: 12.8283 images/s
[05/12 16:36:29] ppdet.engine INFO: Epoch: [50] [4200/7329] learning_rate: 0.000100 loss_class: 0.639593 loss_bbox: 0.143479 loss_giou: 0.389734 loss_class_aux: 2.053418 loss_bbox_aux: 0.489747 loss_giou_aux: 1.290341 loss_class_dn: 0.327451 loss_bbox_dn: 0.178915 loss_giou_dn: 0.381428 loss_class_aux_dn: 0.757250 loss_bbox_aux_dn: 0.431508 loss_giou_aux_dn: 0.925141 loss: 8.076033 eta: 13:11:33 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2744 images/s
[05/12 16:37:37] ppdet.engine INFO: Epoch: [50] [4400/7329] learning_rate: 0.000100 loss_class: 0.684793 loss_bbox: 0.151754 loss_giou: 0.430033 loss_class_aux: 2.244302 loss_bbox_aux: 0.536755 loss_giou_aux: 1.440673 loss_class_dn: 0.364866 loss_bbox_dn: 0.175158 loss_giou_dn: 0.404624 loss_class_aux_dn: 0.813231 loss_bbox_aux_dn: 0.447142 loss_giou_aux_dn: 0.969493 loss: 8.678005 eta: 13:10:33 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2497 images/s
[05/12 16:38:46] ppdet.engine INFO: Epoch: [50] [4600/7329] learning_rate: 0.000100 loss_class: 0.706980 loss_bbox: 0.162428 loss_giou: 0.428947 loss_class_aux: 2.298196 loss_bbox_aux: 0.559948 loss_giou_aux: 1.477949 loss_class_dn: 0.408319 loss_bbox_dn: 0.193569 loss_giou_dn: 0.457975 loss_class_aux_dn: 0.895535 loss_bbox_aux_dn: 0.483331 loss_giou_aux_dn: 1.076224 loss: 9.794161 eta: 13:09:33 batch_cost: 0.3080 data_cost: 0.0008 ips: 12.9891 images/s
[05/12 16:39:56] ppdet.engine INFO: Epoch: [50] [4800/7329] learning_rate: 0.000100 loss_class: 0.709850 loss_bbox: 0.169424 loss_giou: 0.423562 loss_class_aux: 2.294140 loss_bbox_aux: 0.577140 loss_giou_aux: 1.336580 loss_class_dn: 0.375354 loss_bbox_dn: 0.196968 loss_giou_dn: 0.429885 loss_class_aux_dn: 0.838274 loss_bbox_aux_dn: 0.498222 loss_giou_aux_dn: 1.002901 loss: 9.563839 eta: 13:08:33 batch_cost: 0.3117 data_cost: 0.0007 ips: 12.8335 images/s
[05/12 16:41:05] ppdet.engine INFO: Epoch: [50] [5000/7329] learning_rate: 0.000100 loss_class: 0.668310 loss_bbox: 0.149652 loss_giou: 0.373552 loss_class_aux: 2.140115 loss_bbox_aux: 0.516033 loss_giou_aux: 1.251904 loss_class_dn: 0.334746 loss_bbox_dn: 0.182627 loss_giou_dn: 0.373312 loss_class_aux_dn: 0.754281 loss_bbox_aux_dn: 0.468429 loss_giou_aux_dn: 0.917653 loss: 8.432985 eta: 13:07:33 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9696 images/s
[05/12 16:42:12] ppdet.engine INFO: Epoch: [50] [5200/7329] learning_rate: 0.000100 loss_class: 0.679596 loss_bbox: 0.155150 loss_giou: 0.451657 loss_class_aux: 2.201143 loss_bbox_aux: 0.501106 loss_giou_aux: 1.411937 loss_class_dn: 0.374943 loss_bbox_dn: 0.169887 loss_giou_dn: 0.427826 loss_class_aux_dn: 0.843519 loss_bbox_aux_dn: 0.431364 loss_giou_aux_dn: 1.008190 loss: 9.015186 eta: 13:06:33 batch_cost: 0.3013 data_cost: 0.0008 ips: 13.2736 images/s
[05/12 16:43:21] ppdet.engine INFO: Epoch: [50] [5400/7329] learning_rate: 0.000100 loss_class: 0.692960 loss_bbox: 0.161416 loss_giou: 0.420317 loss_class_aux: 2.232356 loss_bbox_aux: 0.553550 loss_giou_aux: 1.352860 loss_class_dn: 0.362942 loss_bbox_dn: 0.186982 loss_giou_dn: 0.423870 loss_class_aux_dn: 0.816126 loss_bbox_aux_dn: 0.477682 loss_giou_aux_dn: 0.995348 loss: 9.030087 eta: 13:05:33 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9973 images/s
[05/12 16:44:28] ppdet.engine INFO: Epoch: [50] [5600/7329] learning_rate: 0.000100 loss_class: 0.756337 loss_bbox: 0.166550 loss_giou: 0.466410 loss_class_aux: 2.380097 loss_bbox_aux: 0.578292 loss_giou_aux: 1.553529 loss_class_dn: 0.380805 loss_bbox_dn: 0.193246 loss_giou_dn: 0.462623 loss_class_aux_dn: 0.844246 loss_bbox_aux_dn: 0.496289 loss_giou_aux_dn: 1.093144 loss: 9.494690 eta: 13:04:32 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2576 images/s
[05/12 16:45:37] ppdet.engine INFO: Epoch: [50] [5800/7329] learning_rate: 0.000100 loss_class: 0.706998 loss_bbox: 0.150003 loss_giou: 0.416523 loss_class_aux: 2.294147 loss_bbox_aux: 0.510907 loss_giou_aux: 1.377406 loss_class_dn: 0.369062 loss_bbox_dn: 0.169156 loss_giou_dn: 0.425749 loss_class_aux_dn: 0.821239 loss_bbox_aux_dn: 0.442336 loss_giou_aux_dn: 1.012505 loss: 9.010468 eta: 13:03:32 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0242 images/s
[05/12 16:46:44] ppdet.engine INFO: Epoch: [50] [6000/7329] learning_rate: 0.000100 loss_class: 0.665617 loss_bbox: 0.142079 loss_giou: 0.387305 loss_class_aux: 2.114331 loss_bbox_aux: 0.505884 loss_giou_aux: 1.233396 loss_class_dn: 0.339757 loss_bbox_dn: 0.166600 loss_giou_dn: 0.391217 loss_class_aux_dn: 0.760732 loss_bbox_aux_dn: 0.440055 loss_giou_aux_dn: 0.946353 loss: 8.563772 eta: 13:02:31 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3382 images/s
[05/12 16:47:52] ppdet.engine INFO: Epoch: [50] [6200/7329] learning_rate: 0.000100 loss_class: 0.668534 loss_bbox: 0.138107 loss_giou: 0.363786 loss_class_aux: 2.082098 loss_bbox_aux: 0.485151 loss_giou_aux: 1.226696 loss_class_dn: 0.344956 loss_bbox_dn: 0.178217 loss_giou_dn: 0.386353 loss_class_aux_dn: 0.769709 loss_bbox_aux_dn: 0.445936 loss_giou_aux_dn: 0.906187 loss: 8.385491 eta: 13:01:31 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2989 images/s
[05/12 16:49:00] ppdet.engine INFO: Epoch: [50] [6400/7329] learning_rate: 0.000100 loss_class: 0.704091 loss_bbox: 0.146848 loss_giou: 0.442073 loss_class_aux: 2.275513 loss_bbox_aux: 0.536238 loss_giou_aux: 1.464945 loss_class_dn: 0.369600 loss_bbox_dn: 0.188408 loss_giou_dn: 0.439329 loss_class_aux_dn: 0.831029 loss_bbox_aux_dn: 0.468997 loss_giou_aux_dn: 1.019143 loss: 8.999252 eta: 13:00:30 batch_cost: 0.3056 data_cost: 0.0009 ips: 13.0909 images/s
[05/12 16:50:08] ppdet.engine INFO: Epoch: [50] [6600/7329] learning_rate: 0.000100 loss_class: 0.703762 loss_bbox: 0.155170 loss_giou: 0.451796 loss_class_aux: 2.236372 loss_bbox_aux: 0.557477 loss_giou_aux: 1.423242 loss_class_dn: 0.371596 loss_bbox_dn: 0.184396 loss_giou_dn: 0.468022 loss_class_aux_dn: 0.827317 loss_bbox_aux_dn: 0.480314 loss_giou_aux_dn: 1.096940 loss: 9.232010 eta: 12:59:30 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1238 images/s
[05/12 16:51:17] ppdet.engine INFO: Epoch: [50] [6800/7329] learning_rate: 0.000100 loss_class: 0.717430 loss_bbox: 0.151747 loss_giou: 0.441520 loss_class_aux: 2.322261 loss_bbox_aux: 0.519973 loss_giou_aux: 1.427080 loss_class_dn: 0.371460 loss_bbox_dn: 0.182687 loss_giou_dn: 0.421880 loss_class_aux_dn: 0.833811 loss_bbox_aux_dn: 0.476875 loss_giou_aux_dn: 0.999308 loss: 9.149804 eta: 12:58:30 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0311 images/s
[05/12 16:52:24] ppdet.engine INFO: Epoch: [50] [7000/7329] learning_rate: 0.000100 loss_class: 0.669270 loss_bbox: 0.151277 loss_giou: 0.414932 loss_class_aux: 2.103568 loss_bbox_aux: 0.498288 loss_giou_aux: 1.381353 loss_class_dn: 0.347443 loss_bbox_dn: 0.167458 loss_giou_dn: 0.409543 loss_class_aux_dn: 0.768289 loss_bbox_aux_dn: 0.435355 loss_giou_aux_dn: 1.000364 loss: 8.454874 eta: 12:57:29 batch_cost: 0.3022 data_cost: 0.0008 ips: 13.2380 images/s
[05/12 16:53:32] ppdet.engine INFO: Epoch: [50] [7200/7329] learning_rate: 0.000100 loss_class: 0.682665 loss_bbox: 0.153544 loss_giou: 0.454293 loss_class_aux: 2.207676 loss_bbox_aux: 0.525737 loss_giou_aux: 1.510799 loss_class_dn: 0.396168 loss_bbox_dn: 0.170364 loss_giou_dn: 0.451268 loss_class_aux_dn: 0.856318 loss_bbox_aux_dn: 0.447165 loss_giou_aux_dn: 1.068629 loss: 9.473434 eta: 12:56:29 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2177 images/s
[05/12 16:54:17] ppdet.engine INFO: Eval iter: 0
[05/12 16:54:23] ppdet.engine INFO: Eval iter: 100
[05/12 16:54:30] ppdet.engine INFO: Eval iter: 200
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[05/12 16:54:49] ppdet.engine INFO: Eval iter: 500
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[05/12 16:55:02] ppdet.engine INFO: Eval iter: 700
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[05/12 16:55:15] ppdet.engine INFO: Eval iter: 900
[05/12 16:55:22] ppdet.engine INFO: Eval iter: 1000
[05/12 16:55:28] ppdet.engine INFO: Eval iter: 1100
[05/12 16:55:34] ppdet.engine INFO: Eval iter: 1200
[05/12 16:55:58] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.56s)
creating index...
index created!
[05/12 16:56:00] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.74s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.23s).
Accumulating evaluation results...
DONE (t=28.99s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.457
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.628
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.493
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.275
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.491
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.618
 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 ] = 0.610
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.681
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.477
 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 ] = 0.864
[05/12 16:58:24] ppdet.engine INFO: Total sample number: 5000, average FPS: 61.421509366511316
[05/12 16:58:24] ppdet.engine INFO: Best test bbox ap is 0.457.
[05/12 16:58:26] ppdet.engine INFO: Epoch: [51] [   0/7329] learning_rate: 0.000100 loss_class: 0.653628 loss_bbox: 0.155298 loss_giou: 0.434665 loss_class_aux: 2.122460 loss_bbox_aux: 0.547174 loss_giou_aux: 1.405876 loss_class_dn: 0.373901 loss_bbox_dn: 0.186239 loss_giou_dn: 0.440289 loss_class_aux_dn: 0.817843 loss_bbox_aux_dn: 0.482749 loss_giou_aux_dn: 1.006690 loss: 9.173592 eta: 12:55:50 batch_cost: 0.2964 data_cost: 0.0007 ips: 13.4952 images/s
[05/12 16:59:35] ppdet.engine INFO: Epoch: [51] [ 200/7329] learning_rate: 0.000100 loss_class: 0.667229 loss_bbox: 0.137242 loss_giou: 0.404666 loss_class_aux: 2.190047 loss_bbox_aux: 0.476798 loss_giou_aux: 1.351138 loss_class_dn: 0.343942 loss_bbox_dn: 0.164239 loss_giou_dn: 0.433831 loss_class_aux_dn: 0.754488 loss_bbox_aux_dn: 0.432748 loss_giou_aux_dn: 0.999027 loss: 8.716642 eta: 12:54:49 batch_cost: 0.3058 data_cost: 0.0008 ips: 13.0789 images/s
[05/12 17:00:43] ppdet.engine INFO: Epoch: [51] [ 400/7329] learning_rate: 0.000100 loss_class: 0.624849 loss_bbox: 0.148810 loss_giou: 0.385050 loss_class_aux: 2.029072 loss_bbox_aux: 0.531500 loss_giou_aux: 1.231120 loss_class_dn: 0.327354 loss_bbox_dn: 0.172768 loss_giou_dn: 0.373753 loss_class_aux_dn: 0.743087 loss_bbox_aux_dn: 0.463461 loss_giou_aux_dn: 0.870674 loss: 8.135005 eta: 12:53:49 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1222 images/s
[05/12 17:01:50] ppdet.engine INFO: Epoch: [51] [ 600/7329] learning_rate: 0.000100 loss_class: 0.701071 loss_bbox: 0.148598 loss_giou: 0.393243 loss_class_aux: 2.222970 loss_bbox_aux: 0.479970 loss_giou_aux: 1.271485 loss_class_dn: 0.353482 loss_bbox_dn: 0.163753 loss_giou_dn: 0.391560 loss_class_aux_dn: 0.787847 loss_bbox_aux_dn: 0.402498 loss_giou_aux_dn: 0.921393 loss: 8.645058 eta: 12:52:49 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2074 images/s
[05/12 17:02:58] ppdet.engine INFO: Epoch: [51] [ 800/7329] learning_rate: 0.000100 loss_class: 0.621057 loss_bbox: 0.135568 loss_giou: 0.423555 loss_class_aux: 1.984017 loss_bbox_aux: 0.470644 loss_giou_aux: 1.368476 loss_class_dn: 0.351156 loss_bbox_dn: 0.165200 loss_giou_dn: 0.418986 loss_class_aux_dn: 0.773744 loss_bbox_aux_dn: 0.413023 loss_giou_aux_dn: 0.983024 loss: 8.494883 eta: 12:51:48 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1966 images/s
[05/12 17:04:06] ppdet.engine INFO: Epoch: [51] [1000/7329] learning_rate: 0.000100 loss_class: 0.684955 loss_bbox: 0.154316 loss_giou: 0.485561 loss_class_aux: 2.210415 loss_bbox_aux: 0.536228 loss_giou_aux: 1.623265 loss_class_dn: 0.370515 loss_bbox_dn: 0.180725 loss_giou_dn: 0.459994 loss_class_aux_dn: 0.824279 loss_bbox_aux_dn: 0.474116 loss_giou_aux_dn: 1.087636 loss: 9.232367 eta: 12:50:48 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2247 images/s
[05/12 17:05:14] ppdet.engine INFO: Epoch: [51] [1200/7329] learning_rate: 0.000100 loss_class: 0.694199 loss_bbox: 0.158912 loss_giou: 0.445976 loss_class_aux: 2.147860 loss_bbox_aux: 0.556373 loss_giou_aux: 1.470688 loss_class_dn: 0.374061 loss_bbox_dn: 0.172526 loss_giou_dn: 0.436158 loss_class_aux_dn: 0.831942 loss_bbox_aux_dn: 0.441134 loss_giou_aux_dn: 1.033027 loss: 8.960384 eta: 12:49:48 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9777 images/s
[05/12 17:06:22] ppdet.engine INFO: Epoch: [51] [1400/7329] learning_rate: 0.000100 loss_class: 0.682697 loss_bbox: 0.151700 loss_giou: 0.430725 loss_class_aux: 2.195119 loss_bbox_aux: 0.518672 loss_giou_aux: 1.381955 loss_class_dn: 0.342752 loss_bbox_dn: 0.180633 loss_giou_dn: 0.412154 loss_class_aux_dn: 0.783678 loss_bbox_aux_dn: 0.448153 loss_giou_aux_dn: 0.972913 loss: 8.268244 eta: 12:48:47 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1553 images/s
[05/12 17:07:30] ppdet.engine INFO: Epoch: [51] [1600/7329] learning_rate: 0.000100 loss_class: 0.665431 loss_bbox: 0.145107 loss_giou: 0.391586 loss_class_aux: 2.027196 loss_bbox_aux: 0.486135 loss_giou_aux: 1.336765 loss_class_dn: 0.350776 loss_bbox_dn: 0.174339 loss_giou_dn: 0.404459 loss_class_aux_dn: 0.781415 loss_bbox_aux_dn: 0.437996 loss_giou_aux_dn: 0.922520 loss: 8.485838 eta: 12:47:47 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1931 images/s
[05/12 17:08:38] ppdet.engine INFO: Epoch: [51] [1800/7329] learning_rate: 0.000100 loss_class: 0.701650 loss_bbox: 0.158104 loss_giou: 0.426422 loss_class_aux: 2.245419 loss_bbox_aux: 0.530036 loss_giou_aux: 1.396445 loss_class_dn: 0.363470 loss_bbox_dn: 0.190693 loss_giou_dn: 0.422126 loss_class_aux_dn: 0.811264 loss_bbox_aux_dn: 0.492356 loss_giou_aux_dn: 0.992634 loss: 9.094090 eta: 12:46:47 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1210 images/s
[05/12 17:09:46] ppdet.engine INFO: Epoch: [51] [2000/7329] learning_rate: 0.000100 loss_class: 0.626393 loss_bbox: 0.148287 loss_giou: 0.343465 loss_class_aux: 2.042622 loss_bbox_aux: 0.523840 loss_giou_aux: 1.110472 loss_class_dn: 0.312254 loss_bbox_dn: 0.171212 loss_giou_dn: 0.335646 loss_class_aux_dn: 0.725033 loss_bbox_aux_dn: 0.470189 loss_giou_aux_dn: 0.773827 loss: 7.731496 eta: 12:45:46 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1721 images/s
[05/12 17:10:54] ppdet.engine INFO: Epoch: [51] [2200/7329] learning_rate: 0.000100 loss_class: 0.705417 loss_bbox: 0.164421 loss_giou: 0.499880 loss_class_aux: 2.237867 loss_bbox_aux: 0.569781 loss_giou_aux: 1.614367 loss_class_dn: 0.400664 loss_bbox_dn: 0.168223 loss_giou_dn: 0.476564 loss_class_aux_dn: 0.884828 loss_bbox_aux_dn: 0.450079 loss_giou_aux_dn: 1.141243 loss: 9.704382 eta: 12:44:46 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2652 images/s
[05/12 17:12:03] ppdet.engine INFO: Epoch: [51] [2400/7329] learning_rate: 0.000100 loss_class: 0.696507 loss_bbox: 0.164065 loss_giou: 0.437085 loss_class_aux: 2.234413 loss_bbox_aux: 0.558895 loss_giou_aux: 1.404014 loss_class_dn: 0.364981 loss_bbox_dn: 0.186324 loss_giou_dn: 0.435476 loss_class_aux_dn: 0.820227 loss_bbox_aux_dn: 0.468009 loss_giou_aux_dn: 1.032713 loss: 9.073751 eta: 12:43:45 batch_cost: 0.3072 data_cost: 0.0007 ips: 13.0198 images/s
[05/12 17:13:11] ppdet.engine INFO: Epoch: [51] [2600/7329] learning_rate: 0.000100 loss_class: 0.677764 loss_bbox: 0.148263 loss_giou: 0.433433 loss_class_aux: 2.185598 loss_bbox_aux: 0.503874 loss_giou_aux: 1.348918 loss_class_dn: 0.375286 loss_bbox_dn: 0.158937 loss_giou_dn: 0.406120 loss_class_aux_dn: 0.825853 loss_bbox_aux_dn: 0.413253 loss_giou_aux_dn: 0.965832 loss: 8.980406 eta: 12:42:45 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9762 images/s
[05/12 17:14:20] ppdet.engine INFO: Epoch: [51] [2800/7329] learning_rate: 0.000100 loss_class: 0.631831 loss_bbox: 0.147559 loss_giou: 0.344978 loss_class_aux: 2.016357 loss_bbox_aux: 0.501938 loss_giou_aux: 1.122008 loss_class_dn: 0.323681 loss_bbox_dn: 0.175871 loss_giou_dn: 0.359882 loss_class_aux_dn: 0.731700 loss_bbox_aux_dn: 0.463795 loss_giou_aux_dn: 0.855919 loss: 7.981867 eta: 12:41:45 batch_cost: 0.3076 data_cost: 0.0007 ips: 13.0042 images/s
[05/12 17:15:28] ppdet.engine INFO: Epoch: [51] [3000/7329] learning_rate: 0.000100 loss_class: 0.633467 loss_bbox: 0.155669 loss_giou: 0.391531 loss_class_aux: 2.029419 loss_bbox_aux: 0.522241 loss_giou_aux: 1.328917 loss_class_dn: 0.347003 loss_bbox_dn: 0.177631 loss_giou_dn: 0.401306 loss_class_aux_dn: 0.764176 loss_bbox_aux_dn: 0.447946 loss_giou_aux_dn: 0.963979 loss: 8.340715 eta: 12:40:45 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1354 images/s
[05/12 17:16:35] ppdet.engine INFO: Epoch: [51] [3200/7329] learning_rate: 0.000100 loss_class: 0.661062 loss_bbox: 0.152941 loss_giou: 0.441107 loss_class_aux: 2.127998 loss_bbox_aux: 0.534860 loss_giou_aux: 1.398425 loss_class_dn: 0.350659 loss_bbox_dn: 0.183250 loss_giou_dn: 0.419884 loss_class_aux_dn: 0.762465 loss_bbox_aux_dn: 0.482126 loss_giou_aux_dn: 0.978322 loss: 8.838150 eta: 12:39:44 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2836 images/s
[05/12 17:17:42] ppdet.engine INFO: Epoch: [51] [3400/7329] learning_rate: 0.000100 loss_class: 0.680386 loss_bbox: 0.155011 loss_giou: 0.436387 loss_class_aux: 2.201216 loss_bbox_aux: 0.535791 loss_giou_aux: 1.410045 loss_class_dn: 0.363206 loss_bbox_dn: 0.173487 loss_giou_dn: 0.441334 loss_class_aux_dn: 0.805760 loss_bbox_aux_dn: 0.452389 loss_giou_aux_dn: 1.015583 loss: 8.992659 eta: 12:38:44 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2405 images/s
[05/12 17:18:50] ppdet.engine INFO: Epoch: [51] [3600/7329] learning_rate: 0.000100 loss_class: 0.737845 loss_bbox: 0.168132 loss_giou: 0.502641 loss_class_aux: 2.304380 loss_bbox_aux: 0.576197 loss_giou_aux: 1.681365 loss_class_dn: 0.391094 loss_bbox_dn: 0.191801 loss_giou_dn: 0.489195 loss_class_aux_dn: 0.884683 loss_bbox_aux_dn: 0.496006 loss_giou_aux_dn: 1.168018 loss: 9.807884 eta: 12:37:43 batch_cost: 0.3006 data_cost: 0.0007 ips: 13.3063 images/s
[05/12 17:19:56] ppdet.engine INFO: Epoch: [51] [3800/7329] learning_rate: 0.000100 loss_class: 0.669745 loss_bbox: 0.149711 loss_giou: 0.401730 loss_class_aux: 2.112424 loss_bbox_aux: 0.503921 loss_giou_aux: 1.327578 loss_class_dn: 0.347395 loss_bbox_dn: 0.170292 loss_giou_dn: 0.386219 loss_class_aux_dn: 0.785513 loss_bbox_aux_dn: 0.435115 loss_giou_aux_dn: 0.920165 loss: 8.585646 eta: 12:36:42 batch_cost: 0.2978 data_cost: 0.0007 ips: 13.4323 images/s
[05/12 17:21:03] ppdet.engine INFO: Epoch: [51] [4000/7329] learning_rate: 0.000100 loss_class: 0.691164 loss_bbox: 0.149538 loss_giou: 0.378453 loss_class_aux: 2.206296 loss_bbox_aux: 0.516620 loss_giou_aux: 1.258269 loss_class_dn: 0.346790 loss_bbox_dn: 0.178108 loss_giou_dn: 0.392066 loss_class_aux_dn: 0.788554 loss_bbox_aux_dn: 0.483251 loss_giou_aux_dn: 0.928275 loss: 8.420324 eta: 12:35:42 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3164 images/s
[05/12 17:22:11] ppdet.engine INFO: Epoch: [51] [4200/7329] learning_rate: 0.000100 loss_class: 0.680747 loss_bbox: 0.154447 loss_giou: 0.390171 loss_class_aux: 2.157202 loss_bbox_aux: 0.528905 loss_giou_aux: 1.322115 loss_class_dn: 0.347253 loss_bbox_dn: 0.186299 loss_giou_dn: 0.400133 loss_class_aux_dn: 0.777362 loss_bbox_aux_dn: 0.477432 loss_giou_aux_dn: 0.972100 loss: 8.548609 eta: 12:34:41 batch_cost: 0.3046 data_cost: 0.0008 ips: 13.1321 images/s
[05/12 17:23:19] ppdet.engine INFO: Epoch: [51] [4400/7329] learning_rate: 0.000100 loss_class: 0.683854 loss_bbox: 0.145032 loss_giou: 0.412174 loss_class_aux: 2.120147 loss_bbox_aux: 0.485710 loss_giou_aux: 1.321766 loss_class_dn: 0.344317 loss_bbox_dn: 0.172907 loss_giou_dn: 0.385455 loss_class_aux_dn: 0.780080 loss_bbox_aux_dn: 0.435886 loss_giou_aux_dn: 0.904704 loss: 8.425931 eta: 12:33:41 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1023 images/s
[05/12 17:24:27] ppdet.engine INFO: Epoch: [51] [4600/7329] learning_rate: 0.000100 loss_class: 0.690784 loss_bbox: 0.158532 loss_giou: 0.405829 loss_class_aux: 2.259761 loss_bbox_aux: 0.537417 loss_giou_aux: 1.312395 loss_class_dn: 0.358947 loss_bbox_dn: 0.185137 loss_giou_dn: 0.407416 loss_class_aux_dn: 0.803314 loss_bbox_aux_dn: 0.473731 loss_giou_aux_dn: 0.986866 loss: 8.863768 eta: 12:32:41 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2832 images/s
[05/12 17:25:35] ppdet.engine INFO: Epoch: [51] [4800/7329] learning_rate: 0.000100 loss_class: 0.634750 loss_bbox: 0.139736 loss_giou: 0.391379 loss_class_aux: 2.046966 loss_bbox_aux: 0.486856 loss_giou_aux: 1.297884 loss_class_dn: 0.335974 loss_bbox_dn: 0.170032 loss_giou_dn: 0.387259 loss_class_aux_dn: 0.753159 loss_bbox_aux_dn: 0.433511 loss_giou_aux_dn: 0.930943 loss: 8.291229 eta: 12:31:40 batch_cost: 0.3077 data_cost: 0.0007 ips: 12.9984 images/s
[05/12 17:26:42] ppdet.engine INFO: Epoch: [51] [5000/7329] learning_rate: 0.000100 loss_class: 0.676186 loss_bbox: 0.153830 loss_giou: 0.449600 loss_class_aux: 2.168350 loss_bbox_aux: 0.522833 loss_giou_aux: 1.438298 loss_class_dn: 0.361460 loss_bbox_dn: 0.179952 loss_giou_dn: 0.435721 loss_class_aux_dn: 0.806116 loss_bbox_aux_dn: 0.447349 loss_giou_aux_dn: 1.014039 loss: 8.624760 eta: 12:30:40 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2645 images/s
[05/12 17:27:49] ppdet.engine INFO: Epoch: [51] [5200/7329] learning_rate: 0.000100 loss_class: 0.660857 loss_bbox: 0.147696 loss_giou: 0.399446 loss_class_aux: 2.143738 loss_bbox_aux: 0.500094 loss_giou_aux: 1.310494 loss_class_dn: 0.336162 loss_bbox_dn: 0.171215 loss_giou_dn: 0.396750 loss_class_aux_dn: 0.748420 loss_bbox_aux_dn: 0.443623 loss_giou_aux_dn: 0.922564 loss: 8.446918 eta: 12:29:39 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3436 images/s
[05/12 17:28:57] ppdet.engine INFO: Epoch: [51] [5400/7329] learning_rate: 0.000100 loss_class: 0.675408 loss_bbox: 0.151416 loss_giou: 0.401922 loss_class_aux: 2.181563 loss_bbox_aux: 0.514590 loss_giou_aux: 1.336483 loss_class_dn: 0.365558 loss_bbox_dn: 0.191306 loss_giou_dn: 0.410599 loss_class_aux_dn: 0.809881 loss_bbox_aux_dn: 0.476489 loss_giou_aux_dn: 0.967871 loss: 8.796076 eta: 12:28:39 batch_cost: 0.3002 data_cost: 0.0007 ips: 13.3257 images/s
[05/12 17:30:03] ppdet.engine INFO: Epoch: [51] [5600/7329] learning_rate: 0.000100 loss_class: 0.684584 loss_bbox: 0.137212 loss_giou: 0.409475 loss_class_aux: 2.192688 loss_bbox_aux: 0.484845 loss_giou_aux: 1.373805 loss_class_dn: 0.364217 loss_bbox_dn: 0.167125 loss_giou_dn: 0.418299 loss_class_aux_dn: 0.835758 loss_bbox_aux_dn: 0.433655 loss_giou_aux_dn: 0.999264 loss: 8.919899 eta: 12:27:38 batch_cost: 0.2991 data_cost: 0.0006 ips: 13.3724 images/s
[05/12 17:31:09] ppdet.engine INFO: Epoch: [51] [5800/7329] learning_rate: 0.000100 loss_class: 0.622853 loss_bbox: 0.140781 loss_giou: 0.389562 loss_class_aux: 1.998088 loss_bbox_aux: 0.461308 loss_giou_aux: 1.217854 loss_class_dn: 0.324047 loss_bbox_dn: 0.155829 loss_giou_dn: 0.382531 loss_class_aux_dn: 0.727474 loss_bbox_aux_dn: 0.416886 loss_giou_aux_dn: 0.893176 loss: 7.859814 eta: 12:26:37 batch_cost: 0.2949 data_cost: 0.0006 ips: 13.5622 images/s
[05/12 17:32:13] ppdet.engine INFO: Epoch: [51] [6000/7329] learning_rate: 0.000100 loss_class: 0.755665 loss_bbox: 0.170227 loss_giou: 0.431734 loss_class_aux: 2.382014 loss_bbox_aux: 0.569397 loss_giou_aux: 1.438958 loss_class_dn: 0.383400 loss_bbox_dn: 0.184134 loss_giou_dn: 0.446822 loss_class_aux_dn: 0.855330 loss_bbox_aux_dn: 0.498417 loss_giou_aux_dn: 1.048016 loss: 9.474184 eta: 12:25:35 batch_cost: 0.2875 data_cost: 0.0006 ips: 13.9117 images/s
[05/12 17:33:19] ppdet.engine INFO: Epoch: [51] [6200/7329] learning_rate: 0.000100 loss_class: 0.696030 loss_bbox: 0.157651 loss_giou: 0.512554 loss_class_aux: 2.210761 loss_bbox_aux: 0.541739 loss_giou_aux: 1.617898 loss_class_dn: 0.364862 loss_bbox_dn: 0.188337 loss_giou_dn: 0.492908 loss_class_aux_dn: 0.822422 loss_bbox_aux_dn: 0.477067 loss_giou_aux_dn: 1.106820 loss: 9.211623 eta: 12:24:34 batch_cost: 0.2961 data_cost: 0.0007 ips: 13.5111 images/s
[05/12 17:34:27] ppdet.engine INFO: Epoch: [51] [6400/7329] learning_rate: 0.000100 loss_class: 0.689217 loss_bbox: 0.167223 loss_giou: 0.415488 loss_class_aux: 2.258931 loss_bbox_aux: 0.555712 loss_giou_aux: 1.388914 loss_class_dn: 0.380424 loss_bbox_dn: 0.177983 loss_giou_dn: 0.425364 loss_class_aux_dn: 0.859252 loss_bbox_aux_dn: 0.473876 loss_giou_aux_dn: 1.039062 loss: 9.208945 eta: 12:23:34 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2179 images/s
[05/12 17:35:36] ppdet.engine INFO: Epoch: [51] [6600/7329] learning_rate: 0.000100 loss_class: 0.689967 loss_bbox: 0.154091 loss_giou: 0.463046 loss_class_aux: 2.203914 loss_bbox_aux: 0.524475 loss_giou_aux: 1.488953 loss_class_dn: 0.366807 loss_bbox_dn: 0.176250 loss_giou_dn: 0.438894 loss_class_aux_dn: 0.807653 loss_bbox_aux_dn: 0.466520 loss_giou_aux_dn: 1.029736 loss: 8.902351 eta: 12:22:34 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9575 images/s
[05/12 17:36:44] ppdet.engine INFO: Epoch: [51] [6800/7329] learning_rate: 0.000100 loss_class: 0.666486 loss_bbox: 0.150127 loss_giou: 0.458033 loss_class_aux: 2.140763 loss_bbox_aux: 0.522856 loss_giou_aux: 1.533877 loss_class_dn: 0.360711 loss_bbox_dn: 0.165668 loss_giou_dn: 0.451398 loss_class_aux_dn: 0.794985 loss_bbox_aux_dn: 0.432795 loss_giou_aux_dn: 1.066522 loss: 9.060749 eta: 12:21:33 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2366 images/s
[05/12 17:37:52] ppdet.engine INFO: Epoch: [51] [7000/7329] learning_rate: 0.000100 loss_class: 0.650645 loss_bbox: 0.144566 loss_giou: 0.425108 loss_class_aux: 2.067938 loss_bbox_aux: 0.510531 loss_giou_aux: 1.377108 loss_class_dn: 0.351420 loss_bbox_dn: 0.167935 loss_giou_dn: 0.405702 loss_class_aux_dn: 0.786973 loss_bbox_aux_dn: 0.444265 loss_giou_aux_dn: 0.938039 loss: 8.721325 eta: 12:20:33 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1534 images/s
[05/12 17:38:59] ppdet.engine INFO: Epoch: [51] [7200/7329] learning_rate: 0.000100 loss_class: 0.625736 loss_bbox: 0.154837 loss_giou: 0.395218 loss_class_aux: 2.050185 loss_bbox_aux: 0.516278 loss_giou_aux: 1.350472 loss_class_dn: 0.350868 loss_bbox_dn: 0.182303 loss_giou_dn: 0.410763 loss_class_aux_dn: 0.790933 loss_bbox_aux_dn: 0.468868 loss_giou_aux_dn: 0.960061 loss: 8.596029 eta: 12:19:32 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3305 images/s
[05/12 17:39:44] ppdet.engine INFO: Eval iter: 0
[05/12 17:39:51] ppdet.engine INFO: Eval iter: 100
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[05/12 17:40:31] ppdet.engine INFO: Eval iter: 700
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[05/12 17:40:51] ppdet.engine INFO: Eval iter: 1000
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[05/12 17:41:04] ppdet.engine INFO: Eval iter: 1200
[05/12 17:41:29] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/12 17:41:30] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.76s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=103.23s).
Accumulating evaluation results...
DONE (t=24.67s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.457
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.628
 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 ] = 0.617
 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 ] = 0.681
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.485
 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 ] = 0.862
[05/12 17:43:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.5181506226099
[05/12 17:43:54] ppdet.engine INFO: Best test bbox ap is 0.457.
[05/12 17:43:55] ppdet.engine INFO: Epoch: [52] [   0/7329] learning_rate: 0.000100 loss_class: 0.638286 loss_bbox: 0.150140 loss_giou: 0.384983 loss_class_aux: 2.086172 loss_bbox_aux: 0.516121 loss_giou_aux: 1.297980 loss_class_dn: 0.347569 loss_bbox_dn: 0.178969 loss_giou_dn: 0.418303 loss_class_aux_dn: 0.779094 loss_bbox_aux_dn: 0.451015 loss_giou_aux_dn: 0.978710 loss: 8.803103 eta: 12:18:53 batch_cost: 0.2969 data_cost: 0.0007 ips: 13.4737 images/s
[05/12 17:45:03] ppdet.engine INFO: Epoch: [52] [ 200/7329] learning_rate: 0.000100 loss_class: 0.645821 loss_bbox: 0.144599 loss_giou: 0.399491 loss_class_aux: 2.097339 loss_bbox_aux: 0.492347 loss_giou_aux: 1.358236 loss_class_dn: 0.363228 loss_bbox_dn: 0.175643 loss_giou_dn: 0.416329 loss_class_aux_dn: 0.793386 loss_bbox_aux_dn: 0.432760 loss_giou_aux_dn: 0.975897 loss: 8.610851 eta: 12:17:52 batch_cost: 0.3010 data_cost: 0.0008 ips: 13.2908 images/s
[05/12 17:46:10] ppdet.engine INFO: Epoch: [52] [ 400/7329] learning_rate: 0.000100 loss_class: 0.646436 loss_bbox: 0.160795 loss_giou: 0.408811 loss_class_aux: 2.025956 loss_bbox_aux: 0.543501 loss_giou_aux: 1.316416 loss_class_dn: 0.346459 loss_bbox_dn: 0.193456 loss_giou_dn: 0.411480 loss_class_aux_dn: 0.777821 loss_bbox_aux_dn: 0.474389 loss_giou_aux_dn: 0.965379 loss: 8.789558 eta: 12:16:51 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3408 images/s
[05/12 17:47:17] ppdet.engine INFO: Epoch: [52] [ 600/7329] learning_rate: 0.000100 loss_class: 0.672202 loss_bbox: 0.165146 loss_giou: 0.382369 loss_class_aux: 2.166023 loss_bbox_aux: 0.545393 loss_giou_aux: 1.251264 loss_class_dn: 0.341603 loss_bbox_dn: 0.178854 loss_giou_dn: 0.386045 loss_class_aux_dn: 0.767763 loss_bbox_aux_dn: 0.460100 loss_giou_aux_dn: 0.921933 loss: 8.282402 eta: 12:15:51 batch_cost: 0.3031 data_cost: 0.0008 ips: 13.1982 images/s
[05/12 17:48:25] ppdet.engine INFO: Epoch: [52] [ 800/7329] learning_rate: 0.000100 loss_class: 0.636727 loss_bbox: 0.151733 loss_giou: 0.384007 loss_class_aux: 2.015770 loss_bbox_aux: 0.557111 loss_giou_aux: 1.231515 loss_class_dn: 0.337219 loss_bbox_dn: 0.170612 loss_giou_dn: 0.379948 loss_class_aux_dn: 0.745428 loss_bbox_aux_dn: 0.451927 loss_giou_aux_dn: 0.920192 loss: 8.269011 eta: 12:14:50 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2567 images/s
[05/12 17:49:33] ppdet.engine INFO: Epoch: [52] [1000/7329] learning_rate: 0.000100 loss_class: 0.719396 loss_bbox: 0.170134 loss_giou: 0.498670 loss_class_aux: 2.232392 loss_bbox_aux: 0.564322 loss_giou_aux: 1.583070 loss_class_dn: 0.387531 loss_bbox_dn: 0.185886 loss_giou_dn: 0.478634 loss_class_aux_dn: 0.868484 loss_bbox_aux_dn: 0.467889 loss_giou_aux_dn: 1.100847 loss: 9.530230 eta: 12:13:50 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0909 images/s
[05/12 17:50:42] ppdet.engine INFO: Epoch: [52] [1200/7329] learning_rate: 0.000100 loss_class: 0.716226 loss_bbox: 0.171781 loss_giou: 0.445034 loss_class_aux: 2.316718 loss_bbox_aux: 0.591626 loss_giou_aux: 1.467083 loss_class_dn: 0.384683 loss_bbox_dn: 0.185455 loss_giou_dn: 0.433890 loss_class_aux_dn: 0.852172 loss_bbox_aux_dn: 0.480458 loss_giou_aux_dn: 1.023574 loss: 9.573170 eta: 12:12:50 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0812 images/s
[05/12 17:51:49] ppdet.engine INFO: Epoch: [52] [1400/7329] learning_rate: 0.000100 loss_class: 0.632622 loss_bbox: 0.160606 loss_giou: 0.433208 loss_class_aux: 2.014372 loss_bbox_aux: 0.516966 loss_giou_aux: 1.408961 loss_class_dn: 0.336176 loss_bbox_dn: 0.184576 loss_giou_dn: 0.404994 loss_class_aux_dn: 0.763173 loss_bbox_aux_dn: 0.469004 loss_giou_aux_dn: 0.946886 loss: 8.526151 eta: 12:11:49 batch_cost: 0.3001 data_cost: 0.0008 ips: 13.3308 images/s
[05/12 17:52:57] ppdet.engine INFO: Epoch: [52] [1600/7329] learning_rate: 0.000100 loss_class: 0.689048 loss_bbox: 0.162941 loss_giou: 0.426319 loss_class_aux: 2.236982 loss_bbox_aux: 0.532333 loss_giou_aux: 1.381184 loss_class_dn: 0.365481 loss_bbox_dn: 0.187233 loss_giou_dn: 0.413568 loss_class_aux_dn: 0.812661 loss_bbox_aux_dn: 0.472495 loss_giou_aux_dn: 1.013222 loss: 8.855140 eta: 12:10:49 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1469 images/s
[05/12 17:54:06] ppdet.engine INFO: Epoch: [52] [1800/7329] learning_rate: 0.000100 loss_class: 0.664399 loss_bbox: 0.151938 loss_giou: 0.396604 loss_class_aux: 2.131176 loss_bbox_aux: 0.523930 loss_giou_aux: 1.335022 loss_class_dn: 0.343805 loss_bbox_dn: 0.171058 loss_giou_dn: 0.387420 loss_class_aux_dn: 0.780399 loss_bbox_aux_dn: 0.453133 loss_giou_aux_dn: 0.916773 loss: 8.360435 eta: 12:09:49 batch_cost: 0.3072 data_cost: 0.0007 ips: 13.0194 images/s
[05/12 17:55:14] ppdet.engine INFO: Epoch: [52] [2000/7329] learning_rate: 0.000100 loss_class: 0.719294 loss_bbox: 0.166220 loss_giou: 0.471521 loss_class_aux: 2.222698 loss_bbox_aux: 0.546246 loss_giou_aux: 1.531754 loss_class_dn: 0.371536 loss_bbox_dn: 0.184713 loss_giou_dn: 0.470412 loss_class_aux_dn: 0.836551 loss_bbox_aux_dn: 0.465902 loss_giou_aux_dn: 1.117589 loss: 9.636335 eta: 12:08:49 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0992 images/s
[05/12 17:56:22] ppdet.engine INFO: Epoch: [52] [2200/7329] learning_rate: 0.000100 loss_class: 0.736738 loss_bbox: 0.155047 loss_giou: 0.476771 loss_class_aux: 2.331531 loss_bbox_aux: 0.548791 loss_giou_aux: 1.541775 loss_class_dn: 0.394678 loss_bbox_dn: 0.194635 loss_giou_dn: 0.459800 loss_class_aux_dn: 0.869379 loss_bbox_aux_dn: 0.468812 loss_giou_aux_dn: 1.096789 loss: 9.316180 eta: 12:07:48 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1223 images/s
[05/12 17:57:30] ppdet.engine INFO: Epoch: [52] [2400/7329] learning_rate: 0.000100 loss_class: 0.658931 loss_bbox: 0.156335 loss_giou: 0.392723 loss_class_aux: 2.160568 loss_bbox_aux: 0.537810 loss_giou_aux: 1.281128 loss_class_dn: 0.337907 loss_bbox_dn: 0.171519 loss_giou_dn: 0.398638 loss_class_aux_dn: 0.765769 loss_bbox_aux_dn: 0.440409 loss_giou_aux_dn: 0.932802 loss: 8.592116 eta: 12:06:48 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1830 images/s
[05/12 17:58:37] ppdet.engine INFO: Epoch: [52] [2600/7329] learning_rate: 0.000100 loss_class: 0.699800 loss_bbox: 0.163499 loss_giou: 0.448665 loss_class_aux: 2.241902 loss_bbox_aux: 0.551003 loss_giou_aux: 1.461674 loss_class_dn: 0.373785 loss_bbox_dn: 0.183443 loss_giou_dn: 0.422266 loss_class_aux_dn: 0.832255 loss_bbox_aux_dn: 0.450457 loss_giou_aux_dn: 1.009471 loss: 8.879385 eta: 12:05:47 batch_cost: 0.2994 data_cost: 0.0008 ips: 13.3591 images/s
[05/12 17:59:45] ppdet.engine INFO: Epoch: [52] [2800/7329] learning_rate: 0.000100 loss_class: 0.703739 loss_bbox: 0.157545 loss_giou: 0.416795 loss_class_aux: 2.254146 loss_bbox_aux: 0.541510 loss_giou_aux: 1.407023 loss_class_dn: 0.369567 loss_bbox_dn: 0.166978 loss_giou_dn: 0.422512 loss_class_aux_dn: 0.815641 loss_bbox_aux_dn: 0.439239 loss_giou_aux_dn: 1.022809 loss: 9.151430 eta: 12:04:47 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1560 images/s
[05/12 18:00:53] ppdet.engine INFO: Epoch: [52] [3000/7329] learning_rate: 0.000100 loss_class: 0.695787 loss_bbox: 0.150166 loss_giou: 0.449620 loss_class_aux: 2.300291 loss_bbox_aux: 0.517278 loss_giou_aux: 1.461560 loss_class_dn: 0.383389 loss_bbox_dn: 0.179544 loss_giou_dn: 0.443220 loss_class_aux_dn: 0.851523 loss_bbox_aux_dn: 0.451568 loss_giou_aux_dn: 1.032045 loss: 9.281183 eta: 12:03:46 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1037 images/s
[05/12 18:02:01] ppdet.engine INFO: Epoch: [52] [3200/7329] learning_rate: 0.000100 loss_class: 0.635511 loss_bbox: 0.149598 loss_giou: 0.385334 loss_class_aux: 2.042145 loss_bbox_aux: 0.508551 loss_giou_aux: 1.247072 loss_class_dn: 0.335233 loss_bbox_dn: 0.176180 loss_giou_dn: 0.390803 loss_class_aux_dn: 0.749103 loss_bbox_aux_dn: 0.463574 loss_giou_aux_dn: 0.929894 loss: 8.327236 eta: 12:02:46 batch_cost: 0.3062 data_cost: 0.0008 ips: 13.0652 images/s
[05/12 18:03:10] ppdet.engine INFO: Epoch: [52] [3400/7329] learning_rate: 0.000100 loss_class: 0.680042 loss_bbox: 0.161797 loss_giou: 0.424555 loss_class_aux: 2.179911 loss_bbox_aux: 0.537988 loss_giou_aux: 1.397803 loss_class_dn: 0.355713 loss_bbox_dn: 0.175928 loss_giou_dn: 0.420343 loss_class_aux_dn: 0.794904 loss_bbox_aux_dn: 0.450894 loss_giou_aux_dn: 1.012370 loss: 8.696191 eta: 12:01:46 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9950 images/s
[05/12 18:04:18] ppdet.engine INFO: Epoch: [52] [3600/7329] learning_rate: 0.000100 loss_class: 0.665216 loss_bbox: 0.145910 loss_giou: 0.352569 loss_class_aux: 2.125056 loss_bbox_aux: 0.513773 loss_giou_aux: 1.212182 loss_class_dn: 0.343509 loss_bbox_dn: 0.176608 loss_giou_dn: 0.370711 loss_class_aux_dn: 0.762712 loss_bbox_aux_dn: 0.466430 loss_giou_aux_dn: 0.901137 loss: 8.396612 eta: 12:00:46 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1912 images/s
[05/12 18:05:27] ppdet.engine INFO: Epoch: [52] [3800/7329] learning_rate: 0.000100 loss_class: 0.687217 loss_bbox: 0.154305 loss_giou: 0.448238 loss_class_aux: 2.170037 loss_bbox_aux: 0.527457 loss_giou_aux: 1.465276 loss_class_dn: 0.364467 loss_bbox_dn: 0.182462 loss_giou_dn: 0.446513 loss_class_aux_dn: 0.787313 loss_bbox_aux_dn: 0.470638 loss_giou_aux_dn: 1.028104 loss: 8.934646 eta: 11:59:46 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9696 images/s
[05/12 18:06:35] ppdet.engine INFO: Epoch: [52] [4000/7329] learning_rate: 0.000100 loss_class: 0.696195 loss_bbox: 0.158077 loss_giou: 0.414010 loss_class_aux: 2.165292 loss_bbox_aux: 0.536278 loss_giou_aux: 1.331488 loss_class_dn: 0.357937 loss_bbox_dn: 0.166214 loss_giou_dn: 0.412597 loss_class_aux_dn: 0.775514 loss_bbox_aux_dn: 0.427091 loss_giou_aux_dn: 0.962432 loss: 8.807537 eta: 11:58:45 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0899 images/s
[05/12 18:07:42] ppdet.engine INFO: Epoch: [52] [4200/7329] learning_rate: 0.000100 loss_class: 0.656704 loss_bbox: 0.157863 loss_giou: 0.396053 loss_class_aux: 2.054749 loss_bbox_aux: 0.546351 loss_giou_aux: 1.313523 loss_class_dn: 0.336809 loss_bbox_dn: 0.177523 loss_giou_dn: 0.378964 loss_class_aux_dn: 0.759479 loss_bbox_aux_dn: 0.471219 loss_giou_aux_dn: 0.899687 loss: 8.194019 eta: 11:57:45 batch_cost: 0.2987 data_cost: 0.0007 ips: 13.3909 images/s
[05/12 18:08:50] ppdet.engine INFO: Epoch: [52] [4400/7329] learning_rate: 0.000100 loss_class: 0.682097 loss_bbox: 0.150668 loss_giou: 0.434380 loss_class_aux: 2.149424 loss_bbox_aux: 0.516880 loss_giou_aux: 1.486650 loss_class_dn: 0.361854 loss_bbox_dn: 0.178949 loss_giou_dn: 0.457331 loss_class_aux_dn: 0.816695 loss_bbox_aux_dn: 0.464593 loss_giou_aux_dn: 1.042826 loss: 8.859617 eta: 11:56:44 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2225 images/s
[05/12 18:09:57] ppdet.engine INFO: Epoch: [52] [4600/7329] learning_rate: 0.000100 loss_class: 0.610944 loss_bbox: 0.147456 loss_giou: 0.348479 loss_class_aux: 1.935234 loss_bbox_aux: 0.500931 loss_giou_aux: 1.136859 loss_class_dn: 0.307408 loss_bbox_dn: 0.162659 loss_giou_dn: 0.343274 loss_class_aux_dn: 0.686157 loss_bbox_aux_dn: 0.403204 loss_giou_aux_dn: 0.834391 loss: 7.680404 eta: 11:55:44 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2700 images/s
[05/12 18:11:05] ppdet.engine INFO: Epoch: [52] [4800/7329] learning_rate: 0.000100 loss_class: 0.618809 loss_bbox: 0.138256 loss_giou: 0.382527 loss_class_aux: 2.018114 loss_bbox_aux: 0.497801 loss_giou_aux: 1.257216 loss_class_dn: 0.326379 loss_bbox_dn: 0.159882 loss_giou_dn: 0.384244 loss_class_aux_dn: 0.745472 loss_bbox_aux_dn: 0.422199 loss_giou_aux_dn: 0.916007 loss: 8.125754 eta: 11:54:43 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1663 images/s
[05/12 18:12:13] ppdet.engine INFO: Epoch: [52] [5000/7329] learning_rate: 0.000100 loss_class: 0.669690 loss_bbox: 0.153136 loss_giou: 0.418013 loss_class_aux: 2.184117 loss_bbox_aux: 0.527446 loss_giou_aux: 1.447366 loss_class_dn: 0.363667 loss_bbox_dn: 0.183929 loss_giou_dn: 0.407052 loss_class_aux_dn: 0.795221 loss_bbox_aux_dn: 0.484526 loss_giou_aux_dn: 0.972376 loss: 8.813379 eta: 11:53:43 batch_cost: 0.3010 data_cost: 0.0007 ips: 13.2901 images/s
[05/12 18:13:20] ppdet.engine INFO: Epoch: [52] [5200/7329] learning_rate: 0.000100 loss_class: 0.675028 loss_bbox: 0.150728 loss_giou: 0.435964 loss_class_aux: 2.184401 loss_bbox_aux: 0.527164 loss_giou_aux: 1.342774 loss_class_dn: 0.354100 loss_bbox_dn: 0.180736 loss_giou_dn: 0.417352 loss_class_aux_dn: 0.789579 loss_bbox_aux_dn: 0.452543 loss_giou_aux_dn: 0.992195 loss: 8.752735 eta: 11:52:42 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2393 images/s
[05/12 18:14:29] ppdet.engine INFO: Epoch: [52] [5400/7329] learning_rate: 0.000100 loss_class: 0.681689 loss_bbox: 0.157977 loss_giou: 0.401572 loss_class_aux: 2.220583 loss_bbox_aux: 0.539828 loss_giou_aux: 1.334011 loss_class_dn: 0.358661 loss_bbox_dn: 0.182731 loss_giou_dn: 0.401249 loss_class_aux_dn: 0.800861 loss_bbox_aux_dn: 0.440744 loss_giou_aux_dn: 0.969147 loss: 8.810799 eta: 11:51:42 batch_cost: 0.3072 data_cost: 0.0008 ips: 13.0207 images/s
[05/12 18:15:37] ppdet.engine INFO: Epoch: [52] [5600/7329] learning_rate: 0.000100 loss_class: 0.664988 loss_bbox: 0.143916 loss_giou: 0.453182 loss_class_aux: 2.099414 loss_bbox_aux: 0.499658 loss_giou_aux: 1.472208 loss_class_dn: 0.363447 loss_bbox_dn: 0.177244 loss_giou_dn: 0.436013 loss_class_aux_dn: 0.810946 loss_bbox_aux_dn: 0.434431 loss_giou_aux_dn: 1.002026 loss: 8.944081 eta: 11:50:41 batch_cost: 0.3040 data_cost: 0.0008 ips: 13.1587 images/s
[05/12 18:16:44] ppdet.engine INFO: Epoch: [52] [5800/7329] learning_rate: 0.000100 loss_class: 0.717723 loss_bbox: 0.175796 loss_giou: 0.451643 loss_class_aux: 2.347490 loss_bbox_aux: 0.585253 loss_giou_aux: 1.503667 loss_class_dn: 0.391155 loss_bbox_dn: 0.187428 loss_giou_dn: 0.447268 loss_class_aux_dn: 0.871076 loss_bbox_aux_dn: 0.484473 loss_giou_aux_dn: 1.036041 loss: 9.604904 eta: 11:49:41 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1903 images/s
[05/12 18:17:52] ppdet.engine INFO: Epoch: [52] [6000/7329] learning_rate: 0.000100 loss_class: 0.642322 loss_bbox: 0.155932 loss_giou: 0.418189 loss_class_aux: 2.126169 loss_bbox_aux: 0.553457 loss_giou_aux: 1.273036 loss_class_dn: 0.338760 loss_bbox_dn: 0.182719 loss_giou_dn: 0.407830 loss_class_aux_dn: 0.768640 loss_bbox_aux_dn: 0.476752 loss_giou_aux_dn: 0.958330 loss: 8.424662 eta: 11:48:41 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2274 images/s
[05/12 18:19:00] ppdet.engine INFO: Epoch: [52] [6200/7329] learning_rate: 0.000100 loss_class: 0.655597 loss_bbox: 0.147361 loss_giou: 0.390499 loss_class_aux: 2.141928 loss_bbox_aux: 0.525326 loss_giou_aux: 1.284495 loss_class_dn: 0.350022 loss_bbox_dn: 0.171942 loss_giou_dn: 0.417494 loss_class_aux_dn: 0.787112 loss_bbox_aux_dn: 0.437854 loss_giou_aux_dn: 0.968825 loss: 8.692451 eta: 11:47:40 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2940 images/s
[05/12 18:20:07] ppdet.engine INFO: Epoch: [52] [6400/7329] learning_rate: 0.000100 loss_class: 0.718952 loss_bbox: 0.162697 loss_giou: 0.443502 loss_class_aux: 2.243164 loss_bbox_aux: 0.537427 loss_giou_aux: 1.470568 loss_class_dn: 0.385564 loss_bbox_dn: 0.178650 loss_giou_dn: 0.453359 loss_class_aux_dn: 0.868281 loss_bbox_aux_dn: 0.453125 loss_giou_aux_dn: 1.077851 loss: 9.552670 eta: 11:46:39 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2715 images/s
[05/12 18:21:15] ppdet.engine INFO: Epoch: [52] [6600/7329] learning_rate: 0.000100 loss_class: 0.673163 loss_bbox: 0.156701 loss_giou: 0.458364 loss_class_aux: 2.211823 loss_bbox_aux: 0.523322 loss_giou_aux: 1.486344 loss_class_dn: 0.349409 loss_bbox_dn: 0.182671 loss_giou_dn: 0.440143 loss_class_aux_dn: 0.786137 loss_bbox_aux_dn: 0.452910 loss_giou_aux_dn: 1.027209 loss: 8.810942 eta: 11:45:39 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1754 images/s
[05/12 18:22:23] ppdet.engine INFO: Epoch: [52] [6800/7329] learning_rate: 0.000100 loss_class: 0.644996 loss_bbox: 0.144405 loss_giou: 0.430985 loss_class_aux: 2.160179 loss_bbox_aux: 0.509319 loss_giou_aux: 1.430585 loss_class_dn: 0.352432 loss_bbox_dn: 0.175122 loss_giou_dn: 0.412363 loss_class_aux_dn: 0.797644 loss_bbox_aux_dn: 0.442229 loss_giou_aux_dn: 0.976461 loss: 8.589922 eta: 11:44:39 batch_cost: 0.3054 data_cost: 0.0008 ips: 13.0954 images/s
[05/12 18:23:31] ppdet.engine INFO: Epoch: [52] [7000/7329] learning_rate: 0.000100 loss_class: 0.639471 loss_bbox: 0.145436 loss_giou: 0.364803 loss_class_aux: 2.013124 loss_bbox_aux: 0.490726 loss_giou_aux: 1.221972 loss_class_dn: 0.320145 loss_bbox_dn: 0.170134 loss_giou_dn: 0.332940 loss_class_aux_dn: 0.734403 loss_bbox_aux_dn: 0.440864 loss_giou_aux_dn: 0.844096 loss: 7.918856 eta: 11:43:38 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2146 images/s
[05/12 18:24:39] ppdet.engine INFO: Epoch: [52] [7200/7329] learning_rate: 0.000100 loss_class: 0.630361 loss_bbox: 0.144334 loss_giou: 0.361177 loss_class_aux: 2.015360 loss_bbox_aux: 0.533799 loss_giou_aux: 1.148381 loss_class_dn: 0.327855 loss_bbox_dn: 0.180356 loss_giou_dn: 0.365554 loss_class_aux_dn: 0.735347 loss_bbox_aux_dn: 0.455404 loss_giou_aux_dn: 0.865449 loss: 8.117939 eta: 11:42:38 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1378 images/s
[05/12 18:25:25] ppdet.engine INFO: Eval iter: 0
[05/12 18:25:31] ppdet.engine INFO: Eval iter: 100
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[05/12 18:26:00] ppdet.engine INFO: Eval iter: 600
[05/12 18:26:06] ppdet.engine INFO: Eval iter: 700
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[05/12 18:26:24] ppdet.engine INFO: Eval iter: 1000
[05/12 18:26:30] ppdet.engine INFO: Eval iter: 1100
[05/12 18:26:36] ppdet.engine INFO: Eval iter: 1200
[05/12 18:27:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.45s)
creating index...
index created!
[05/12 18:27:01] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.48s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=96.86s).
Accumulating evaluation results...
DONE (t=22.40s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.458
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.628
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.495
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.275
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.491
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617
 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 ] = 0.682
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.486
 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
[05/12 18:29:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.45989429744766
[05/12 18:29:18] ppdet.engine INFO: Best test bbox ap is 0.458.
[05/12 18:29:20] ppdet.engine INFO: Epoch: [53] [   0/7329] learning_rate: 0.000100 loss_class: 0.661989 loss_bbox: 0.153096 loss_giou: 0.391538 loss_class_aux: 2.123634 loss_bbox_aux: 0.570116 loss_giou_aux: 1.266270 loss_class_dn: 0.349329 loss_bbox_dn: 0.183825 loss_giou_dn: 0.406743 loss_class_aux_dn: 0.794388 loss_bbox_aux_dn: 0.471334 loss_giou_aux_dn: 0.924841 loss: 8.494301 eta: 11:41:59 batch_cost: 0.3018 data_cost: 0.0008 ips: 13.2524 images/s
[05/12 18:30:24] ppdet.engine INFO: Epoch: [53] [ 200/7329] learning_rate: 0.000100 loss_class: 0.670099 loss_bbox: 0.150454 loss_giou: 0.429976 loss_class_aux: 2.145238 loss_bbox_aux: 0.499000 loss_giou_aux: 1.403073 loss_class_dn: 0.357322 loss_bbox_dn: 0.167416 loss_giou_dn: 0.441096 loss_class_aux_dn: 0.794122 loss_bbox_aux_dn: 0.433348 loss_giou_aux_dn: 1.041287 loss: 8.698187 eta: 11:40:57 batch_cost: 0.2877 data_cost: 0.0008 ips: 13.9057 images/s
[05/12 18:31:31] ppdet.engine INFO: Epoch: [53] [ 400/7329] learning_rate: 0.000100 loss_class: 0.659843 loss_bbox: 0.155925 loss_giou: 0.370803 loss_class_aux: 2.143630 loss_bbox_aux: 0.541014 loss_giou_aux: 1.263190 loss_class_dn: 0.330287 loss_bbox_dn: 0.190991 loss_giou_dn: 0.379204 loss_class_aux_dn: 0.747700 loss_bbox_aux_dn: 0.497882 loss_giou_aux_dn: 0.898179 loss: 8.536823 eta: 11:39:57 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2775 images/s
[05/12 18:32:41] ppdet.engine INFO: Epoch: [53] [ 600/7329] learning_rate: 0.000100 loss_class: 0.693594 loss_bbox: 0.142710 loss_giou: 0.415623 loss_class_aux: 2.222023 loss_bbox_aux: 0.504972 loss_giou_aux: 1.386201 loss_class_dn: 0.371215 loss_bbox_dn: 0.182084 loss_giou_dn: 0.417625 loss_class_aux_dn: 0.843035 loss_bbox_aux_dn: 0.457220 loss_giou_aux_dn: 0.984677 loss: 8.923948 eta: 11:38:57 batch_cost: 0.3132 data_cost: 0.0008 ips: 12.7706 images/s
[05/12 18:33:49] ppdet.engine INFO: Epoch: [53] [ 800/7329] learning_rate: 0.000100 loss_class: 0.710742 loss_bbox: 0.155097 loss_giou: 0.398973 loss_class_aux: 2.227560 loss_bbox_aux: 0.537957 loss_giou_aux: 1.373602 loss_class_dn: 0.361616 loss_bbox_dn: 0.186880 loss_giou_dn: 0.400315 loss_class_aux_dn: 0.793696 loss_bbox_aux_dn: 0.466260 loss_giou_aux_dn: 0.951381 loss: 8.864008 eta: 11:37:57 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1535 images/s
[05/12 18:34:56] ppdet.engine INFO: Epoch: [53] [1000/7329] learning_rate: 0.000100 loss_class: 0.629667 loss_bbox: 0.147017 loss_giou: 0.368534 loss_class_aux: 2.040629 loss_bbox_aux: 0.493452 loss_giou_aux: 1.267153 loss_class_dn: 0.349096 loss_bbox_dn: 0.169149 loss_giou_dn: 0.387275 loss_class_aux_dn: 0.783148 loss_bbox_aux_dn: 0.418614 loss_giou_aux_dn: 0.930729 loss: 8.260805 eta: 11:36:56 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3340 images/s
[05/12 18:36:05] ppdet.engine INFO: Epoch: [53] [1200/7329] learning_rate: 0.000100 loss_class: 0.684545 loss_bbox: 0.151912 loss_giou: 0.450396 loss_class_aux: 2.153973 loss_bbox_aux: 0.515175 loss_giou_aux: 1.475012 loss_class_dn: 0.354124 loss_bbox_dn: 0.172588 loss_giou_dn: 0.435765 loss_class_aux_dn: 0.801011 loss_bbox_aux_dn: 0.445422 loss_giou_aux_dn: 1.047323 loss: 9.043219 eta: 11:35:56 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0098 images/s
[05/12 18:37:12] ppdet.engine INFO: Epoch: [53] [1400/7329] learning_rate: 0.000100 loss_class: 0.666768 loss_bbox: 0.148976 loss_giou: 0.391317 loss_class_aux: 2.048181 loss_bbox_aux: 0.502326 loss_giou_aux: 1.287863 loss_class_dn: 0.327341 loss_bbox_dn: 0.163859 loss_giou_dn: 0.384566 loss_class_aux_dn: 0.722600 loss_bbox_aux_dn: 0.416945 loss_giou_aux_dn: 0.912407 loss: 8.236351 eta: 11:34:55 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2155 images/s
[05/12 18:38:21] ppdet.engine INFO: Epoch: [53] [1600/7329] learning_rate: 0.000100 loss_class: 0.689719 loss_bbox: 0.154898 loss_giou: 0.446859 loss_class_aux: 2.150244 loss_bbox_aux: 0.528607 loss_giou_aux: 1.483265 loss_class_dn: 0.366535 loss_bbox_dn: 0.167101 loss_giou_dn: 0.431618 loss_class_aux_dn: 0.815247 loss_bbox_aux_dn: 0.439324 loss_giou_aux_dn: 1.000609 loss: 8.847751 eta: 11:33:55 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1540 images/s
[05/12 18:39:29] ppdet.engine INFO: Epoch: [53] [1800/7329] learning_rate: 0.000100 loss_class: 0.702570 loss_bbox: 0.167965 loss_giou: 0.418694 loss_class_aux: 2.239005 loss_bbox_aux: 0.541662 loss_giou_aux: 1.361771 loss_class_dn: 0.359268 loss_bbox_dn: 0.191360 loss_giou_dn: 0.401669 loss_class_aux_dn: 0.807012 loss_bbox_aux_dn: 0.478858 loss_giou_aux_dn: 0.970894 loss: 8.778140 eta: 11:32:55 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0549 images/s
[05/12 18:40:37] ppdet.engine INFO: Epoch: [53] [2000/7329] learning_rate: 0.000100 loss_class: 0.691079 loss_bbox: 0.155937 loss_giou: 0.434112 loss_class_aux: 2.248905 loss_bbox_aux: 0.538835 loss_giou_aux: 1.402545 loss_class_dn: 0.358740 loss_bbox_dn: 0.187827 loss_giou_dn: 0.442728 loss_class_aux_dn: 0.812685 loss_bbox_aux_dn: 0.477182 loss_giou_aux_dn: 1.051189 loss: 9.224247 eta: 11:31:54 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2017 images/s
[05/12 18:41:46] ppdet.engine INFO: Epoch: [53] [2200/7329] learning_rate: 0.000100 loss_class: 0.626639 loss_bbox: 0.145856 loss_giou: 0.380768 loss_class_aux: 2.039591 loss_bbox_aux: 0.504138 loss_giou_aux: 1.271156 loss_class_dn: 0.339190 loss_bbox_dn: 0.165624 loss_giou_dn: 0.368354 loss_class_aux_dn: 0.761995 loss_bbox_aux_dn: 0.437965 loss_giou_aux_dn: 0.884018 loss: 7.905065 eta: 11:30:54 batch_cost: 0.3115 data_cost: 0.0007 ips: 12.8424 images/s
[05/12 18:42:54] ppdet.engine INFO: Epoch: [53] [2400/7329] learning_rate: 0.000100 loss_class: 0.609224 loss_bbox: 0.147648 loss_giou: 0.395130 loss_class_aux: 1.975924 loss_bbox_aux: 0.523980 loss_giou_aux: 1.298357 loss_class_dn: 0.332423 loss_bbox_dn: 0.179684 loss_giou_dn: 0.385767 loss_class_aux_dn: 0.745112 loss_bbox_aux_dn: 0.457387 loss_giou_aux_dn: 0.940028 loss: 8.403784 eta: 11:29:54 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1574 images/s
[05/12 18:44:03] ppdet.engine INFO: Epoch: [53] [2600/7329] learning_rate: 0.000100 loss_class: 0.687889 loss_bbox: 0.150647 loss_giou: 0.422581 loss_class_aux: 2.226662 loss_bbox_aux: 0.522898 loss_giou_aux: 1.366772 loss_class_dn: 0.381486 loss_bbox_dn: 0.178703 loss_giou_dn: 0.407888 loss_class_aux_dn: 0.848130 loss_bbox_aux_dn: 0.478316 loss_giou_aux_dn: 0.979208 loss: 9.068145 eta: 11:28:54 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9783 images/s
[05/12 18:45:11] ppdet.engine INFO: Epoch: [53] [2800/7329] learning_rate: 0.000100 loss_class: 0.701156 loss_bbox: 0.145961 loss_giou: 0.501391 loss_class_aux: 2.266022 loss_bbox_aux: 0.511660 loss_giou_aux: 1.630824 loss_class_dn: 0.383541 loss_bbox_dn: 0.169430 loss_giou_dn: 0.482290 loss_class_aux_dn: 0.852511 loss_bbox_aux_dn: 0.425705 loss_giou_aux_dn: 1.125462 loss: 9.349121 eta: 11:27:54 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1221 images/s
[05/12 18:46:19] ppdet.engine INFO: Epoch: [53] [3000/7329] learning_rate: 0.000100 loss_class: 0.646112 loss_bbox: 0.156194 loss_giou: 0.434277 loss_class_aux: 2.062980 loss_bbox_aux: 0.537576 loss_giou_aux: 1.402662 loss_class_dn: 0.347043 loss_bbox_dn: 0.187369 loss_giou_dn: 0.418263 loss_class_aux_dn: 0.759048 loss_bbox_aux_dn: 0.455689 loss_giou_aux_dn: 0.981932 loss: 8.548265 eta: 11:26:53 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1002 images/s
[05/12 18:47:27] ppdet.engine INFO: Epoch: [53] [3200/7329] learning_rate: 0.000100 loss_class: 0.646866 loss_bbox: 0.160235 loss_giou: 0.383440 loss_class_aux: 2.092411 loss_bbox_aux: 0.527942 loss_giou_aux: 1.237063 loss_class_dn: 0.326115 loss_bbox_dn: 0.183048 loss_giou_dn: 0.380923 loss_class_aux_dn: 0.732914 loss_bbox_aux_dn: 0.474023 loss_giou_aux_dn: 0.893041 loss: 8.256237 eta: 11:25:53 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1208 images/s
[05/12 18:48:35] ppdet.engine INFO: Epoch: [53] [3400/7329] learning_rate: 0.000100 loss_class: 0.683129 loss_bbox: 0.155307 loss_giou: 0.391878 loss_class_aux: 2.207612 loss_bbox_aux: 0.544330 loss_giou_aux: 1.292406 loss_class_dn: 0.371390 loss_bbox_dn: 0.181046 loss_giou_dn: 0.399319 loss_class_aux_dn: 0.825648 loss_bbox_aux_dn: 0.476704 loss_giou_aux_dn: 0.948239 loss: 8.942338 eta: 11:24:53 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0936 images/s
[05/12 18:49:43] ppdet.engine INFO: Epoch: [53] [3600/7329] learning_rate: 0.000100 loss_class: 0.637738 loss_bbox: 0.151969 loss_giou: 0.397372 loss_class_aux: 2.077793 loss_bbox_aux: 0.533307 loss_giou_aux: 1.287731 loss_class_dn: 0.327991 loss_bbox_dn: 0.175291 loss_giou_dn: 0.395335 loss_class_aux_dn: 0.748073 loss_bbox_aux_dn: 0.450554 loss_giou_aux_dn: 0.927476 loss: 8.345238 eta: 11:23:52 batch_cost: 0.3080 data_cost: 0.0007 ips: 12.9888 images/s
[05/12 18:50:50] ppdet.engine INFO: Epoch: [53] [3800/7329] learning_rate: 0.000100 loss_class: 0.657763 loss_bbox: 0.149697 loss_giou: 0.367997 loss_class_aux: 2.161963 loss_bbox_aux: 0.525311 loss_giou_aux: 1.255027 loss_class_dn: 0.350521 loss_bbox_dn: 0.182249 loss_giou_dn: 0.383915 loss_class_aux_dn: 0.778288 loss_bbox_aux_dn: 0.466573 loss_giou_aux_dn: 0.911892 loss: 8.711702 eta: 11:22:52 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3523 images/s
[05/12 18:51:59] ppdet.engine INFO: Epoch: [53] [4000/7329] learning_rate: 0.000100 loss_class: 0.661817 loss_bbox: 0.151004 loss_giou: 0.400171 loss_class_aux: 2.131867 loss_bbox_aux: 0.542570 loss_giou_aux: 1.290614 loss_class_dn: 0.354037 loss_bbox_dn: 0.171719 loss_giou_dn: 0.398579 loss_class_aux_dn: 0.802214 loss_bbox_aux_dn: 0.451095 loss_giou_aux_dn: 0.936653 loss: 8.865464 eta: 11:21:52 batch_cost: 0.3068 data_cost: 0.0007 ips: 13.0389 images/s
[05/12 18:53:06] ppdet.engine INFO: Epoch: [53] [4200/7329] learning_rate: 0.000100 loss_class: 0.707482 loss_bbox: 0.147543 loss_giou: 0.486926 loss_class_aux: 2.311359 loss_bbox_aux: 0.510960 loss_giou_aux: 1.615440 loss_class_dn: 0.392043 loss_bbox_dn: 0.169142 loss_giou_dn: 0.477725 loss_class_aux_dn: 0.869987 loss_bbox_aux_dn: 0.422425 loss_giou_aux_dn: 1.088394 loss: 9.319633 eta: 11:20:51 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2696 images/s
[05/12 18:54:15] ppdet.engine INFO: Epoch: [53] [4400/7329] learning_rate: 0.000100 loss_class: 0.658390 loss_bbox: 0.152115 loss_giou: 0.373717 loss_class_aux: 2.107502 loss_bbox_aux: 0.525634 loss_giou_aux: 1.268350 loss_class_dn: 0.338077 loss_bbox_dn: 0.181796 loss_giou_dn: 0.389230 loss_class_aux_dn: 0.769481 loss_bbox_aux_dn: 0.461915 loss_giou_aux_dn: 0.922149 loss: 8.420476 eta: 11:19:51 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9438 images/s
[05/12 18:55:24] ppdet.engine INFO: Epoch: [53] [4600/7329] learning_rate: 0.000100 loss_class: 0.646579 loss_bbox: 0.165471 loss_giou: 0.369575 loss_class_aux: 2.145560 loss_bbox_aux: 0.532142 loss_giou_aux: 1.201939 loss_class_dn: 0.316847 loss_bbox_dn: 0.184718 loss_giou_dn: 0.366516 loss_class_aux_dn: 0.724070 loss_bbox_aux_dn: 0.454433 loss_giou_aux_dn: 0.874383 loss: 7.943016 eta: 11:18:51 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9343 images/s
[05/12 18:56:32] ppdet.engine INFO: Epoch: [53] [4800/7329] learning_rate: 0.000100 loss_class: 0.649327 loss_bbox: 0.145680 loss_giou: 0.398266 loss_class_aux: 2.072099 loss_bbox_aux: 0.505648 loss_giou_aux: 1.258455 loss_class_dn: 0.332491 loss_bbox_dn: 0.177014 loss_giou_dn: 0.361924 loss_class_aux_dn: 0.747543 loss_bbox_aux_dn: 0.466725 loss_giou_aux_dn: 0.887855 loss: 8.379742 eta: 11:17:51 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0338 images/s
[05/12 18:57:40] ppdet.engine INFO: Epoch: [53] [5000/7329] learning_rate: 0.000100 loss_class: 0.635947 loss_bbox: 0.149550 loss_giou: 0.428208 loss_class_aux: 2.025644 loss_bbox_aux: 0.522899 loss_giou_aux: 1.430750 loss_class_dn: 0.351233 loss_bbox_dn: 0.160111 loss_giou_dn: 0.421176 loss_class_aux_dn: 0.789075 loss_bbox_aux_dn: 0.424818 loss_giou_aux_dn: 0.991539 loss: 8.874635 eta: 11:16:50 batch_cost: 0.3061 data_cost: 0.0008 ips: 13.0655 images/s
[05/12 18:58:48] ppdet.engine INFO: Epoch: [53] [5200/7329] learning_rate: 0.000100 loss_class: 0.631621 loss_bbox: 0.141538 loss_giou: 0.370257 loss_class_aux: 2.000763 loss_bbox_aux: 0.486894 loss_giou_aux: 1.161604 loss_class_dn: 0.332219 loss_bbox_dn: 0.163879 loss_giou_dn: 0.372669 loss_class_aux_dn: 0.749867 loss_bbox_aux_dn: 0.437572 loss_giou_aux_dn: 0.897623 loss: 8.197525 eta: 11:15:50 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1707 images/s
[05/12 18:59:56] ppdet.engine INFO: Epoch: [53] [5400/7329] learning_rate: 0.000100 loss_class: 0.707424 loss_bbox: 0.159437 loss_giou: 0.416987 loss_class_aux: 2.220517 loss_bbox_aux: 0.538654 loss_giou_aux: 1.368165 loss_class_dn: 0.361623 loss_bbox_dn: 0.188593 loss_giou_dn: 0.414876 loss_class_aux_dn: 0.807232 loss_bbox_aux_dn: 0.491124 loss_giou_aux_dn: 0.967163 loss: 8.934093 eta: 11:14:50 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2184 images/s
[05/12 19:01:03] ppdet.engine INFO: Epoch: [53] [5600/7329] learning_rate: 0.000100 loss_class: 0.613883 loss_bbox: 0.133426 loss_giou: 0.371020 loss_class_aux: 1.950973 loss_bbox_aux: 0.465205 loss_giou_aux: 1.193084 loss_class_dn: 0.327197 loss_bbox_dn: 0.155390 loss_giou_dn: 0.357701 loss_class_aux_dn: 0.724928 loss_bbox_aux_dn: 0.409382 loss_giou_aux_dn: 0.855878 loss: 7.706154 eta: 11:13:49 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2995 images/s
[05/12 19:02:11] ppdet.engine INFO: Epoch: [53] [5800/7329] learning_rate: 0.000100 loss_class: 0.642495 loss_bbox: 0.138277 loss_giou: 0.424740 loss_class_aux: 2.044832 loss_bbox_aux: 0.462533 loss_giou_aux: 1.392627 loss_class_dn: 0.347081 loss_bbox_dn: 0.165127 loss_giou_dn: 0.421836 loss_class_aux_dn: 0.770065 loss_bbox_aux_dn: 0.430073 loss_giou_aux_dn: 0.988265 loss: 8.800724 eta: 11:12:49 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0824 images/s
[05/12 19:03:19] ppdet.engine INFO: Epoch: [53] [6000/7329] learning_rate: 0.000100 loss_class: 0.721750 loss_bbox: 0.146498 loss_giou: 0.466743 loss_class_aux: 2.298056 loss_bbox_aux: 0.521416 loss_giou_aux: 1.482652 loss_class_dn: 0.368963 loss_bbox_dn: 0.172287 loss_giou_dn: 0.446477 loss_class_aux_dn: 0.859574 loss_bbox_aux_dn: 0.446238 loss_giou_aux_dn: 1.045232 loss: 9.565525 eta: 11:11:48 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2235 images/s
[05/12 19:04:27] ppdet.engine INFO: Epoch: [53] [6200/7329] learning_rate: 0.000100 loss_class: 0.620603 loss_bbox: 0.155117 loss_giou: 0.407963 loss_class_aux: 2.093783 loss_bbox_aux: 0.522099 loss_giou_aux: 1.334631 loss_class_dn: 0.338599 loss_bbox_dn: 0.170152 loss_giou_dn: 0.395970 loss_class_aux_dn: 0.758483 loss_bbox_aux_dn: 0.432851 loss_giou_aux_dn: 0.949988 loss: 8.392411 eta: 11:10:48 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9758 images/s
[05/12 19:05:35] ppdet.engine INFO: Epoch: [53] [6400/7329] learning_rate: 0.000100 loss_class: 0.653910 loss_bbox: 0.149784 loss_giou: 0.406641 loss_class_aux: 2.112607 loss_bbox_aux: 0.522708 loss_giou_aux: 1.319392 loss_class_dn: 0.347438 loss_bbox_dn: 0.178009 loss_giou_dn: 0.406228 loss_class_aux_dn: 0.772345 loss_bbox_aux_dn: 0.459347 loss_giou_aux_dn: 0.962374 loss: 8.494770 eta: 11:09:48 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.1993 images/s
[05/12 19:06:42] ppdet.engine INFO: Epoch: [53] [6600/7329] learning_rate: 0.000100 loss_class: 0.658735 loss_bbox: 0.141610 loss_giou: 0.377786 loss_class_aux: 2.184915 loss_bbox_aux: 0.488128 loss_giou_aux: 1.263989 loss_class_dn: 0.350149 loss_bbox_dn: 0.165534 loss_giou_dn: 0.387834 loss_class_aux_dn: 0.794267 loss_bbox_aux_dn: 0.420369 loss_giou_aux_dn: 0.922691 loss: 8.655197 eta: 11:08:47 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2056 images/s
[05/12 19:07:50] ppdet.engine INFO: Epoch: [53] [6800/7329] learning_rate: 0.000100 loss_class: 0.677404 loss_bbox: 0.156592 loss_giou: 0.429203 loss_class_aux: 2.155797 loss_bbox_aux: 0.545675 loss_giou_aux: 1.436288 loss_class_dn: 0.359805 loss_bbox_dn: 0.177599 loss_giou_dn: 0.423564 loss_class_aux_dn: 0.811127 loss_bbox_aux_dn: 0.466967 loss_giou_aux_dn: 1.017081 loss: 8.803516 eta: 11:07:47 batch_cost: 0.3015 data_cost: 0.0008 ips: 13.2673 images/s
[05/12 19:08:58] ppdet.engine INFO: Epoch: [53] [7000/7329] learning_rate: 0.000100 loss_class: 0.654504 loss_bbox: 0.147577 loss_giou: 0.460889 loss_class_aux: 2.064799 loss_bbox_aux: 0.498374 loss_giou_aux: 1.519936 loss_class_dn: 0.350965 loss_bbox_dn: 0.161624 loss_giou_dn: 0.442998 loss_class_aux_dn: 0.775993 loss_bbox_aux_dn: 0.422906 loss_giou_aux_dn: 1.051623 loss: 8.939962 eta: 11:06:46 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2071 images/s
[05/12 19:10:07] ppdet.engine INFO: Epoch: [53] [7200/7329] learning_rate: 0.000100 loss_class: 0.666940 loss_bbox: 0.148234 loss_giou: 0.408338 loss_class_aux: 2.143582 loss_bbox_aux: 0.540495 loss_giou_aux: 1.348523 loss_class_dn: 0.348345 loss_bbox_dn: 0.174500 loss_giou_dn: 0.384448 loss_class_aux_dn: 0.790621 loss_bbox_aux_dn: 0.452171 loss_giou_aux_dn: 0.926665 loss: 8.657362 eta: 11:05:46 batch_cost: 0.3067 data_cost: 0.0007 ips: 13.0401 images/s
[05/12 19:10:51] ppdet.engine INFO: Eval iter: 0
[05/12 19:10:57] ppdet.engine INFO: Eval iter: 100
[05/12 19:11:03] ppdet.engine INFO: Eval iter: 200
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[05/12 19:11:15] ppdet.engine INFO: Eval iter: 400
[05/12 19:11:21] ppdet.engine INFO: Eval iter: 500
[05/12 19:11:27] ppdet.engine INFO: Eval iter: 600
[05/12 19:11:33] ppdet.engine INFO: Eval iter: 700
[05/12 19:11:39] ppdet.engine INFO: Eval iter: 800
[05/12 19:11:45] ppdet.engine INFO: Eval iter: 900
[05/12 19:11:51] ppdet.engine INFO: Eval iter: 1000
[05/12 19:11:57] ppdet.engine INFO: Eval iter: 1100
[05/12 19:12:03] ppdet.engine INFO: Eval iter: 1200
[05/12 19:12:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/12 19:12:28] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.72s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=103.46s).
Accumulating evaluation results...
DONE (t=23.81s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.458
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.628
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.495
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.275
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.492
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.619
 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 ] = 0.611
 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 ] = 0.485
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.730
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866
[05/12 19:14:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.69711704697042
[05/12 19:14:52] ppdet.engine INFO: Best test bbox ap is 0.458.
[05/12 19:14:55] ppdet.engine INFO: Epoch: [54] [   0/7329] learning_rate: 0.000100 loss_class: 0.717660 loss_bbox: 0.160401 loss_giou: 0.424873 loss_class_aux: 2.329991 loss_bbox_aux: 0.561738 loss_giou_aux: 1.404182 loss_class_dn: 0.370692 loss_bbox_dn: 0.193672 loss_giou_dn: 0.414655 loss_class_aux_dn: 0.818997 loss_bbox_aux_dn: 0.476887 loss_giou_aux_dn: 0.975484 loss: 9.281064 eta: 11:05:06 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.4018 images/s
[05/12 19:16:04] ppdet.engine INFO: Epoch: [54] [ 200/7329] learning_rate: 0.000100 loss_class: 0.666888 loss_bbox: 0.150190 loss_giou: 0.383073 loss_class_aux: 2.153854 loss_bbox_aux: 0.508593 loss_giou_aux: 1.287924 loss_class_dn: 0.328092 loss_bbox_dn: 0.178173 loss_giou_dn: 0.389649 loss_class_aux_dn: 0.746632 loss_bbox_aux_dn: 0.485023 loss_giou_aux_dn: 0.904314 loss: 8.427824 eta: 11:04:06 batch_cost: 0.3092 data_cost: 0.0007 ips: 12.9380 images/s
[05/12 19:17:12] ppdet.engine INFO: Epoch: [54] [ 400/7329] learning_rate: 0.000100 loss_class: 0.663764 loss_bbox: 0.163037 loss_giou: 0.436374 loss_class_aux: 2.123417 loss_bbox_aux: 0.547911 loss_giou_aux: 1.403582 loss_class_dn: 0.361372 loss_bbox_dn: 0.190219 loss_giou_dn: 0.413852 loss_class_aux_dn: 0.806736 loss_bbox_aux_dn: 0.467842 loss_giou_aux_dn: 0.988967 loss: 9.233635 eta: 11:03:06 batch_cost: 0.3050 data_cost: 0.0009 ips: 13.1140 images/s
[05/12 19:18:21] ppdet.engine INFO: Epoch: [54] [ 600/7329] learning_rate: 0.000100 loss_class: 0.660492 loss_bbox: 0.147823 loss_giou: 0.407986 loss_class_aux: 2.045557 loss_bbox_aux: 0.522132 loss_giou_aux: 1.364963 loss_class_dn: 0.344206 loss_bbox_dn: 0.169856 loss_giou_dn: 0.402405 loss_class_aux_dn: 0.755611 loss_bbox_aux_dn: 0.417403 loss_giou_aux_dn: 0.951160 loss: 8.487218 eta: 11:02:06 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0309 images/s
[05/12 19:19:29] ppdet.engine INFO: Epoch: [54] [ 800/7329] learning_rate: 0.000100 loss_class: 0.634969 loss_bbox: 0.154622 loss_giou: 0.393467 loss_class_aux: 2.045034 loss_bbox_aux: 0.516839 loss_giou_aux: 1.275318 loss_class_dn: 0.331358 loss_bbox_dn: 0.175823 loss_giou_dn: 0.389321 loss_class_aux_dn: 0.743965 loss_bbox_aux_dn: 0.441722 loss_giou_aux_dn: 0.940934 loss: 8.352684 eta: 11:01:05 batch_cost: 0.3043 data_cost: 0.0008 ips: 13.1465 images/s
[05/12 19:20:37] ppdet.engine INFO: Epoch: [54] [1000/7329] learning_rate: 0.000100 loss_class: 0.685918 loss_bbox: 0.147133 loss_giou: 0.447967 loss_class_aux: 2.152427 loss_bbox_aux: 0.505523 loss_giou_aux: 1.434466 loss_class_dn: 0.361304 loss_bbox_dn: 0.160864 loss_giou_dn: 0.429504 loss_class_aux_dn: 0.798132 loss_bbox_aux_dn: 0.433020 loss_giou_aux_dn: 1.019153 loss: 8.935987 eta: 11:00:05 batch_cost: 0.3047 data_cost: 0.0008 ips: 13.1271 images/s
[05/12 19:21:45] ppdet.engine INFO: Epoch: [54] [1200/7329] learning_rate: 0.000100 loss_class: 0.715080 loss_bbox: 0.165051 loss_giou: 0.489481 loss_class_aux: 2.282209 loss_bbox_aux: 0.572300 loss_giou_aux: 1.625842 loss_class_dn: 0.381079 loss_bbox_dn: 0.182964 loss_giou_dn: 0.483201 loss_class_aux_dn: 0.844171 loss_bbox_aux_dn: 0.459264 loss_giou_aux_dn: 1.116411 loss: 9.566063 eta: 10:59:05 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0925 images/s
[05/12 19:22:53] ppdet.engine INFO: Epoch: [54] [1400/7329] learning_rate: 0.000100 loss_class: 0.645559 loss_bbox: 0.138201 loss_giou: 0.394203 loss_class_aux: 2.083022 loss_bbox_aux: 0.475111 loss_giou_aux: 1.297741 loss_class_dn: 0.332474 loss_bbox_dn: 0.158335 loss_giou_dn: 0.394198 loss_class_aux_dn: 0.769302 loss_bbox_aux_dn: 0.401480 loss_giou_aux_dn: 0.946596 loss: 8.444933 eta: 10:58:04 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3286 images/s
[05/12 19:24:01] ppdet.engine INFO: Epoch: [54] [1600/7329] learning_rate: 0.000100 loss_class: 0.649379 loss_bbox: 0.146828 loss_giou: 0.399984 loss_class_aux: 2.064029 loss_bbox_aux: 0.497014 loss_giou_aux: 1.309306 loss_class_dn: 0.331388 loss_bbox_dn: 0.178162 loss_giou_dn: 0.384588 loss_class_aux_dn: 0.740336 loss_bbox_aux_dn: 0.445738 loss_giou_aux_dn: 0.912838 loss: 8.009083 eta: 10:57:04 batch_cost: 0.3054 data_cost: 0.0008 ips: 13.0957 images/s
[05/12 19:25:08] ppdet.engine INFO: Epoch: [54] [1800/7329] learning_rate: 0.000100 loss_class: 0.688088 loss_bbox: 0.158679 loss_giou: 0.446610 loss_class_aux: 2.164117 loss_bbox_aux: 0.534717 loss_giou_aux: 1.440863 loss_class_dn: 0.365836 loss_bbox_dn: 0.181218 loss_giou_dn: 0.457103 loss_class_aux_dn: 0.800892 loss_bbox_aux_dn: 0.456031 loss_giou_aux_dn: 1.072981 loss: 9.525665 eta: 10:56:03 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2970 images/s
[05/12 19:26:17] ppdet.engine INFO: Epoch: [54] [2000/7329] learning_rate: 0.000100 loss_class: 0.704456 loss_bbox: 0.146368 loss_giou: 0.405018 loss_class_aux: 2.264681 loss_bbox_aux: 0.484793 loss_giou_aux: 1.316481 loss_class_dn: 0.370719 loss_bbox_dn: 0.175046 loss_giou_dn: 0.440015 loss_class_aux_dn: 0.823833 loss_bbox_aux_dn: 0.453713 loss_giou_aux_dn: 1.040662 loss: 8.767597 eta: 10:55:03 batch_cost: 0.3086 data_cost: 0.0007 ips: 12.9611 images/s
[05/12 19:27:25] ppdet.engine INFO: Epoch: [54] [2200/7329] learning_rate: 0.000100 loss_class: 0.696213 loss_bbox: 0.159482 loss_giou: 0.416286 loss_class_aux: 2.171686 loss_bbox_aux: 0.559719 loss_giou_aux: 1.366544 loss_class_dn: 0.346705 loss_bbox_dn: 0.189174 loss_giou_dn: 0.416059 loss_class_aux_dn: 0.761065 loss_bbox_aux_dn: 0.486285 loss_giou_aux_dn: 0.979329 loss: 8.652857 eta: 10:54:03 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1650 images/s
[05/12 19:28:29] ppdet.engine INFO: Epoch: [54] [2400/7329] learning_rate: 0.000100 loss_class: 0.683853 loss_bbox: 0.148662 loss_giou: 0.413431 loss_class_aux: 2.202850 loss_bbox_aux: 0.524059 loss_giou_aux: 1.316398 loss_class_dn: 0.364720 loss_bbox_dn: 0.192738 loss_giou_dn: 0.427184 loss_class_aux_dn: 0.804725 loss_bbox_aux_dn: 0.499951 loss_giou_aux_dn: 0.999193 loss: 9.031408 eta: 10:53:01 batch_cost: 0.2880 data_cost: 0.0006 ips: 13.8869 images/s
[05/12 19:29:34] ppdet.engine INFO: Epoch: [54] [2600/7329] learning_rate: 0.000100 loss_class: 0.690290 loss_bbox: 0.164248 loss_giou: 0.436456 loss_class_aux: 2.298325 loss_bbox_aux: 0.568008 loss_giou_aux: 1.446544 loss_class_dn: 0.363215 loss_bbox_dn: 0.188901 loss_giou_dn: 0.423959 loss_class_aux_dn: 0.811112 loss_bbox_aux_dn: 0.486116 loss_giou_aux_dn: 1.016982 loss: 9.094531 eta: 10:52:00 batch_cost: 0.2895 data_cost: 0.0006 ips: 13.8171 images/s
[05/12 19:30:39] ppdet.engine INFO: Epoch: [54] [2800/7329] learning_rate: 0.000100 loss_class: 0.701729 loss_bbox: 0.153848 loss_giou: 0.414945 loss_class_aux: 2.288082 loss_bbox_aux: 0.545448 loss_giou_aux: 1.401600 loss_class_dn: 0.372100 loss_bbox_dn: 0.174659 loss_giou_dn: 0.433083 loss_class_aux_dn: 0.843836 loss_bbox_aux_dn: 0.464214 loss_giou_aux_dn: 1.028113 loss: 9.154749 eta: 10:50:59 batch_cost: 0.2941 data_cost: 0.0007 ips: 13.5990 images/s
[05/12 19:31:48] ppdet.engine INFO: Epoch: [54] [3000/7329] learning_rate: 0.000100 loss_class: 0.665227 loss_bbox: 0.140108 loss_giou: 0.420282 loss_class_aux: 2.111259 loss_bbox_aux: 0.504944 loss_giou_aux: 1.375753 loss_class_dn: 0.348521 loss_bbox_dn: 0.176094 loss_giou_dn: 0.415804 loss_class_aux_dn: 0.779354 loss_bbox_aux_dn: 0.442232 loss_giou_aux_dn: 0.977761 loss: 8.233448 eta: 10:49:59 batch_cost: 0.3069 data_cost: 0.0008 ips: 13.0350 images/s
[05/12 19:32:56] ppdet.engine INFO: Epoch: [54] [3200/7329] learning_rate: 0.000100 loss_class: 0.651454 loss_bbox: 0.149551 loss_giou: 0.403053 loss_class_aux: 2.089331 loss_bbox_aux: 0.520720 loss_giou_aux: 1.345710 loss_class_dn: 0.343927 loss_bbox_dn: 0.166939 loss_giou_dn: 0.412521 loss_class_aux_dn: 0.785838 loss_bbox_aux_dn: 0.434320 loss_giou_aux_dn: 0.967827 loss: 8.610760 eta: 10:48:58 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2984 images/s
[05/12 19:34:04] ppdet.engine INFO: Epoch: [54] [3400/7329] learning_rate: 0.000100 loss_class: 0.649922 loss_bbox: 0.136350 loss_giou: 0.387836 loss_class_aux: 2.075318 loss_bbox_aux: 0.467546 loss_giou_aux: 1.287813 loss_class_dn: 0.344891 loss_bbox_dn: 0.150287 loss_giou_dn: 0.389984 loss_class_aux_dn: 0.750311 loss_bbox_aux_dn: 0.396936 loss_giou_aux_dn: 0.925047 loss: 8.473066 eta: 10:47:58 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0067 images/s
[05/12 19:35:12] ppdet.engine INFO: Epoch: [54] [3600/7329] learning_rate: 0.000100 loss_class: 0.670696 loss_bbox: 0.149427 loss_giou: 0.414606 loss_class_aux: 2.078819 loss_bbox_aux: 0.501853 loss_giou_aux: 1.405520 loss_class_dn: 0.359701 loss_bbox_dn: 0.171793 loss_giou_dn: 0.425775 loss_class_aux_dn: 0.807193 loss_bbox_aux_dn: 0.443411 loss_giou_aux_dn: 1.003163 loss: 8.705843 eta: 10:46:57 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2519 images/s
[05/12 19:36:19] ppdet.engine INFO: Epoch: [54] [3800/7329] learning_rate: 0.000100 loss_class: 0.672314 loss_bbox: 0.155803 loss_giou: 0.407585 loss_class_aux: 2.115698 loss_bbox_aux: 0.536142 loss_giou_aux: 1.389806 loss_class_dn: 0.344330 loss_bbox_dn: 0.169772 loss_giou_dn: 0.404243 loss_class_aux_dn: 0.766242 loss_bbox_aux_dn: 0.448417 loss_giou_aux_dn: 0.937235 loss: 8.644184 eta: 10:45:57 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2858 images/s
[05/12 19:37:27] ppdet.engine INFO: Epoch: [54] [4000/7329] learning_rate: 0.000100 loss_class: 0.652263 loss_bbox: 0.138217 loss_giou: 0.362308 loss_class_aux: 2.052063 loss_bbox_aux: 0.487798 loss_giou_aux: 1.258848 loss_class_dn: 0.336601 loss_bbox_dn: 0.164408 loss_giou_dn: 0.369572 loss_class_aux_dn: 0.776337 loss_bbox_aux_dn: 0.432226 loss_giou_aux_dn: 0.899796 loss: 8.171694 eta: 10:44:56 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2208 images/s
[05/12 19:38:35] ppdet.engine INFO: Epoch: [54] [4200/7329] learning_rate: 0.000100 loss_class: 0.640383 loss_bbox: 0.143330 loss_giou: 0.389505 loss_class_aux: 1.989546 loss_bbox_aux: 0.498459 loss_giou_aux: 1.314363 loss_class_dn: 0.340259 loss_bbox_dn: 0.160489 loss_giou_dn: 0.378519 loss_class_aux_dn: 0.745379 loss_bbox_aux_dn: 0.429180 loss_giou_aux_dn: 0.907346 loss: 8.235987 eta: 10:43:56 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0814 images/s
[05/12 19:39:42] ppdet.engine INFO: Epoch: [54] [4400/7329] learning_rate: 0.000100 loss_class: 0.670960 loss_bbox: 0.139945 loss_giou: 0.399041 loss_class_aux: 2.098886 loss_bbox_aux: 0.511384 loss_giou_aux: 1.346073 loss_class_dn: 0.352402 loss_bbox_dn: 0.167528 loss_giou_dn: 0.409492 loss_class_aux_dn: 0.781570 loss_bbox_aux_dn: 0.430402 loss_giou_aux_dn: 0.976542 loss: 8.785738 eta: 10:42:55 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3030 images/s
[05/12 19:40:50] ppdet.engine INFO: Epoch: [54] [4600/7329] learning_rate: 0.000100 loss_class: 0.687704 loss_bbox: 0.152224 loss_giou: 0.443528 loss_class_aux: 2.169089 loss_bbox_aux: 0.519692 loss_giou_aux: 1.452518 loss_class_dn: 0.369491 loss_bbox_dn: 0.165791 loss_giou_dn: 0.445270 loss_class_aux_dn: 0.831955 loss_bbox_aux_dn: 0.412845 loss_giou_aux_dn: 1.060248 loss: 9.032288 eta: 10:41:55 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1177 images/s
[05/12 19:41:58] ppdet.engine INFO: Epoch: [54] [4800/7329] learning_rate: 0.000100 loss_class: 0.639321 loss_bbox: 0.145215 loss_giou: 0.392267 loss_class_aux: 1.996526 loss_bbox_aux: 0.492359 loss_giou_aux: 1.305224 loss_class_dn: 0.325655 loss_bbox_dn: 0.162563 loss_giou_dn: 0.393922 loss_class_aux_dn: 0.721452 loss_bbox_aux_dn: 0.429430 loss_giou_aux_dn: 0.938261 loss: 8.159360 eta: 10:40:55 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1818 images/s
[05/12 19:43:06] ppdet.engine INFO: Epoch: [54] [5000/7329] learning_rate: 0.000100 loss_class: 0.719264 loss_bbox: 0.161668 loss_giou: 0.438054 loss_class_aux: 2.222051 loss_bbox_aux: 0.565455 loss_giou_aux: 1.436365 loss_class_dn: 0.363011 loss_bbox_dn: 0.178898 loss_giou_dn: 0.448688 loss_class_aux_dn: 0.806824 loss_bbox_aux_dn: 0.447648 loss_giou_aux_dn: 1.037180 loss: 8.898315 eta: 10:39:54 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0842 images/s
[05/12 19:44:14] ppdet.engine INFO: Epoch: [54] [5200/7329] learning_rate: 0.000100 loss_class: 0.667444 loss_bbox: 0.141439 loss_giou: 0.416261 loss_class_aux: 2.167619 loss_bbox_aux: 0.512793 loss_giou_aux: 1.383365 loss_class_dn: 0.354887 loss_bbox_dn: 0.160447 loss_giou_dn: 0.414148 loss_class_aux_dn: 0.785819 loss_bbox_aux_dn: 0.403262 loss_giou_aux_dn: 0.972968 loss: 8.750391 eta: 10:38:54 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2255 images/s
[05/12 19:45:23] ppdet.engine INFO: Epoch: [54] [5400/7329] learning_rate: 0.000100 loss_class: 0.662180 loss_bbox: 0.155207 loss_giou: 0.415784 loss_class_aux: 2.123396 loss_bbox_aux: 0.531711 loss_giou_aux: 1.415273 loss_class_dn: 0.366260 loss_bbox_dn: 0.174356 loss_giou_dn: 0.419375 loss_class_aux_dn: 0.808315 loss_bbox_aux_dn: 0.461517 loss_giou_aux_dn: 0.979018 loss: 8.749139 eta: 10:37:54 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9929 images/s
[05/12 19:46:31] ppdet.engine INFO: Epoch: [54] [5600/7329] learning_rate: 0.000100 loss_class: 0.693508 loss_bbox: 0.149961 loss_giou: 0.384124 loss_class_aux: 2.215921 loss_bbox_aux: 0.500396 loss_giou_aux: 1.305781 loss_class_dn: 0.344431 loss_bbox_dn: 0.180973 loss_giou_dn: 0.379706 loss_class_aux_dn: 0.775043 loss_bbox_aux_dn: 0.462272 loss_giou_aux_dn: 0.935807 loss: 8.459492 eta: 10:36:53 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0577 images/s
[05/12 19:47:39] ppdet.engine INFO: Epoch: [54] [5800/7329] learning_rate: 0.000100 loss_class: 0.654697 loss_bbox: 0.145792 loss_giou: 0.371811 loss_class_aux: 2.026235 loss_bbox_aux: 0.500118 loss_giou_aux: 1.240176 loss_class_dn: 0.326894 loss_bbox_dn: 0.168646 loss_giou_dn: 0.363936 loss_class_aux_dn: 0.724716 loss_bbox_aux_dn: 0.438772 loss_giou_aux_dn: 0.892212 loss: 8.054691 eta: 10:35:53 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2416 images/s
[05/12 19:48:47] ppdet.engine INFO: Epoch: [54] [6000/7329] learning_rate: 0.000100 loss_class: 0.679390 loss_bbox: 0.138761 loss_giou: 0.420618 loss_class_aux: 2.120196 loss_bbox_aux: 0.493235 loss_giou_aux: 1.389845 loss_class_dn: 0.347318 loss_bbox_dn: 0.166147 loss_giou_dn: 0.412270 loss_class_aux_dn: 0.801003 loss_bbox_aux_dn: 0.436139 loss_giou_aux_dn: 0.995825 loss: 8.746276 eta: 10:34:52 batch_cost: 0.3049 data_cost: 0.0008 ips: 13.1190 images/s
[05/12 19:49:54] ppdet.engine INFO: Epoch: [54] [6200/7329] learning_rate: 0.000100 loss_class: 0.700009 loss_bbox: 0.167568 loss_giou: 0.461703 loss_class_aux: 2.225080 loss_bbox_aux: 0.560071 loss_giou_aux: 1.503645 loss_class_dn: 0.373456 loss_bbox_dn: 0.187396 loss_giou_dn: 0.471021 loss_class_aux_dn: 0.816649 loss_bbox_aux_dn: 0.478174 loss_giou_aux_dn: 1.093497 loss: 8.936901 eta: 10:33:52 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2275 images/s
[05/12 19:51:02] ppdet.engine INFO: Epoch: [54] [6400/7329] learning_rate: 0.000100 loss_class: 0.710028 loss_bbox: 0.158823 loss_giou: 0.436398 loss_class_aux: 2.257357 loss_bbox_aux: 0.548005 loss_giou_aux: 1.457548 loss_class_dn: 0.369422 loss_bbox_dn: 0.185013 loss_giou_dn: 0.436404 loss_class_aux_dn: 0.829992 loss_bbox_aux_dn: 0.472362 loss_giou_aux_dn: 1.027674 loss: 9.208158 eta: 10:32:52 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1671 images/s
[05/12 19:52:10] ppdet.engine INFO: Epoch: [54] [6600/7329] learning_rate: 0.000100 loss_class: 0.641302 loss_bbox: 0.148212 loss_giou: 0.436875 loss_class_aux: 2.186261 loss_bbox_aux: 0.523655 loss_giou_aux: 1.360885 loss_class_dn: 0.343526 loss_bbox_dn: 0.184237 loss_giou_dn: 0.409722 loss_class_aux_dn: 0.776715 loss_bbox_aux_dn: 0.479435 loss_giou_aux_dn: 0.937874 loss: 8.777050 eta: 10:31:51 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1675 images/s
[05/12 19:53:17] ppdet.engine INFO: Epoch: [54] [6800/7329] learning_rate: 0.000100 loss_class: 0.703320 loss_bbox: 0.160454 loss_giou: 0.441496 loss_class_aux: 2.265618 loss_bbox_aux: 0.522392 loss_giou_aux: 1.409492 loss_class_dn: 0.358493 loss_bbox_dn: 0.181401 loss_giou_dn: 0.435063 loss_class_aux_dn: 0.805065 loss_bbox_aux_dn: 0.463576 loss_giou_aux_dn: 1.014116 loss: 9.034502 eta: 10:30:51 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2475 images/s
[05/12 19:54:25] ppdet.engine INFO: Epoch: [54] [7000/7329] learning_rate: 0.000100 loss_class: 0.683995 loss_bbox: 0.163364 loss_giou: 0.429821 loss_class_aux: 2.197572 loss_bbox_aux: 0.529628 loss_giou_aux: 1.426854 loss_class_dn: 0.357951 loss_bbox_dn: 0.176191 loss_giou_dn: 0.433679 loss_class_aux_dn: 0.789589 loss_bbox_aux_dn: 0.446842 loss_giou_aux_dn: 1.016953 loss: 8.986873 eta: 10:29:50 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2373 images/s
[05/12 19:55:33] ppdet.engine INFO: Epoch: [54] [7200/7329] learning_rate: 0.000100 loss_class: 0.641690 loss_bbox: 0.153379 loss_giou: 0.325238 loss_class_aux: 2.009828 loss_bbox_aux: 0.522138 loss_giou_aux: 1.067378 loss_class_dn: 0.319232 loss_bbox_dn: 0.193762 loss_giou_dn: 0.356295 loss_class_aux_dn: 0.721711 loss_bbox_aux_dn: 0.491698 loss_giou_aux_dn: 0.850543 loss: 7.843230 eta: 10:28:50 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1179 images/s
[05/12 19:56:18] ppdet.engine INFO: Eval iter: 0
[05/12 19:56:24] ppdet.engine INFO: Eval iter: 100
[05/12 19:56:30] ppdet.engine INFO: Eval iter: 200
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[05/12 19:56:47] ppdet.engine INFO: Eval iter: 500
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[05/12 19:56:59] ppdet.engine INFO: Eval iter: 700
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[05/12 19:57:10] ppdet.engine INFO: Eval iter: 900
[05/12 19:57:16] ppdet.engine INFO: Eval iter: 1000
[05/12 19:57:23] ppdet.engine INFO: Eval iter: 1100
[05/12 19:57:28] ppdet.engine INFO: Eval iter: 1200
[05/12 19:57:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.55s)
creating index...
index created!
[05/12 19:57:54] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.10s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.37s).
Accumulating evaluation results...
DONE (t=29.14s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.459
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.630
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.497
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.275
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.493
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.618
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.361
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.611
 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 ] = 0.488
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.730
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865
[05/12 20:00:19] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.77874136340195
[05/12 20:00:19] ppdet.engine INFO: Best test bbox ap is 0.459.
[05/12 20:00:22] ppdet.engine INFO: Epoch: [55] [   0/7329] learning_rate: 0.000100 loss_class: 0.663010 loss_bbox: 0.139765 loss_giou: 0.372313 loss_class_aux: 2.069534 loss_bbox_aux: 0.502128 loss_giou_aux: 1.231381 loss_class_dn: 0.335656 loss_bbox_dn: 0.166955 loss_giou_dn: 0.414473 loss_class_aux_dn: 0.754628 loss_bbox_aux_dn: 0.417541 loss_giou_aux_dn: 0.969856 loss: 8.456795 eta: 10:28:11 batch_cost: 0.3022 data_cost: 0.0008 ips: 13.2370 images/s
[05/12 20:01:31] ppdet.engine INFO: Epoch: [55] [ 200/7329] learning_rate: 0.000100 loss_class: 0.639852 loss_bbox: 0.151939 loss_giou: 0.423337 loss_class_aux: 2.049134 loss_bbox_aux: 0.497866 loss_giou_aux: 1.378159 loss_class_dn: 0.358150 loss_bbox_dn: 0.158201 loss_giou_dn: 0.405611 loss_class_aux_dn: 0.798420 loss_bbox_aux_dn: 0.428773 loss_giou_aux_dn: 0.983238 loss: 8.566687 eta: 10:27:10 batch_cost: 0.3075 data_cost: 0.0007 ips: 13.0088 images/s
[05/12 20:02:39] ppdet.engine INFO: Epoch: [55] [ 400/7329] learning_rate: 0.000100 loss_class: 0.678538 loss_bbox: 0.139456 loss_giou: 0.388808 loss_class_aux: 2.167937 loss_bbox_aux: 0.493697 loss_giou_aux: 1.267477 loss_class_dn: 0.332888 loss_bbox_dn: 0.162432 loss_giou_dn: 0.383944 loss_class_aux_dn: 0.750589 loss_bbox_aux_dn: 0.446094 loss_giou_aux_dn: 0.914586 loss: 8.629132 eta: 10:26:10 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2020 images/s
[05/12 20:03:47] ppdet.engine INFO: Epoch: [55] [ 600/7329] learning_rate: 0.000100 loss_class: 0.652721 loss_bbox: 0.139034 loss_giou: 0.407317 loss_class_aux: 2.069975 loss_bbox_aux: 0.489379 loss_giou_aux: 1.323128 loss_class_dn: 0.326762 loss_bbox_dn: 0.160324 loss_giou_dn: 0.378424 loss_class_aux_dn: 0.756506 loss_bbox_aux_dn: 0.409461 loss_giou_aux_dn: 0.899745 loss: 8.511528 eta: 10:25:09 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2459 images/s
[05/12 20:04:55] ppdet.engine INFO: Epoch: [55] [ 800/7329] learning_rate: 0.000100 loss_class: 0.659454 loss_bbox: 0.150606 loss_giou: 0.426299 loss_class_aux: 2.100033 loss_bbox_aux: 0.524904 loss_giou_aux: 1.395227 loss_class_dn: 0.338990 loss_bbox_dn: 0.178870 loss_giou_dn: 0.388890 loss_class_aux_dn: 0.753812 loss_bbox_aux_dn: 0.449924 loss_giou_aux_dn: 0.923981 loss: 8.376070 eta: 10:24:09 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1046 images/s
[05/12 20:06:04] ppdet.engine INFO: Epoch: [55] [1000/7329] learning_rate: 0.000100 loss_class: 0.641845 loss_bbox: 0.146993 loss_giou: 0.383592 loss_class_aux: 2.120049 loss_bbox_aux: 0.523229 loss_giou_aux: 1.286996 loss_class_dn: 0.332875 loss_bbox_dn: 0.170157 loss_giou_dn: 0.401400 loss_class_aux_dn: 0.746653 loss_bbox_aux_dn: 0.437517 loss_giou_aux_dn: 0.951480 loss: 8.487406 eta: 10:23:09 batch_cost: 0.3044 data_cost: 0.0009 ips: 13.1388 images/s
[05/12 20:07:11] ppdet.engine INFO: Epoch: [55] [1200/7329] learning_rate: 0.000100 loss_class: 0.637895 loss_bbox: 0.148497 loss_giou: 0.395589 loss_class_aux: 2.143102 loss_bbox_aux: 0.511925 loss_giou_aux: 1.336101 loss_class_dn: 0.343748 loss_bbox_dn: 0.171896 loss_giou_dn: 0.385674 loss_class_aux_dn: 0.767053 loss_bbox_aux_dn: 0.447833 loss_giou_aux_dn: 0.921997 loss: 8.606266 eta: 10:22:08 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3392 images/s
[05/12 20:08:19] ppdet.engine INFO: Epoch: [55] [1400/7329] learning_rate: 0.000100 loss_class: 0.670543 loss_bbox: 0.155959 loss_giou: 0.354854 loss_class_aux: 2.172511 loss_bbox_aux: 0.533421 loss_giou_aux: 1.227339 loss_class_dn: 0.354016 loss_bbox_dn: 0.182757 loss_giou_dn: 0.388538 loss_class_aux_dn: 0.788439 loss_bbox_aux_dn: 0.469582 loss_giou_aux_dn: 0.942985 loss: 8.695564 eta: 10:21:08 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0975 images/s
[05/12 20:09:27] ppdet.engine INFO: Epoch: [55] [1600/7329] learning_rate: 0.000100 loss_class: 0.668082 loss_bbox: 0.159003 loss_giou: 0.398624 loss_class_aux: 2.115141 loss_bbox_aux: 0.535593 loss_giou_aux: 1.303326 loss_class_dn: 0.352862 loss_bbox_dn: 0.188612 loss_giou_dn: 0.408804 loss_class_aux_dn: 0.790183 loss_bbox_aux_dn: 0.473475 loss_giou_aux_dn: 0.963322 loss: 8.630711 eta: 10:20:07 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2985 images/s
[05/12 20:10:34] ppdet.engine INFO: Epoch: [55] [1800/7329] learning_rate: 0.000100 loss_class: 0.615009 loss_bbox: 0.142752 loss_giou: 0.342926 loss_class_aux: 1.935597 loss_bbox_aux: 0.500954 loss_giou_aux: 1.121970 loss_class_dn: 0.307390 loss_bbox_dn: 0.187332 loss_giou_dn: 0.351374 loss_class_aux_dn: 0.717020 loss_bbox_aux_dn: 0.466329 loss_giou_aux_dn: 0.844049 loss: 7.584761 eta: 10:19:06 batch_cost: 0.2985 data_cost: 0.0008 ips: 13.3983 images/s
[05/12 20:11:41] ppdet.engine INFO: Epoch: [55] [2000/7329] learning_rate: 0.000100 loss_class: 0.629470 loss_bbox: 0.145046 loss_giou: 0.428527 loss_class_aux: 2.086582 loss_bbox_aux: 0.501961 loss_giou_aux: 1.394099 loss_class_dn: 0.354821 loss_bbox_dn: 0.164464 loss_giou_dn: 0.409632 loss_class_aux_dn: 0.787590 loss_bbox_aux_dn: 0.440481 loss_giou_aux_dn: 0.968026 loss: 8.654411 eta: 10:18:06 batch_cost: 0.3019 data_cost: 0.0008 ips: 13.2478 images/s
[05/12 20:12:49] ppdet.engine INFO: Epoch: [55] [2200/7329] learning_rate: 0.000100 loss_class: 0.727547 loss_bbox: 0.149649 loss_giou: 0.474360 loss_class_aux: 2.277466 loss_bbox_aux: 0.530175 loss_giou_aux: 1.519716 loss_class_dn: 0.380196 loss_bbox_dn: 0.162347 loss_giou_dn: 0.448187 loss_class_aux_dn: 0.846193 loss_bbox_aux_dn: 0.411201 loss_giou_aux_dn: 1.025151 loss: 9.051100 eta: 10:17:05 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1906 images/s
[05/12 20:13:56] ppdet.engine INFO: Epoch: [55] [2400/7329] learning_rate: 0.000100 loss_class: 0.631673 loss_bbox: 0.145252 loss_giou: 0.365220 loss_class_aux: 2.034030 loss_bbox_aux: 0.492546 loss_giou_aux: 1.210391 loss_class_dn: 0.340335 loss_bbox_dn: 0.170465 loss_giou_dn: 0.373463 loss_class_aux_dn: 0.773870 loss_bbox_aux_dn: 0.421876 loss_giou_aux_dn: 0.904128 loss: 8.238993 eta: 10:16:04 batch_cost: 0.2971 data_cost: 0.0008 ips: 13.4635 images/s
[05/12 20:15:04] ppdet.engine INFO: Epoch: [55] [2600/7329] learning_rate: 0.000100 loss_class: 0.674415 loss_bbox: 0.155801 loss_giou: 0.436946 loss_class_aux: 2.176318 loss_bbox_aux: 0.539519 loss_giou_aux: 1.469346 loss_class_dn: 0.364320 loss_bbox_dn: 0.187225 loss_giou_dn: 0.433763 loss_class_aux_dn: 0.810424 loss_bbox_aux_dn: 0.476849 loss_giou_aux_dn: 1.018598 loss: 9.018168 eta: 10:15:04 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2066 images/s
[05/12 20:16:12] ppdet.engine INFO: Epoch: [55] [2800/7329] learning_rate: 0.000100 loss_class: 0.604958 loss_bbox: 0.147587 loss_giou: 0.344341 loss_class_aux: 1.975790 loss_bbox_aux: 0.501302 loss_giou_aux: 1.150580 loss_class_dn: 0.314014 loss_bbox_dn: 0.175238 loss_giou_dn: 0.354643 loss_class_aux_dn: 0.714431 loss_bbox_aux_dn: 0.454383 loss_giou_aux_dn: 0.862514 loss: 7.671350 eta: 10:14:04 batch_cost: 0.3051 data_cost: 0.0007 ips: 13.1118 images/s
[05/12 20:17:20] ppdet.engine INFO: Epoch: [55] [3000/7329] learning_rate: 0.000100 loss_class: 0.651867 loss_bbox: 0.154524 loss_giou: 0.419490 loss_class_aux: 2.027417 loss_bbox_aux: 0.546367 loss_giou_aux: 1.411590 loss_class_dn: 0.352318 loss_bbox_dn: 0.169855 loss_giou_dn: 0.413725 loss_class_aux_dn: 0.784875 loss_bbox_aux_dn: 0.450520 loss_giou_aux_dn: 0.980290 loss: 8.431187 eta: 10:13:03 batch_cost: 0.2997 data_cost: 0.0007 ips: 13.3449 images/s
[05/12 20:18:27] ppdet.engine INFO: Epoch: [55] [3200/7329] learning_rate: 0.000100 loss_class: 0.667414 loss_bbox: 0.147219 loss_giou: 0.460142 loss_class_aux: 2.177892 loss_bbox_aux: 0.544392 loss_giou_aux: 1.527378 loss_class_dn: 0.349942 loss_bbox_dn: 0.169363 loss_giou_dn: 0.444490 loss_class_aux_dn: 0.777728 loss_bbox_aux_dn: 0.427790 loss_giou_aux_dn: 1.051121 loss: 8.911551 eta: 10:12:03 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2067 images/s
[05/12 20:19:35] ppdet.engine INFO: Epoch: [55] [3400/7329] learning_rate: 0.000100 loss_class: 0.682178 loss_bbox: 0.156533 loss_giou: 0.410884 loss_class_aux: 2.258232 loss_bbox_aux: 0.541580 loss_giou_aux: 1.374781 loss_class_dn: 0.347876 loss_bbox_dn: 0.180060 loss_giou_dn: 0.399041 loss_class_aux_dn: 0.797422 loss_bbox_aux_dn: 0.473382 loss_giou_aux_dn: 0.959678 loss: 8.430899 eta: 10:11:02 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1397 images/s
[05/12 20:20:43] ppdet.engine INFO: Epoch: [55] [3600/7329] learning_rate: 0.000100 loss_class: 0.678493 loss_bbox: 0.148651 loss_giou: 0.423945 loss_class_aux: 2.185610 loss_bbox_aux: 0.505124 loss_giou_aux: 1.387058 loss_class_dn: 0.367549 loss_bbox_dn: 0.166195 loss_giou_dn: 0.407420 loss_class_aux_dn: 0.820563 loss_bbox_aux_dn: 0.433864 loss_giou_aux_dn: 0.948266 loss: 8.774306 eta: 10:10:02 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2091 images/s
[05/12 20:21:51] ppdet.engine INFO: Epoch: [55] [3800/7329] learning_rate: 0.000100 loss_class: 0.655172 loss_bbox: 0.151176 loss_giou: 0.402209 loss_class_aux: 2.092983 loss_bbox_aux: 0.534200 loss_giou_aux: 1.333400 loss_class_dn: 0.351367 loss_bbox_dn: 0.175331 loss_giou_dn: 0.408538 loss_class_aux_dn: 0.789445 loss_bbox_aux_dn: 0.443039 loss_giou_aux_dn: 0.955829 loss: 8.982936 eta: 10:09:01 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2508 images/s
[05/12 20:22:58] ppdet.engine INFO: Epoch: [55] [4000/7329] learning_rate: 0.000100 loss_class: 0.635743 loss_bbox: 0.139661 loss_giou: 0.360733 loss_class_aux: 2.017920 loss_bbox_aux: 0.489455 loss_giou_aux: 1.218533 loss_class_dn: 0.317221 loss_bbox_dn: 0.165654 loss_giou_dn: 0.382074 loss_class_aux_dn: 0.722994 loss_bbox_aux_dn: 0.439722 loss_giou_aux_dn: 0.904130 loss: 8.130630 eta: 10:08:00 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3399 images/s
[05/12 20:24:07] ppdet.engine INFO: Epoch: [55] [4200/7329] learning_rate: 0.000100 loss_class: 0.642872 loss_bbox: 0.148694 loss_giou: 0.390257 loss_class_aux: 2.099575 loss_bbox_aux: 0.510595 loss_giou_aux: 1.300820 loss_class_dn: 0.335144 loss_bbox_dn: 0.168496 loss_giou_dn: 0.382134 loss_class_aux_dn: 0.763729 loss_bbox_aux_dn: 0.437810 loss_giou_aux_dn: 0.895655 loss: 8.242224 eta: 10:07:00 batch_cost: 0.3077 data_cost: 0.0007 ips: 12.9985 images/s
[05/12 20:25:14] ppdet.engine INFO: Epoch: [55] [4400/7329] learning_rate: 0.000100 loss_class: 0.668298 loss_bbox: 0.156754 loss_giou: 0.401972 loss_class_aux: 2.210917 loss_bbox_aux: 0.552164 loss_giou_aux: 1.347933 loss_class_dn: 0.350032 loss_bbox_dn: 0.169176 loss_giou_dn: 0.409154 loss_class_aux_dn: 0.796364 loss_bbox_aux_dn: 0.443918 loss_giou_aux_dn: 0.989371 loss: 8.618546 eta: 10:05:59 batch_cost: 0.2972 data_cost: 0.0008 ips: 13.4585 images/s
[05/12 20:26:20] ppdet.engine INFO: Epoch: [55] [4600/7329] learning_rate: 0.000100 loss_class: 0.700058 loss_bbox: 0.145013 loss_giou: 0.405881 loss_class_aux: 2.244565 loss_bbox_aux: 0.501598 loss_giou_aux: 1.350181 loss_class_dn: 0.358560 loss_bbox_dn: 0.170337 loss_giou_dn: 0.412415 loss_class_aux_dn: 0.793641 loss_bbox_aux_dn: 0.434835 loss_giou_aux_dn: 0.974699 loss: 8.771763 eta: 10:04:59 batch_cost: 0.2963 data_cost: 0.0008 ips: 13.4979 images/s
[05/12 20:27:25] ppdet.engine INFO: Epoch: [55] [4800/7329] learning_rate: 0.000100 loss_class: 0.672123 loss_bbox: 0.147694 loss_giou: 0.384842 loss_class_aux: 2.100023 loss_bbox_aux: 0.501051 loss_giou_aux: 1.237650 loss_class_dn: 0.344493 loss_bbox_dn: 0.167979 loss_giou_dn: 0.380264 loss_class_aux_dn: 0.779136 loss_bbox_aux_dn: 0.435180 loss_giou_aux_dn: 0.897551 loss: 8.712566 eta: 10:03:57 batch_cost: 0.2883 data_cost: 0.0006 ips: 13.8761 images/s
[05/12 20:28:31] ppdet.engine INFO: Epoch: [55] [5000/7329] learning_rate: 0.000100 loss_class: 0.674654 loss_bbox: 0.147951 loss_giou: 0.378286 loss_class_aux: 2.178686 loss_bbox_aux: 0.524830 loss_giou_aux: 1.275280 loss_class_dn: 0.351505 loss_bbox_dn: 0.171462 loss_giou_dn: 0.404673 loss_class_aux_dn: 0.784197 loss_bbox_aux_dn: 0.451638 loss_giou_aux_dn: 0.956943 loss: 8.696781 eta: 10:02:56 batch_cost: 0.2948 data_cost: 0.0006 ips: 13.5693 images/s
[05/12 20:29:38] ppdet.engine INFO: Epoch: [55] [5200/7329] learning_rate: 0.000100 loss_class: 0.678164 loss_bbox: 0.155211 loss_giou: 0.391865 loss_class_aux: 2.214135 loss_bbox_aux: 0.536238 loss_giou_aux: 1.289332 loss_class_dn: 0.354313 loss_bbox_dn: 0.174207 loss_giou_dn: 0.407142 loss_class_aux_dn: 0.783326 loss_bbox_aux_dn: 0.438596 loss_giou_aux_dn: 0.955909 loss: 8.937376 eta: 10:01:56 batch_cost: 0.2997 data_cost: 0.0008 ips: 13.3476 images/s
[05/12 20:30:47] ppdet.engine INFO: Epoch: [55] [5400/7329] learning_rate: 0.000100 loss_class: 0.676089 loss_bbox: 0.155940 loss_giou: 0.455971 loss_class_aux: 2.152229 loss_bbox_aux: 0.532579 loss_giou_aux: 1.492525 loss_class_dn: 0.362287 loss_bbox_dn: 0.177994 loss_giou_dn: 0.442496 loss_class_aux_dn: 0.823515 loss_bbox_aux_dn: 0.464616 loss_giou_aux_dn: 1.045161 loss: 9.070131 eta: 10:00:55 batch_cost: 0.3058 data_cost: 0.0008 ips: 13.0818 images/s
[05/12 20:31:55] ppdet.engine INFO: Epoch: [55] [5600/7329] learning_rate: 0.000100 loss_class: 0.674560 loss_bbox: 0.150626 loss_giou: 0.394185 loss_class_aux: 2.149804 loss_bbox_aux: 0.521677 loss_giou_aux: 1.312280 loss_class_dn: 0.365846 loss_bbox_dn: 0.180602 loss_giou_dn: 0.404101 loss_class_aux_dn: 0.798392 loss_bbox_aux_dn: 0.471115 loss_giou_aux_dn: 0.978082 loss: 8.843489 eta: 9:59:55 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1830 images/s
[05/12 20:33:03] ppdet.engine INFO: Epoch: [55] [5800/7329] learning_rate: 0.000100 loss_class: 0.697507 loss_bbox: 0.154064 loss_giou: 0.396923 loss_class_aux: 2.234972 loss_bbox_aux: 0.522744 loss_giou_aux: 1.336959 loss_class_dn: 0.377946 loss_bbox_dn: 0.176144 loss_giou_dn: 0.419081 loss_class_aux_dn: 0.847581 loss_bbox_aux_dn: 0.473012 loss_giou_aux_dn: 1.000653 loss: 8.824797 eta: 9:58:54 batch_cost: 0.3023 data_cost: 0.0008 ips: 13.2332 images/s
[05/12 20:34:11] ppdet.engine INFO: Epoch: [55] [6000/7329] learning_rate: 0.000100 loss_class: 0.655607 loss_bbox: 0.153849 loss_giou: 0.402432 loss_class_aux: 2.103005 loss_bbox_aux: 0.532665 loss_giou_aux: 1.342885 loss_class_dn: 0.341471 loss_bbox_dn: 0.170116 loss_giou_dn: 0.398189 loss_class_aux_dn: 0.779276 loss_bbox_aux_dn: 0.432583 loss_giou_aux_dn: 0.915638 loss: 8.382906 eta: 9:57:54 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0765 images/s
[05/12 20:35:19] ppdet.engine INFO: Epoch: [55] [6200/7329] learning_rate: 0.000100 loss_class: 0.684017 loss_bbox: 0.165967 loss_giou: 0.403677 loss_class_aux: 2.177630 loss_bbox_aux: 0.551636 loss_giou_aux: 1.340009 loss_class_dn: 0.356074 loss_bbox_dn: 0.182760 loss_giou_dn: 0.437989 loss_class_aux_dn: 0.789426 loss_bbox_aux_dn: 0.460415 loss_giou_aux_dn: 1.006065 loss: 8.634138 eta: 9:56:54 batch_cost: 0.3051 data_cost: 0.0008 ips: 13.1096 images/s
[05/12 20:36:28] ppdet.engine INFO: Epoch: [55] [6400/7329] learning_rate: 0.000100 loss_class: 0.704327 loss_bbox: 0.156284 loss_giou: 0.469634 loss_class_aux: 2.269115 loss_bbox_aux: 0.513809 loss_giou_aux: 1.498684 loss_class_dn: 0.373691 loss_bbox_dn: 0.176821 loss_giou_dn: 0.459232 loss_class_aux_dn: 0.826680 loss_bbox_aux_dn: 0.455990 loss_giou_aux_dn: 1.056356 loss: 9.101611 eta: 9:55:53 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1197 images/s
[05/12 20:37:36] ppdet.engine INFO: Epoch: [55] [6600/7329] learning_rate: 0.000100 loss_class: 0.667994 loss_bbox: 0.137119 loss_giou: 0.437410 loss_class_aux: 2.142737 loss_bbox_aux: 0.461779 loss_giou_aux: 1.421682 loss_class_dn: 0.359958 loss_bbox_dn: 0.168704 loss_giou_dn: 0.442806 loss_class_aux_dn: 0.810892 loss_bbox_aux_dn: 0.420878 loss_giou_aux_dn: 1.031227 loss: 8.917644 eta: 9:54:53 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1686 images/s
[05/12 20:38:44] ppdet.engine INFO: Epoch: [55] [6800/7329] learning_rate: 0.000100 loss_class: 0.682966 loss_bbox: 0.156198 loss_giou: 0.434827 loss_class_aux: 2.161781 loss_bbox_aux: 0.538446 loss_giou_aux: 1.418456 loss_class_dn: 0.355574 loss_bbox_dn: 0.166680 loss_giou_dn: 0.418618 loss_class_aux_dn: 0.836478 loss_bbox_aux_dn: 0.438838 loss_giou_aux_dn: 0.983104 loss: 8.991478 eta: 9:53:53 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1007 images/s
[05/12 20:39:53] ppdet.engine INFO: Epoch: [55] [7000/7329] learning_rate: 0.000100 loss_class: 0.661046 loss_bbox: 0.152376 loss_giou: 0.439633 loss_class_aux: 2.175399 loss_bbox_aux: 0.527907 loss_giou_aux: 1.446281 loss_class_dn: 0.355174 loss_bbox_dn: 0.180041 loss_giou_dn: 0.418706 loss_class_aux_dn: 0.808045 loss_bbox_aux_dn: 0.469620 loss_giou_aux_dn: 0.964960 loss: 8.709039 eta: 9:52:52 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0540 images/s
[05/12 20:41:01] ppdet.engine INFO: Epoch: [55] [7200/7329] learning_rate: 0.000100 loss_class: 0.650499 loss_bbox: 0.150819 loss_giou: 0.423971 loss_class_aux: 2.072811 loss_bbox_aux: 0.504084 loss_giou_aux: 1.423813 loss_class_dn: 0.348822 loss_bbox_dn: 0.171829 loss_giou_dn: 0.415558 loss_class_aux_dn: 0.792683 loss_bbox_aux_dn: 0.434123 loss_giou_aux_dn: 0.979514 loss: 8.795616 eta: 9:51:52 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1477 images/s
[05/12 20:41:47] ppdet.engine INFO: Eval iter: 0
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[05/12 20:42:40] ppdet.engine INFO: Eval iter: 900
[05/12 20:42:46] ppdet.engine INFO: Eval iter: 1000
[05/12 20:42:52] ppdet.engine INFO: Eval iter: 1100
[05/12 20:42:57] ppdet.engine INFO: Eval iter: 1200
[05/12 20:43:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/12 20:43:23] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.04s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=104.38s).
Accumulating evaluation results...
DONE (t=24.89s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.460
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.632
 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 ] = 0.494
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.622
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.361
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.612
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.684
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.491
 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 ] = 0.862
[05/12 20:45:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.62454936381502
[05/12 20:45:49] ppdet.engine INFO: Best test bbox ap is 0.460.
[05/12 20:45:51] ppdet.engine INFO: Epoch: [56] [   0/7329] learning_rate: 0.000100 loss_class: 0.666812 loss_bbox: 0.164825 loss_giou: 0.433762 loss_class_aux: 2.174931 loss_bbox_aux: 0.537544 loss_giou_aux: 1.464965 loss_class_dn: 0.370687 loss_bbox_dn: 0.188016 loss_giou_dn: 0.446190 loss_class_aux_dn: 0.818627 loss_bbox_aux_dn: 0.462464 loss_giou_aux_dn: 1.031401 loss: 9.350801 eta: 9:51:13 batch_cost: 0.3010 data_cost: 0.0008 ips: 13.2897 images/s
[05/12 20:47:01] ppdet.engine INFO: Epoch: [56] [ 200/7329] learning_rate: 0.000100 loss_class: 0.661835 loss_bbox: 0.149241 loss_giou: 0.373486 loss_class_aux: 2.131486 loss_bbox_aux: 0.518568 loss_giou_aux: 1.225563 loss_class_dn: 0.346117 loss_bbox_dn: 0.172727 loss_giou_dn: 0.395693 loss_class_aux_dn: 0.775008 loss_bbox_aux_dn: 0.442716 loss_giou_aux_dn: 0.925681 loss: 8.462973 eta: 9:50:13 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9831 images/s
[05/12 20:48:10] ppdet.engine INFO: Epoch: [56] [ 400/7329] learning_rate: 0.000100 loss_class: 0.651431 loss_bbox: 0.142506 loss_giou: 0.384586 loss_class_aux: 2.055403 loss_bbox_aux: 0.505488 loss_giou_aux: 1.267068 loss_class_dn: 0.331685 loss_bbox_dn: 0.165091 loss_giou_dn: 0.396512 loss_class_aux_dn: 0.746172 loss_bbox_aux_dn: 0.431093 loss_giou_aux_dn: 0.917241 loss: 8.440958 eta: 9:49:12 batch_cost: 0.3089 data_cost: 0.0007 ips: 12.9503 images/s
[05/12 20:49:19] ppdet.engine INFO: Epoch: [56] [ 600/7329] learning_rate: 0.000100 loss_class: 0.632377 loss_bbox: 0.155803 loss_giou: 0.417058 loss_class_aux: 2.009335 loss_bbox_aux: 0.529658 loss_giou_aux: 1.336308 loss_class_dn: 0.348536 loss_bbox_dn: 0.172362 loss_giou_dn: 0.394590 loss_class_aux_dn: 0.769896 loss_bbox_aux_dn: 0.438288 loss_giou_aux_dn: 0.924559 loss: 8.687004 eta: 9:48:12 batch_cost: 0.3086 data_cost: 0.0007 ips: 12.9631 images/s
[05/12 20:50:27] ppdet.engine INFO: Epoch: [56] [ 800/7329] learning_rate: 0.000100 loss_class: 0.702757 loss_bbox: 0.144720 loss_giou: 0.429011 loss_class_aux: 2.237865 loss_bbox_aux: 0.491088 loss_giou_aux: 1.392097 loss_class_dn: 0.372162 loss_bbox_dn: 0.158549 loss_giou_dn: 0.421162 loss_class_aux_dn: 0.830761 loss_bbox_aux_dn: 0.402778 loss_giou_aux_dn: 1.000181 loss: 9.295227 eta: 9:47:12 batch_cost: 0.3058 data_cost: 0.0008 ips: 13.0818 images/s
[05/12 20:51:36] ppdet.engine INFO: Epoch: [56] [1000/7329] learning_rate: 0.000100 loss_class: 0.656797 loss_bbox: 0.144728 loss_giou: 0.401322 loss_class_aux: 2.055590 loss_bbox_aux: 0.512484 loss_giou_aux: 1.350593 loss_class_dn: 0.354339 loss_bbox_dn: 0.176712 loss_giou_dn: 0.398567 loss_class_aux_dn: 0.798896 loss_bbox_aux_dn: 0.442604 loss_giou_aux_dn: 0.944444 loss: 8.667389 eta: 9:46:12 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0512 images/s
[05/12 20:52:44] ppdet.engine INFO: Epoch: [56] [1200/7329] learning_rate: 0.000100 loss_class: 0.748962 loss_bbox: 0.168056 loss_giou: 0.450882 loss_class_aux: 2.426281 loss_bbox_aux: 0.573785 loss_giou_aux: 1.449900 loss_class_dn: 0.394676 loss_bbox_dn: 0.184454 loss_giou_dn: 0.434800 loss_class_aux_dn: 0.857437 loss_bbox_aux_dn: 0.485271 loss_giou_aux_dn: 1.041631 loss: 9.284611 eta: 9:45:11 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1006 images/s
[05/12 20:53:54] ppdet.engine INFO: Epoch: [56] [1400/7329] learning_rate: 0.000100 loss_class: 0.677468 loss_bbox: 0.159300 loss_giou: 0.376296 loss_class_aux: 2.174052 loss_bbox_aux: 0.548535 loss_giou_aux: 1.255979 loss_class_dn: 0.346363 loss_bbox_dn: 0.190640 loss_giou_dn: 0.386520 loss_class_aux_dn: 0.764902 loss_bbox_aux_dn: 0.501146 loss_giou_aux_dn: 0.915823 loss: 8.324057 eta: 9:44:11 batch_cost: 0.3104 data_cost: 0.0007 ips: 12.8881 images/s
[05/12 20:55:02] ppdet.engine INFO: Epoch: [56] [1600/7329] learning_rate: 0.000100 loss_class: 0.690918 loss_bbox: 0.146794 loss_giou: 0.400878 loss_class_aux: 2.202054 loss_bbox_aux: 0.518620 loss_giou_aux: 1.311381 loss_class_dn: 0.364842 loss_bbox_dn: 0.166674 loss_giou_dn: 0.404844 loss_class_aux_dn: 0.800190 loss_bbox_aux_dn: 0.440540 loss_giou_aux_dn: 0.952190 loss: 8.858142 eta: 9:43:11 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1163 images/s
[05/12 20:56:11] ppdet.engine INFO: Epoch: [56] [1800/7329] learning_rate: 0.000100 loss_class: 0.670353 loss_bbox: 0.155762 loss_giou: 0.395069 loss_class_aux: 2.196649 loss_bbox_aux: 0.525169 loss_giou_aux: 1.312754 loss_class_dn: 0.344372 loss_bbox_dn: 0.176261 loss_giou_dn: 0.378144 loss_class_aux_dn: 0.787377 loss_bbox_aux_dn: 0.474271 loss_giou_aux_dn: 0.904770 loss: 8.553417 eta: 9:42:11 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9660 images/s
[05/12 20:57:19] ppdet.engine INFO: Epoch: [56] [2000/7329] learning_rate: 0.000100 loss_class: 0.650650 loss_bbox: 0.150298 loss_giou: 0.445683 loss_class_aux: 2.023832 loss_bbox_aux: 0.506232 loss_giou_aux: 1.431746 loss_class_dn: 0.347989 loss_bbox_dn: 0.170852 loss_giou_dn: 0.430012 loss_class_aux_dn: 0.779027 loss_bbox_aux_dn: 0.436943 loss_giou_aux_dn: 0.990543 loss: 8.460930 eta: 9:41:10 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0992 images/s
[05/12 20:58:27] ppdet.engine INFO: Epoch: [56] [2200/7329] learning_rate: 0.000100 loss_class: 0.631814 loss_bbox: 0.136580 loss_giou: 0.412381 loss_class_aux: 2.055228 loss_bbox_aux: 0.479452 loss_giou_aux: 1.331578 loss_class_dn: 0.335996 loss_bbox_dn: 0.158836 loss_giou_dn: 0.400784 loss_class_aux_dn: 0.764639 loss_bbox_aux_dn: 0.399453 loss_giou_aux_dn: 0.947984 loss: 8.194086 eta: 9:40:10 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1199 images/s
[05/12 20:59:35] ppdet.engine INFO: Epoch: [56] [2400/7329] learning_rate: 0.000100 loss_class: 0.703161 loss_bbox: 0.152740 loss_giou: 0.406417 loss_class_aux: 2.242415 loss_bbox_aux: 0.534750 loss_giou_aux: 1.292070 loss_class_dn: 0.362235 loss_bbox_dn: 0.186799 loss_giou_dn: 0.422013 loss_class_aux_dn: 0.829899 loss_bbox_aux_dn: 0.483796 loss_giou_aux_dn: 0.992754 loss: 9.005554 eta: 9:39:10 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2231 images/s
[05/12 21:00:44] ppdet.engine INFO: Epoch: [56] [2600/7329] learning_rate: 0.000100 loss_class: 0.731224 loss_bbox: 0.158613 loss_giou: 0.500705 loss_class_aux: 2.325615 loss_bbox_aux: 0.533725 loss_giou_aux: 1.591027 loss_class_dn: 0.388672 loss_bbox_dn: 0.172710 loss_giou_dn: 0.496795 loss_class_aux_dn: 0.846165 loss_bbox_aux_dn: 0.430729 loss_giou_aux_dn: 1.128289 loss: 9.746435 eta: 9:38:09 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0758 images/s
[05/12 21:01:53] ppdet.engine INFO: Epoch: [56] [2800/7329] learning_rate: 0.000100 loss_class: 0.645013 loss_bbox: 0.147731 loss_giou: 0.398658 loss_class_aux: 2.118546 loss_bbox_aux: 0.537000 loss_giou_aux: 1.323040 loss_class_dn: 0.338486 loss_bbox_dn: 0.178585 loss_giou_dn: 0.380366 loss_class_aux_dn: 0.762474 loss_bbox_aux_dn: 0.468095 loss_giou_aux_dn: 0.935078 loss: 8.349396 eta: 9:37:09 batch_cost: 0.3088 data_cost: 0.0007 ips: 12.9514 images/s
[05/12 21:03:01] ppdet.engine INFO: Epoch: [56] [3000/7329] learning_rate: 0.000100 loss_class: 0.667260 loss_bbox: 0.146993 loss_giou: 0.393453 loss_class_aux: 2.149146 loss_bbox_aux: 0.504971 loss_giou_aux: 1.301913 loss_class_dn: 0.342175 loss_bbox_dn: 0.176202 loss_giou_dn: 0.417377 loss_class_aux_dn: 0.752796 loss_bbox_aux_dn: 0.449347 loss_giou_aux_dn: 0.966841 loss: 8.234722 eta: 9:36:09 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1290 images/s
[05/12 21:04:10] ppdet.engine INFO: Epoch: [56] [3200/7329] learning_rate: 0.000100 loss_class: 0.644858 loss_bbox: 0.144506 loss_giou: 0.361980 loss_class_aux: 2.111392 loss_bbox_aux: 0.509127 loss_giou_aux: 1.216928 loss_class_dn: 0.328885 loss_bbox_dn: 0.167454 loss_giou_dn: 0.372415 loss_class_aux_dn: 0.762635 loss_bbox_aux_dn: 0.434380 loss_giou_aux_dn: 0.874436 loss: 8.338646 eta: 9:35:08 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0636 images/s
[05/12 21:05:18] ppdet.engine INFO: Epoch: [56] [3400/7329] learning_rate: 0.000100 loss_class: 0.642591 loss_bbox: 0.144666 loss_giou: 0.378149 loss_class_aux: 1.989822 loss_bbox_aux: 0.495582 loss_giou_aux: 1.264293 loss_class_dn: 0.335702 loss_bbox_dn: 0.160443 loss_giou_dn: 0.381935 loss_class_aux_dn: 0.746777 loss_bbox_aux_dn: 0.409749 loss_giou_aux_dn: 0.920168 loss: 8.248142 eta: 9:34:08 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3118 images/s
[05/12 21:06:27] ppdet.engine INFO: Epoch: [56] [3600/7329] learning_rate: 0.000100 loss_class: 0.682521 loss_bbox: 0.157882 loss_giou: 0.395227 loss_class_aux: 2.179456 loss_bbox_aux: 0.518731 loss_giou_aux: 1.324060 loss_class_dn: 0.346521 loss_bbox_dn: 0.174593 loss_giou_dn: 0.416263 loss_class_aux_dn: 0.761749 loss_bbox_aux_dn: 0.465862 loss_giou_aux_dn: 0.988649 loss: 8.762318 eta: 9:33:08 batch_cost: 0.3107 data_cost: 0.0008 ips: 12.8740 images/s
[05/12 21:07:36] ppdet.engine INFO: Epoch: [56] [3800/7329] learning_rate: 0.000100 loss_class: 0.670208 loss_bbox: 0.158809 loss_giou: 0.397688 loss_class_aux: 2.149428 loss_bbox_aux: 0.529544 loss_giou_aux: 1.364674 loss_class_dn: 0.347981 loss_bbox_dn: 0.185690 loss_giou_dn: 0.400293 loss_class_aux_dn: 0.784324 loss_bbox_aux_dn: 0.468169 loss_giou_aux_dn: 0.929034 loss: 8.890941 eta: 9:32:08 batch_cost: 0.3090 data_cost: 0.0008 ips: 12.9447 images/s
[05/12 21:08:46] ppdet.engine INFO: Epoch: [56] [4000/7329] learning_rate: 0.000100 loss_class: 0.669565 loss_bbox: 0.154375 loss_giou: 0.446609 loss_class_aux: 2.154121 loss_bbox_aux: 0.515797 loss_giou_aux: 1.465459 loss_class_dn: 0.359941 loss_bbox_dn: 0.174841 loss_giou_dn: 0.442543 loss_class_aux_dn: 0.795847 loss_bbox_aux_dn: 0.438740 loss_giou_aux_dn: 1.059662 loss: 8.887176 eta: 9:31:07 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9815 images/s
[05/12 21:09:55] ppdet.engine INFO: Epoch: [56] [4200/7329] learning_rate: 0.000100 loss_class: 0.713556 loss_bbox: 0.157609 loss_giou: 0.408010 loss_class_aux: 2.203254 loss_bbox_aux: 0.544192 loss_giou_aux: 1.373879 loss_class_dn: 0.363030 loss_bbox_dn: 0.176417 loss_giou_dn: 0.423661 loss_class_aux_dn: 0.808416 loss_bbox_aux_dn: 0.468245 loss_giou_aux_dn: 0.996609 loss: 9.032597 eta: 9:30:07 batch_cost: 0.3094 data_cost: 0.0007 ips: 12.9268 images/s
[05/12 21:11:04] ppdet.engine INFO: Epoch: [56] [4400/7329] learning_rate: 0.000100 loss_class: 0.680248 loss_bbox: 0.149202 loss_giou: 0.425938 loss_class_aux: 2.157722 loss_bbox_aux: 0.511574 loss_giou_aux: 1.410141 loss_class_dn: 0.350360 loss_bbox_dn: 0.171403 loss_giou_dn: 0.416517 loss_class_aux_dn: 0.777465 loss_bbox_aux_dn: 0.443358 loss_giou_aux_dn: 0.968916 loss: 8.759358 eta: 9:29:07 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9968 images/s
[05/12 21:12:12] ppdet.engine INFO: Epoch: [56] [4600/7329] learning_rate: 0.000100 loss_class: 0.693252 loss_bbox: 0.171981 loss_giou: 0.450473 loss_class_aux: 2.215352 loss_bbox_aux: 0.564306 loss_giou_aux: 1.483786 loss_class_dn: 0.366195 loss_bbox_dn: 0.179513 loss_giou_dn: 0.453994 loss_class_aux_dn: 0.803364 loss_bbox_aux_dn: 0.457675 loss_giou_aux_dn: 1.077680 loss: 9.230988 eta: 9:28:07 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1330 images/s
[05/12 21:13:21] ppdet.engine INFO: Epoch: [56] [4800/7329] learning_rate: 0.000100 loss_class: 0.688875 loss_bbox: 0.154797 loss_giou: 0.406995 loss_class_aux: 2.209783 loss_bbox_aux: 0.542732 loss_giou_aux: 1.367593 loss_class_dn: 0.355578 loss_bbox_dn: 0.188431 loss_giou_dn: 0.413439 loss_class_aux_dn: 0.809284 loss_bbox_aux_dn: 0.481695 loss_giou_aux_dn: 0.990470 loss: 8.694871 eta: 9:27:06 batch_cost: 0.3091 data_cost: 0.0007 ips: 12.9388 images/s
[05/12 21:14:30] ppdet.engine INFO: Epoch: [56] [5000/7329] learning_rate: 0.000100 loss_class: 0.713032 loss_bbox: 0.149775 loss_giou: 0.453321 loss_class_aux: 2.288868 loss_bbox_aux: 0.513711 loss_giou_aux: 1.423629 loss_class_dn: 0.375639 loss_bbox_dn: 0.169522 loss_giou_dn: 0.455162 loss_class_aux_dn: 0.826477 loss_bbox_aux_dn: 0.432303 loss_giou_aux_dn: 1.070235 loss: 9.340214 eta: 9:26:06 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0880 images/s
[05/12 21:15:38] ppdet.engine INFO: Epoch: [56] [5200/7329] learning_rate: 0.000100 loss_class: 0.661528 loss_bbox: 0.143418 loss_giou: 0.436970 loss_class_aux: 2.150747 loss_bbox_aux: 0.505980 loss_giou_aux: 1.409569 loss_class_dn: 0.337627 loss_bbox_dn: 0.170936 loss_giou_dn: 0.429411 loss_class_aux_dn: 0.752915 loss_bbox_aux_dn: 0.449887 loss_giou_aux_dn: 0.995733 loss: 8.614125 eta: 9:25:06 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1230 images/s
[05/12 21:16:46] ppdet.engine INFO: Epoch: [56] [5400/7329] learning_rate: 0.000100 loss_class: 0.680208 loss_bbox: 0.158374 loss_giou: 0.372618 loss_class_aux: 2.179255 loss_bbox_aux: 0.519447 loss_giou_aux: 1.209679 loss_class_dn: 0.347696 loss_bbox_dn: 0.177241 loss_giou_dn: 0.381581 loss_class_aux_dn: 0.781616 loss_bbox_aux_dn: 0.474633 loss_giou_aux_dn: 0.924277 loss: 8.883110 eta: 9:24:05 batch_cost: 0.3040 data_cost: 0.0009 ips: 13.1595 images/s
[05/12 21:17:55] ppdet.engine INFO: Epoch: [56] [5600/7329] learning_rate: 0.000100 loss_class: 0.655443 loss_bbox: 0.154348 loss_giou: 0.383651 loss_class_aux: 2.070114 loss_bbox_aux: 0.520877 loss_giou_aux: 1.258005 loss_class_dn: 0.343232 loss_bbox_dn: 0.181013 loss_giou_dn: 0.396956 loss_class_aux_dn: 0.758529 loss_bbox_aux_dn: 0.459857 loss_giou_aux_dn: 0.932306 loss: 8.395171 eta: 9:23:05 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1560 images/s
[05/12 21:19:05] ppdet.engine INFO: Epoch: [56] [5800/7329] learning_rate: 0.000100 loss_class: 0.684997 loss_bbox: 0.149947 loss_giou: 0.424975 loss_class_aux: 2.147171 loss_bbox_aux: 0.516122 loss_giou_aux: 1.418059 loss_class_dn: 0.348341 loss_bbox_dn: 0.170317 loss_giou_dn: 0.418117 loss_class_aux_dn: 0.781587 loss_bbox_aux_dn: 0.434612 loss_giou_aux_dn: 0.983304 loss: 8.742379 eta: 9:22:05 batch_cost: 0.3130 data_cost: 0.0007 ips: 12.7815 images/s
[05/12 21:20:14] ppdet.engine INFO: Epoch: [56] [6000/7329] learning_rate: 0.000100 loss_class: 0.638451 loss_bbox: 0.138426 loss_giou: 0.383008 loss_class_aux: 2.031758 loss_bbox_aux: 0.497490 loss_giou_aux: 1.323208 loss_class_dn: 0.338277 loss_bbox_dn: 0.172035 loss_giou_dn: 0.392716 loss_class_aux_dn: 0.749017 loss_bbox_aux_dn: 0.439009 loss_giou_aux_dn: 0.952895 loss: 8.270359 eta: 9:21:05 batch_cost: 0.3089 data_cost: 0.0007 ips: 12.9497 images/s
[05/12 21:21:23] ppdet.engine INFO: Epoch: [56] [6200/7329] learning_rate: 0.000100 loss_class: 0.688284 loss_bbox: 0.158104 loss_giou: 0.426170 loss_class_aux: 2.208350 loss_bbox_aux: 0.543616 loss_giou_aux: 1.412717 loss_class_dn: 0.355825 loss_bbox_dn: 0.179941 loss_giou_dn: 0.441175 loss_class_aux_dn: 0.776566 loss_bbox_aux_dn: 0.451297 loss_giou_aux_dn: 1.032929 loss: 8.980985 eta: 9:20:05 batch_cost: 0.3116 data_cost: 0.0008 ips: 12.8378 images/s
[05/12 21:22:31] ppdet.engine INFO: Epoch: [56] [6400/7329] learning_rate: 0.000100 loss_class: 0.717878 loss_bbox: 0.152629 loss_giou: 0.412035 loss_class_aux: 2.265685 loss_bbox_aux: 0.513943 loss_giou_aux: 1.314876 loss_class_dn: 0.371010 loss_bbox_dn: 0.181581 loss_giou_dn: 0.426776 loss_class_aux_dn: 0.828203 loss_bbox_aux_dn: 0.459839 loss_giou_aux_dn: 1.020850 loss: 9.099554 eta: 9:19:04 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1036 images/s
[05/12 21:23:40] ppdet.engine INFO: Epoch: [56] [6600/7329] learning_rate: 0.000100 loss_class: 0.650077 loss_bbox: 0.151722 loss_giou: 0.403775 loss_class_aux: 2.101201 loss_bbox_aux: 0.519313 loss_giou_aux: 1.360733 loss_class_dn: 0.351936 loss_bbox_dn: 0.194137 loss_giou_dn: 0.419080 loss_class_aux_dn: 0.789012 loss_bbox_aux_dn: 0.491756 loss_giou_aux_dn: 0.990983 loss: 8.912901 eta: 9:18:04 batch_cost: 0.3071 data_cost: 0.0008 ips: 13.0234 images/s
[05/12 21:24:47] ppdet.engine INFO: Epoch: [56] [6800/7329] learning_rate: 0.000100 loss_class: 0.718695 loss_bbox: 0.156946 loss_giou: 0.421774 loss_class_aux: 2.277262 loss_bbox_aux: 0.537762 loss_giou_aux: 1.407279 loss_class_dn: 0.374576 loss_bbox_dn: 0.182249 loss_giou_dn: 0.423618 loss_class_aux_dn: 0.807995 loss_bbox_aux_dn: 0.469287 loss_giou_aux_dn: 0.992733 loss: 9.098922 eta: 9:17:03 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3274 images/s
[05/12 21:25:52] ppdet.engine INFO: Epoch: [56] [7000/7329] learning_rate: 0.000100 loss_class: 0.657737 loss_bbox: 0.153017 loss_giou: 0.399647 loss_class_aux: 2.126083 loss_bbox_aux: 0.521140 loss_giou_aux: 1.339746 loss_class_dn: 0.340464 loss_bbox_dn: 0.169170 loss_giou_dn: 0.402021 loss_class_aux_dn: 0.742859 loss_bbox_aux_dn: 0.438292 loss_giou_aux_dn: 0.927110 loss: 8.327024 eta: 9:16:02 batch_cost: 0.2897 data_cost: 0.0008 ips: 13.8067 images/s
[05/12 21:26:57] ppdet.engine INFO: Epoch: [56] [7200/7329] learning_rate: 0.000100 loss_class: 0.685560 loss_bbox: 0.153059 loss_giou: 0.369279 loss_class_aux: 2.204727 loss_bbox_aux: 0.512340 loss_giou_aux: 1.194574 loss_class_dn: 0.349143 loss_bbox_dn: 0.183928 loss_giou_dn: 0.377097 loss_class_aux_dn: 0.765817 loss_bbox_aux_dn: 0.477884 loss_giou_aux_dn: 0.891092 loss: 8.358305 eta: 9:15:01 batch_cost: 0.2924 data_cost: 0.0007 ips: 13.6805 images/s
[05/12 21:27:41] ppdet.engine INFO: Eval iter: 0
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[05/12 21:29:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.47s)
creating index...
index created!
[05/12 21:29:19] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.54s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.18s).
Accumulating evaluation results...
DONE (t=25.06s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.461
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.632
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.498
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.278
 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 ] = 0.624
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.361
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.612
 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 ] = 0.490
 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 ] = 0.866
[05/12 21:31:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.30238806042063
[05/12 21:31:42] ppdet.engine INFO: Best test bbox ap is 0.461.
[05/12 21:31:44] ppdet.engine INFO: Epoch: [57] [   0/7329] learning_rate: 0.000100 loss_class: 0.658571 loss_bbox: 0.153728 loss_giou: 0.377733 loss_class_aux: 2.156069 loss_bbox_aux: 0.519085 loss_giou_aux: 1.253683 loss_class_dn: 0.341990 loss_bbox_dn: 0.178884 loss_giou_dn: 0.383253 loss_class_aux_dn: 0.769016 loss_bbox_aux_dn: 0.464072 loss_giou_aux_dn: 0.902024 loss: 8.551117 eta: 9:14:22 batch_cost: 0.2915 data_cost: 0.0007 ips: 13.7240 images/s
[05/12 21:32:53] ppdet.engine INFO: Epoch: [57] [ 200/7329] learning_rate: 0.000100 loss_class: 0.703844 loss_bbox: 0.149961 loss_giou: 0.451276 loss_class_aux: 2.203074 loss_bbox_aux: 0.496127 loss_giou_aux: 1.462664 loss_class_dn: 0.375175 loss_bbox_dn: 0.164661 loss_giou_dn: 0.432048 loss_class_aux_dn: 0.839808 loss_bbox_aux_dn: 0.421886 loss_giou_aux_dn: 1.047411 loss: 9.240295 eta: 9:13:21 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0310 images/s
[05/12 21:34:02] ppdet.engine INFO: Epoch: [57] [ 400/7329] learning_rate: 0.000100 loss_class: 0.679271 loss_bbox: 0.151457 loss_giou: 0.392186 loss_class_aux: 2.126438 loss_bbox_aux: 0.504087 loss_giou_aux: 1.368597 loss_class_dn: 0.361907 loss_bbox_dn: 0.157886 loss_giou_dn: 0.410062 loss_class_aux_dn: 0.806509 loss_bbox_aux_dn: 0.411394 loss_giou_aux_dn: 0.980679 loss: 8.797350 eta: 9:12:21 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1500 images/s
[05/12 21:35:11] ppdet.engine INFO: Epoch: [57] [ 600/7329] learning_rate: 0.000100 loss_class: 0.641204 loss_bbox: 0.147514 loss_giou: 0.410860 loss_class_aux: 2.094595 loss_bbox_aux: 0.484571 loss_giou_aux: 1.329566 loss_class_dn: 0.341710 loss_bbox_dn: 0.158633 loss_giou_dn: 0.408750 loss_class_aux_dn: 0.744490 loss_bbox_aux_dn: 0.402857 loss_giou_aux_dn: 0.962192 loss: 8.409131 eta: 9:11:21 batch_cost: 0.3100 data_cost: 0.0007 ips: 12.9027 images/s
[05/12 21:36:20] ppdet.engine INFO: Epoch: [57] [ 800/7329] learning_rate: 0.000100 loss_class: 0.637217 loss_bbox: 0.137788 loss_giou: 0.383497 loss_class_aux: 2.009782 loss_bbox_aux: 0.493103 loss_giou_aux: 1.261726 loss_class_dn: 0.341750 loss_bbox_dn: 0.160108 loss_giou_dn: 0.374945 loss_class_aux_dn: 0.773364 loss_bbox_aux_dn: 0.428646 loss_giou_aux_dn: 0.896359 loss: 8.226948 eta: 9:10:20 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2027 images/s
[05/12 21:37:27] ppdet.engine INFO: Epoch: [57] [1000/7329] learning_rate: 0.000100 loss_class: 0.624429 loss_bbox: 0.134191 loss_giou: 0.354060 loss_class_aux: 2.005066 loss_bbox_aux: 0.460897 loss_giou_aux: 1.178284 loss_class_dn: 0.327689 loss_bbox_dn: 0.154924 loss_giou_dn: 0.372297 loss_class_aux_dn: 0.743308 loss_bbox_aux_dn: 0.408713 loss_giou_aux_dn: 0.880726 loss: 7.665716 eta: 9:09:20 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1705 images/s
[05/12 21:38:35] ppdet.engine INFO: Epoch: [57] [1200/7329] learning_rate: 0.000100 loss_class: 0.688495 loss_bbox: 0.152647 loss_giou: 0.385062 loss_class_aux: 2.199533 loss_bbox_aux: 0.530878 loss_giou_aux: 1.289386 loss_class_dn: 0.348531 loss_bbox_dn: 0.171774 loss_giou_dn: 0.394408 loss_class_aux_dn: 0.776046 loss_bbox_aux_dn: 0.436742 loss_giou_aux_dn: 0.941819 loss: 8.848862 eta: 9:08:19 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2456 images/s
[05/12 21:39:43] ppdet.engine INFO: Epoch: [57] [1400/7329] learning_rate: 0.000100 loss_class: 0.668884 loss_bbox: 0.151026 loss_giou: 0.417372 loss_class_aux: 2.189394 loss_bbox_aux: 0.509387 loss_giou_aux: 1.354649 loss_class_dn: 0.349362 loss_bbox_dn: 0.170111 loss_giou_dn: 0.401679 loss_class_aux_dn: 0.786397 loss_bbox_aux_dn: 0.436446 loss_giou_aux_dn: 0.961454 loss: 8.646206 eta: 9:07:19 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2007 images/s
[05/12 21:40:50] ppdet.engine INFO: Epoch: [57] [1600/7329] learning_rate: 0.000100 loss_class: 0.651765 loss_bbox: 0.150406 loss_giou: 0.372419 loss_class_aux: 2.122489 loss_bbox_aux: 0.496248 loss_giou_aux: 1.191163 loss_class_dn: 0.320920 loss_bbox_dn: 0.165715 loss_giou_dn: 0.347995 loss_class_aux_dn: 0.730180 loss_bbox_aux_dn: 0.437796 loss_giou_aux_dn: 0.830348 loss: 8.013422 eta: 9:06:18 batch_cost: 0.2988 data_cost: 0.0008 ips: 13.3863 images/s
[05/12 21:41:57] ppdet.engine INFO: Epoch: [57] [1800/7329] learning_rate: 0.000100 loss_class: 0.653164 loss_bbox: 0.155413 loss_giou: 0.408694 loss_class_aux: 2.082810 loss_bbox_aux: 0.537158 loss_giou_aux: 1.355218 loss_class_dn: 0.345919 loss_bbox_dn: 0.177773 loss_giou_dn: 0.407953 loss_class_aux_dn: 0.770363 loss_bbox_aux_dn: 0.444812 loss_giou_aux_dn: 0.992737 loss: 8.342047 eta: 9:05:17 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4198 images/s
[05/12 21:43:06] ppdet.engine INFO: Epoch: [57] [2000/7329] learning_rate: 0.000100 loss_class: 0.702288 loss_bbox: 0.161472 loss_giou: 0.429032 loss_class_aux: 2.219540 loss_bbox_aux: 0.553133 loss_giou_aux: 1.336064 loss_class_dn: 0.362231 loss_bbox_dn: 0.175193 loss_giou_dn: 0.426745 loss_class_aux_dn: 0.800490 loss_bbox_aux_dn: 0.458693 loss_giou_aux_dn: 0.993157 loss: 9.067926 eta: 9:04:17 batch_cost: 0.3048 data_cost: 0.0008 ips: 13.1212 images/s
[05/12 21:44:14] ppdet.engine INFO: Epoch: [57] [2200/7329] learning_rate: 0.000100 loss_class: 0.637912 loss_bbox: 0.140137 loss_giou: 0.370985 loss_class_aux: 2.050879 loss_bbox_aux: 0.495048 loss_giou_aux: 1.224287 loss_class_dn: 0.339202 loss_bbox_dn: 0.163320 loss_giou_dn: 0.358854 loss_class_aux_dn: 0.757672 loss_bbox_aux_dn: 0.419816 loss_giou_aux_dn: 0.862774 loss: 8.477129 eta: 9:03:17 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2159 images/s
[05/12 21:45:23] ppdet.engine INFO: Epoch: [57] [2400/7329] learning_rate: 0.000100 loss_class: 0.661835 loss_bbox: 0.141364 loss_giou: 0.391189 loss_class_aux: 2.121970 loss_bbox_aux: 0.476600 loss_giou_aux: 1.275781 loss_class_dn: 0.346829 loss_bbox_dn: 0.179898 loss_giou_dn: 0.398914 loss_class_aux_dn: 0.787826 loss_bbox_aux_dn: 0.457162 loss_giou_aux_dn: 0.932794 loss: 8.419674 eta: 9:02:16 batch_cost: 0.3078 data_cost: 0.0008 ips: 12.9959 images/s
[05/12 21:46:30] ppdet.engine INFO: Epoch: [57] [2600/7329] learning_rate: 0.000100 loss_class: 0.717448 loss_bbox: 0.143540 loss_giou: 0.407679 loss_class_aux: 2.244974 loss_bbox_aux: 0.505174 loss_giou_aux: 1.372409 loss_class_dn: 0.357590 loss_bbox_dn: 0.180860 loss_giou_dn: 0.426905 loss_class_aux_dn: 0.814753 loss_bbox_aux_dn: 0.463972 loss_giou_aux_dn: 1.028528 loss: 9.134824 eta: 9:01:16 batch_cost: 0.3013 data_cost: 0.0009 ips: 13.2768 images/s
[05/12 21:47:39] ppdet.engine INFO: Epoch: [57] [2800/7329] learning_rate: 0.000100 loss_class: 0.676752 loss_bbox: 0.146247 loss_giou: 0.410756 loss_class_aux: 2.216912 loss_bbox_aux: 0.517788 loss_giou_aux: 1.380442 loss_class_dn: 0.359185 loss_bbox_dn: 0.176303 loss_giou_dn: 0.422449 loss_class_aux_dn: 0.804243 loss_bbox_aux_dn: 0.459087 loss_giou_aux_dn: 0.973624 loss: 8.564884 eta: 9:00:15 batch_cost: 0.3055 data_cost: 0.0008 ips: 13.0931 images/s
[05/12 21:48:47] ppdet.engine INFO: Epoch: [57] [3000/7329] learning_rate: 0.000100 loss_class: 0.693357 loss_bbox: 0.169263 loss_giou: 0.437225 loss_class_aux: 2.164083 loss_bbox_aux: 0.569000 loss_giou_aux: 1.420795 loss_class_dn: 0.371232 loss_bbox_dn: 0.191090 loss_giou_dn: 0.453183 loss_class_aux_dn: 0.818405 loss_bbox_aux_dn: 0.487402 loss_giou_aux_dn: 1.053778 loss: 9.409964 eta: 8:59:15 batch_cost: 0.3035 data_cost: 0.0008 ips: 13.1777 images/s
[05/12 21:49:55] ppdet.engine INFO: Epoch: [57] [3200/7329] learning_rate: 0.000100 loss_class: 0.653816 loss_bbox: 0.145587 loss_giou: 0.371309 loss_class_aux: 2.143497 loss_bbox_aux: 0.497899 loss_giou_aux: 1.237482 loss_class_dn: 0.332935 loss_bbox_dn: 0.172403 loss_giou_dn: 0.381589 loss_class_aux_dn: 0.749478 loss_bbox_aux_dn: 0.442653 loss_giou_aux_dn: 0.909736 loss: 8.600790 eta: 8:58:14 batch_cost: 0.3040 data_cost: 0.0008 ips: 13.1588 images/s
[05/12 21:51:03] ppdet.engine INFO: Epoch: [57] [3400/7329] learning_rate: 0.000100 loss_class: 0.677131 loss_bbox: 0.142934 loss_giou: 0.383315 loss_class_aux: 2.303069 loss_bbox_aux: 0.518091 loss_giou_aux: 1.269326 loss_class_dn: 0.362346 loss_bbox_dn: 0.189167 loss_giou_dn: 0.385563 loss_class_aux_dn: 0.801574 loss_bbox_aux_dn: 0.481809 loss_giou_aux_dn: 0.945623 loss: 8.508857 eta: 8:57:14 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1248 images/s
[05/12 21:52:11] ppdet.engine INFO: Epoch: [57] [3600/7329] learning_rate: 0.000100 loss_class: 0.666480 loss_bbox: 0.143343 loss_giou: 0.393003 loss_class_aux: 2.043682 loss_bbox_aux: 0.506550 loss_giou_aux: 1.281692 loss_class_dn: 0.335987 loss_bbox_dn: 0.157653 loss_giou_dn: 0.367711 loss_class_aux_dn: 0.764369 loss_bbox_aux_dn: 0.416119 loss_giou_aux_dn: 0.878614 loss: 8.319317 eta: 8:56:13 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2550 images/s
[05/12 21:53:19] ppdet.engine INFO: Epoch: [57] [3800/7329] learning_rate: 0.000100 loss_class: 0.673080 loss_bbox: 0.156772 loss_giou: 0.432696 loss_class_aux: 2.140082 loss_bbox_aux: 0.522177 loss_giou_aux: 1.409450 loss_class_dn: 0.347073 loss_bbox_dn: 0.174800 loss_giou_dn: 0.404435 loss_class_aux_dn: 0.781751 loss_bbox_aux_dn: 0.446795 loss_giou_aux_dn: 0.967721 loss: 8.598625 eta: 8:55:13 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0325 images/s
[05/12 21:54:28] ppdet.engine INFO: Epoch: [57] [4000/7329] learning_rate: 0.000100 loss_class: 0.677418 loss_bbox: 0.140064 loss_giou: 0.436894 loss_class_aux: 2.121961 loss_bbox_aux: 0.468561 loss_giou_aux: 1.412242 loss_class_dn: 0.343419 loss_bbox_dn: 0.167889 loss_giou_dn: 0.423466 loss_class_aux_dn: 0.765173 loss_bbox_aux_dn: 0.433949 loss_giou_aux_dn: 1.007922 loss: 8.647066 eta: 8:54:13 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0757 images/s
[05/12 21:55:37] ppdet.engine INFO: Epoch: [57] [4200/7329] learning_rate: 0.000100 loss_class: 0.655232 loss_bbox: 0.158647 loss_giou: 0.396808 loss_class_aux: 2.111005 loss_bbox_aux: 0.529591 loss_giou_aux: 1.299891 loss_class_dn: 0.341535 loss_bbox_dn: 0.185533 loss_giou_dn: 0.392651 loss_class_aux_dn: 0.776126 loss_bbox_aux_dn: 0.457740 loss_giou_aux_dn: 0.937823 loss: 8.478012 eta: 8:53:12 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0932 images/s
[05/12 21:56:45] ppdet.engine INFO: Epoch: [57] [4400/7329] learning_rate: 0.000100 loss_class: 0.631601 loss_bbox: 0.140126 loss_giou: 0.397073 loss_class_aux: 1.931886 loss_bbox_aux: 0.482820 loss_giou_aux: 1.290455 loss_class_dn: 0.314435 loss_bbox_dn: 0.172372 loss_giou_dn: 0.360718 loss_class_aux_dn: 0.715511 loss_bbox_aux_dn: 0.437615 loss_giou_aux_dn: 0.838882 loss: 7.789864 eta: 8:52:12 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0858 images/s
[05/12 21:57:53] ppdet.engine INFO: Epoch: [57] [4600/7329] learning_rate: 0.000100 loss_class: 0.669690 loss_bbox: 0.147463 loss_giou: 0.385911 loss_class_aux: 2.123153 loss_bbox_aux: 0.505716 loss_giou_aux: 1.351466 loss_class_dn: 0.357870 loss_bbox_dn: 0.184089 loss_giou_dn: 0.415705 loss_class_aux_dn: 0.784296 loss_bbox_aux_dn: 0.459999 loss_giou_aux_dn: 0.978719 loss: 8.620340 eta: 8:51:12 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1791 images/s
[05/12 21:59:01] ppdet.engine INFO: Epoch: [57] [4800/7329] learning_rate: 0.000100 loss_class: 0.714592 loss_bbox: 0.161380 loss_giou: 0.473213 loss_class_aux: 2.298157 loss_bbox_aux: 0.575365 loss_giou_aux: 1.522679 loss_class_dn: 0.381634 loss_bbox_dn: 0.192366 loss_giou_dn: 0.442810 loss_class_aux_dn: 0.870230 loss_bbox_aux_dn: 0.505161 loss_giou_aux_dn: 1.031300 loss: 9.174421 eta: 8:50:11 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2115 images/s
[05/12 22:00:10] ppdet.engine INFO: Epoch: [57] [5000/7329] learning_rate: 0.000100 loss_class: 0.692776 loss_bbox: 0.137661 loss_giou: 0.442266 loss_class_aux: 2.170214 loss_bbox_aux: 0.482060 loss_giou_aux: 1.374372 loss_class_dn: 0.362460 loss_bbox_dn: 0.169254 loss_giou_dn: 0.438779 loss_class_aux_dn: 0.819254 loss_bbox_aux_dn: 0.439747 loss_giou_aux_dn: 1.015902 loss: 8.924795 eta: 8:49:11 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0593 images/s
[05/12 22:01:18] ppdet.engine INFO: Epoch: [57] [5200/7329] learning_rate: 0.000100 loss_class: 0.709041 loss_bbox: 0.166610 loss_giou: 0.438794 loss_class_aux: 2.300638 loss_bbox_aux: 0.564801 loss_giou_aux: 1.410223 loss_class_dn: 0.365197 loss_bbox_dn: 0.186606 loss_giou_dn: 0.436451 loss_class_aux_dn: 0.816040 loss_bbox_aux_dn: 0.470363 loss_giou_aux_dn: 1.026032 loss: 9.207096 eta: 8:48:10 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1911 images/s
[05/12 22:02:26] ppdet.engine INFO: Epoch: [57] [5400/7329] learning_rate: 0.000100 loss_class: 0.689051 loss_bbox: 0.154305 loss_giou: 0.433731 loss_class_aux: 2.169156 loss_bbox_aux: 0.543439 loss_giou_aux: 1.452163 loss_class_dn: 0.371217 loss_bbox_dn: 0.178420 loss_giou_dn: 0.454165 loss_class_aux_dn: 0.824312 loss_bbox_aux_dn: 0.445775 loss_giou_aux_dn: 1.065647 loss: 9.202521 eta: 8:47:10 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0326 images/s
[05/12 22:03:33] ppdet.engine INFO: Epoch: [57] [5600/7329] learning_rate: 0.000100 loss_class: 0.715954 loss_bbox: 0.160078 loss_giou: 0.453021 loss_class_aux: 2.310959 loss_bbox_aux: 0.543877 loss_giou_aux: 1.431115 loss_class_dn: 0.371648 loss_bbox_dn: 0.178195 loss_giou_dn: 0.446955 loss_class_aux_dn: 0.822267 loss_bbox_aux_dn: 0.464759 loss_giou_aux_dn: 1.061986 loss: 9.536551 eta: 8:46:09 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3290 images/s
[05/12 22:04:41] ppdet.engine INFO: Epoch: [57] [5800/7329] learning_rate: 0.000100 loss_class: 0.622926 loss_bbox: 0.147294 loss_giou: 0.363222 loss_class_aux: 1.952057 loss_bbox_aux: 0.503077 loss_giou_aux: 1.211727 loss_class_dn: 0.332753 loss_bbox_dn: 0.154981 loss_giou_dn: 0.379325 loss_class_aux_dn: 0.749605 loss_bbox_aux_dn: 0.401251 loss_giou_aux_dn: 0.891741 loss: 8.157534 eta: 8:45:09 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1765 images/s
[05/12 22:05:49] ppdet.engine INFO: Epoch: [57] [6000/7329] learning_rate: 0.000100 loss_class: 0.661498 loss_bbox: 0.151761 loss_giou: 0.373506 loss_class_aux: 2.146530 loss_bbox_aux: 0.535929 loss_giou_aux: 1.249879 loss_class_dn: 0.345751 loss_bbox_dn: 0.173983 loss_giou_dn: 0.365272 loss_class_aux_dn: 0.772112 loss_bbox_aux_dn: 0.442630 loss_giou_aux_dn: 0.891793 loss: 8.431696 eta: 8:44:08 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2804 images/s
[05/12 22:06:57] ppdet.engine INFO: Epoch: [57] [6200/7329] learning_rate: 0.000100 loss_class: 0.662481 loss_bbox: 0.146003 loss_giou: 0.404776 loss_class_aux: 2.110119 loss_bbox_aux: 0.497383 loss_giou_aux: 1.343434 loss_class_dn: 0.341262 loss_bbox_dn: 0.176556 loss_giou_dn: 0.400771 loss_class_aux_dn: 0.754946 loss_bbox_aux_dn: 0.443381 loss_giou_aux_dn: 0.971797 loss: 8.532791 eta: 8:43:08 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1379 images/s
[05/12 22:08:05] ppdet.engine INFO: Epoch: [57] [6400/7329] learning_rate: 0.000100 loss_class: 0.706857 loss_bbox: 0.176449 loss_giou: 0.423800 loss_class_aux: 2.245977 loss_bbox_aux: 0.590199 loss_giou_aux: 1.402233 loss_class_dn: 0.378393 loss_bbox_dn: 0.193485 loss_giou_dn: 0.445117 loss_class_aux_dn: 0.825777 loss_bbox_aux_dn: 0.471261 loss_giou_aux_dn: 1.036603 loss: 9.188335 eta: 8:42:07 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1611 images/s
[05/12 22:09:14] ppdet.engine INFO: Epoch: [57] [6600/7329] learning_rate: 0.000100 loss_class: 0.698315 loss_bbox: 0.176759 loss_giou: 0.455633 loss_class_aux: 2.218719 loss_bbox_aux: 0.584941 loss_giou_aux: 1.483008 loss_class_dn: 0.377808 loss_bbox_dn: 0.188986 loss_giou_dn: 0.445897 loss_class_aux_dn: 0.827141 loss_bbox_aux_dn: 0.481214 loss_giou_aux_dn: 1.034338 loss: 9.753788 eta: 8:41:07 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0732 images/s
[05/12 22:10:22] ppdet.engine INFO: Epoch: [57] [6800/7329] learning_rate: 0.000100 loss_class: 0.674532 loss_bbox: 0.152030 loss_giou: 0.426916 loss_class_aux: 2.157296 loss_bbox_aux: 0.506325 loss_giou_aux: 1.396172 loss_class_dn: 0.351282 loss_bbox_dn: 0.173154 loss_giou_dn: 0.415430 loss_class_aux_dn: 0.781714 loss_bbox_aux_dn: 0.432799 loss_giou_aux_dn: 0.977933 loss: 8.571022 eta: 8:40:07 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1149 images/s
[05/12 22:11:30] ppdet.engine INFO: Epoch: [57] [7000/7329] learning_rate: 0.000100 loss_class: 0.702290 loss_bbox: 0.151211 loss_giou: 0.422598 loss_class_aux: 2.248123 loss_bbox_aux: 0.533892 loss_giou_aux: 1.450797 loss_class_dn: 0.366478 loss_bbox_dn: 0.180756 loss_giou_dn: 0.440940 loss_class_aux_dn: 0.825048 loss_bbox_aux_dn: 0.464725 loss_giou_aux_dn: 1.019109 loss: 8.939260 eta: 8:39:06 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2961 images/s
[05/12 22:12:37] ppdet.engine INFO: Epoch: [57] [7200/7329] learning_rate: 0.000100 loss_class: 0.652620 loss_bbox: 0.154871 loss_giou: 0.362593 loss_class_aux: 2.116868 loss_bbox_aux: 0.494029 loss_giou_aux: 1.256476 loss_class_dn: 0.328154 loss_bbox_dn: 0.174129 loss_giou_dn: 0.382022 loss_class_aux_dn: 0.737800 loss_bbox_aux_dn: 0.441857 loss_giou_aux_dn: 0.895005 loss: 8.419611 eta: 8:38:05 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3492 images/s
[05/12 22:13:23] ppdet.engine INFO: Eval iter: 0
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[05/12 22:14:39] ppdet.engine INFO: Eval iter: 1200
[05/12 22:15:03] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.49s)
creating index...
index created!
[05/12 22:15:04] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.29s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=103.83s).
Accumulating evaluation results...
DONE (t=24.54s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.461
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.632
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.497
 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 ] = 0.625
 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 ] = 0.612
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.684
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.490
 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 ] = 0.868
[05/12 22:17:29] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.34081726032841
[05/12 22:17:29] ppdet.engine INFO: Best test bbox ap is 0.461.
[05/12 22:17:32] ppdet.engine INFO: Epoch: [58] [   0/7329] learning_rate: 0.000100 loss_class: 0.659398 loss_bbox: 0.145266 loss_giou: 0.408082 loss_class_aux: 2.084958 loss_bbox_aux: 0.481290 loss_giou_aux: 1.325770 loss_class_dn: 0.334589 loss_bbox_dn: 0.176262 loss_giou_dn: 0.408973 loss_class_aux_dn: 0.764691 loss_bbox_aux_dn: 0.450801 loss_giou_aux_dn: 0.976784 loss: 8.701281 eta: 8:37:26 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2967 images/s
[05/12 22:18:40] ppdet.engine INFO: Epoch: [58] [ 200/7329] learning_rate: 0.000100 loss_class: 0.675010 loss_bbox: 0.152565 loss_giou: 0.411137 loss_class_aux: 2.164390 loss_bbox_aux: 0.573668 loss_giou_aux: 1.328581 loss_class_dn: 0.346098 loss_bbox_dn: 0.166794 loss_giou_dn: 0.408330 loss_class_aux_dn: 0.774599 loss_bbox_aux_dn: 0.434318 loss_giou_aux_dn: 0.988473 loss: 8.516870 eta: 8:36:26 batch_cost: 0.3030 data_cost: 0.0008 ips: 13.2023 images/s
[05/12 22:19:47] ppdet.engine INFO: Epoch: [58] [ 400/7329] learning_rate: 0.000100 loss_class: 0.666204 loss_bbox: 0.142188 loss_giou: 0.390197 loss_class_aux: 2.087980 loss_bbox_aux: 0.479659 loss_giou_aux: 1.275039 loss_class_dn: 0.336033 loss_bbox_dn: 0.173496 loss_giou_dn: 0.388149 loss_class_aux_dn: 0.736361 loss_bbox_aux_dn: 0.437606 loss_giou_aux_dn: 0.904527 loss: 8.198318 eta: 8:35:25 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3365 images/s
[05/12 22:20:55] ppdet.engine INFO: Epoch: [58] [ 600/7329] learning_rate: 0.000100 loss_class: 0.604869 loss_bbox: 0.150832 loss_giou: 0.376932 loss_class_aux: 1.942240 loss_bbox_aux: 0.515060 loss_giou_aux: 1.266495 loss_class_dn: 0.329481 loss_bbox_dn: 0.166901 loss_giou_dn: 0.361032 loss_class_aux_dn: 0.722589 loss_bbox_aux_dn: 0.429050 loss_giou_aux_dn: 0.875325 loss: 8.032040 eta: 8:34:25 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2803 images/s
[05/12 22:22:02] ppdet.engine INFO: Epoch: [58] [ 800/7329] learning_rate: 0.000100 loss_class: 0.685578 loss_bbox: 0.152489 loss_giou: 0.385633 loss_class_aux: 2.158731 loss_bbox_aux: 0.513874 loss_giou_aux: 1.276301 loss_class_dn: 0.334410 loss_bbox_dn: 0.179561 loss_giou_dn: 0.381377 loss_class_aux_dn: 0.744839 loss_bbox_aux_dn: 0.439259 loss_giou_aux_dn: 0.918989 loss: 8.610519 eta: 8:33:24 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3871 images/s
[05/12 22:23:08] ppdet.engine INFO: Epoch: [58] [1000/7329] learning_rate: 0.000100 loss_class: 0.726450 loss_bbox: 0.146339 loss_giou: 0.456187 loss_class_aux: 2.303989 loss_bbox_aux: 0.508806 loss_giou_aux: 1.476235 loss_class_dn: 0.368752 loss_bbox_dn: 0.171573 loss_giou_dn: 0.443387 loss_class_aux_dn: 0.833459 loss_bbox_aux_dn: 0.456161 loss_giou_aux_dn: 1.038949 loss: 9.262041 eta: 8:32:23 batch_cost: 0.2943 data_cost: 0.0007 ips: 13.5933 images/s
[05/12 22:24:14] ppdet.engine INFO: Epoch: [58] [1200/7329] learning_rate: 0.000100 loss_class: 0.703290 loss_bbox: 0.162598 loss_giou: 0.423077 loss_class_aux: 2.256162 loss_bbox_aux: 0.546167 loss_giou_aux: 1.395410 loss_class_dn: 0.355443 loss_bbox_dn: 0.179038 loss_giou_dn: 0.418351 loss_class_aux_dn: 0.819809 loss_bbox_aux_dn: 0.459312 loss_giou_aux_dn: 0.995688 loss: 8.877394 eta: 8:31:22 batch_cost: 0.2909 data_cost: 0.0006 ips: 13.7486 images/s
[05/12 22:25:18] ppdet.engine INFO: Epoch: [58] [1400/7329] learning_rate: 0.000100 loss_class: 0.681149 loss_bbox: 0.142763 loss_giou: 0.461550 loss_class_aux: 2.201712 loss_bbox_aux: 0.497547 loss_giou_aux: 1.571055 loss_class_dn: 0.368009 loss_bbox_dn: 0.165350 loss_giou_dn: 0.428164 loss_class_aux_dn: 0.804737 loss_bbox_aux_dn: 0.432047 loss_giou_aux_dn: 1.006977 loss: 8.747880 eta: 8:30:21 batch_cost: 0.2872 data_cost: 0.0007 ips: 13.9281 images/s
[05/12 22:26:25] ppdet.engine INFO: Epoch: [58] [1600/7329] learning_rate: 0.000100 loss_class: 0.660117 loss_bbox: 0.164096 loss_giou: 0.419336 loss_class_aux: 2.136553 loss_bbox_aux: 0.545339 loss_giou_aux: 1.376078 loss_class_dn: 0.358063 loss_bbox_dn: 0.193048 loss_giou_dn: 0.416638 loss_class_aux_dn: 0.796354 loss_bbox_aux_dn: 0.494965 loss_giou_aux_dn: 1.002484 loss: 8.923487 eta: 8:29:20 batch_cost: 0.2974 data_cost: 0.0007 ips: 13.4508 images/s
[05/12 22:27:33] ppdet.engine INFO: Epoch: [58] [1800/7329] learning_rate: 0.000100 loss_class: 0.660981 loss_bbox: 0.159935 loss_giou: 0.420852 loss_class_aux: 2.097024 loss_bbox_aux: 0.547285 loss_giou_aux: 1.397189 loss_class_dn: 0.360577 loss_bbox_dn: 0.177232 loss_giou_dn: 0.422435 loss_class_aux_dn: 0.805476 loss_bbox_aux_dn: 0.456121 loss_giou_aux_dn: 0.963257 loss: 8.865997 eta: 8:28:19 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1873 images/s
[05/12 22:28:41] ppdet.engine INFO: Epoch: [58] [2000/7329] learning_rate: 0.000100 loss_class: 0.727565 loss_bbox: 0.147300 loss_giou: 0.452385 loss_class_aux: 2.325707 loss_bbox_aux: 0.511539 loss_giou_aux: 1.462844 loss_class_dn: 0.375104 loss_bbox_dn: 0.172710 loss_giou_dn: 0.442459 loss_class_aux_dn: 0.853610 loss_bbox_aux_dn: 0.429695 loss_giou_aux_dn: 1.067127 loss: 9.435001 eta: 8:27:19 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1645 images/s
[05/12 22:29:49] ppdet.engine INFO: Epoch: [58] [2200/7329] learning_rate: 0.000100 loss_class: 0.648636 loss_bbox: 0.147215 loss_giou: 0.422011 loss_class_aux: 2.075975 loss_bbox_aux: 0.527163 loss_giou_aux: 1.336000 loss_class_dn: 0.338688 loss_bbox_dn: 0.171225 loss_giou_dn: 0.412375 loss_class_aux_dn: 0.778729 loss_bbox_aux_dn: 0.433587 loss_giou_aux_dn: 0.945570 loss: 8.628061 eta: 8:26:18 batch_cost: 0.3025 data_cost: 0.0008 ips: 13.2244 images/s
[05/12 22:30:57] ppdet.engine INFO: Epoch: [58] [2400/7329] learning_rate: 0.000100 loss_class: 0.636829 loss_bbox: 0.136672 loss_giou: 0.388378 loss_class_aux: 2.129067 loss_bbox_aux: 0.492893 loss_giou_aux: 1.286894 loss_class_dn: 0.346998 loss_bbox_dn: 0.172065 loss_giou_dn: 0.393651 loss_class_aux_dn: 0.775577 loss_bbox_aux_dn: 0.444320 loss_giou_aux_dn: 0.935559 loss: 8.405975 eta: 8:25:18 batch_cost: 0.3050 data_cost: 0.0008 ips: 13.1169 images/s
[05/12 22:32:06] ppdet.engine INFO: Epoch: [58] [2600/7329] learning_rate: 0.000100 loss_class: 0.668193 loss_bbox: 0.145609 loss_giou: 0.399337 loss_class_aux: 2.096919 loss_bbox_aux: 0.507900 loss_giou_aux: 1.356097 loss_class_dn: 0.357498 loss_bbox_dn: 0.166522 loss_giou_dn: 0.401144 loss_class_aux_dn: 0.803943 loss_bbox_aux_dn: 0.444982 loss_giou_aux_dn: 0.954308 loss: 8.984845 eta: 8:24:18 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1919 images/s
[05/12 22:33:14] ppdet.engine INFO: Epoch: [58] [2800/7329] learning_rate: 0.000100 loss_class: 0.670385 loss_bbox: 0.154285 loss_giou: 0.440620 loss_class_aux: 2.096303 loss_bbox_aux: 0.508059 loss_giou_aux: 1.464907 loss_class_dn: 0.358449 loss_bbox_dn: 0.164102 loss_giou_dn: 0.425200 loss_class_aux_dn: 0.794679 loss_bbox_aux_dn: 0.417418 loss_giou_aux_dn: 1.012602 loss: 8.815164 eta: 8:23:17 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0613 images/s
[05/12 22:34:23] ppdet.engine INFO: Epoch: [58] [3000/7329] learning_rate: 0.000100 loss_class: 0.722334 loss_bbox: 0.147929 loss_giou: 0.424820 loss_class_aux: 2.291106 loss_bbox_aux: 0.475623 loss_giou_aux: 1.380844 loss_class_dn: 0.373361 loss_bbox_dn: 0.162769 loss_giou_dn: 0.420162 loss_class_aux_dn: 0.835226 loss_bbox_aux_dn: 0.421447 loss_giou_aux_dn: 1.009496 loss: 9.085468 eta: 8:22:17 batch_cost: 0.3061 data_cost: 0.0008 ips: 13.0678 images/s
[05/12 22:35:31] ppdet.engine INFO: Epoch: [58] [3200/7329] learning_rate: 0.000100 loss_class: 0.662278 loss_bbox: 0.147388 loss_giou: 0.400969 loss_class_aux: 2.130996 loss_bbox_aux: 0.543140 loss_giou_aux: 1.290014 loss_class_dn: 0.360307 loss_bbox_dn: 0.169627 loss_giou_dn: 0.409846 loss_class_aux_dn: 0.802471 loss_bbox_aux_dn: 0.452174 loss_giou_aux_dn: 0.963165 loss: 8.614531 eta: 8:21:16 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2564 images/s
[05/12 22:36:37] ppdet.engine INFO: Epoch: [58] [3400/7329] learning_rate: 0.000100 loss_class: 0.665185 loss_bbox: 0.152444 loss_giou: 0.399557 loss_class_aux: 2.096031 loss_bbox_aux: 0.506455 loss_giou_aux: 1.305011 loss_class_dn: 0.340282 loss_bbox_dn: 0.176612 loss_giou_dn: 0.407161 loss_class_aux_dn: 0.770396 loss_bbox_aux_dn: 0.451919 loss_giou_aux_dn: 0.956501 loss: 8.412675 eta: 8:20:16 batch_cost: 0.2962 data_cost: 0.0008 ips: 13.5027 images/s
[05/12 22:37:45] ppdet.engine INFO: Epoch: [58] [3600/7329] learning_rate: 0.000100 loss_class: 0.707228 loss_bbox: 0.160765 loss_giou: 0.441660 loss_class_aux: 2.269089 loss_bbox_aux: 0.533711 loss_giou_aux: 1.450122 loss_class_dn: 0.354718 loss_bbox_dn: 0.181793 loss_giou_dn: 0.441898 loss_class_aux_dn: 0.797925 loss_bbox_aux_dn: 0.456308 loss_giou_aux_dn: 1.039644 loss: 9.191939 eta: 8:19:15 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2603 images/s
[05/12 22:38:53] ppdet.engine INFO: Epoch: [58] [3800/7329] learning_rate: 0.000100 loss_class: 0.670716 loss_bbox: 0.147861 loss_giou: 0.433918 loss_class_aux: 2.108991 loss_bbox_aux: 0.520705 loss_giou_aux: 1.412042 loss_class_dn: 0.358950 loss_bbox_dn: 0.172556 loss_giou_dn: 0.394344 loss_class_aux_dn: 0.775111 loss_bbox_aux_dn: 0.443914 loss_giou_aux_dn: 0.950647 loss: 8.682333 eta: 8:18:14 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1855 images/s
[05/12 22:40:00] ppdet.engine INFO: Epoch: [58] [4000/7329] learning_rate: 0.000100 loss_class: 0.647005 loss_bbox: 0.145871 loss_giou: 0.377376 loss_class_aux: 2.121792 loss_bbox_aux: 0.486897 loss_giou_aux: 1.253611 loss_class_dn: 0.356914 loss_bbox_dn: 0.165971 loss_giou_dn: 0.385362 loss_class_aux_dn: 0.784602 loss_bbox_aux_dn: 0.424360 loss_giou_aux_dn: 0.899540 loss: 8.444521 eta: 8:17:14 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2795 images/s
[05/12 22:41:08] ppdet.engine INFO: Epoch: [58] [4200/7329] learning_rate: 0.000100 loss_class: 0.681596 loss_bbox: 0.152035 loss_giou: 0.410607 loss_class_aux: 2.176454 loss_bbox_aux: 0.516098 loss_giou_aux: 1.346634 loss_class_dn: 0.371724 loss_bbox_dn: 0.182933 loss_giou_dn: 0.438650 loss_class_aux_dn: 0.826594 loss_bbox_aux_dn: 0.456619 loss_giou_aux_dn: 1.026422 loss: 9.049385 eta: 8:16:13 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2367 images/s
[05/12 22:42:15] ppdet.engine INFO: Epoch: [58] [4400/7329] learning_rate: 0.000100 loss_class: 0.653649 loss_bbox: 0.150389 loss_giou: 0.378045 loss_class_aux: 2.077464 loss_bbox_aux: 0.522888 loss_giou_aux: 1.263564 loss_class_dn: 0.345943 loss_bbox_dn: 0.170062 loss_giou_dn: 0.375304 loss_class_aux_dn: 0.752057 loss_bbox_aux_dn: 0.446528 loss_giou_aux_dn: 0.886565 loss: 8.355009 eta: 8:15:13 batch_cost: 0.2981 data_cost: 0.0007 ips: 13.4168 images/s
[05/12 22:43:22] ppdet.engine INFO: Epoch: [58] [4600/7329] learning_rate: 0.000100 loss_class: 0.677734 loss_bbox: 0.138794 loss_giou: 0.398382 loss_class_aux: 2.165928 loss_bbox_aux: 0.480614 loss_giou_aux: 1.399979 loss_class_dn: 0.353404 loss_bbox_dn: 0.179444 loss_giou_dn: 0.405091 loss_class_aux_dn: 0.789307 loss_bbox_aux_dn: 0.449237 loss_giou_aux_dn: 0.956989 loss: 8.402001 eta: 8:14:12 batch_cost: 0.2990 data_cost: 0.0008 ips: 13.3771 images/s
[05/12 22:44:28] ppdet.engine INFO: Epoch: [58] [4800/7329] learning_rate: 0.000100 loss_class: 0.713900 loss_bbox: 0.159050 loss_giou: 0.411940 loss_class_aux: 2.269272 loss_bbox_aux: 0.544830 loss_giou_aux: 1.343861 loss_class_dn: 0.366450 loss_bbox_dn: 0.188203 loss_giou_dn: 0.426348 loss_class_aux_dn: 0.828471 loss_bbox_aux_dn: 0.461589 loss_giou_aux_dn: 0.993952 loss: 8.950054 eta: 8:13:11 batch_cost: 0.2965 data_cost: 0.0007 ips: 13.4910 images/s
[05/12 22:45:35] ppdet.engine INFO: Epoch: [58] [5000/7329] learning_rate: 0.000100 loss_class: 0.676831 loss_bbox: 0.137037 loss_giou: 0.387259 loss_class_aux: 2.035381 loss_bbox_aux: 0.468593 loss_giou_aux: 1.266939 loss_class_dn: 0.322059 loss_bbox_dn: 0.157642 loss_giou_dn: 0.374679 loss_class_aux_dn: 0.730830 loss_bbox_aux_dn: 0.425213 loss_giou_aux_dn: 0.912362 loss: 8.136850 eta: 8:12:11 batch_cost: 0.2987 data_cost: 0.0007 ips: 13.3908 images/s
[05/12 22:46:42] ppdet.engine INFO: Epoch: [58] [5200/7329] learning_rate: 0.000100 loss_class: 0.702693 loss_bbox: 0.160417 loss_giou: 0.382360 loss_class_aux: 2.242442 loss_bbox_aux: 0.541445 loss_giou_aux: 1.275827 loss_class_dn: 0.339718 loss_bbox_dn: 0.185652 loss_giou_dn: 0.383649 loss_class_aux_dn: 0.772360 loss_bbox_aux_dn: 0.473984 loss_giou_aux_dn: 0.917480 loss: 8.573317 eta: 8:11:10 batch_cost: 0.2983 data_cost: 0.0008 ips: 13.4089 images/s
[05/12 22:47:50] ppdet.engine INFO: Epoch: [58] [5400/7329] learning_rate: 0.000100 loss_class: 0.646107 loss_bbox: 0.149414 loss_giou: 0.366247 loss_class_aux: 2.042329 loss_bbox_aux: 0.518226 loss_giou_aux: 1.200233 loss_class_dn: 0.328482 loss_bbox_dn: 0.169812 loss_giou_dn: 0.351997 loss_class_aux_dn: 0.744555 loss_bbox_aux_dn: 0.437710 loss_giou_aux_dn: 0.839831 loss: 8.231709 eta: 8:10:09 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2104 images/s
[05/12 22:48:58] ppdet.engine INFO: Epoch: [58] [5600/7329] learning_rate: 0.000100 loss_class: 0.612413 loss_bbox: 0.143561 loss_giou: 0.345520 loss_class_aux: 1.965566 loss_bbox_aux: 0.488366 loss_giou_aux: 1.135838 loss_class_dn: 0.315103 loss_bbox_dn: 0.159812 loss_giou_dn: 0.342534 loss_class_aux_dn: 0.704704 loss_bbox_aux_dn: 0.439652 loss_giou_aux_dn: 0.814172 loss: 7.715011 eta: 8:09:09 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1294 images/s
[05/12 22:50:06] ppdet.engine INFO: Epoch: [58] [5800/7329] learning_rate: 0.000100 loss_class: 0.682176 loss_bbox: 0.146675 loss_giou: 0.406727 loss_class_aux: 2.187394 loss_bbox_aux: 0.488169 loss_giou_aux: 1.351718 loss_class_dn: 0.354924 loss_bbox_dn: 0.165257 loss_giou_dn: 0.405697 loss_class_aux_dn: 0.791727 loss_bbox_aux_dn: 0.430051 loss_giou_aux_dn: 0.945153 loss: 8.654715 eta: 8:08:09 batch_cost: 0.3048 data_cost: 0.0008 ips: 13.1217 images/s
[05/12 22:51:14] ppdet.engine INFO: Epoch: [58] [6000/7329] learning_rate: 0.000100 loss_class: 0.707376 loss_bbox: 0.153663 loss_giou: 0.428802 loss_class_aux: 2.262927 loss_bbox_aux: 0.533723 loss_giou_aux: 1.442451 loss_class_dn: 0.358807 loss_bbox_dn: 0.181843 loss_giou_dn: 0.430614 loss_class_aux_dn: 0.811491 loss_bbox_aux_dn: 0.477436 loss_giou_aux_dn: 1.016136 loss: 9.284147 eta: 8:07:08 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3568 images/s
[05/12 22:52:21] ppdet.engine INFO: Epoch: [58] [6200/7329] learning_rate: 0.000100 loss_class: 0.666336 loss_bbox: 0.149024 loss_giou: 0.372844 loss_class_aux: 2.120865 loss_bbox_aux: 0.536630 loss_giou_aux: 1.252756 loss_class_dn: 0.344744 loss_bbox_dn: 0.181200 loss_giou_dn: 0.397651 loss_class_aux_dn: 0.767458 loss_bbox_aux_dn: 0.452636 loss_giou_aux_dn: 0.946663 loss: 8.487537 eta: 8:06:07 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3323 images/s
[05/12 22:53:29] ppdet.engine INFO: Epoch: [58] [6400/7329] learning_rate: 0.000100 loss_class: 0.603819 loss_bbox: 0.146375 loss_giou: 0.348572 loss_class_aux: 1.946698 loss_bbox_aux: 0.486100 loss_giou_aux: 1.149226 loss_class_dn: 0.307757 loss_bbox_dn: 0.173198 loss_giou_dn: 0.350661 loss_class_aux_dn: 0.707646 loss_bbox_aux_dn: 0.424144 loss_giou_aux_dn: 0.819596 loss: 7.501768 eta: 8:05:07 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2374 images/s
[05/12 22:54:37] ppdet.engine INFO: Epoch: [58] [6600/7329] learning_rate: 0.000100 loss_class: 0.670843 loss_bbox: 0.159390 loss_giou: 0.463358 loss_class_aux: 2.067319 loss_bbox_aux: 0.532931 loss_giou_aux: 1.474863 loss_class_dn: 0.368517 loss_bbox_dn: 0.187162 loss_giou_dn: 0.430877 loss_class_aux_dn: 0.806785 loss_bbox_aux_dn: 0.474078 loss_giou_aux_dn: 0.991776 loss: 8.955898 eta: 8:04:06 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2179 images/s
[05/12 22:55:44] ppdet.engine INFO: Epoch: [58] [6800/7329] learning_rate: 0.000100 loss_class: 0.652977 loss_bbox: 0.154474 loss_giou: 0.369877 loss_class_aux: 2.077638 loss_bbox_aux: 0.541735 loss_giou_aux: 1.234311 loss_class_dn: 0.330672 loss_bbox_dn: 0.189361 loss_giou_dn: 0.382539 loss_class_aux_dn: 0.739483 loss_bbox_aux_dn: 0.478873 loss_giou_aux_dn: 0.907936 loss: 8.180978 eta: 8:03:06 batch_cost: 0.3001 data_cost: 0.0008 ips: 13.3299 images/s
[05/12 22:56:52] ppdet.engine INFO: Epoch: [58] [7000/7329] learning_rate: 0.000100 loss_class: 0.686642 loss_bbox: 0.151132 loss_giou: 0.391489 loss_class_aux: 2.164633 loss_bbox_aux: 0.526120 loss_giou_aux: 1.277292 loss_class_dn: 0.343437 loss_bbox_dn: 0.176487 loss_giou_dn: 0.388047 loss_class_aux_dn: 0.776034 loss_bbox_aux_dn: 0.454378 loss_giou_aux_dn: 0.933539 loss: 8.384277 eta: 8:02:05 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2539 images/s
[05/12 22:58:00] ppdet.engine INFO: Epoch: [58] [7200/7329] learning_rate: 0.000100 loss_class: 0.667553 loss_bbox: 0.143558 loss_giou: 0.436574 loss_class_aux: 2.120445 loss_bbox_aux: 0.501304 loss_giou_aux: 1.449734 loss_class_dn: 0.358474 loss_bbox_dn: 0.162643 loss_giou_dn: 0.427518 loss_class_aux_dn: 0.801576 loss_bbox_aux_dn: 0.427061 loss_giou_aux_dn: 0.983657 loss: 8.709736 eta: 8:01:04 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2843 images/s
[05/12 22:58:45] ppdet.engine INFO: Eval iter: 0
[05/12 22:58:51] ppdet.engine INFO: Eval iter: 100
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[05/12 22:59:09] ppdet.engine INFO: Eval iter: 400
[05/12 22:59:14] ppdet.engine INFO: Eval iter: 500
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[05/12 22:59:26] ppdet.engine INFO: Eval iter: 700
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[05/12 22:59:38] ppdet.engine INFO: Eval iter: 900
[05/12 22:59:44] ppdet.engine INFO: Eval iter: 1000
[05/12 22:59:51] ppdet.engine INFO: Eval iter: 1100
[05/12 22:59:57] ppdet.engine INFO: Eval iter: 1200
[05/12 23:00:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.63s)
creating index...
index created!
[05/12 23:00:22] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.26s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.23s).
Accumulating evaluation results...
DONE (t=29.50s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.461
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.632
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.498
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.278
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.493
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.623
 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 ] = 0.612
 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 ] = 0.478
 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 ] = 0.863
[05/12 23:02:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.65840039507735
[05/12 23:02:48] ppdet.engine INFO: Best test bbox ap is 0.461.
[05/12 23:02:49] ppdet.engine INFO: Epoch: [59] [   0/7329] learning_rate: 0.000100 loss_class: 0.705938 loss_bbox: 0.158257 loss_giou: 0.445127 loss_class_aux: 2.253151 loss_bbox_aux: 0.545020 loss_giou_aux: 1.437110 loss_class_dn: 0.366793 loss_bbox_dn: 0.171629 loss_giou_dn: 0.437401 loss_class_aux_dn: 0.822202 loss_bbox_aux_dn: 0.456214 loss_giou_aux_dn: 1.011052 loss: 9.321241 eta: 8:00:25 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3890 images/s
[05/12 23:03:58] ppdet.engine INFO: Epoch: [59] [ 200/7329] learning_rate: 0.000100 loss_class: 0.613403 loss_bbox: 0.150127 loss_giou: 0.425688 loss_class_aux: 2.040874 loss_bbox_aux: 0.516136 loss_giou_aux: 1.386955 loss_class_dn: 0.352211 loss_bbox_dn: 0.163911 loss_giou_dn: 0.414108 loss_class_aux_dn: 0.795861 loss_bbox_aux_dn: 0.412205 loss_giou_aux_dn: 0.987879 loss: 8.643090 eta: 7:59:25 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9656 images/s
[05/12 23:05:05] ppdet.engine INFO: Epoch: [59] [ 400/7329] learning_rate: 0.000100 loss_class: 0.609889 loss_bbox: 0.142612 loss_giou: 0.357645 loss_class_aux: 2.012321 loss_bbox_aux: 0.511049 loss_giou_aux: 1.217839 loss_class_dn: 0.320596 loss_bbox_dn: 0.178697 loss_giou_dn: 0.350487 loss_class_aux_dn: 0.720285 loss_bbox_aux_dn: 0.475303 loss_giou_aux_dn: 0.869972 loss: 8.058626 eta: 7:58:24 batch_cost: 0.3007 data_cost: 0.0008 ips: 13.3018 images/s
[05/12 23:06:15] ppdet.engine INFO: Epoch: [59] [ 600/7329] learning_rate: 0.000100 loss_class: 0.709813 loss_bbox: 0.160914 loss_giou: 0.449245 loss_class_aux: 2.223981 loss_bbox_aux: 0.538135 loss_giou_aux: 1.480231 loss_class_dn: 0.368793 loss_bbox_dn: 0.176972 loss_giou_dn: 0.444815 loss_class_aux_dn: 0.826306 loss_bbox_aux_dn: 0.452513 loss_giou_aux_dn: 1.040056 loss: 8.951742 eta: 7:57:24 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9661 images/s
[05/12 23:07:23] ppdet.engine INFO: Epoch: [59] [ 800/7329] learning_rate: 0.000100 loss_class: 0.671417 loss_bbox: 0.150263 loss_giou: 0.444017 loss_class_aux: 2.182043 loss_bbox_aux: 0.529047 loss_giou_aux: 1.401273 loss_class_dn: 0.351658 loss_bbox_dn: 0.183171 loss_giou_dn: 0.431238 loss_class_aux_dn: 0.791737 loss_bbox_aux_dn: 0.470824 loss_giou_aux_dn: 1.025949 loss: 8.848931 eta: 7:56:24 batch_cost: 0.3024 data_cost: 0.0008 ips: 13.2258 images/s
[05/12 23:08:31] ppdet.engine INFO: Epoch: [59] [1000/7329] learning_rate: 0.000100 loss_class: 0.708825 loss_bbox: 0.154622 loss_giou: 0.437279 loss_class_aux: 2.274299 loss_bbox_aux: 0.533044 loss_giou_aux: 1.453209 loss_class_dn: 0.375291 loss_bbox_dn: 0.178816 loss_giou_dn: 0.424408 loss_class_aux_dn: 0.842025 loss_bbox_aux_dn: 0.449839 loss_giou_aux_dn: 1.021850 loss: 9.203129 eta: 7:55:23 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0910 images/s
[05/12 23:09:40] ppdet.engine INFO: Epoch: [59] [1200/7329] learning_rate: 0.000100 loss_class: 0.691235 loss_bbox: 0.149402 loss_giou: 0.406141 loss_class_aux: 2.273676 loss_bbox_aux: 0.513003 loss_giou_aux: 1.306529 loss_class_dn: 0.367217 loss_bbox_dn: 0.171807 loss_giou_dn: 0.406779 loss_class_aux_dn: 0.806882 loss_bbox_aux_dn: 0.445613 loss_giou_aux_dn: 0.983169 loss: 8.836569 eta: 7:54:23 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0585 images/s
[05/12 23:10:47] ppdet.engine INFO: Epoch: [59] [1400/7329] learning_rate: 0.000100 loss_class: 0.644559 loss_bbox: 0.143826 loss_giou: 0.380929 loss_class_aux: 2.076873 loss_bbox_aux: 0.491746 loss_giou_aux: 1.265623 loss_class_dn: 0.326540 loss_bbox_dn: 0.166081 loss_giou_dn: 0.380057 loss_class_aux_dn: 0.735182 loss_bbox_aux_dn: 0.413539 loss_giou_aux_dn: 0.902011 loss: 7.916158 eta: 7:53:22 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3281 images/s
[05/12 23:11:56] ppdet.engine INFO: Epoch: [59] [1600/7329] learning_rate: 0.000100 loss_class: 0.660193 loss_bbox: 0.160259 loss_giou: 0.390607 loss_class_aux: 2.116186 loss_bbox_aux: 0.532271 loss_giou_aux: 1.272441 loss_class_dn: 0.344603 loss_bbox_dn: 0.185424 loss_giou_dn: 0.386142 loss_class_aux_dn: 0.762908 loss_bbox_aux_dn: 0.462058 loss_giou_aux_dn: 0.910239 loss: 8.650941 eta: 7:52:22 batch_cost: 0.3035 data_cost: 0.0008 ips: 13.1794 images/s
[05/12 23:13:04] ppdet.engine INFO: Epoch: [59] [1800/7329] learning_rate: 0.000100 loss_class: 0.725141 loss_bbox: 0.150608 loss_giou: 0.487469 loss_class_aux: 2.271233 loss_bbox_aux: 0.501963 loss_giou_aux: 1.526750 loss_class_dn: 0.405268 loss_bbox_dn: 0.170828 loss_giou_dn: 0.468441 loss_class_aux_dn: 0.884006 loss_bbox_aux_dn: 0.437768 loss_giou_aux_dn: 1.105478 loss: 9.764881 eta: 7:51:22 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1022 images/s
[05/12 23:14:13] ppdet.engine INFO: Epoch: [59] [2000/7329] learning_rate: 0.000100 loss_class: 0.662974 loss_bbox: 0.159505 loss_giou: 0.451856 loss_class_aux: 2.078418 loss_bbox_aux: 0.550251 loss_giou_aux: 1.471227 loss_class_dn: 0.366502 loss_bbox_dn: 0.164339 loss_giou_dn: 0.441695 loss_class_aux_dn: 0.818659 loss_bbox_aux_dn: 0.443407 loss_giou_aux_dn: 1.032414 loss: 8.963776 eta: 7:50:21 batch_cost: 0.3068 data_cost: 0.0007 ips: 13.0386 images/s
[05/12 23:15:22] ppdet.engine INFO: Epoch: [59] [2200/7329] learning_rate: 0.000100 loss_class: 0.643670 loss_bbox: 0.150927 loss_giou: 0.400760 loss_class_aux: 2.005493 loss_bbox_aux: 0.499806 loss_giou_aux: 1.341799 loss_class_dn: 0.341076 loss_bbox_dn: 0.162000 loss_giou_dn: 0.402056 loss_class_aux_dn: 0.758020 loss_bbox_aux_dn: 0.430865 loss_giou_aux_dn: 0.972602 loss: 8.784635 eta: 7:49:21 batch_cost: 0.3088 data_cost: 0.0008 ips: 12.9528 images/s
[05/12 23:16:30] ppdet.engine INFO: Epoch: [59] [2400/7329] learning_rate: 0.000100 loss_class: 0.710251 loss_bbox: 0.153700 loss_giou: 0.468960 loss_class_aux: 2.304142 loss_bbox_aux: 0.514658 loss_giou_aux: 1.508430 loss_class_dn: 0.378441 loss_bbox_dn: 0.174345 loss_giou_dn: 0.441313 loss_class_aux_dn: 0.829866 loss_bbox_aux_dn: 0.438330 loss_giou_aux_dn: 1.082448 loss: 8.968815 eta: 7:48:20 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1909 images/s
[05/12 23:17:36] ppdet.engine INFO: Epoch: [59] [2600/7329] learning_rate: 0.000100 loss_class: 0.674027 loss_bbox: 0.148751 loss_giou: 0.464511 loss_class_aux: 2.173352 loss_bbox_aux: 0.508359 loss_giou_aux: 1.518302 loss_class_dn: 0.366238 loss_bbox_dn: 0.177281 loss_giou_dn: 0.451144 loss_class_aux_dn: 0.800650 loss_bbox_aux_dn: 0.472440 loss_giou_aux_dn: 1.077877 loss: 9.207071 eta: 7:47:20 batch_cost: 0.2954 data_cost: 0.0008 ips: 13.5409 images/s
[05/12 23:18:44] ppdet.engine INFO: Epoch: [59] [2800/7329] learning_rate: 0.000100 loss_class: 0.666456 loss_bbox: 0.143891 loss_giou: 0.408885 loss_class_aux: 2.085978 loss_bbox_aux: 0.503735 loss_giou_aux: 1.318326 loss_class_dn: 0.365522 loss_bbox_dn: 0.170875 loss_giou_dn: 0.425966 loss_class_aux_dn: 0.807855 loss_bbox_aux_dn: 0.432505 loss_giou_aux_dn: 1.032115 loss: 8.932201 eta: 7:46:19 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1748 images/s
[05/12 23:19:52] ppdet.engine INFO: Epoch: [59] [3000/7329] learning_rate: 0.000100 loss_class: 0.645818 loss_bbox: 0.137642 loss_giou: 0.378636 loss_class_aux: 2.077682 loss_bbox_aux: 0.479746 loss_giou_aux: 1.219122 loss_class_dn: 0.328987 loss_bbox_dn: 0.160562 loss_giou_dn: 0.374019 loss_class_aux_dn: 0.735457 loss_bbox_aux_dn: 0.405198 loss_giou_aux_dn: 0.896510 loss: 7.964587 eta: 7:45:19 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1610 images/s
[05/12 23:20:59] ppdet.engine INFO: Epoch: [59] [3200/7329] learning_rate: 0.000100 loss_class: 0.630169 loss_bbox: 0.140753 loss_giou: 0.365224 loss_class_aux: 2.070873 loss_bbox_aux: 0.479258 loss_giou_aux: 1.229053 loss_class_dn: 0.313699 loss_bbox_dn: 0.158889 loss_giou_dn: 0.391153 loss_class_aux_dn: 0.709630 loss_bbox_aux_dn: 0.423114 loss_giou_aux_dn: 0.929728 loss: 7.980274 eta: 7:44:18 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3303 images/s
[05/12 23:22:05] ppdet.engine INFO: Epoch: [59] [3400/7329] learning_rate: 0.000100 loss_class: 0.668913 loss_bbox: 0.150185 loss_giou: 0.418024 loss_class_aux: 2.134154 loss_bbox_aux: 0.520966 loss_giou_aux: 1.371966 loss_class_dn: 0.343917 loss_bbox_dn: 0.162210 loss_giou_dn: 0.420182 loss_class_aux_dn: 0.782978 loss_bbox_aux_dn: 0.420696 loss_giou_aux_dn: 0.969110 loss: 8.541000 eta: 7:43:17 batch_cost: 0.2944 data_cost: 0.0006 ips: 13.5883 images/s
[05/12 23:23:10] ppdet.engine INFO: Epoch: [59] [3600/7329] learning_rate: 0.000100 loss_class: 0.716642 loss_bbox: 0.161430 loss_giou: 0.410762 loss_class_aux: 2.261766 loss_bbox_aux: 0.527589 loss_giou_aux: 1.342544 loss_class_dn: 0.377331 loss_bbox_dn: 0.175517 loss_giou_dn: 0.424071 loss_class_aux_dn: 0.852576 loss_bbox_aux_dn: 0.455564 loss_giou_aux_dn: 1.018961 loss: 9.241118 eta: 7:42:16 batch_cost: 0.2933 data_cost: 0.0006 ips: 13.6398 images/s
[05/12 23:24:15] ppdet.engine INFO: Epoch: [59] [3800/7329] learning_rate: 0.000100 loss_class: 0.639576 loss_bbox: 0.149751 loss_giou: 0.387531 loss_class_aux: 2.063485 loss_bbox_aux: 0.520420 loss_giou_aux: 1.275381 loss_class_dn: 0.334173 loss_bbox_dn: 0.166134 loss_giou_dn: 0.377435 loss_class_aux_dn: 0.743567 loss_bbox_aux_dn: 0.423154 loss_giou_aux_dn: 0.876468 loss: 8.121973 eta: 7:41:15 batch_cost: 0.2911 data_cost: 0.0007 ips: 13.7426 images/s
[05/12 23:25:21] ppdet.engine INFO: Epoch: [59] [4000/7329] learning_rate: 0.000100 loss_class: 0.668859 loss_bbox: 0.149947 loss_giou: 0.385979 loss_class_aux: 2.128056 loss_bbox_aux: 0.517894 loss_giou_aux: 1.239203 loss_class_dn: 0.350021 loss_bbox_dn: 0.170134 loss_giou_dn: 0.382823 loss_class_aux_dn: 0.776763 loss_bbox_aux_dn: 0.429655 loss_giou_aux_dn: 0.934182 loss: 8.374384 eta: 7:40:14 batch_cost: 0.2943 data_cost: 0.0007 ips: 13.5906 images/s
[05/12 23:26:29] ppdet.engine INFO: Epoch: [59] [4200/7329] learning_rate: 0.000100 loss_class: 0.688271 loss_bbox: 0.153701 loss_giou: 0.426743 loss_class_aux: 2.211874 loss_bbox_aux: 0.518678 loss_giou_aux: 1.459368 loss_class_dn: 0.356307 loss_bbox_dn: 0.166486 loss_giou_dn: 0.425289 loss_class_aux_dn: 0.804759 loss_bbox_aux_dn: 0.437108 loss_giou_aux_dn: 1.007352 loss: 9.066415 eta: 7:39:14 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0942 images/s
[05/12 23:27:37] ppdet.engine INFO: Epoch: [59] [4400/7329] learning_rate: 0.000100 loss_class: 0.638130 loss_bbox: 0.144800 loss_giou: 0.352670 loss_class_aux: 2.057003 loss_bbox_aux: 0.489454 loss_giou_aux: 1.215981 loss_class_dn: 0.316682 loss_bbox_dn: 0.160864 loss_giou_dn: 0.358884 loss_class_aux_dn: 0.717861 loss_bbox_aux_dn: 0.418863 loss_giou_aux_dn: 0.852715 loss: 8.059940 eta: 7:38:13 batch_cost: 0.2991 data_cost: 0.0007 ips: 13.3722 images/s
[05/12 23:28:44] ppdet.engine INFO: Epoch: [59] [4600/7329] learning_rate: 0.000100 loss_class: 0.672705 loss_bbox: 0.164038 loss_giou: 0.424427 loss_class_aux: 2.137246 loss_bbox_aux: 0.536394 loss_giou_aux: 1.409908 loss_class_dn: 0.358063 loss_bbox_dn: 0.181001 loss_giou_dn: 0.399878 loss_class_aux_dn: 0.796948 loss_bbox_aux_dn: 0.464989 loss_giou_aux_dn: 0.939515 loss: 8.580021 eta: 7:37:13 batch_cost: 0.3004 data_cost: 0.0008 ips: 13.3143 images/s
[05/12 23:29:52] ppdet.engine INFO: Epoch: [59] [4800/7329] learning_rate: 0.000100 loss_class: 0.656610 loss_bbox: 0.151569 loss_giou: 0.423515 loss_class_aux: 2.091839 loss_bbox_aux: 0.513262 loss_giou_aux: 1.448507 loss_class_dn: 0.355121 loss_bbox_dn: 0.166028 loss_giou_dn: 0.436017 loss_class_aux_dn: 0.785963 loss_bbox_aux_dn: 0.443385 loss_giou_aux_dn: 1.015587 loss: 8.619990 eta: 7:36:12 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2348 images/s
[05/12 23:30:59] ppdet.engine INFO: Epoch: [59] [5000/7329] learning_rate: 0.000100 loss_class: 0.668440 loss_bbox: 0.160704 loss_giou: 0.394072 loss_class_aux: 2.139570 loss_bbox_aux: 0.546359 loss_giou_aux: 1.264146 loss_class_dn: 0.347773 loss_bbox_dn: 0.180026 loss_giou_dn: 0.400604 loss_class_aux_dn: 0.778443 loss_bbox_aux_dn: 0.466330 loss_giou_aux_dn: 0.938314 loss: 8.908308 eta: 7:35:12 batch_cost: 0.3005 data_cost: 0.0008 ips: 13.3108 images/s
[05/12 23:32:09] ppdet.engine INFO: Epoch: [59] [5200/7329] learning_rate: 0.000100 loss_class: 0.659680 loss_bbox: 0.149369 loss_giou: 0.450518 loss_class_aux: 2.108390 loss_bbox_aux: 0.521365 loss_giou_aux: 1.427382 loss_class_dn: 0.344580 loss_bbox_dn: 0.181343 loss_giou_dn: 0.420736 loss_class_aux_dn: 0.775936 loss_bbox_aux_dn: 0.471468 loss_giou_aux_dn: 0.971658 loss: 8.303097 eta: 7:34:12 batch_cost: 0.3116 data_cost: 0.0008 ips: 12.8370 images/s
[05/12 23:33:16] ppdet.engine INFO: Epoch: [59] [5400/7329] learning_rate: 0.000100 loss_class: 0.669455 loss_bbox: 0.164573 loss_giou: 0.404385 loss_class_aux: 2.102259 loss_bbox_aux: 0.557941 loss_giou_aux: 1.366563 loss_class_dn: 0.360297 loss_bbox_dn: 0.175538 loss_giou_dn: 0.409809 loss_class_aux_dn: 0.801746 loss_bbox_aux_dn: 0.449334 loss_giou_aux_dn: 0.968805 loss: 8.678571 eta: 7:33:11 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3428 images/s
[05/12 23:34:24] ppdet.engine INFO: Epoch: [59] [5600/7329] learning_rate: 0.000100 loss_class: 0.653113 loss_bbox: 0.149102 loss_giou: 0.386136 loss_class_aux: 2.057844 loss_bbox_aux: 0.515275 loss_giou_aux: 1.273230 loss_class_dn: 0.331616 loss_bbox_dn: 0.166446 loss_giou_dn: 0.375713 loss_class_aux_dn: 0.746961 loss_bbox_aux_dn: 0.437621 loss_giou_aux_dn: 0.868929 loss: 8.203723 eta: 7:32:11 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1191 images/s
[05/12 23:35:32] ppdet.engine INFO: Epoch: [59] [5800/7329] learning_rate: 0.000100 loss_class: 0.694167 loss_bbox: 0.155106 loss_giou: 0.467422 loss_class_aux: 2.194714 loss_bbox_aux: 0.537247 loss_giou_aux: 1.506767 loss_class_dn: 0.361579 loss_bbox_dn: 0.179387 loss_giou_dn: 0.458659 loss_class_aux_dn: 0.807358 loss_bbox_aux_dn: 0.466660 loss_giou_aux_dn: 1.054465 loss: 8.816591 eta: 7:31:10 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2134 images/s
[05/12 23:36:41] ppdet.engine INFO: Epoch: [59] [6000/7329] learning_rate: 0.000100 loss_class: 0.681882 loss_bbox: 0.150479 loss_giou: 0.443553 loss_class_aux: 2.214685 loss_bbox_aux: 0.515487 loss_giou_aux: 1.426357 loss_class_dn: 0.366409 loss_bbox_dn: 0.174219 loss_giou_dn: 0.439858 loss_class_aux_dn: 0.819819 loss_bbox_aux_dn: 0.442522 loss_giou_aux_dn: 1.041112 loss: 9.036934 eta: 7:30:10 batch_cost: 0.3091 data_cost: 0.0008 ips: 12.9412 images/s
[05/12 23:37:49] ppdet.engine INFO: Epoch: [59] [6200/7329] learning_rate: 0.000100 loss_class: 0.630197 loss_bbox: 0.146500 loss_giou: 0.378201 loss_class_aux: 2.055671 loss_bbox_aux: 0.505296 loss_giou_aux: 1.259643 loss_class_dn: 0.336517 loss_bbox_dn: 0.182402 loss_giou_dn: 0.380916 loss_class_aux_dn: 0.748223 loss_bbox_aux_dn: 0.454040 loss_giou_aux_dn: 0.916707 loss: 7.901743 eta: 7:29:09 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2161 images/s
[05/12 23:38:56] ppdet.engine INFO: Epoch: [59] [6400/7329] learning_rate: 0.000100 loss_class: 0.672949 loss_bbox: 0.158479 loss_giou: 0.396179 loss_class_aux: 2.212506 loss_bbox_aux: 0.551564 loss_giou_aux: 1.317428 loss_class_dn: 0.355763 loss_bbox_dn: 0.189988 loss_giou_dn: 0.397428 loss_class_aux_dn: 0.793133 loss_bbox_aux_dn: 0.520795 loss_giou_aux_dn: 0.978718 loss: 8.797022 eta: 7:28:09 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2446 images/s
[05/12 23:40:04] ppdet.engine INFO: Epoch: [59] [6600/7329] learning_rate: 0.000100 loss_class: 0.638880 loss_bbox: 0.140518 loss_giou: 0.412169 loss_class_aux: 2.038884 loss_bbox_aux: 0.474761 loss_giou_aux: 1.364572 loss_class_dn: 0.346088 loss_bbox_dn: 0.155849 loss_giou_dn: 0.394898 loss_class_aux_dn: 0.765281 loss_bbox_aux_dn: 0.409112 loss_giou_aux_dn: 0.961330 loss: 8.432839 eta: 7:27:08 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1977 images/s
[05/12 23:41:11] ppdet.engine INFO: Epoch: [59] [6800/7329] learning_rate: 0.000100 loss_class: 0.658091 loss_bbox: 0.148905 loss_giou: 0.380707 loss_class_aux: 2.099100 loss_bbox_aux: 0.520282 loss_giou_aux: 1.270351 loss_class_dn: 0.349933 loss_bbox_dn: 0.161103 loss_giou_dn: 0.393607 loss_class_aux_dn: 0.783819 loss_bbox_aux_dn: 0.419373 loss_giou_aux_dn: 0.962282 loss: 8.706448 eta: 7:26:08 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3115 images/s
[05/12 23:42:18] ppdet.engine INFO: Epoch: [59] [7000/7329] learning_rate: 0.000100 loss_class: 0.659320 loss_bbox: 0.141210 loss_giou: 0.408050 loss_class_aux: 2.116103 loss_bbox_aux: 0.505707 loss_giou_aux: 1.340226 loss_class_dn: 0.352790 loss_bbox_dn: 0.168118 loss_giou_dn: 0.433870 loss_class_aux_dn: 0.783470 loss_bbox_aux_dn: 0.430059 loss_giou_aux_dn: 0.982913 loss: 8.524659 eta: 7:25:07 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.4011 images/s
[05/12 23:43:26] ppdet.engine INFO: Epoch: [59] [7200/7329] learning_rate: 0.000100 loss_class: 0.695075 loss_bbox: 0.161814 loss_giou: 0.462488 loss_class_aux: 2.250974 loss_bbox_aux: 0.562603 loss_giou_aux: 1.496149 loss_class_dn: 0.381430 loss_bbox_dn: 0.184207 loss_giou_dn: 0.451842 loss_class_aux_dn: 0.857712 loss_bbox_aux_dn: 0.477258 loss_giou_aux_dn: 1.054986 loss: 9.146615 eta: 7:24:07 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1797 images/s
[05/12 23:44:12] ppdet.engine INFO: Eval iter: 0
[05/12 23:44:18] ppdet.engine INFO: Eval iter: 100
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[05/12 23:44:35] ppdet.engine INFO: Eval iter: 400
[05/12 23:44:41] ppdet.engine INFO: Eval iter: 500
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[05/12 23:44:53] ppdet.engine INFO: Eval iter: 700
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[05/12 23:45:10] ppdet.engine INFO: Eval iter: 1000
[05/12 23:45:16] ppdet.engine INFO: Eval iter: 1100
[05/12 23:45:22] ppdet.engine INFO: Eval iter: 1200
[05/12 23:45:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.46s)
creating index...
index created!
[05/12 23:45:47] 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=103.52s).
Accumulating evaluation results...
DONE (t=24.74s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.460
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.632
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.498
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.278
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.493
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.623
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.362
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.613
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.684
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.478
 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 ] = 0.867
[05/12 23:48:12] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.19302299252605
[05/12 23:48:12] ppdet.engine INFO: Best test bbox ap is 0.461.
[05/12 23:48:13] ppdet.engine INFO: Epoch: [60] [   0/7329] learning_rate: 0.000100 loss_class: 0.696341 loss_bbox: 0.164942 loss_giou: 0.433909 loss_class_aux: 2.217509 loss_bbox_aux: 0.562852 loss_giou_aux: 1.409139 loss_class_dn: 0.359405 loss_bbox_dn: 0.189240 loss_giou_dn: 0.426892 loss_class_aux_dn: 0.819986 loss_bbox_aux_dn: 0.479123 loss_giou_aux_dn: 1.007607 loss: 8.870739 eta: 7:23:28 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2211 images/s
[05/12 23:49:21] ppdet.engine INFO: Epoch: [60] [ 200/7329] learning_rate: 0.000100 loss_class: 0.670352 loss_bbox: 0.150214 loss_giou: 0.412602 loss_class_aux: 2.184645 loss_bbox_aux: 0.523356 loss_giou_aux: 1.406563 loss_class_dn: 0.365028 loss_bbox_dn: 0.170161 loss_giou_dn: 0.425911 loss_class_aux_dn: 0.820721 loss_bbox_aux_dn: 0.456465 loss_giou_aux_dn: 1.047357 loss: 9.210348 eta: 7:22:27 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1781 images/s
[05/12 23:50:31] ppdet.engine INFO: Epoch: [60] [ 400/7329] learning_rate: 0.000100 loss_class: 0.651849 loss_bbox: 0.163380 loss_giou: 0.411457 loss_class_aux: 2.060190 loss_bbox_aux: 0.570555 loss_giou_aux: 1.393162 loss_class_dn: 0.349855 loss_bbox_dn: 0.185288 loss_giou_dn: 0.413428 loss_class_aux_dn: 0.774792 loss_bbox_aux_dn: 0.474111 loss_giou_aux_dn: 0.965319 loss: 8.668791 eta: 7:21:27 batch_cost: 0.3104 data_cost: 0.0008 ips: 12.8877 images/s
[05/12 23:51:38] ppdet.engine INFO: Epoch: [60] [ 600/7329] learning_rate: 0.000100 loss_class: 0.704134 loss_bbox: 0.153838 loss_giou: 0.473919 loss_class_aux: 2.289043 loss_bbox_aux: 0.533871 loss_giou_aux: 1.515586 loss_class_dn: 0.369502 loss_bbox_dn: 0.170181 loss_giou_dn: 0.463004 loss_class_aux_dn: 0.840492 loss_bbox_aux_dn: 0.440352 loss_giou_aux_dn: 1.072185 loss: 9.012263 eta: 7:20:26 batch_cost: 0.3007 data_cost: 0.0008 ips: 13.3013 images/s
[05/12 23:52:46] ppdet.engine INFO: Epoch: [60] [ 800/7329] learning_rate: 0.000100 loss_class: 0.623065 loss_bbox: 0.146629 loss_giou: 0.351435 loss_class_aux: 1.960664 loss_bbox_aux: 0.474856 loss_giou_aux: 1.182884 loss_class_dn: 0.304487 loss_bbox_dn: 0.165790 loss_giou_dn: 0.355774 loss_class_aux_dn: 0.710141 loss_bbox_aux_dn: 0.420922 loss_giou_aux_dn: 0.853208 loss: 7.919249 eta: 7:19:26 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1652 images/s
[05/12 23:53:54] ppdet.engine INFO: Epoch: [60] [1000/7329] learning_rate: 0.000100 loss_class: 0.656679 loss_bbox: 0.146864 loss_giou: 0.368350 loss_class_aux: 2.080592 loss_bbox_aux: 0.528213 loss_giou_aux: 1.231220 loss_class_dn: 0.339114 loss_bbox_dn: 0.173757 loss_giou_dn: 0.376124 loss_class_aux_dn: 0.744067 loss_bbox_aux_dn: 0.446359 loss_giou_aux_dn: 0.905943 loss: 8.308189 eta: 7:18:25 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1558 images/s
[05/12 23:55:03] ppdet.engine INFO: Epoch: [60] [1200/7329] learning_rate: 0.000100 loss_class: 0.671760 loss_bbox: 0.146426 loss_giou: 0.371540 loss_class_aux: 2.074477 loss_bbox_aux: 0.520665 loss_giou_aux: 1.251067 loss_class_dn: 0.334714 loss_bbox_dn: 0.173890 loss_giou_dn: 0.360967 loss_class_aux_dn: 0.765700 loss_bbox_aux_dn: 0.445016 loss_giou_aux_dn: 0.876295 loss: 8.171707 eta: 7:17:25 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0245 images/s
[05/12 23:56:12] ppdet.engine INFO: Epoch: [60] [1400/7329] learning_rate: 0.000100 loss_class: 0.658659 loss_bbox: 0.160732 loss_giou: 0.391731 loss_class_aux: 2.136813 loss_bbox_aux: 0.535730 loss_giou_aux: 1.300120 loss_class_dn: 0.359461 loss_bbox_dn: 0.174799 loss_giou_dn: 0.399652 loss_class_aux_dn: 0.824110 loss_bbox_aux_dn: 0.446759 loss_giou_aux_dn: 0.939331 loss: 8.711297 eta: 7:16:25 batch_cost: 0.3093 data_cost: 0.0007 ips: 12.9305 images/s
[05/12 23:57:20] ppdet.engine INFO: Epoch: [60] [1600/7329] learning_rate: 0.000100 loss_class: 0.625040 loss_bbox: 0.142453 loss_giou: 0.382536 loss_class_aux: 2.024767 loss_bbox_aux: 0.488090 loss_giou_aux: 1.241406 loss_class_dn: 0.341752 loss_bbox_dn: 0.167805 loss_giou_dn: 0.396271 loss_class_aux_dn: 0.755757 loss_bbox_aux_dn: 0.418292 loss_giou_aux_dn: 0.925193 loss: 8.345138 eta: 7:15:24 batch_cost: 0.3032 data_cost: 0.0008 ips: 13.1921 images/s
[05/12 23:58:29] ppdet.engine INFO: Epoch: [60] [1800/7329] learning_rate: 0.000100 loss_class: 0.632327 loss_bbox: 0.162726 loss_giou: 0.401538 loss_class_aux: 2.130842 loss_bbox_aux: 0.540341 loss_giou_aux: 1.309731 loss_class_dn: 0.333391 loss_bbox_dn: 0.183517 loss_giou_dn: 0.394919 loss_class_aux_dn: 0.751002 loss_bbox_aux_dn: 0.476286 loss_giou_aux_dn: 0.919021 loss: 8.232284 eta: 7:14:24 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9930 images/s
[05/12 23:59:38] ppdet.engine INFO: Epoch: [60] [2000/7329] learning_rate: 0.000100 loss_class: 0.653373 loss_bbox: 0.155526 loss_giou: 0.448833 loss_class_aux: 2.055998 loss_bbox_aux: 0.541077 loss_giou_aux: 1.459245 loss_class_dn: 0.357148 loss_bbox_dn: 0.187757 loss_giou_dn: 0.419086 loss_class_aux_dn: 0.810864 loss_bbox_aux_dn: 0.476760 loss_giou_aux_dn: 0.988214 loss: 9.026993 eta: 7:13:24 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9577 images/s
[05/13 00:00:45] ppdet.engine INFO: Epoch: [60] [2200/7329] learning_rate: 0.000100 loss_class: 0.660397 loss_bbox: 0.150602 loss_giou: 0.392336 loss_class_aux: 2.140749 loss_bbox_aux: 0.501532 loss_giou_aux: 1.299620 loss_class_dn: 0.343677 loss_bbox_dn: 0.173503 loss_giou_dn: 0.398883 loss_class_aux_dn: 0.786062 loss_bbox_aux_dn: 0.447346 loss_giou_aux_dn: 0.937362 loss: 8.350707 eta: 7:12:23 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2976 images/s
[05/13 00:01:54] ppdet.engine INFO: Epoch: [60] [2400/7329] learning_rate: 0.000100 loss_class: 0.688249 loss_bbox: 0.151911 loss_giou: 0.418932 loss_class_aux: 2.169957 loss_bbox_aux: 0.534821 loss_giou_aux: 1.362675 loss_class_dn: 0.360513 loss_bbox_dn: 0.169631 loss_giou_dn: 0.426048 loss_class_aux_dn: 0.819596 loss_bbox_aux_dn: 0.437646 loss_giou_aux_dn: 0.992233 loss: 9.356089 eta: 7:11:23 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9198 images/s
[05/13 00:03:01] ppdet.engine INFO: Epoch: [60] [2600/7329] learning_rate: 0.000100 loss_class: 0.664611 loss_bbox: 0.153582 loss_giou: 0.423389 loss_class_aux: 2.104689 loss_bbox_aux: 0.512118 loss_giou_aux: 1.388134 loss_class_dn: 0.332544 loss_bbox_dn: 0.169317 loss_giou_dn: 0.403593 loss_class_aux_dn: 0.754092 loss_bbox_aux_dn: 0.448058 loss_giou_aux_dn: 0.955250 loss: 8.295965 eta: 7:10:22 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2700 images/s
[05/13 00:04:10] ppdet.engine INFO: Epoch: [60] [2800/7329] learning_rate: 0.000100 loss_class: 0.662183 loss_bbox: 0.149045 loss_giou: 0.410905 loss_class_aux: 2.069590 loss_bbox_aux: 0.511545 loss_giou_aux: 1.366526 loss_class_dn: 0.349024 loss_bbox_dn: 0.161069 loss_giou_dn: 0.412241 loss_class_aux_dn: 0.776868 loss_bbox_aux_dn: 0.425964 loss_giou_aux_dn: 0.972480 loss: 8.521465 eta: 7:09:22 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1059 images/s
[05/13 00:05:17] ppdet.engine INFO: Epoch: [60] [3000/7329] learning_rate: 0.000100 loss_class: 0.688493 loss_bbox: 0.153345 loss_giou: 0.466393 loss_class_aux: 2.283606 loss_bbox_aux: 0.526987 loss_giou_aux: 1.524095 loss_class_dn: 0.380219 loss_bbox_dn: 0.173350 loss_giou_dn: 0.458888 loss_class_aux_dn: 0.845469 loss_bbox_aux_dn: 0.450617 loss_giou_aux_dn: 1.078181 loss: 9.248398 eta: 7:08:21 batch_cost: 0.3003 data_cost: 0.0008 ips: 13.3211 images/s
[05/13 00:06:24] ppdet.engine INFO: Epoch: [60] [3200/7329] learning_rate: 0.000100 loss_class: 0.647685 loss_bbox: 0.142856 loss_giou: 0.360908 loss_class_aux: 2.082452 loss_bbox_aux: 0.477489 loss_giou_aux: 1.160608 loss_class_dn: 0.332295 loss_bbox_dn: 0.165440 loss_giou_dn: 0.362454 loss_class_aux_dn: 0.752809 loss_bbox_aux_dn: 0.427917 loss_giou_aux_dn: 0.888795 loss: 8.127978 eta: 7:07:21 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3024 images/s
[05/13 00:07:32] ppdet.engine INFO: Epoch: [60] [3400/7329] learning_rate: 0.000100 loss_class: 0.691654 loss_bbox: 0.152240 loss_giou: 0.470882 loss_class_aux: 2.185824 loss_bbox_aux: 0.535651 loss_giou_aux: 1.517691 loss_class_dn: 0.376846 loss_bbox_dn: 0.169397 loss_giou_dn: 0.443470 loss_class_aux_dn: 0.831398 loss_bbox_aux_dn: 0.449913 loss_giou_aux_dn: 1.046805 loss: 9.156760 eta: 7:06:20 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2220 images/s
[05/13 00:08:40] ppdet.engine INFO: Epoch: [60] [3600/7329] learning_rate: 0.000100 loss_class: 0.675469 loss_bbox: 0.154890 loss_giou: 0.440780 loss_class_aux: 2.178759 loss_bbox_aux: 0.530035 loss_giou_aux: 1.474369 loss_class_dn: 0.364087 loss_bbox_dn: 0.159766 loss_giou_dn: 0.439694 loss_class_aux_dn: 0.808520 loss_bbox_aux_dn: 0.429458 loss_giou_aux_dn: 1.009107 loss: 8.969490 eta: 7:05:20 batch_cost: 0.3076 data_cost: 0.0008 ips: 13.0045 images/s
[05/13 00:09:48] ppdet.engine INFO: Epoch: [60] [3800/7329] learning_rate: 0.000100 loss_class: 0.677657 loss_bbox: 0.151160 loss_giou: 0.433836 loss_class_aux: 2.194746 loss_bbox_aux: 0.544908 loss_giou_aux: 1.443367 loss_class_dn: 0.362826 loss_bbox_dn: 0.173781 loss_giou_dn: 0.426871 loss_class_aux_dn: 0.813674 loss_bbox_aux_dn: 0.440575 loss_giou_aux_dn: 1.023956 loss: 8.939381 eta: 7:04:19 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2579 images/s
[05/13 00:10:55] ppdet.engine INFO: Epoch: [60] [4000/7329] learning_rate: 0.000100 loss_class: 0.710937 loss_bbox: 0.149949 loss_giou: 0.407845 loss_class_aux: 2.262867 loss_bbox_aux: 0.515725 loss_giou_aux: 1.334708 loss_class_dn: 0.376313 loss_bbox_dn: 0.185048 loss_giou_dn: 0.422552 loss_class_aux_dn: 0.832776 loss_bbox_aux_dn: 0.470247 loss_giou_aux_dn: 1.032130 loss: 9.059772 eta: 7:03:19 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2469 images/s
[05/13 00:12:03] ppdet.engine INFO: Epoch: [60] [4200/7329] learning_rate: 0.000100 loss_class: 0.624893 loss_bbox: 0.144794 loss_giou: 0.375433 loss_class_aux: 2.060522 loss_bbox_aux: 0.504716 loss_giou_aux: 1.209855 loss_class_dn: 0.321303 loss_bbox_dn: 0.160614 loss_giou_dn: 0.350765 loss_class_aux_dn: 0.735643 loss_bbox_aux_dn: 0.421859 loss_giou_aux_dn: 0.843977 loss: 8.194140 eta: 7:02:18 batch_cost: 0.3010 data_cost: 0.0008 ips: 13.2906 images/s
[05/13 00:13:12] ppdet.engine INFO: Epoch: [60] [4400/7329] learning_rate: 0.000100 loss_class: 0.659208 loss_bbox: 0.148042 loss_giou: 0.382714 loss_class_aux: 2.096089 loss_bbox_aux: 0.518573 loss_giou_aux: 1.241009 loss_class_dn: 0.333417 loss_bbox_dn: 0.167145 loss_giou_dn: 0.373015 loss_class_aux_dn: 0.757683 loss_bbox_aux_dn: 0.459077 loss_giou_aux_dn: 0.882965 loss: 8.238162 eta: 7:01:18 batch_cost: 0.3090 data_cost: 0.0007 ips: 12.9437 images/s
[05/13 00:14:19] ppdet.engine INFO: Epoch: [60] [4600/7329] learning_rate: 0.000100 loss_class: 0.652435 loss_bbox: 0.155290 loss_giou: 0.400234 loss_class_aux: 2.032965 loss_bbox_aux: 0.531664 loss_giou_aux: 1.321514 loss_class_dn: 0.352224 loss_bbox_dn: 0.178387 loss_giou_dn: 0.394423 loss_class_aux_dn: 0.776760 loss_bbox_aux_dn: 0.483063 loss_giou_aux_dn: 0.934881 loss: 8.721598 eta: 7:00:17 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2553 images/s
[05/13 00:15:27] ppdet.engine INFO: Epoch: [60] [4800/7329] learning_rate: 0.000100 loss_class: 0.675918 loss_bbox: 0.163284 loss_giou: 0.402059 loss_class_aux: 2.112930 loss_bbox_aux: 0.544288 loss_giou_aux: 1.365744 loss_class_dn: 0.344626 loss_bbox_dn: 0.179393 loss_giou_dn: 0.405665 loss_class_aux_dn: 0.782620 loss_bbox_aux_dn: 0.472170 loss_giou_aux_dn: 0.939791 loss: 8.726206 eta: 6:59:17 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1685 images/s
[05/13 00:16:35] ppdet.engine INFO: Epoch: [60] [5000/7329] learning_rate: 0.000100 loss_class: 0.685987 loss_bbox: 0.138989 loss_giou: 0.384560 loss_class_aux: 2.161284 loss_bbox_aux: 0.492696 loss_giou_aux: 1.340617 loss_class_dn: 0.363737 loss_bbox_dn: 0.178272 loss_giou_dn: 0.419546 loss_class_aux_dn: 0.824951 loss_bbox_aux_dn: 0.442346 loss_giou_aux_dn: 1.005873 loss: 8.561260 eta: 6:58:16 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2510 images/s
[05/13 00:17:42] ppdet.engine INFO: Epoch: [60] [5200/7329] learning_rate: 0.000100 loss_class: 0.737239 loss_bbox: 0.160040 loss_giou: 0.426208 loss_class_aux: 2.306876 loss_bbox_aux: 0.529284 loss_giou_aux: 1.390878 loss_class_dn: 0.379687 loss_bbox_dn: 0.181050 loss_giou_dn: 0.448000 loss_class_aux_dn: 0.844043 loss_bbox_aux_dn: 0.468329 loss_giou_aux_dn: 1.045879 loss: 9.044689 eta: 6:57:16 batch_cost: 0.2993 data_cost: 0.0007 ips: 13.3645 images/s
[05/13 00:18:50] ppdet.engine INFO: Epoch: [60] [5400/7329] learning_rate: 0.000100 loss_class: 0.640246 loss_bbox: 0.149408 loss_giou: 0.367316 loss_class_aux: 2.077672 loss_bbox_aux: 0.507706 loss_giou_aux: 1.227722 loss_class_dn: 0.344709 loss_bbox_dn: 0.168727 loss_giou_dn: 0.377992 loss_class_aux_dn: 0.765111 loss_bbox_aux_dn: 0.425052 loss_giou_aux_dn: 0.893993 loss: 8.362310 eta: 6:56:15 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1235 images/s
[05/13 00:19:57] ppdet.engine INFO: Epoch: [60] [5600/7329] learning_rate: 0.000100 loss_class: 0.683085 loss_bbox: 0.150622 loss_giou: 0.350915 loss_class_aux: 2.171741 loss_bbox_aux: 0.491920 loss_giou_aux: 1.186404 loss_class_dn: 0.334975 loss_bbox_dn: 0.169657 loss_giou_dn: 0.381683 loss_class_aux_dn: 0.739988 loss_bbox_aux_dn: 0.437514 loss_giou_aux_dn: 0.896224 loss: 8.335705 eta: 6:55:15 batch_cost: 0.2987 data_cost: 0.0008 ips: 13.3903 images/s
[05/13 00:21:03] ppdet.engine INFO: Epoch: [60] [5800/7329] learning_rate: 0.000100 loss_class: 0.665462 loss_bbox: 0.145295 loss_giou: 0.409871 loss_class_aux: 2.064398 loss_bbox_aux: 0.499052 loss_giou_aux: 1.341492 loss_class_dn: 0.343036 loss_bbox_dn: 0.167329 loss_giou_dn: 0.384700 loss_class_aux_dn: 0.764146 loss_bbox_aux_dn: 0.419495 loss_giou_aux_dn: 0.935606 loss: 8.297155 eta: 6:54:14 batch_cost: 0.2958 data_cost: 0.0007 ips: 13.5232 images/s
[05/13 00:22:08] ppdet.engine INFO: Epoch: [60] [6000/7329] learning_rate: 0.000100 loss_class: 0.629171 loss_bbox: 0.141981 loss_giou: 0.423651 loss_class_aux: 2.037674 loss_bbox_aux: 0.477365 loss_giou_aux: 1.384985 loss_class_dn: 0.367460 loss_bbox_dn: 0.166819 loss_giou_dn: 0.413367 loss_class_aux_dn: 0.802798 loss_bbox_aux_dn: 0.418130 loss_giou_aux_dn: 0.955246 loss: 8.640282 eta: 6:53:13 batch_cost: 0.2879 data_cost: 0.0008 ips: 13.8934 images/s
[05/13 00:23:12] ppdet.engine INFO: Epoch: [60] [6200/7329] learning_rate: 0.000100 loss_class: 0.688539 loss_bbox: 0.157394 loss_giou: 0.433562 loss_class_aux: 2.183773 loss_bbox_aux: 0.537814 loss_giou_aux: 1.437012 loss_class_dn: 0.366141 loss_bbox_dn: 0.182723 loss_giou_dn: 0.437012 loss_class_aux_dn: 0.805511 loss_bbox_aux_dn: 0.469800 loss_giou_aux_dn: 1.038002 loss: 9.311390 eta: 6:52:12 batch_cost: 0.2866 data_cost: 0.0007 ips: 13.9571 images/s
[05/13 00:24:18] ppdet.engine INFO: Epoch: [60] [6400/7329] learning_rate: 0.000100 loss_class: 0.682074 loss_bbox: 0.149523 loss_giou: 0.487873 loss_class_aux: 2.155046 loss_bbox_aux: 0.515874 loss_giou_aux: 1.564139 loss_class_dn: 0.373879 loss_bbox_dn: 0.183335 loss_giou_dn: 0.465151 loss_class_aux_dn: 0.843399 loss_bbox_aux_dn: 0.443532 loss_giou_aux_dn: 1.093540 loss: 9.168025 eta: 6:51:11 batch_cost: 0.2933 data_cost: 0.0008 ips: 13.6381 images/s
[05/13 00:25:25] ppdet.engine INFO: Epoch: [60] [6600/7329] learning_rate: 0.000100 loss_class: 0.680736 loss_bbox: 0.148580 loss_giou: 0.367799 loss_class_aux: 2.217474 loss_bbox_aux: 0.510532 loss_giou_aux: 1.242732 loss_class_dn: 0.333548 loss_bbox_dn: 0.166431 loss_giou_dn: 0.378459 loss_class_aux_dn: 0.749674 loss_bbox_aux_dn: 0.440395 loss_giou_aux_dn: 0.915994 loss: 8.318344 eta: 6:50:10 batch_cost: 0.3001 data_cost: 0.0007 ips: 13.3293 images/s
[05/13 00:26:33] ppdet.engine INFO: Epoch: [60] [6800/7329] learning_rate: 0.000100 loss_class: 0.658005 loss_bbox: 0.144992 loss_giou: 0.384588 loss_class_aux: 2.061397 loss_bbox_aux: 0.508275 loss_giou_aux: 1.275888 loss_class_dn: 0.342877 loss_bbox_dn: 0.166692 loss_giou_dn: 0.391403 loss_class_aux_dn: 0.771632 loss_bbox_aux_dn: 0.439456 loss_giou_aux_dn: 0.928586 loss: 8.465624 eta: 6:49:10 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2681 images/s
[05/13 00:27:40] ppdet.engine INFO: Epoch: [60] [7000/7329] learning_rate: 0.000100 loss_class: 0.687731 loss_bbox: 0.156594 loss_giou: 0.409416 loss_class_aux: 2.267848 loss_bbox_aux: 0.509518 loss_giou_aux: 1.353182 loss_class_dn: 0.358526 loss_bbox_dn: 0.162696 loss_giou_dn: 0.388204 loss_class_aux_dn: 0.800073 loss_bbox_aux_dn: 0.425362 loss_giou_aux_dn: 0.944048 loss: 8.556400 eta: 6:48:09 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2229 images/s
[05/13 00:28:49] ppdet.engine INFO: Epoch: [60] [7200/7329] learning_rate: 0.000100 loss_class: 0.714779 loss_bbox: 0.169343 loss_giou: 0.429067 loss_class_aux: 2.223777 loss_bbox_aux: 0.577349 loss_giou_aux: 1.389772 loss_class_dn: 0.379915 loss_bbox_dn: 0.180997 loss_giou_dn: 0.438962 loss_class_aux_dn: 0.825026 loss_bbox_aux_dn: 0.470673 loss_giou_aux_dn: 1.026604 loss: 9.450104 eta: 6:47:09 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0293 images/s
[05/13 00:29:34] ppdet.engine INFO: Eval iter: 0
[05/13 00:29:41] ppdet.engine INFO: Eval iter: 100
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[05/13 00:30:01] ppdet.engine INFO: Eval iter: 400
[05/13 00:30:08] ppdet.engine INFO: Eval iter: 500
[05/13 00:30:15] ppdet.engine INFO: Eval iter: 600
[05/13 00:30:21] ppdet.engine INFO: Eval iter: 700
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[05/13 00:30:35] ppdet.engine INFO: Eval iter: 900
[05/13 00:30:41] ppdet.engine INFO: Eval iter: 1000
[05/13 00:30:49] ppdet.engine INFO: Eval iter: 1100
[05/13 00:30:56] ppdet.engine INFO: Eval iter: 1200
[05/13 00:31:20] 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 00:31:21] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.65s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.12s).
Accumulating evaluation results...
DONE (t=24.74s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.461
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.632
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.498
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.279
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.495
 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 ] = 0.361
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.613
 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 ] = 0.489
 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
[05/13 00:33:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.51588624785962
[05/13 00:33:43] ppdet.engine INFO: Best test bbox ap is 0.461.
[05/13 00:33:45] ppdet.engine INFO: Epoch: [61] [   0/7329] learning_rate: 0.000100 loss_class: 0.675668 loss_bbox: 0.145680 loss_giou: 0.408008 loss_class_aux: 2.147539 loss_bbox_aux: 0.520027 loss_giou_aux: 1.359513 loss_class_dn: 0.359553 loss_bbox_dn: 0.158565 loss_giou_dn: 0.405063 loss_class_aux_dn: 0.802549 loss_bbox_aux_dn: 0.408279 loss_giou_aux_dn: 0.986076 loss: 8.826211 eta: 6:46:30 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2207 images/s
[05/13 00:34:54] ppdet.engine INFO: Epoch: [61] [ 200/7329] learning_rate: 0.000100 loss_class: 0.674946 loss_bbox: 0.154379 loss_giou: 0.405431 loss_class_aux: 2.210367 loss_bbox_aux: 0.518589 loss_giou_aux: 1.319756 loss_class_dn: 0.348676 loss_bbox_dn: 0.174619 loss_giou_dn: 0.410122 loss_class_aux_dn: 0.806456 loss_bbox_aux_dn: 0.442417 loss_giou_aux_dn: 0.938726 loss: 8.814858 eta: 6:45:30 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0522 images/s
[05/13 00:36:03] ppdet.engine INFO: Epoch: [61] [ 400/7329] learning_rate: 0.000100 loss_class: 0.730393 loss_bbox: 0.163012 loss_giou: 0.494562 loss_class_aux: 2.296628 loss_bbox_aux: 0.559976 loss_giou_aux: 1.660292 loss_class_dn: 0.386468 loss_bbox_dn: 0.183265 loss_giou_dn: 0.472631 loss_class_aux_dn: 0.853540 loss_bbox_aux_dn: 0.462492 loss_giou_aux_dn: 1.111569 loss: 9.440906 eta: 6:44:29 batch_cost: 0.3040 data_cost: 0.0007 ips: 13.1593 images/s
[05/13 00:37:12] ppdet.engine INFO: Epoch: [61] [ 600/7329] learning_rate: 0.000100 loss_class: 0.663796 loss_bbox: 0.144349 loss_giou: 0.433113 loss_class_aux: 2.113110 loss_bbox_aux: 0.489950 loss_giou_aux: 1.404693 loss_class_dn: 0.361254 loss_bbox_dn: 0.164216 loss_giou_dn: 0.409518 loss_class_aux_dn: 0.816839 loss_bbox_aux_dn: 0.419514 loss_giou_aux_dn: 0.970265 loss: 8.561649 eta: 6:43:29 batch_cost: 0.3111 data_cost: 0.0007 ips: 12.8576 images/s
[05/13 00:38:22] ppdet.engine INFO: Epoch: [61] [ 800/7329] learning_rate: 0.000100 loss_class: 0.671044 loss_bbox: 0.153654 loss_giou: 0.434328 loss_class_aux: 2.145713 loss_bbox_aux: 0.511482 loss_giou_aux: 1.458036 loss_class_dn: 0.346032 loss_bbox_dn: 0.159513 loss_giou_dn: 0.414014 loss_class_aux_dn: 0.783644 loss_bbox_aux_dn: 0.414568 loss_giou_aux_dn: 0.978024 loss: 8.925182 eta: 6:42:29 batch_cost: 0.3074 data_cost: 0.0008 ips: 13.0105 images/s
[05/13 00:39:29] ppdet.engine INFO: Epoch: [61] [1000/7329] learning_rate: 0.000100 loss_class: 0.650048 loss_bbox: 0.147520 loss_giou: 0.398719 loss_class_aux: 2.091919 loss_bbox_aux: 0.518389 loss_giou_aux: 1.330908 loss_class_dn: 0.330941 loss_bbox_dn: 0.169116 loss_giou_dn: 0.403457 loss_class_aux_dn: 0.755195 loss_bbox_aux_dn: 0.423951 loss_giou_aux_dn: 0.933267 loss: 8.411705 eta: 6:41:28 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2288 images/s
[05/13 00:40:37] ppdet.engine INFO: Epoch: [61] [1200/7329] learning_rate: 0.000100 loss_class: 0.660407 loss_bbox: 0.144739 loss_giou: 0.379590 loss_class_aux: 2.116680 loss_bbox_aux: 0.492507 loss_giou_aux: 1.200373 loss_class_dn: 0.343304 loss_bbox_dn: 0.165687 loss_giou_dn: 0.378349 loss_class_aux_dn: 0.758522 loss_bbox_aux_dn: 0.428252 loss_giou_aux_dn: 0.910094 loss: 8.547121 eta: 6:40:27 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2692 images/s
[05/13 00:41:46] ppdet.engine INFO: Epoch: [61] [1400/7329] learning_rate: 0.000100 loss_class: 0.624753 loss_bbox: 0.144181 loss_giou: 0.368917 loss_class_aux: 2.102079 loss_bbox_aux: 0.498639 loss_giou_aux: 1.238009 loss_class_dn: 0.345827 loss_bbox_dn: 0.173503 loss_giou_dn: 0.382999 loss_class_aux_dn: 0.788059 loss_bbox_aux_dn: 0.438002 loss_giou_aux_dn: 0.913828 loss: 8.313429 eta: 6:39:27 batch_cost: 0.3044 data_cost: 0.0008 ips: 13.1415 images/s
[05/13 00:42:53] ppdet.engine INFO: Epoch: [61] [1600/7329] learning_rate: 0.000100 loss_class: 0.704601 loss_bbox: 0.155659 loss_giou: 0.464241 loss_class_aux: 2.283090 loss_bbox_aux: 0.554170 loss_giou_aux: 1.501971 loss_class_dn: 0.371002 loss_bbox_dn: 0.183691 loss_giou_dn: 0.437103 loss_class_aux_dn: 0.829349 loss_bbox_aux_dn: 0.487188 loss_giou_aux_dn: 1.053971 loss: 9.428419 eta: 6:38:26 batch_cost: 0.2978 data_cost: 0.0007 ips: 13.4330 images/s
[05/13 00:44:00] ppdet.engine INFO: Epoch: [61] [1800/7329] learning_rate: 0.000100 loss_class: 0.664531 loss_bbox: 0.158557 loss_giou: 0.385881 loss_class_aux: 2.161979 loss_bbox_aux: 0.525234 loss_giou_aux: 1.281616 loss_class_dn: 0.352742 loss_bbox_dn: 0.186032 loss_giou_dn: 0.394447 loss_class_aux_dn: 0.788911 loss_bbox_aux_dn: 0.468558 loss_giou_aux_dn: 0.919697 loss: 8.355597 eta: 6:37:26 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2310 images/s
[05/13 00:45:08] ppdet.engine INFO: Epoch: [61] [2000/7329] learning_rate: 0.000100 loss_class: 0.618382 loss_bbox: 0.158757 loss_giou: 0.370785 loss_class_aux: 2.026205 loss_bbox_aux: 0.546501 loss_giou_aux: 1.226397 loss_class_dn: 0.331608 loss_bbox_dn: 0.187407 loss_giou_dn: 0.375768 loss_class_aux_dn: 0.750747 loss_bbox_aux_dn: 0.476687 loss_giou_aux_dn: 0.910451 loss: 8.283605 eta: 6:36:25 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2450 images/s
[05/13 00:46:15] ppdet.engine INFO: Epoch: [61] [2200/7329] learning_rate: 0.000100 loss_class: 0.620963 loss_bbox: 0.142758 loss_giou: 0.387047 loss_class_aux: 1.972861 loss_bbox_aux: 0.467624 loss_giou_aux: 1.258273 loss_class_dn: 0.331050 loss_bbox_dn: 0.158754 loss_giou_dn: 0.368019 loss_class_aux_dn: 0.728939 loss_bbox_aux_dn: 0.417714 loss_giou_aux_dn: 0.853120 loss: 7.961069 eta: 6:35:25 batch_cost: 0.2974 data_cost: 0.0007 ips: 13.4494 images/s
[05/13 00:47:22] ppdet.engine INFO: Epoch: [61] [2400/7329] learning_rate: 0.000100 loss_class: 0.683907 loss_bbox: 0.157981 loss_giou: 0.455987 loss_class_aux: 2.164862 loss_bbox_aux: 0.530931 loss_giou_aux: 1.462892 loss_class_dn: 0.367795 loss_bbox_dn: 0.175800 loss_giou_dn: 0.438335 loss_class_aux_dn: 0.797021 loss_bbox_aux_dn: 0.465025 loss_giou_aux_dn: 1.036423 loss: 8.896009 eta: 6:34:24 batch_cost: 0.2987 data_cost: 0.0008 ips: 13.3893 images/s
[05/13 00:48:29] ppdet.engine INFO: Epoch: [61] [2600/7329] learning_rate: 0.000100 loss_class: 0.688547 loss_bbox: 0.150522 loss_giou: 0.477214 loss_class_aux: 2.216094 loss_bbox_aux: 0.509920 loss_giou_aux: 1.540612 loss_class_dn: 0.398050 loss_bbox_dn: 0.165096 loss_giou_dn: 0.487647 loss_class_aux_dn: 0.873593 loss_bbox_aux_dn: 0.435882 loss_giou_aux_dn: 1.111577 loss: 9.118755 eta: 6:33:23 batch_cost: 0.2971 data_cost: 0.0007 ips: 13.4642 images/s
[05/13 00:49:37] ppdet.engine INFO: Epoch: [61] [2800/7329] learning_rate: 0.000100 loss_class: 0.652309 loss_bbox: 0.152874 loss_giou: 0.440818 loss_class_aux: 2.126040 loss_bbox_aux: 0.524925 loss_giou_aux: 1.423488 loss_class_dn: 0.358285 loss_bbox_dn: 0.170605 loss_giou_dn: 0.420915 loss_class_aux_dn: 0.803470 loss_bbox_aux_dn: 0.438751 loss_giou_aux_dn: 0.986948 loss: 8.392014 eta: 6:32:23 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1804 images/s
[05/13 00:50:44] ppdet.engine INFO: Epoch: [61] [3000/7329] learning_rate: 0.000100 loss_class: 0.695603 loss_bbox: 0.161507 loss_giou: 0.427820 loss_class_aux: 2.220959 loss_bbox_aux: 0.555450 loss_giou_aux: 1.388808 loss_class_dn: 0.385295 loss_bbox_dn: 0.187622 loss_giou_dn: 0.417552 loss_class_aux_dn: 0.859360 loss_bbox_aux_dn: 0.472785 loss_giou_aux_dn: 1.014481 loss: 9.575446 eta: 6:31:22 batch_cost: 0.3024 data_cost: 0.0008 ips: 13.2256 images/s
[05/13 00:51:52] ppdet.engine INFO: Epoch: [61] [3200/7329] learning_rate: 0.000100 loss_class: 0.676191 loss_bbox: 0.161911 loss_giou: 0.380958 loss_class_aux: 2.212931 loss_bbox_aux: 0.564850 loss_giou_aux: 1.298471 loss_class_dn: 0.349589 loss_bbox_dn: 0.180148 loss_giou_dn: 0.387501 loss_class_aux_dn: 0.786007 loss_bbox_aux_dn: 0.475440 loss_giou_aux_dn: 0.909908 loss: 8.672571 eta: 6:30:22 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2239 images/s
[05/13 00:53:00] ppdet.engine INFO: Epoch: [61] [3400/7329] learning_rate: 0.000100 loss_class: 0.701104 loss_bbox: 0.144880 loss_giou: 0.395202 loss_class_aux: 2.275692 loss_bbox_aux: 0.506590 loss_giou_aux: 1.376053 loss_class_dn: 0.368695 loss_bbox_dn: 0.177513 loss_giou_dn: 0.409817 loss_class_aux_dn: 0.840745 loss_bbox_aux_dn: 0.467648 loss_giou_aux_dn: 0.988885 loss: 9.029831 eta: 6:29:21 batch_cost: 0.3040 data_cost: 0.0008 ips: 13.1598 images/s
[05/13 00:54:07] ppdet.engine INFO: Epoch: [61] [3600/7329] learning_rate: 0.000100 loss_class: 0.717860 loss_bbox: 0.153767 loss_giou: 0.462425 loss_class_aux: 2.313234 loss_bbox_aux: 0.539495 loss_giou_aux: 1.522234 loss_class_dn: 0.374451 loss_bbox_dn: 0.177832 loss_giou_dn: 0.424600 loss_class_aux_dn: 0.838491 loss_bbox_aux_dn: 0.458007 loss_giou_aux_dn: 1.005435 loss: 9.064340 eta: 6:28:21 batch_cost: 0.2992 data_cost: 0.0008 ips: 13.3699 images/s
[05/13 00:55:14] ppdet.engine INFO: Epoch: [61] [3800/7329] learning_rate: 0.000100 loss_class: 0.659426 loss_bbox: 0.153602 loss_giou: 0.420572 loss_class_aux: 2.095200 loss_bbox_aux: 0.538940 loss_giou_aux: 1.399029 loss_class_dn: 0.366363 loss_bbox_dn: 0.185055 loss_giou_dn: 0.429603 loss_class_aux_dn: 0.805553 loss_bbox_aux_dn: 0.470551 loss_giou_aux_dn: 1.033691 loss: 8.873466 eta: 6:27:20 batch_cost: 0.2974 data_cost: 0.0007 ips: 13.4510 images/s
[05/13 00:56:21] ppdet.engine INFO: Epoch: [61] [4000/7329] learning_rate: 0.000100 loss_class: 0.606331 loss_bbox: 0.142169 loss_giou: 0.386221 loss_class_aux: 1.952446 loss_bbox_aux: 0.501737 loss_giou_aux: 1.245639 loss_class_dn: 0.321096 loss_bbox_dn: 0.163442 loss_giou_dn: 0.360937 loss_class_aux_dn: 0.723809 loss_bbox_aux_dn: 0.429359 loss_giou_aux_dn: 0.863971 loss: 7.763489 eta: 6:26:19 batch_cost: 0.2978 data_cost: 0.0008 ips: 13.4323 images/s
[05/13 00:57:28] ppdet.engine INFO: Epoch: [61] [4200/7329] learning_rate: 0.000100 loss_class: 0.699753 loss_bbox: 0.164593 loss_giou: 0.420532 loss_class_aux: 2.178812 loss_bbox_aux: 0.565302 loss_giou_aux: 1.408592 loss_class_dn: 0.359292 loss_bbox_dn: 0.184822 loss_giou_dn: 0.406249 loss_class_aux_dn: 0.805246 loss_bbox_aux_dn: 0.482196 loss_giou_aux_dn: 0.971959 loss: 8.897507 eta: 6:25:19 batch_cost: 0.2992 data_cost: 0.0007 ips: 13.3675 images/s
[05/13 00:58:36] ppdet.engine INFO: Epoch: [61] [4400/7329] learning_rate: 0.000100 loss_class: 0.668948 loss_bbox: 0.143712 loss_giou: 0.371188 loss_class_aux: 2.156068 loss_bbox_aux: 0.495756 loss_giou_aux: 1.263024 loss_class_dn: 0.326636 loss_bbox_dn: 0.175324 loss_giou_dn: 0.390232 loss_class_aux_dn: 0.737778 loss_bbox_aux_dn: 0.437688 loss_giou_aux_dn: 0.939504 loss: 8.274383 eta: 6:24:18 batch_cost: 0.3020 data_cost: 0.0007 ips: 13.2457 images/s
[05/13 00:59:44] ppdet.engine INFO: Epoch: [61] [4600/7329] learning_rate: 0.000100 loss_class: 0.723054 loss_bbox: 0.155515 loss_giou: 0.419964 loss_class_aux: 2.219313 loss_bbox_aux: 0.516107 loss_giou_aux: 1.407152 loss_class_dn: 0.373830 loss_bbox_dn: 0.177030 loss_giou_dn: 0.425358 loss_class_aux_dn: 0.839479 loss_bbox_aux_dn: 0.456919 loss_giou_aux_dn: 1.027666 loss: 9.508362 eta: 6:23:18 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2860 images/s
[05/13 01:00:51] ppdet.engine INFO: Epoch: [61] [4800/7329] learning_rate: 0.000100 loss_class: 0.673033 loss_bbox: 0.151262 loss_giou: 0.402876 loss_class_aux: 2.136258 loss_bbox_aux: 0.517435 loss_giou_aux: 1.304823 loss_class_dn: 0.351890 loss_bbox_dn: 0.168557 loss_giou_dn: 0.387355 loss_class_aux_dn: 0.795484 loss_bbox_aux_dn: 0.431018 loss_giou_aux_dn: 0.912214 loss: 8.676377 eta: 6:22:17 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2155 images/s
[05/13 01:01:59] ppdet.engine INFO: Epoch: [61] [5000/7329] learning_rate: 0.000100 loss_class: 0.662314 loss_bbox: 0.153881 loss_giou: 0.441275 loss_class_aux: 2.173800 loss_bbox_aux: 0.507753 loss_giou_aux: 1.442659 loss_class_dn: 0.371325 loss_bbox_dn: 0.163596 loss_giou_dn: 0.456692 loss_class_aux_dn: 0.830619 loss_bbox_aux_dn: 0.436750 loss_giou_aux_dn: 1.027824 loss: 9.020521 eta: 6:21:16 batch_cost: 0.2986 data_cost: 0.0007 ips: 13.3967 images/s
[05/13 01:03:07] ppdet.engine INFO: Epoch: [61] [5200/7329] learning_rate: 0.000100 loss_class: 0.694371 loss_bbox: 0.164963 loss_giou: 0.426012 loss_class_aux: 2.169232 loss_bbox_aux: 0.563090 loss_giou_aux: 1.431076 loss_class_dn: 0.368533 loss_bbox_dn: 0.177384 loss_giou_dn: 0.422154 loss_class_aux_dn: 0.820376 loss_bbox_aux_dn: 0.455895 loss_giou_aux_dn: 1.020257 loss: 8.919965 eta: 6:20:16 batch_cost: 0.3037 data_cost: 0.0008 ips: 13.1706 images/s
[05/13 01:04:14] ppdet.engine INFO: Epoch: [61] [5400/7329] learning_rate: 0.000100 loss_class: 0.678906 loss_bbox: 0.143825 loss_giou: 0.384960 loss_class_aux: 2.143986 loss_bbox_aux: 0.489365 loss_giou_aux: 1.324281 loss_class_dn: 0.345908 loss_bbox_dn: 0.163633 loss_giou_dn: 0.413122 loss_class_aux_dn: 0.779547 loss_bbox_aux_dn: 0.427826 loss_giou_aux_dn: 0.976729 loss: 8.599069 eta: 6:19:15 batch_cost: 0.2979 data_cost: 0.0007 ips: 13.4272 images/s
[05/13 01:05:21] ppdet.engine INFO: Epoch: [61] [5600/7329] learning_rate: 0.000100 loss_class: 0.647308 loss_bbox: 0.152699 loss_giou: 0.370792 loss_class_aux: 2.106360 loss_bbox_aux: 0.529346 loss_giou_aux: 1.246072 loss_class_dn: 0.348410 loss_bbox_dn: 0.170016 loss_giou_dn: 0.389713 loss_class_aux_dn: 0.794514 loss_bbox_aux_dn: 0.436874 loss_giou_aux_dn: 0.954610 loss: 8.745521 eta: 6:18:15 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2233 images/s
[05/13 01:06:29] ppdet.engine INFO: Epoch: [61] [5800/7329] learning_rate: 0.000100 loss_class: 0.663797 loss_bbox: 0.149180 loss_giou: 0.440993 loss_class_aux: 2.108240 loss_bbox_aux: 0.498286 loss_giou_aux: 1.411635 loss_class_dn: 0.355904 loss_bbox_dn: 0.166044 loss_giou_dn: 0.426555 loss_class_aux_dn: 0.818484 loss_bbox_aux_dn: 0.430738 loss_giou_aux_dn: 0.988956 loss: 8.504673 eta: 6:17:14 batch_cost: 0.2998 data_cost: 0.0008 ips: 13.3434 images/s
[05/13 01:07:38] ppdet.engine INFO: Epoch: [61] [6000/7329] learning_rate: 0.000100 loss_class: 0.670811 loss_bbox: 0.141289 loss_giou: 0.370792 loss_class_aux: 2.120569 loss_bbox_aux: 0.496647 loss_giou_aux: 1.236984 loss_class_dn: 0.349705 loss_bbox_dn: 0.160173 loss_giou_dn: 0.374392 loss_class_aux_dn: 0.776052 loss_bbox_aux_dn: 0.422227 loss_giou_aux_dn: 0.940339 loss: 8.625047 eta: 6:16:14 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9216 images/s
[05/13 01:08:47] ppdet.engine INFO: Epoch: [61] [6200/7329] learning_rate: 0.000100 loss_class: 0.654634 loss_bbox: 0.146173 loss_giou: 0.388125 loss_class_aux: 2.051679 loss_bbox_aux: 0.499579 loss_giou_aux: 1.270234 loss_class_dn: 0.331866 loss_bbox_dn: 0.167408 loss_giou_dn: 0.379882 loss_class_aux_dn: 0.765883 loss_bbox_aux_dn: 0.438819 loss_giou_aux_dn: 0.924664 loss: 8.261883 eta: 6:15:14 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0469 images/s
[05/13 01:09:55] ppdet.engine INFO: Epoch: [61] [6400/7329] learning_rate: 0.000100 loss_class: 0.677283 loss_bbox: 0.146931 loss_giou: 0.417523 loss_class_aux: 2.162806 loss_bbox_aux: 0.513572 loss_giou_aux: 1.391971 loss_class_dn: 0.341760 loss_bbox_dn: 0.178379 loss_giou_dn: 0.411833 loss_class_aux_dn: 0.771006 loss_bbox_aux_dn: 0.458274 loss_giou_aux_dn: 1.024308 loss: 8.801817 eta: 6:14:13 batch_cost: 0.3020 data_cost: 0.0008 ips: 13.2430 images/s
[05/13 01:11:02] ppdet.engine INFO: Epoch: [61] [6600/7329] learning_rate: 0.000100 loss_class: 0.664123 loss_bbox: 0.150828 loss_giou: 0.397884 loss_class_aux: 2.150588 loss_bbox_aux: 0.512329 loss_giou_aux: 1.350007 loss_class_dn: 0.355533 loss_bbox_dn: 0.169339 loss_giou_dn: 0.393098 loss_class_aux_dn: 0.776040 loss_bbox_aux_dn: 0.425045 loss_giou_aux_dn: 0.933683 loss: 8.484333 eta: 6:13:12 batch_cost: 0.2988 data_cost: 0.0008 ips: 13.3864 images/s
[05/13 01:12:10] ppdet.engine INFO: Epoch: [61] [6800/7329] learning_rate: 0.000100 loss_class: 0.680703 loss_bbox: 0.155024 loss_giou: 0.425126 loss_class_aux: 2.224635 loss_bbox_aux: 0.536312 loss_giou_aux: 1.374567 loss_class_dn: 0.355074 loss_bbox_dn: 0.168151 loss_giou_dn: 0.425523 loss_class_aux_dn: 0.789461 loss_bbox_aux_dn: 0.438008 loss_giou_aux_dn: 0.986748 loss: 8.786304 eta: 6:12:12 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1555 images/s
[05/13 01:13:17] ppdet.engine INFO: Epoch: [61] [7000/7329] learning_rate: 0.000100 loss_class: 0.680819 loss_bbox: 0.158835 loss_giou: 0.369694 loss_class_aux: 2.225433 loss_bbox_aux: 0.545753 loss_giou_aux: 1.256204 loss_class_dn: 0.353790 loss_bbox_dn: 0.176554 loss_giou_dn: 0.377458 loss_class_aux_dn: 0.791907 loss_bbox_aux_dn: 0.473098 loss_giou_aux_dn: 0.932432 loss: 8.830172 eta: 6:11:11 batch_cost: 0.2997 data_cost: 0.0007 ips: 13.3481 images/s
[05/13 01:14:24] ppdet.engine INFO: Epoch: [61] [7200/7329] learning_rate: 0.000100 loss_class: 0.691851 loss_bbox: 0.160927 loss_giou: 0.453179 loss_class_aux: 2.185608 loss_bbox_aux: 0.559444 loss_giou_aux: 1.460161 loss_class_dn: 0.376250 loss_bbox_dn: 0.176855 loss_giou_dn: 0.461743 loss_class_aux_dn: 0.849613 loss_bbox_aux_dn: 0.454385 loss_giou_aux_dn: 1.077794 loss: 9.751090 eta: 6:10:11 batch_cost: 0.2979 data_cost: 0.0008 ips: 13.4253 images/s
[05/13 01:15:10] ppdet.engine INFO: Eval iter: 0
[05/13 01:15:16] ppdet.engine INFO: Eval iter: 100
[05/13 01:15:23] ppdet.engine INFO: Eval iter: 200
[05/13 01:15:29] ppdet.engine INFO: Eval iter: 300
[05/13 01:15:35] ppdet.engine INFO: Eval iter: 400
[05/13 01:15:41] ppdet.engine INFO: Eval iter: 500
[05/13 01:15:48] ppdet.engine INFO: Eval iter: 600
[05/13 01:15:54] ppdet.engine INFO: Eval iter: 700
[05/13 01:16:00] ppdet.engine INFO: Eval iter: 800
[05/13 01:16:06] ppdet.engine INFO: Eval iter: 900
[05/13 01:16:12] ppdet.engine INFO: Eval iter: 1000
[05/13 01:16:18] ppdet.engine INFO: Eval iter: 1100
[05/13 01:16:24] ppdet.engine INFO: Eval iter: 1200
[05/13 01:16:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.51s)
creating index...
index created!
[05/13 01:16:49] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.75s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=102.26s).
Accumulating evaluation results...
DONE (t=22.75s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.461
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.633
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.498
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.281
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.495
 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 ] = 0.361
 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 ] = 0.684
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.488
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.733
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866
[05/13 01:19:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.90719356316597
[05/13 01:19:10] ppdet.engine INFO: Best test bbox ap is 0.461.
[05/13 01:19:11] ppdet.engine INFO: Epoch: [62] [   0/7329] learning_rate: 0.000100 loss_class: 0.721569 loss_bbox: 0.155813 loss_giou: 0.468057 loss_class_aux: 2.250461 loss_bbox_aux: 0.545805 loss_giou_aux: 1.506825 loss_class_dn: 0.394319 loss_bbox_dn: 0.177048 loss_giou_dn: 0.465425 loss_class_aux_dn: 0.866049 loss_bbox_aux_dn: 0.465182 loss_giou_aux_dn: 1.079699 loss: 9.552147 eta: 6:09:32 batch_cost: 0.3018 data_cost: 0.0009 ips: 13.2552 images/s
[05/13 01:20:18] ppdet.engine INFO: Epoch: [62] [ 200/7329] learning_rate: 0.000100 loss_class: 0.664432 loss_bbox: 0.144613 loss_giou: 0.404219 loss_class_aux: 2.114479 loss_bbox_aux: 0.500633 loss_giou_aux: 1.358553 loss_class_dn: 0.345461 loss_bbox_dn: 0.170228 loss_giou_dn: 0.402413 loss_class_aux_dn: 0.776089 loss_bbox_aux_dn: 0.466178 loss_giou_aux_dn: 0.937144 loss: 8.285044 eta: 6:08:31 batch_cost: 0.2966 data_cost: 0.0007 ips: 13.4856 images/s
[05/13 01:21:24] ppdet.engine INFO: Epoch: [62] [ 400/7329] learning_rate: 0.000100 loss_class: 0.673563 loss_bbox: 0.146307 loss_giou: 0.395524 loss_class_aux: 2.106008 loss_bbox_aux: 0.495570 loss_giou_aux: 1.303776 loss_class_dn: 0.344964 loss_bbox_dn: 0.158462 loss_giou_dn: 0.401938 loss_class_aux_dn: 0.777415 loss_bbox_aux_dn: 0.418928 loss_giou_aux_dn: 0.937044 loss: 8.257265 eta: 6:07:30 batch_cost: 0.2939 data_cost: 0.0007 ips: 13.6095 images/s
[05/13 01:22:30] ppdet.engine INFO: Epoch: [62] [ 600/7329] learning_rate: 0.000100 loss_class: 0.664605 loss_bbox: 0.140228 loss_giou: 0.362378 loss_class_aux: 2.139845 loss_bbox_aux: 0.476970 loss_giou_aux: 1.171013 loss_class_dn: 0.345383 loss_bbox_dn: 0.161398 loss_giou_dn: 0.367528 loss_class_aux_dn: 0.770919 loss_bbox_aux_dn: 0.422148 loss_giou_aux_dn: 0.870425 loss: 8.418461 eta: 6:06:29 batch_cost: 0.2942 data_cost: 0.0007 ips: 13.5956 images/s
[05/13 01:23:38] ppdet.engine INFO: Epoch: [62] [ 800/7329] learning_rate: 0.000100 loss_class: 0.659003 loss_bbox: 0.150379 loss_giou: 0.437160 loss_class_aux: 2.152783 loss_bbox_aux: 0.508256 loss_giou_aux: 1.400179 loss_class_dn: 0.363054 loss_bbox_dn: 0.163048 loss_giou_dn: 0.407587 loss_class_aux_dn: 0.803530 loss_bbox_aux_dn: 0.431850 loss_giou_aux_dn: 0.976624 loss: 8.615067 eta: 6:05:29 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0618 images/s
[05/13 01:24:48] ppdet.engine INFO: Epoch: [62] [1000/7329] learning_rate: 0.000100 loss_class: 0.690766 loss_bbox: 0.152685 loss_giou: 0.385124 loss_class_aux: 2.147608 loss_bbox_aux: 0.528852 loss_giou_aux: 1.284915 loss_class_dn: 0.325363 loss_bbox_dn: 0.172712 loss_giou_dn: 0.387100 loss_class_aux_dn: 0.753175 loss_bbox_aux_dn: 0.438612 loss_giou_aux_dn: 0.907950 loss: 8.614494 eta: 6:04:29 batch_cost: 0.3099 data_cost: 0.0007 ips: 12.9060 images/s
[05/13 01:25:56] ppdet.engine INFO: Epoch: [62] [1200/7329] learning_rate: 0.000100 loss_class: 0.668432 loss_bbox: 0.138825 loss_giou: 0.411140 loss_class_aux: 2.156205 loss_bbox_aux: 0.494754 loss_giou_aux: 1.365453 loss_class_dn: 0.344168 loss_bbox_dn: 0.168702 loss_giou_dn: 0.400239 loss_class_aux_dn: 0.771218 loss_bbox_aux_dn: 0.435887 loss_giou_aux_dn: 0.954459 loss: 8.566132 eta: 6:03:28 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1329 images/s
[05/13 01:27:05] ppdet.engine INFO: Epoch: [62] [1400/7329] learning_rate: 0.000100 loss_class: 0.701429 loss_bbox: 0.159373 loss_giou: 0.453908 loss_class_aux: 2.139673 loss_bbox_aux: 0.553900 loss_giou_aux: 1.473966 loss_class_dn: 0.362804 loss_bbox_dn: 0.188962 loss_giou_dn: 0.436125 loss_class_aux_dn: 0.804418 loss_bbox_aux_dn: 0.478653 loss_giou_aux_dn: 1.038313 loss: 9.036963 eta: 6:02:28 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9895 images/s
[05/13 01:28:15] ppdet.engine INFO: Epoch: [62] [1600/7329] learning_rate: 0.000100 loss_class: 0.701889 loss_bbox: 0.154849 loss_giou: 0.415738 loss_class_aux: 2.202313 loss_bbox_aux: 0.540316 loss_giou_aux: 1.368872 loss_class_dn: 0.352273 loss_bbox_dn: 0.184096 loss_giou_dn: 0.408173 loss_class_aux_dn: 0.791770 loss_bbox_aux_dn: 0.462122 loss_giou_aux_dn: 0.963520 loss: 8.585813 eta: 6:01:28 batch_cost: 0.3119 data_cost: 0.0007 ips: 12.8244 images/s
[05/13 01:29:25] ppdet.engine INFO: Epoch: [62] [1800/7329] learning_rate: 0.000100 loss_class: 0.674189 loss_bbox: 0.152958 loss_giou: 0.394236 loss_class_aux: 2.241800 loss_bbox_aux: 0.529117 loss_giou_aux: 1.310854 loss_class_dn: 0.350425 loss_bbox_dn: 0.170293 loss_giou_dn: 0.392966 loss_class_aux_dn: 0.781228 loss_bbox_aux_dn: 0.453642 loss_giou_aux_dn: 0.961024 loss: 9.040388 eta: 6:00:28 batch_cost: 0.3104 data_cost: 0.0007 ips: 12.8862 images/s
[05/13 01:30:34] ppdet.engine INFO: Epoch: [62] [2000/7329] learning_rate: 0.000100 loss_class: 0.697674 loss_bbox: 0.144150 loss_giou: 0.412895 loss_class_aux: 2.260594 loss_bbox_aux: 0.514374 loss_giou_aux: 1.409814 loss_class_dn: 0.359719 loss_bbox_dn: 0.172341 loss_giou_dn: 0.413932 loss_class_aux_dn: 0.803750 loss_bbox_aux_dn: 0.462813 loss_giou_aux_dn: 0.985048 loss: 8.693453 eta: 5:59:27 batch_cost: 0.3110 data_cost: 0.0007 ips: 12.8605 images/s
[05/13 01:31:43] ppdet.engine INFO: Epoch: [62] [2200/7329] learning_rate: 0.000100 loss_class: 0.668149 loss_bbox: 0.152714 loss_giou: 0.405115 loss_class_aux: 2.121282 loss_bbox_aux: 0.518452 loss_giou_aux: 1.344336 loss_class_dn: 0.349507 loss_bbox_dn: 0.175414 loss_giou_dn: 0.388671 loss_class_aux_dn: 0.775570 loss_bbox_aux_dn: 0.448043 loss_giou_aux_dn: 0.945095 loss: 8.626419 eta: 5:58:27 batch_cost: 0.3073 data_cost: 0.0008 ips: 13.0147 images/s
[05/13 01:32:53] ppdet.engine INFO: Epoch: [62] [2400/7329] learning_rate: 0.000100 loss_class: 0.647133 loss_bbox: 0.142979 loss_giou: 0.430226 loss_class_aux: 2.005876 loss_bbox_aux: 0.498680 loss_giou_aux: 1.400355 loss_class_dn: 0.369587 loss_bbox_dn: 0.169277 loss_giou_dn: 0.414470 loss_class_aux_dn: 0.805796 loss_bbox_aux_dn: 0.437509 loss_giou_aux_dn: 0.971296 loss: 8.690842 eta: 5:57:27 batch_cost: 0.3107 data_cost: 0.0007 ips: 12.8743 images/s
[05/13 01:34:02] ppdet.engine INFO: Epoch: [62] [2600/7329] learning_rate: 0.000100 loss_class: 0.659552 loss_bbox: 0.148594 loss_giou: 0.356569 loss_class_aux: 2.064996 loss_bbox_aux: 0.510869 loss_giou_aux: 1.183898 loss_class_dn: 0.335064 loss_bbox_dn: 0.162615 loss_giou_dn: 0.373213 loss_class_aux_dn: 0.768999 loss_bbox_aux_dn: 0.438630 loss_giou_aux_dn: 0.903495 loss: 8.387897 eta: 5:56:27 batch_cost: 0.3116 data_cost: 0.0007 ips: 12.8358 images/s
[05/13 01:35:11] ppdet.engine INFO: Epoch: [62] [2800/7329] learning_rate: 0.000100 loss_class: 0.627720 loss_bbox: 0.149445 loss_giou: 0.336896 loss_class_aux: 2.046038 loss_bbox_aux: 0.520251 loss_giou_aux: 1.174689 loss_class_dn: 0.316093 loss_bbox_dn: 0.166975 loss_giou_dn: 0.329733 loss_class_aux_dn: 0.721955 loss_bbox_aux_dn: 0.445554 loss_giou_aux_dn: 0.818042 loss: 7.751505 eta: 5:55:26 batch_cost: 0.3069 data_cost: 0.0007 ips: 13.0348 images/s
[05/13 01:36:20] ppdet.engine INFO: Epoch: [62] [3000/7329] learning_rate: 0.000100 loss_class: 0.629044 loss_bbox: 0.150324 loss_giou: 0.354687 loss_class_aux: 2.021801 loss_bbox_aux: 0.506150 loss_giou_aux: 1.190104 loss_class_dn: 0.313969 loss_bbox_dn: 0.174975 loss_giou_dn: 0.361713 loss_class_aux_dn: 0.709360 loss_bbox_aux_dn: 0.434334 loss_giou_aux_dn: 0.859205 loss: 7.945280 eta: 5:54:26 batch_cost: 0.3057 data_cost: 0.0009 ips: 13.0853 images/s
[05/13 01:37:28] ppdet.engine INFO: Epoch: [62] [3200/7329] learning_rate: 0.000100 loss_class: 0.672753 loss_bbox: 0.153821 loss_giou: 0.446982 loss_class_aux: 2.171068 loss_bbox_aux: 0.524924 loss_giou_aux: 1.450350 loss_class_dn: 0.353447 loss_bbox_dn: 0.169468 loss_giou_dn: 0.441149 loss_class_aux_dn: 0.806054 loss_bbox_aux_dn: 0.436710 loss_giou_aux_dn: 1.008441 loss: 8.912071 eta: 5:53:25 batch_cost: 0.3057 data_cost: 0.0008 ips: 13.0826 images/s
[05/13 01:38:38] ppdet.engine INFO: Epoch: [62] [3400/7329] learning_rate: 0.000100 loss_class: 0.667264 loss_bbox: 0.148422 loss_giou: 0.382333 loss_class_aux: 2.194689 loss_bbox_aux: 0.525366 loss_giou_aux: 1.266407 loss_class_dn: 0.343775 loss_bbox_dn: 0.182068 loss_giou_dn: 0.399471 loss_class_aux_dn: 0.782101 loss_bbox_aux_dn: 0.451049 loss_giou_aux_dn: 0.930052 loss: 8.587044 eta: 5:52:25 batch_cost: 0.3103 data_cost: 0.0007 ips: 12.8913 images/s
[05/13 01:39:46] ppdet.engine INFO: Epoch: [62] [3600/7329] learning_rate: 0.000100 loss_class: 0.700183 loss_bbox: 0.141599 loss_giou: 0.426573 loss_class_aux: 2.200881 loss_bbox_aux: 0.505240 loss_giou_aux: 1.375872 loss_class_dn: 0.355966 loss_bbox_dn: 0.163645 loss_giou_dn: 0.424145 loss_class_aux_dn: 0.804643 loss_bbox_aux_dn: 0.425914 loss_giou_aux_dn: 0.991129 loss: 8.886761 eta: 5:51:25 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1287 images/s
[05/13 01:40:53] ppdet.engine INFO: Epoch: [62] [3800/7329] learning_rate: 0.000100 loss_class: 0.694068 loss_bbox: 0.156986 loss_giou: 0.398191 loss_class_aux: 2.193683 loss_bbox_aux: 0.548290 loss_giou_aux: 1.323414 loss_class_dn: 0.360507 loss_bbox_dn: 0.179506 loss_giou_dn: 0.418005 loss_class_aux_dn: 0.816115 loss_bbox_aux_dn: 0.467513 loss_giou_aux_dn: 0.999756 loss: 9.230108 eta: 5:50:24 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1665 images/s
[05/13 01:42:02] ppdet.engine INFO: Epoch: [62] [4000/7329] learning_rate: 0.000100 loss_class: 0.675650 loss_bbox: 0.143932 loss_giou: 0.413217 loss_class_aux: 2.105903 loss_bbox_aux: 0.492715 loss_giou_aux: 1.385948 loss_class_dn: 0.364301 loss_bbox_dn: 0.154167 loss_giou_dn: 0.407869 loss_class_aux_dn: 0.803748 loss_bbox_aux_dn: 0.395774 loss_giou_aux_dn: 0.983753 loss: 8.818932 eta: 5:49:24 batch_cost: 0.3054 data_cost: 0.0008 ips: 13.0986 images/s
[05/13 01:43:10] ppdet.engine INFO: Epoch: [62] [4200/7329] learning_rate: 0.000100 loss_class: 0.643020 loss_bbox: 0.144748 loss_giou: 0.418213 loss_class_aux: 2.073896 loss_bbox_aux: 0.506274 loss_giou_aux: 1.401502 loss_class_dn: 0.353050 loss_bbox_dn: 0.170222 loss_giou_dn: 0.419266 loss_class_aux_dn: 0.793048 loss_bbox_aux_dn: 0.435461 loss_giou_aux_dn: 0.996965 loss: 8.646114 eta: 5:48:23 batch_cost: 0.3049 data_cost: 0.0008 ips: 13.1196 images/s
[05/13 01:44:19] ppdet.engine INFO: Epoch: [62] [4400/7329] learning_rate: 0.000100 loss_class: 0.744862 loss_bbox: 0.160325 loss_giou: 0.460688 loss_class_aux: 2.382683 loss_bbox_aux: 0.537870 loss_giou_aux: 1.515359 loss_class_dn: 0.398762 loss_bbox_dn: 0.175261 loss_giou_dn: 0.480737 loss_class_aux_dn: 0.889753 loss_bbox_aux_dn: 0.445862 loss_giou_aux_dn: 1.099629 loss: 9.815441 eta: 5:47:23 batch_cost: 0.3090 data_cost: 0.0008 ips: 12.9440 images/s
[05/13 01:45:27] ppdet.engine INFO: Epoch: [62] [4600/7329] learning_rate: 0.000100 loss_class: 0.660443 loss_bbox: 0.140250 loss_giou: 0.472220 loss_class_aux: 2.074388 loss_bbox_aux: 0.519906 loss_giou_aux: 1.516844 loss_class_dn: 0.342549 loss_bbox_dn: 0.154231 loss_giou_dn: 0.428651 loss_class_aux_dn: 0.761834 loss_bbox_aux_dn: 0.412646 loss_giou_aux_dn: 1.006056 loss: 8.581419 eta: 5:46:23 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0561 images/s
[05/13 01:46:36] ppdet.engine INFO: Epoch: [62] [4800/7329] learning_rate: 0.000100 loss_class: 0.693898 loss_bbox: 0.158431 loss_giou: 0.415843 loss_class_aux: 2.234202 loss_bbox_aux: 0.526899 loss_giou_aux: 1.356056 loss_class_dn: 0.348396 loss_bbox_dn: 0.172989 loss_giou_dn: 0.404378 loss_class_aux_dn: 0.780734 loss_bbox_aux_dn: 0.445791 loss_giou_aux_dn: 0.961005 loss: 8.636278 eta: 5:45:22 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0502 images/s
[05/13 01:47:43] ppdet.engine INFO: Epoch: [62] [5000/7329] learning_rate: 0.000100 loss_class: 0.648242 loss_bbox: 0.154879 loss_giou: 0.382570 loss_class_aux: 2.087502 loss_bbox_aux: 0.523252 loss_giou_aux: 1.259041 loss_class_dn: 0.344544 loss_bbox_dn: 0.172401 loss_giou_dn: 0.373026 loss_class_aux_dn: 0.768124 loss_bbox_aux_dn: 0.447460 loss_giou_aux_dn: 0.912635 loss: 8.491871 eta: 5:44:22 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2240 images/s
[05/13 01:48:51] ppdet.engine INFO: Epoch: [62] [5200/7329] learning_rate: 0.000100 loss_class: 0.676872 loss_bbox: 0.151401 loss_giou: 0.425991 loss_class_aux: 2.167297 loss_bbox_aux: 0.507611 loss_giou_aux: 1.394150 loss_class_dn: 0.362578 loss_bbox_dn: 0.166923 loss_giou_dn: 0.434565 loss_class_aux_dn: 0.832818 loss_bbox_aux_dn: 0.447136 loss_giou_aux_dn: 0.987512 loss: 9.025424 eta: 5:43:21 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1232 images/s
[05/13 01:49:59] ppdet.engine INFO: Epoch: [62] [5400/7329] learning_rate: 0.000100 loss_class: 0.712194 loss_bbox: 0.157006 loss_giou: 0.415123 loss_class_aux: 2.243291 loss_bbox_aux: 0.530609 loss_giou_aux: 1.344476 loss_class_dn: 0.369138 loss_bbox_dn: 0.185318 loss_giou_dn: 0.436997 loss_class_aux_dn: 0.805827 loss_bbox_aux_dn: 0.479976 loss_giou_aux_dn: 1.014492 loss: 9.094391 eta: 5:42:21 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1487 images/s
[05/13 01:51:09] ppdet.engine INFO: Epoch: [62] [5600/7329] learning_rate: 0.000100 loss_class: 0.713924 loss_bbox: 0.156722 loss_giou: 0.448078 loss_class_aux: 2.327854 loss_bbox_aux: 0.532696 loss_giou_aux: 1.475173 loss_class_dn: 0.393013 loss_bbox_dn: 0.187051 loss_giou_dn: 0.443127 loss_class_aux_dn: 0.859559 loss_bbox_aux_dn: 0.491052 loss_giou_aux_dn: 1.050128 loss: 9.310598 eta: 5:41:20 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9699 images/s
[05/13 01:52:17] ppdet.engine INFO: Epoch: [62] [5800/7329] learning_rate: 0.000100 loss_class: 0.647187 loss_bbox: 0.147691 loss_giou: 0.397181 loss_class_aux: 2.075933 loss_bbox_aux: 0.513739 loss_giou_aux: 1.289680 loss_class_dn: 0.332898 loss_bbox_dn: 0.169728 loss_giou_dn: 0.376899 loss_class_aux_dn: 0.756839 loss_bbox_aux_dn: 0.428322 loss_giou_aux_dn: 0.907956 loss: 8.517141 eta: 5:40:20 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0818 images/s
[05/13 01:53:27] ppdet.engine INFO: Epoch: [62] [6000/7329] learning_rate: 0.000100 loss_class: 0.599471 loss_bbox: 0.135544 loss_giou: 0.316437 loss_class_aux: 1.965387 loss_bbox_aux: 0.480113 loss_giou_aux: 1.052708 loss_class_dn: 0.309931 loss_bbox_dn: 0.159317 loss_giou_dn: 0.315426 loss_class_aux_dn: 0.709163 loss_bbox_aux_dn: 0.416394 loss_giou_aux_dn: 0.785738 loss: 7.533512 eta: 5:39:20 batch_cost: 0.3090 data_cost: 0.0008 ips: 12.9438 images/s
[05/13 01:54:35] ppdet.engine INFO: Epoch: [62] [6200/7329] learning_rate: 0.000100 loss_class: 0.661352 loss_bbox: 0.164327 loss_giou: 0.382210 loss_class_aux: 2.144616 loss_bbox_aux: 0.546170 loss_giou_aux: 1.254208 loss_class_dn: 0.359508 loss_bbox_dn: 0.185484 loss_giou_dn: 0.397414 loss_class_aux_dn: 0.796893 loss_bbox_aux_dn: 0.454608 loss_giou_aux_dn: 0.949365 loss: 8.840122 eta: 5:38:19 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0257 images/s
[05/13 01:55:45] ppdet.engine INFO: Epoch: [62] [6400/7329] learning_rate: 0.000100 loss_class: 0.696729 loss_bbox: 0.157990 loss_giou: 0.418974 loss_class_aux: 2.307871 loss_bbox_aux: 0.522461 loss_giou_aux: 1.374902 loss_class_dn: 0.343694 loss_bbox_dn: 0.168367 loss_giou_dn: 0.404277 loss_class_aux_dn: 0.790296 loss_bbox_aux_dn: 0.449777 loss_giou_aux_dn: 0.969514 loss: 8.732273 eta: 5:37:19 batch_cost: 0.3092 data_cost: 0.0008 ips: 12.9348 images/s
[05/13 01:56:53] ppdet.engine INFO: Epoch: [62] [6600/7329] learning_rate: 0.000100 loss_class: 0.676335 loss_bbox: 0.148132 loss_giou: 0.395455 loss_class_aux: 2.097834 loss_bbox_aux: 0.497609 loss_giou_aux: 1.321818 loss_class_dn: 0.353247 loss_bbox_dn: 0.165715 loss_giou_dn: 0.394663 loss_class_aux_dn: 0.772716 loss_bbox_aux_dn: 0.423732 loss_giou_aux_dn: 0.904927 loss: 8.809881 eta: 5:36:19 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9975 images/s
[05/13 01:58:01] ppdet.engine INFO: Epoch: [62] [6800/7329] learning_rate: 0.000100 loss_class: 0.667595 loss_bbox: 0.145191 loss_giou: 0.417993 loss_class_aux: 2.137012 loss_bbox_aux: 0.527800 loss_giou_aux: 1.384618 loss_class_dn: 0.355573 loss_bbox_dn: 0.171658 loss_giou_dn: 0.402942 loss_class_aux_dn: 0.790702 loss_bbox_aux_dn: 0.442824 loss_giou_aux_dn: 0.939476 loss: 8.546122 eta: 5:35:18 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2035 images/s
[05/13 01:59:09] ppdet.engine INFO: Epoch: [62] [7000/7329] learning_rate: 0.000100 loss_class: 0.677890 loss_bbox: 0.159833 loss_giou: 0.453384 loss_class_aux: 2.160403 loss_bbox_aux: 0.541437 loss_giou_aux: 1.557718 loss_class_dn: 0.374121 loss_bbox_dn: 0.183824 loss_giou_dn: 0.462239 loss_class_aux_dn: 0.811607 loss_bbox_aux_dn: 0.455715 loss_giou_aux_dn: 1.075092 loss: 9.052025 eta: 5:34:18 batch_cost: 0.3025 data_cost: 0.0008 ips: 13.2215 images/s
[05/13 02:00:17] ppdet.engine INFO: Epoch: [62] [7200/7329] learning_rate: 0.000100 loss_class: 0.696327 loss_bbox: 0.156810 loss_giou: 0.438986 loss_class_aux: 2.284815 loss_bbox_aux: 0.529654 loss_giou_aux: 1.395739 loss_class_dn: 0.370597 loss_bbox_dn: 0.171151 loss_giou_dn: 0.399200 loss_class_aux_dn: 0.824437 loss_bbox_aux_dn: 0.440784 loss_giou_aux_dn: 0.984695 loss: 9.108852 eta: 5:33:17 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1903 images/s
[05/13 02:01:03] ppdet.engine INFO: Eval iter: 0
[05/13 02:01:09] ppdet.engine INFO: Eval iter: 100
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[05/13 02:01:26] ppdet.engine INFO: Eval iter: 400
[05/13 02:01:32] ppdet.engine INFO: Eval iter: 500
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[05/13 02:01:44] ppdet.engine INFO: Eval iter: 700
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[05/13 02:01:55] ppdet.engine INFO: Eval iter: 900
[05/13 02:02:02] ppdet.engine INFO: Eval iter: 1000
[05/13 02:02:08] ppdet.engine INFO: Eval iter: 1100
[05/13 02:02:14] ppdet.engine INFO: Eval iter: 1200
[05/13 02:02:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=0.48s)
creating index...
index created!
[05/13 02:02:39] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=15.27s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=101.94s).
Accumulating evaluation results...
DONE (t=24.90s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.462
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.634
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.499
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.283
 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 ] = 0.624
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.362
 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 ] = 0.490
 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
[05/13 02:05:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.98923515976557
[05/13 02:05:05] ppdet.engine INFO: Best test bbox ap is 0.462.
[05/13 02:05:07] ppdet.engine INFO: Epoch: [63] [   0/7329] learning_rate: 0.000100 loss_class: 0.662949 loss_bbox: 0.146869 loss_giou: 0.418149 loss_class_aux: 2.133499 loss_bbox_aux: 0.510889 loss_giou_aux: 1.329500 loss_class_dn: 0.345168 loss_bbox_dn: 0.169321 loss_giou_dn: 0.381896 loss_class_aux_dn: 0.778942 loss_bbox_aux_dn: 0.437040 loss_giou_aux_dn: 0.907378 loss: 8.169659 eta: 5:32:38 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0766 images/s
[05/13 02:06:16] ppdet.engine INFO: Epoch: [63] [ 200/7329] learning_rate: 0.000100 loss_class: 0.687771 loss_bbox: 0.163163 loss_giou: 0.423965 loss_class_aux: 2.181973 loss_bbox_aux: 0.544688 loss_giou_aux: 1.389326 loss_class_dn: 0.366710 loss_bbox_dn: 0.186267 loss_giou_dn: 0.407261 loss_class_aux_dn: 0.812913 loss_bbox_aux_dn: 0.487838 loss_giou_aux_dn: 0.950614 loss: 8.637477 eta: 5:31:38 batch_cost: 0.3055 data_cost: 0.0008 ips: 13.0945 images/s
[05/13 02:07:24] ppdet.engine INFO: Epoch: [63] [ 400/7329] learning_rate: 0.000100 loss_class: 0.693629 loss_bbox: 0.151883 loss_giou: 0.409582 loss_class_aux: 2.205154 loss_bbox_aux: 0.527772 loss_giou_aux: 1.331494 loss_class_dn: 0.354149 loss_bbox_dn: 0.184707 loss_giou_dn: 0.397765 loss_class_aux_dn: 0.783558 loss_bbox_aux_dn: 0.462507 loss_giou_aux_dn: 0.945054 loss: 8.748291 eta: 5:30:37 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0238 images/s
[05/13 02:08:32] ppdet.engine INFO: Epoch: [63] [ 600/7329] learning_rate: 0.000100 loss_class: 0.658657 loss_bbox: 0.154961 loss_giou: 0.393522 loss_class_aux: 2.082123 loss_bbox_aux: 0.521613 loss_giou_aux: 1.331018 loss_class_dn: 0.344407 loss_bbox_dn: 0.172881 loss_giou_dn: 0.367406 loss_class_aux_dn: 0.769362 loss_bbox_aux_dn: 0.449755 loss_giou_aux_dn: 0.911408 loss: 8.610188 eta: 5:29:37 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1866 images/s
[05/13 02:09:41] ppdet.engine INFO: Epoch: [63] [ 800/7329] learning_rate: 0.000100 loss_class: 0.728292 loss_bbox: 0.151714 loss_giou: 0.434159 loss_class_aux: 2.316128 loss_bbox_aux: 0.536509 loss_giou_aux: 1.413508 loss_class_dn: 0.382482 loss_bbox_dn: 0.192164 loss_giou_dn: 0.443126 loss_class_aux_dn: 0.849547 loss_bbox_aux_dn: 0.492047 loss_giou_aux_dn: 1.048443 loss: 9.378653 eta: 5:28:36 batch_cost: 0.3068 data_cost: 0.0008 ips: 13.0383 images/s
[05/13 02:10:47] ppdet.engine INFO: Epoch: [63] [1000/7329] learning_rate: 0.000100 loss_class: 0.691017 loss_bbox: 0.148267 loss_giou: 0.423655 loss_class_aux: 2.157150 loss_bbox_aux: 0.494039 loss_giou_aux: 1.372488 loss_class_dn: 0.372995 loss_bbox_dn: 0.172024 loss_giou_dn: 0.425341 loss_class_aux_dn: 0.812866 loss_bbox_aux_dn: 0.435163 loss_giou_aux_dn: 0.996275 loss: 9.191484 eta: 5:27:36 batch_cost: 0.2969 data_cost: 0.0007 ips: 13.4727 images/s
[05/13 02:11:55] ppdet.engine INFO: Epoch: [63] [1200/7329] learning_rate: 0.000100 loss_class: 0.648259 loss_bbox: 0.153523 loss_giou: 0.388399 loss_class_aux: 2.082395 loss_bbox_aux: 0.507341 loss_giou_aux: 1.300010 loss_class_dn: 0.351626 loss_bbox_dn: 0.172969 loss_giou_dn: 0.399327 loss_class_aux_dn: 0.789565 loss_bbox_aux_dn: 0.438024 loss_giou_aux_dn: 0.956506 loss: 8.445328 eta: 5:26:35 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1296 images/s
[05/13 02:13:03] ppdet.engine INFO: Epoch: [63] [1400/7329] learning_rate: 0.000100 loss_class: 0.632721 loss_bbox: 0.154972 loss_giou: 0.380235 loss_class_aux: 2.093874 loss_bbox_aux: 0.512614 loss_giou_aux: 1.233503 loss_class_dn: 0.348480 loss_bbox_dn: 0.178785 loss_giou_dn: 0.391999 loss_class_aux_dn: 0.784608 loss_bbox_aux_dn: 0.455466 loss_giou_aux_dn: 0.920713 loss: 8.302405 eta: 5:25:35 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2595 images/s
[05/13 02:14:10] ppdet.engine INFO: Epoch: [63] [1600/7329] learning_rate: 0.000100 loss_class: 0.638480 loss_bbox: 0.156471 loss_giou: 0.417602 loss_class_aux: 2.103303 loss_bbox_aux: 0.543544 loss_giou_aux: 1.359405 loss_class_dn: 0.350397 loss_bbox_dn: 0.173839 loss_giou_dn: 0.423351 loss_class_aux_dn: 0.784317 loss_bbox_aux_dn: 0.444164 loss_giou_aux_dn: 0.994843 loss: 8.665133 eta: 5:24:34 batch_cost: 0.2981 data_cost: 0.0008 ips: 13.4197 images/s
[05/13 02:15:17] ppdet.engine INFO: Epoch: [63] [1800/7329] learning_rate: 0.000100 loss_class: 0.648032 loss_bbox: 0.130093 loss_giou: 0.372732 loss_class_aux: 2.058819 loss_bbox_aux: 0.441121 loss_giou_aux: 1.226639 loss_class_dn: 0.350963 loss_bbox_dn: 0.148931 loss_giou_dn: 0.375976 loss_class_aux_dn: 0.784963 loss_bbox_aux_dn: 0.384600 loss_giou_aux_dn: 0.882261 loss: 8.343678 eta: 5:23:33 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2522 images/s
[05/13 02:16:24] ppdet.engine INFO: Epoch: [63] [2000/7329] learning_rate: 0.000100 loss_class: 0.657991 loss_bbox: 0.144214 loss_giou: 0.403433 loss_class_aux: 2.069967 loss_bbox_aux: 0.492884 loss_giou_aux: 1.287511 loss_class_dn: 0.334351 loss_bbox_dn: 0.153226 loss_giou_dn: 0.402858 loss_class_aux_dn: 0.731520 loss_bbox_aux_dn: 0.399274 loss_giou_aux_dn: 0.936262 loss: 8.492731 eta: 5:22:33 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2741 images/s
[05/13 02:17:31] ppdet.engine INFO: Epoch: [63] [2200/7329] learning_rate: 0.000100 loss_class: 0.650890 loss_bbox: 0.154782 loss_giou: 0.401285 loss_class_aux: 2.034683 loss_bbox_aux: 0.524752 loss_giou_aux: 1.333736 loss_class_dn: 0.362476 loss_bbox_dn: 0.168863 loss_giou_dn: 0.411379 loss_class_aux_dn: 0.808526 loss_bbox_aux_dn: 0.433690 loss_giou_aux_dn: 0.987769 loss: 8.610110 eta: 5:21:32 batch_cost: 0.2980 data_cost: 0.0006 ips: 13.4240 images/s
[05/13 02:18:36] ppdet.engine INFO: Epoch: [63] [2400/7329] learning_rate: 0.000100 loss_class: 0.600485 loss_bbox: 0.140471 loss_giou: 0.407056 loss_class_aux: 1.908386 loss_bbox_aux: 0.480006 loss_giou_aux: 1.339118 loss_class_dn: 0.338496 loss_bbox_dn: 0.165206 loss_giou_dn: 0.376318 loss_class_aux_dn: 0.762209 loss_bbox_aux_dn: 0.423587 loss_giou_aux_dn: 0.900526 loss: 8.235342 eta: 5:20:32 batch_cost: 0.2936 data_cost: 0.0006 ips: 13.6222 images/s
[05/13 02:19:40] ppdet.engine INFO: Epoch: [63] [2600/7329] learning_rate: 0.000100 loss_class: 0.679447 loss_bbox: 0.153594 loss_giou: 0.391606 loss_class_aux: 2.159889 loss_bbox_aux: 0.530803 loss_giou_aux: 1.276618 loss_class_dn: 0.351837 loss_bbox_dn: 0.188005 loss_giou_dn: 0.396893 loss_class_aux_dn: 0.793211 loss_bbox_aux_dn: 0.477277 loss_giou_aux_dn: 0.943252 loss: 8.596482 eta: 5:19:31 batch_cost: 0.2860 data_cost: 0.0007 ips: 13.9879 images/s
[05/13 02:20:45] ppdet.engine INFO: Epoch: [63] [2800/7329] learning_rate: 0.000100 loss_class: 0.702321 loss_bbox: 0.155205 loss_giou: 0.447364 loss_class_aux: 2.220488 loss_bbox_aux: 0.538008 loss_giou_aux: 1.483313 loss_class_dn: 0.370928 loss_bbox_dn: 0.165110 loss_giou_dn: 0.441853 loss_class_aux_dn: 0.814385 loss_bbox_aux_dn: 0.426255 loss_giou_aux_dn: 1.005936 loss: 8.985838 eta: 5:18:30 batch_cost: 0.2915 data_cost: 0.0007 ips: 13.7232 images/s
[05/13 02:21:53] ppdet.engine INFO: Epoch: [63] [3000/7329] learning_rate: 0.000100 loss_class: 0.693892 loss_bbox: 0.158933 loss_giou: 0.494389 loss_class_aux: 2.195588 loss_bbox_aux: 0.516910 loss_giou_aux: 1.575452 loss_class_dn: 0.382354 loss_bbox_dn: 0.178782 loss_giou_dn: 0.467608 loss_class_aux_dn: 0.844657 loss_bbox_aux_dn: 0.445313 loss_giou_aux_dn: 1.095935 loss: 9.175690 eta: 5:17:29 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0933 images/s
[05/13 02:23:00] ppdet.engine INFO: Epoch: [63] [3200/7329] learning_rate: 0.000100 loss_class: 0.631271 loss_bbox: 0.140223 loss_giou: 0.378631 loss_class_aux: 2.009838 loss_bbox_aux: 0.496965 loss_giou_aux: 1.286619 loss_class_dn: 0.337859 loss_bbox_dn: 0.158664 loss_giou_dn: 0.385694 loss_class_aux_dn: 0.753862 loss_bbox_aux_dn: 0.398036 loss_giou_aux_dn: 0.928701 loss: 8.504587 eta: 5:16:29 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3778 images/s
[05/13 02:24:07] ppdet.engine INFO: Epoch: [63] [3400/7329] learning_rate: 0.000100 loss_class: 0.680431 loss_bbox: 0.147463 loss_giou: 0.381671 loss_class_aux: 2.203903 loss_bbox_aux: 0.523063 loss_giou_aux: 1.327265 loss_class_dn: 0.357847 loss_bbox_dn: 0.160619 loss_giou_dn: 0.398598 loss_class_aux_dn: 0.805798 loss_bbox_aux_dn: 0.424452 loss_giou_aux_dn: 0.962481 loss: 8.645292 eta: 5:15:28 batch_cost: 0.3003 data_cost: 0.0008 ips: 13.3214 images/s
[05/13 02:25:14] ppdet.engine INFO: Epoch: [63] [3600/7329] learning_rate: 0.000100 loss_class: 0.660255 loss_bbox: 0.152131 loss_giou: 0.379205 loss_class_aux: 2.112691 loss_bbox_aux: 0.525785 loss_giou_aux: 1.251673 loss_class_dn: 0.358162 loss_bbox_dn: 0.175798 loss_giou_dn: 0.390066 loss_class_aux_dn: 0.814874 loss_bbox_aux_dn: 0.453322 loss_giou_aux_dn: 0.942196 loss: 8.839775 eta: 5:14:28 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3102 images/s
[05/13 02:26:22] ppdet.engine INFO: Epoch: [63] [3800/7329] learning_rate: 0.000100 loss_class: 0.634895 loss_bbox: 0.144190 loss_giou: 0.376701 loss_class_aux: 2.032438 loss_bbox_aux: 0.481992 loss_giou_aux: 1.244080 loss_class_dn: 0.327312 loss_bbox_dn: 0.165517 loss_giou_dn: 0.370475 loss_class_aux_dn: 0.735536 loss_bbox_aux_dn: 0.417126 loss_giou_aux_dn: 0.892330 loss: 8.031914 eta: 5:13:27 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3863 images/s
[05/13 02:27:29] ppdet.engine INFO: Epoch: [63] [4000/7329] learning_rate: 0.000100 loss_class: 0.697995 loss_bbox: 0.156961 loss_giou: 0.458864 loss_class_aux: 2.182044 loss_bbox_aux: 0.550933 loss_giou_aux: 1.495807 loss_class_dn: 0.378449 loss_bbox_dn: 0.166786 loss_giou_dn: 0.438070 loss_class_aux_dn: 0.831648 loss_bbox_aux_dn: 0.437515 loss_giou_aux_dn: 1.029536 loss: 9.197264 eta: 5:12:26 batch_cost: 0.2996 data_cost: 0.0007 ips: 13.3496 images/s
[05/13 02:28:36] ppdet.engine INFO: Epoch: [63] [4200/7329] learning_rate: 0.000100 loss_class: 0.760940 loss_bbox: 0.155033 loss_giou: 0.444564 loss_class_aux: 2.400294 loss_bbox_aux: 0.524311 loss_giou_aux: 1.516898 loss_class_dn: 0.394489 loss_bbox_dn: 0.177442 loss_giou_dn: 0.447254 loss_class_aux_dn: 0.888259 loss_bbox_aux_dn: 0.454247 loss_giou_aux_dn: 1.045747 loss: 9.653617 eta: 5:11:26 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3425 images/s
[05/13 02:29:43] ppdet.engine INFO: Epoch: [63] [4400/7329] learning_rate: 0.000100 loss_class: 0.741340 loss_bbox: 0.157862 loss_giou: 0.445474 loss_class_aux: 2.342494 loss_bbox_aux: 0.529404 loss_giou_aux: 1.457827 loss_class_dn: 0.382841 loss_bbox_dn: 0.176764 loss_giou_dn: 0.434905 loss_class_aux_dn: 0.850638 loss_bbox_aux_dn: 0.450383 loss_giou_aux_dn: 1.020288 loss: 9.493281 eta: 5:10:25 batch_cost: 0.3008 data_cost: 0.0008 ips: 13.2962 images/s
[05/13 02:30:51] ppdet.engine INFO: Epoch: [63] [4600/7329] learning_rate: 0.000100 loss_class: 0.682078 loss_bbox: 0.154645 loss_giou: 0.477751 loss_class_aux: 2.175809 loss_bbox_aux: 0.548591 loss_giou_aux: 1.564571 loss_class_dn: 0.374012 loss_bbox_dn: 0.165363 loss_giou_dn: 0.458021 loss_class_aux_dn: 0.842758 loss_bbox_aux_dn: 0.433984 loss_giou_aux_dn: 1.080684 loss: 8.944986 eta: 5:09:25 batch_cost: 0.3002 data_cost: 0.0008 ips: 13.3240 images/s
[05/13 02:31:59] ppdet.engine INFO: Epoch: [63] [4800/7329] learning_rate: 0.000100 loss_class: 0.655935 loss_bbox: 0.150635 loss_giou: 0.446507 loss_class_aux: 2.066044 loss_bbox_aux: 0.529778 loss_giou_aux: 1.408167 loss_class_dn: 0.322663 loss_bbox_dn: 0.179080 loss_giou_dn: 0.405635 loss_class_aux_dn: 0.735441 loss_bbox_aux_dn: 0.481248 loss_giou_aux_dn: 0.930665 loss: 8.552935 eta: 5:08:24 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1275 images/s
[05/13 02:33:06] ppdet.engine INFO: Epoch: [63] [5000/7329] learning_rate: 0.000100 loss_class: 0.662306 loss_bbox: 0.147465 loss_giou: 0.413345 loss_class_aux: 2.095384 loss_bbox_aux: 0.499596 loss_giou_aux: 1.356491 loss_class_dn: 0.345488 loss_bbox_dn: 0.158749 loss_giou_dn: 0.389770 loss_class_aux_dn: 0.772965 loss_bbox_aux_dn: 0.412559 loss_giou_aux_dn: 0.940504 loss: 8.851891 eta: 5:07:24 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1848 images/s
[05/13 02:34:14] ppdet.engine INFO: Epoch: [63] [5200/7329] learning_rate: 0.000100 loss_class: 0.685019 loss_bbox: 0.150493 loss_giou: 0.434838 loss_class_aux: 2.184587 loss_bbox_aux: 0.530226 loss_giou_aux: 1.435145 loss_class_dn: 0.372697 loss_bbox_dn: 0.170927 loss_giou_dn: 0.403429 loss_class_aux_dn: 0.806290 loss_bbox_aux_dn: 0.438813 loss_giou_aux_dn: 0.966337 loss: 8.993775 eta: 5:06:23 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1835 images/s
[05/13 02:35:22] ppdet.engine INFO: Epoch: [63] [5400/7329] learning_rate: 0.000100 loss_class: 0.639610 loss_bbox: 0.145799 loss_giou: 0.392341 loss_class_aux: 2.017666 loss_bbox_aux: 0.518233 loss_giou_aux: 1.271120 loss_class_dn: 0.332267 loss_bbox_dn: 0.163549 loss_giou_dn: 0.381278 loss_class_aux_dn: 0.734950 loss_bbox_aux_dn: 0.427141 loss_giou_aux_dn: 0.891127 loss: 8.336019 eta: 5:05:23 batch_cost: 0.3021 data_cost: 0.0008 ips: 13.2408 images/s
[05/13 02:36:30] ppdet.engine INFO: Epoch: [63] [5600/7329] learning_rate: 0.000100 loss_class: 0.702137 loss_bbox: 0.150982 loss_giou: 0.427561 loss_class_aux: 2.212972 loss_bbox_aux: 0.515427 loss_giou_aux: 1.423075 loss_class_dn: 0.356640 loss_bbox_dn: 0.158834 loss_giou_dn: 0.423090 loss_class_aux_dn: 0.798930 loss_bbox_aux_dn: 0.417235 loss_giou_aux_dn: 1.002834 loss: 9.115574 eta: 5:04:22 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1457 images/s
[05/13 02:37:38] ppdet.engine INFO: Epoch: [63] [5800/7329] learning_rate: 0.000100 loss_class: 0.698669 loss_bbox: 0.137098 loss_giou: 0.470782 loss_class_aux: 2.193822 loss_bbox_aux: 0.466088 loss_giou_aux: 1.543885 loss_class_dn: 0.359557 loss_bbox_dn: 0.158947 loss_giou_dn: 0.441018 loss_class_aux_dn: 0.786608 loss_bbox_aux_dn: 0.416268 loss_giou_aux_dn: 1.029731 loss: 8.710614 eta: 5:03:22 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1471 images/s
[05/13 02:38:45] ppdet.engine INFO: Epoch: [63] [6000/7329] learning_rate: 0.000100 loss_class: 0.747160 loss_bbox: 0.171697 loss_giou: 0.453610 loss_class_aux: 2.336754 loss_bbox_aux: 0.574115 loss_giou_aux: 1.503212 loss_class_dn: 0.386209 loss_bbox_dn: 0.202139 loss_giou_dn: 0.446085 loss_class_aux_dn: 0.848084 loss_bbox_aux_dn: 0.518460 loss_giou_aux_dn: 1.041852 loss: 9.264585 eta: 5:02:21 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1271 images/s
[05/13 02:39:53] ppdet.engine INFO: Epoch: [63] [6200/7329] learning_rate: 0.000100 loss_class: 0.605623 loss_bbox: 0.139836 loss_giou: 0.339135 loss_class_aux: 1.901904 loss_bbox_aux: 0.476663 loss_giou_aux: 1.118219 loss_class_dn: 0.317079 loss_bbox_dn: 0.166115 loss_giou_dn: 0.344462 loss_class_aux_dn: 0.711431 loss_bbox_aux_dn: 0.442354 loss_giou_aux_dn: 0.815355 loss: 7.831618 eta: 5:01:21 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2937 images/s
[05/13 02:41:01] ppdet.engine INFO: Epoch: [63] [6400/7329] learning_rate: 0.000100 loss_class: 0.697401 loss_bbox: 0.152151 loss_giou: 0.445440 loss_class_aux: 2.197891 loss_bbox_aux: 0.534163 loss_giou_aux: 1.410777 loss_class_dn: 0.365163 loss_bbox_dn: 0.178523 loss_giou_dn: 0.423407 loss_class_aux_dn: 0.804114 loss_bbox_aux_dn: 0.456487 loss_giou_aux_dn: 0.972270 loss: 8.763466 eta: 5:00:20 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0793 images/s
[05/13 02:42:09] ppdet.engine INFO: Epoch: [63] [6600/7329] learning_rate: 0.000100 loss_class: 0.740983 loss_bbox: 0.160321 loss_giou: 0.454481 loss_class_aux: 2.390715 loss_bbox_aux: 0.552294 loss_giou_aux: 1.526724 loss_class_dn: 0.372731 loss_bbox_dn: 0.190139 loss_giou_dn: 0.452301 loss_class_aux_dn: 0.829543 loss_bbox_aux_dn: 0.470493 loss_giou_aux_dn: 1.093657 loss: 9.359966 eta: 4:59:20 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1001 images/s
[05/13 02:43:17] ppdet.engine INFO: Epoch: [63] [6800/7329] learning_rate: 0.000100 loss_class: 0.730859 loss_bbox: 0.161047 loss_giou: 0.438868 loss_class_aux: 2.264642 loss_bbox_aux: 0.525997 loss_giou_aux: 1.481147 loss_class_dn: 0.366828 loss_bbox_dn: 0.179462 loss_giou_dn: 0.426158 loss_class_aux_dn: 0.802096 loss_bbox_aux_dn: 0.469940 loss_giou_aux_dn: 1.023156 loss: 9.125401 eta: 4:58:19 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2591 images/s
[05/13 02:44:24] ppdet.engine INFO: Epoch: [63] [7000/7329] learning_rate: 0.000100 loss_class: 0.699924 loss_bbox: 0.157598 loss_giou: 0.463869 loss_class_aux: 2.304561 loss_bbox_aux: 0.529016 loss_giou_aux: 1.518681 loss_class_dn: 0.365678 loss_bbox_dn: 0.174298 loss_giou_dn: 0.442419 loss_class_aux_dn: 0.805149 loss_bbox_aux_dn: 0.444017 loss_giou_aux_dn: 1.026673 loss: 9.313253 eta: 4:57:19 batch_cost: 0.3011 data_cost: 0.0007 ips: 13.2835 images/s
[05/13 02:45:31] ppdet.engine INFO: Epoch: [63] [7200/7329] learning_rate: 0.000100 loss_class: 0.678585 loss_bbox: 0.155915 loss_giou: 0.405661 loss_class_aux: 2.181231 loss_bbox_aux: 0.514313 loss_giou_aux: 1.353307 loss_class_dn: 0.348439 loss_bbox_dn: 0.178522 loss_giou_dn: 0.396832 loss_class_aux_dn: 0.761937 loss_bbox_aux_dn: 0.457354 loss_giou_aux_dn: 0.926930 loss: 8.766933 eta: 4:56:18 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2705 images/s
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[05/13 02:47:18] ppdet.engine INFO: Eval iter: 1000
[05/13 02:47:25] ppdet.engine INFO: Eval iter: 1100
[05/13 02:47:31] ppdet.engine INFO: Eval iter: 1200
[05/13 02:47:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.54s)
creating index...
index created!
[05/13 02:47:56] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.79s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.31s).
Accumulating evaluation results...
DONE (t=25.16s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.463
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.635
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.500
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.284
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.495
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.625
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.362
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.615
 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 ] = 0.491
 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
[05/13 02:50:17] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.88453814950408
[05/13 02:50:17] ppdet.engine INFO: Best test bbox ap is 0.463.
[05/13 02:50:19] ppdet.engine INFO: Epoch: [64] [   0/7329] learning_rate: 0.000100 loss_class: 0.642134 loss_bbox: 0.155336 loss_giou: 0.386128 loss_class_aux: 2.127748 loss_bbox_aux: 0.529503 loss_giou_aux: 1.243929 loss_class_dn: 0.344534 loss_bbox_dn: 0.175196 loss_giou_dn: 0.373191 loss_class_aux_dn: 0.764642 loss_bbox_aux_dn: 0.442499 loss_giou_aux_dn: 0.892625 loss: 8.334893 eta: 4:55:39 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1725 images/s
[05/13 02:51:28] ppdet.engine INFO: Epoch: [64] [ 200/7329] learning_rate: 0.000100 loss_class: 0.721265 loss_bbox: 0.160951 loss_giou: 0.393041 loss_class_aux: 2.265383 loss_bbox_aux: 0.542527 loss_giou_aux: 1.342452 loss_class_dn: 0.353482 loss_bbox_dn: 0.168881 loss_giou_dn: 0.411268 loss_class_aux_dn: 0.825523 loss_bbox_aux_dn: 0.448471 loss_giou_aux_dn: 0.992325 loss: 8.914030 eta: 4:54:39 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1173 images/s
[05/13 02:52:36] ppdet.engine INFO: Epoch: [64] [ 400/7329] learning_rate: 0.000100 loss_class: 0.676987 loss_bbox: 0.147039 loss_giou: 0.421871 loss_class_aux: 2.132162 loss_bbox_aux: 0.533217 loss_giou_aux: 1.407220 loss_class_dn: 0.367592 loss_bbox_dn: 0.172515 loss_giou_dn: 0.411227 loss_class_aux_dn: 0.816962 loss_bbox_aux_dn: 0.465929 loss_giou_aux_dn: 0.991617 loss: 8.649931 eta: 4:53:38 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2745 images/s
[05/13 02:53:44] ppdet.engine INFO: Epoch: [64] [ 600/7329] learning_rate: 0.000100 loss_class: 0.699779 loss_bbox: 0.153648 loss_giou: 0.424459 loss_class_aux: 2.219841 loss_bbox_aux: 0.530006 loss_giou_aux: 1.370548 loss_class_dn: 0.356529 loss_bbox_dn: 0.174147 loss_giou_dn: 0.421110 loss_class_aux_dn: 0.798970 loss_bbox_aux_dn: 0.452133 loss_giou_aux_dn: 1.008679 loss: 8.680470 eta: 4:52:38 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1550 images/s
[05/13 02:54:51] ppdet.engine INFO: Epoch: [64] [ 800/7329] learning_rate: 0.000100 loss_class: 0.654553 loss_bbox: 0.135357 loss_giou: 0.380232 loss_class_aux: 2.140922 loss_bbox_aux: 0.491260 loss_giou_aux: 1.269787 loss_class_dn: 0.358102 loss_bbox_dn: 0.175627 loss_giou_dn: 0.392559 loss_class_aux_dn: 0.799988 loss_bbox_aux_dn: 0.449382 loss_giou_aux_dn: 0.949340 loss: 8.323530 eta: 4:51:37 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1522 images/s
[05/13 02:55:59] ppdet.engine INFO: Epoch: [64] [1000/7329] learning_rate: 0.000100 loss_class: 0.676131 loss_bbox: 0.147540 loss_giou: 0.405316 loss_class_aux: 2.199782 loss_bbox_aux: 0.516769 loss_giou_aux: 1.364372 loss_class_dn: 0.353440 loss_bbox_dn: 0.168698 loss_giou_dn: 0.429642 loss_class_aux_dn: 0.803551 loss_bbox_aux_dn: 0.427210 loss_giou_aux_dn: 0.990158 loss: 8.553728 eta: 4:50:37 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1500 images/s
[05/13 02:57:06] ppdet.engine INFO: Epoch: [64] [1200/7329] learning_rate: 0.000100 loss_class: 0.641431 loss_bbox: 0.137041 loss_giou: 0.386381 loss_class_aux: 2.101771 loss_bbox_aux: 0.471268 loss_giou_aux: 1.275186 loss_class_dn: 0.334326 loss_bbox_dn: 0.162404 loss_giou_dn: 0.367406 loss_class_aux_dn: 0.750876 loss_bbox_aux_dn: 0.425903 loss_giou_aux_dn: 0.882165 loss: 8.251968 eta: 4:49:36 batch_cost: 0.2995 data_cost: 0.0007 ips: 13.3561 images/s
[05/13 02:58:14] ppdet.engine INFO: Epoch: [64] [1400/7329] learning_rate: 0.000100 loss_class: 0.689498 loss_bbox: 0.175259 loss_giou: 0.432217 loss_class_aux: 2.152111 loss_bbox_aux: 0.578205 loss_giou_aux: 1.426651 loss_class_dn: 0.363380 loss_bbox_dn: 0.181991 loss_giou_dn: 0.431062 loss_class_aux_dn: 0.806997 loss_bbox_aux_dn: 0.467283 loss_giou_aux_dn: 1.016266 loss: 9.050053 eta: 4:48:36 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2196 images/s
[05/13 02:59:22] ppdet.engine INFO: Epoch: [64] [1600/7329] learning_rate: 0.000100 loss_class: 0.693857 loss_bbox: 0.153184 loss_giou: 0.377666 loss_class_aux: 2.180418 loss_bbox_aux: 0.533653 loss_giou_aux: 1.253620 loss_class_dn: 0.338151 loss_bbox_dn: 0.175421 loss_giou_dn: 0.375597 loss_class_aux_dn: 0.767256 loss_bbox_aux_dn: 0.466707 loss_giou_aux_dn: 0.883908 loss: 8.276505 eta: 4:47:35 batch_cost: 0.3049 data_cost: 0.0008 ips: 13.1192 images/s
[05/13 03:00:29] ppdet.engine INFO: Epoch: [64] [1800/7329] learning_rate: 0.000100 loss_class: 0.636581 loss_bbox: 0.142452 loss_giou: 0.367691 loss_class_aux: 1.988188 loss_bbox_aux: 0.508999 loss_giou_aux: 1.239254 loss_class_dn: 0.320715 loss_bbox_dn: 0.175946 loss_giou_dn: 0.389060 loss_class_aux_dn: 0.711202 loss_bbox_aux_dn: 0.439563 loss_giou_aux_dn: 0.919183 loss: 7.956554 eta: 4:46:35 batch_cost: 0.2997 data_cost: 0.0007 ips: 13.3467 images/s
[05/13 03:01:37] ppdet.engine INFO: Epoch: [64] [2000/7329] learning_rate: 0.000100 loss_class: 0.671601 loss_bbox: 0.140496 loss_giou: 0.436847 loss_class_aux: 2.135270 loss_bbox_aux: 0.512279 loss_giou_aux: 1.396149 loss_class_dn: 0.353237 loss_bbox_dn: 0.167819 loss_giou_dn: 0.409095 loss_class_aux_dn: 0.801548 loss_bbox_aux_dn: 0.455757 loss_giou_aux_dn: 0.977777 loss: 8.814933 eta: 4:45:34 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2105 images/s
[05/13 03:02:44] ppdet.engine INFO: Epoch: [64] [2200/7329] learning_rate: 0.000100 loss_class: 0.632813 loss_bbox: 0.157595 loss_giou: 0.383422 loss_class_aux: 2.025656 loss_bbox_aux: 0.524933 loss_giou_aux: 1.322486 loss_class_dn: 0.342073 loss_bbox_dn: 0.184197 loss_giou_dn: 0.387259 loss_class_aux_dn: 0.746811 loss_bbox_aux_dn: 0.479537 loss_giou_aux_dn: 0.910259 loss: 8.573792 eta: 4:44:34 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2218 images/s
[05/13 03:03:52] ppdet.engine INFO: Epoch: [64] [2400/7329] learning_rate: 0.000100 loss_class: 0.700454 loss_bbox: 0.144592 loss_giou: 0.443860 loss_class_aux: 2.195137 loss_bbox_aux: 0.478671 loss_giou_aux: 1.440914 loss_class_dn: 0.374055 loss_bbox_dn: 0.163492 loss_giou_dn: 0.406188 loss_class_aux_dn: 0.821349 loss_bbox_aux_dn: 0.429507 loss_giou_aux_dn: 0.955307 loss: 8.798394 eta: 4:43:33 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2678 images/s
[05/13 03:05:00] ppdet.engine INFO: Epoch: [64] [2600/7329] learning_rate: 0.000100 loss_class: 0.637750 loss_bbox: 0.140037 loss_giou: 0.371859 loss_class_aux: 2.125126 loss_bbox_aux: 0.502223 loss_giou_aux: 1.215980 loss_class_dn: 0.331730 loss_bbox_dn: 0.161098 loss_giou_dn: 0.365909 loss_class_aux_dn: 0.737658 loss_bbox_aux_dn: 0.426341 loss_giou_aux_dn: 0.889402 loss: 8.130924 eta: 4:42:33 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0766 images/s
[05/13 03:06:09] ppdet.engine INFO: Epoch: [64] [2800/7329] learning_rate: 0.000100 loss_class: 0.663972 loss_bbox: 0.155119 loss_giou: 0.404106 loss_class_aux: 2.156766 loss_bbox_aux: 0.523947 loss_giou_aux: 1.360737 loss_class_dn: 0.366410 loss_bbox_dn: 0.175306 loss_giou_dn: 0.410090 loss_class_aux_dn: 0.819544 loss_bbox_aux_dn: 0.433879 loss_giou_aux_dn: 0.999001 loss: 8.682997 eta: 4:41:32 batch_cost: 0.3051 data_cost: 0.0008 ips: 13.1094 images/s
[05/13 03:07:17] ppdet.engine INFO: Epoch: [64] [3000/7329] learning_rate: 0.000100 loss_class: 0.653098 loss_bbox: 0.154280 loss_giou: 0.370036 loss_class_aux: 2.082297 loss_bbox_aux: 0.510458 loss_giou_aux: 1.235346 loss_class_dn: 0.337530 loss_bbox_dn: 0.186501 loss_giou_dn: 0.386278 loss_class_aux_dn: 0.751356 loss_bbox_aux_dn: 0.457912 loss_giou_aux_dn: 0.906585 loss: 8.320123 eta: 4:40:32 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1907 images/s
[05/13 03:08:25] ppdet.engine INFO: Epoch: [64] [3200/7329] learning_rate: 0.000100 loss_class: 0.723897 loss_bbox: 0.155304 loss_giou: 0.461919 loss_class_aux: 2.274879 loss_bbox_aux: 0.518453 loss_giou_aux: 1.484713 loss_class_dn: 0.370751 loss_bbox_dn: 0.179091 loss_giou_dn: 0.450388 loss_class_aux_dn: 0.828696 loss_bbox_aux_dn: 0.470974 loss_giou_aux_dn: 1.047425 loss: 9.130226 eta: 4:39:31 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1232 images/s
[05/13 03:09:32] ppdet.engine INFO: Epoch: [64] [3400/7329] learning_rate: 0.000100 loss_class: 0.687929 loss_bbox: 0.141445 loss_giou: 0.399427 loss_class_aux: 2.160707 loss_bbox_aux: 0.511772 loss_giou_aux: 1.350677 loss_class_dn: 0.360397 loss_bbox_dn: 0.162528 loss_giou_dn: 0.421279 loss_class_aux_dn: 0.810280 loss_bbox_aux_dn: 0.421380 loss_giou_aux_dn: 1.000115 loss: 8.624994 eta: 4:38:31 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2720 images/s
[05/13 03:10:39] ppdet.engine INFO: Epoch: [64] [3600/7329] learning_rate: 0.000100 loss_class: 0.669547 loss_bbox: 0.149282 loss_giou: 0.419686 loss_class_aux: 2.174326 loss_bbox_aux: 0.513779 loss_giou_aux: 1.392021 loss_class_dn: 0.357585 loss_bbox_dn: 0.176668 loss_giou_dn: 0.418175 loss_class_aux_dn: 0.789260 loss_bbox_aux_dn: 0.461483 loss_giou_aux_dn: 0.988381 loss: 8.954596 eta: 4:37:30 batch_cost: 0.2967 data_cost: 0.0007 ips: 13.4820 images/s
[05/13 03:11:48] ppdet.engine INFO: Epoch: [64] [3800/7329] learning_rate: 0.000100 loss_class: 0.685283 loss_bbox: 0.155062 loss_giou: 0.417409 loss_class_aux: 2.152058 loss_bbox_aux: 0.550280 loss_giou_aux: 1.401166 loss_class_dn: 0.358900 loss_bbox_dn: 0.170663 loss_giou_dn: 0.420682 loss_class_aux_dn: 0.803874 loss_bbox_aux_dn: 0.450110 loss_giou_aux_dn: 0.984055 loss: 8.699453 eta: 4:36:30 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0945 images/s
[05/13 03:12:55] ppdet.engine INFO: Epoch: [64] [4000/7329] learning_rate: 0.000100 loss_class: 0.614620 loss_bbox: 0.146209 loss_giou: 0.388068 loss_class_aux: 1.996573 loss_bbox_aux: 0.489648 loss_giou_aux: 1.281224 loss_class_dn: 0.326531 loss_bbox_dn: 0.161625 loss_giou_dn: 0.384493 loss_class_aux_dn: 0.726948 loss_bbox_aux_dn: 0.437843 loss_giou_aux_dn: 0.930398 loss: 8.173649 eta: 4:35:29 batch_cost: 0.3017 data_cost: 0.0007 ips: 13.2584 images/s
[05/13 03:14:02] ppdet.engine INFO: Epoch: [64] [4200/7329] learning_rate: 0.000100 loss_class: 0.651632 loss_bbox: 0.162005 loss_giou: 0.438411 loss_class_aux: 2.026175 loss_bbox_aux: 0.555518 loss_giou_aux: 1.445450 loss_class_dn: 0.363212 loss_bbox_dn: 0.168336 loss_giou_dn: 0.432424 loss_class_aux_dn: 0.820317 loss_bbox_aux_dn: 0.440780 loss_giou_aux_dn: 1.030263 loss: 9.061937 eta: 4:34:29 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2535 images/s
[05/13 03:15:10] ppdet.engine INFO: Epoch: [64] [4400/7329] learning_rate: 0.000100 loss_class: 0.703572 loss_bbox: 0.154362 loss_giou: 0.398748 loss_class_aux: 2.208851 loss_bbox_aux: 0.528693 loss_giou_aux: 1.312971 loss_class_dn: 0.347504 loss_bbox_dn: 0.187470 loss_giou_dn: 0.410251 loss_class_aux_dn: 0.798602 loss_bbox_aux_dn: 0.470455 loss_giou_aux_dn: 0.945158 loss: 8.886003 eta: 4:33:28 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2717 images/s
[05/13 03:16:16] ppdet.engine INFO: Epoch: [64] [4600/7329] learning_rate: 0.000100 loss_class: 0.612204 loss_bbox: 0.133087 loss_giou: 0.364107 loss_class_aux: 1.933598 loss_bbox_aux: 0.454866 loss_giou_aux: 1.188289 loss_class_dn: 0.307093 loss_bbox_dn: 0.143841 loss_giou_dn: 0.343776 loss_class_aux_dn: 0.705710 loss_bbox_aux_dn: 0.367324 loss_giou_aux_dn: 0.814685 loss: 7.428252 eta: 4:32:27 batch_cost: 0.2943 data_cost: 0.0007 ips: 13.5938 images/s
[05/13 03:17:21] ppdet.engine INFO: Epoch: [64] [4800/7329] learning_rate: 0.000100 loss_class: 0.642257 loss_bbox: 0.145310 loss_giou: 0.401907 loss_class_aux: 2.031170 loss_bbox_aux: 0.485765 loss_giou_aux: 1.286838 loss_class_dn: 0.342153 loss_bbox_dn: 0.160965 loss_giou_dn: 0.391781 loss_class_aux_dn: 0.757831 loss_bbox_aux_dn: 0.426354 loss_giou_aux_dn: 0.942105 loss: 8.190641 eta: 4:31:27 batch_cost: 0.2938 data_cost: 0.0007 ips: 13.6156 images/s
[05/13 03:18:25] ppdet.engine INFO: Epoch: [64] [5000/7329] learning_rate: 0.000100 loss_class: 0.641136 loss_bbox: 0.154615 loss_giou: 0.421396 loss_class_aux: 2.104454 loss_bbox_aux: 0.538011 loss_giou_aux: 1.320639 loss_class_dn: 0.338273 loss_bbox_dn: 0.171639 loss_giou_dn: 0.395771 loss_class_aux_dn: 0.773949 loss_bbox_aux_dn: 0.442287 loss_giou_aux_dn: 0.912795 loss: 8.482802 eta: 4:30:26 batch_cost: 0.2836 data_cost: 0.0007 ips: 14.1022 images/s
[05/13 03:19:29] ppdet.engine INFO: Epoch: [64] [5200/7329] learning_rate: 0.000100 loss_class: 0.623284 loss_bbox: 0.151488 loss_giou: 0.380481 loss_class_aux: 1.962811 loss_bbox_aux: 0.507321 loss_giou_aux: 1.245682 loss_class_dn: 0.326299 loss_bbox_dn: 0.173508 loss_giou_dn: 0.379611 loss_class_aux_dn: 0.730757 loss_bbox_aux_dn: 0.457144 loss_giou_aux_dn: 0.878217 loss: 7.955878 eta: 4:29:25 batch_cost: 0.2843 data_cost: 0.0007 ips: 14.0714 images/s
[05/13 03:20:35] ppdet.engine INFO: Epoch: [64] [5400/7329] learning_rate: 0.000100 loss_class: 0.662714 loss_bbox: 0.159292 loss_giou: 0.396756 loss_class_aux: 2.105468 loss_bbox_aux: 0.526663 loss_giou_aux: 1.365633 loss_class_dn: 0.344196 loss_bbox_dn: 0.170620 loss_giou_dn: 0.424151 loss_class_aux_dn: 0.776996 loss_bbox_aux_dn: 0.444378 loss_giou_aux_dn: 0.998027 loss: 8.647570 eta: 4:28:24 batch_cost: 0.2959 data_cost: 0.0007 ips: 13.5203 images/s
[05/13 03:21:42] ppdet.engine INFO: Epoch: [64] [5600/7329] learning_rate: 0.000100 loss_class: 0.669703 loss_bbox: 0.139756 loss_giou: 0.382701 loss_class_aux: 2.147784 loss_bbox_aux: 0.500769 loss_giou_aux: 1.252726 loss_class_dn: 0.347842 loss_bbox_dn: 0.165824 loss_giou_dn: 0.407228 loss_class_aux_dn: 0.770899 loss_bbox_aux_dn: 0.423833 loss_giou_aux_dn: 0.952989 loss: 8.253274 eta: 4:27:24 batch_cost: 0.3007 data_cost: 0.0008 ips: 13.3019 images/s
[05/13 03:22:50] ppdet.engine INFO: Epoch: [64] [5800/7329] learning_rate: 0.000100 loss_class: 0.667867 loss_bbox: 0.155395 loss_giou: 0.399465 loss_class_aux: 2.153966 loss_bbox_aux: 0.532728 loss_giou_aux: 1.343180 loss_class_dn: 0.346264 loss_bbox_dn: 0.176508 loss_giou_dn: 0.388297 loss_class_aux_dn: 0.786033 loss_bbox_aux_dn: 0.456795 loss_giou_aux_dn: 0.948054 loss: 8.672857 eta: 4:26:23 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2009 images/s
[05/13 03:23:58] ppdet.engine INFO: Epoch: [64] [6000/7329] learning_rate: 0.000100 loss_class: 0.686222 loss_bbox: 0.148484 loss_giou: 0.422879 loss_class_aux: 2.199987 loss_bbox_aux: 0.531920 loss_giou_aux: 1.466079 loss_class_dn: 0.353179 loss_bbox_dn: 0.177619 loss_giou_dn: 0.420517 loss_class_aux_dn: 0.772615 loss_bbox_aux_dn: 0.470584 loss_giou_aux_dn: 0.995810 loss: 9.041724 eta: 4:25:23 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0910 images/s
[05/13 03:25:07] ppdet.engine INFO: Epoch: [64] [6200/7329] learning_rate: 0.000100 loss_class: 0.689476 loss_bbox: 0.149801 loss_giou: 0.414285 loss_class_aux: 2.164752 loss_bbox_aux: 0.525947 loss_giou_aux: 1.348284 loss_class_dn: 0.345929 loss_bbox_dn: 0.183866 loss_giou_dn: 0.393938 loss_class_aux_dn: 0.772894 loss_bbox_aux_dn: 0.458467 loss_giou_aux_dn: 0.964307 loss: 8.721278 eta: 4:24:22 batch_cost: 0.3060 data_cost: 0.0008 ips: 13.0701 images/s
[05/13 03:26:14] ppdet.engine INFO: Epoch: [64] [6400/7329] learning_rate: 0.000100 loss_class: 0.667430 loss_bbox: 0.149938 loss_giou: 0.429474 loss_class_aux: 2.117672 loss_bbox_aux: 0.514060 loss_giou_aux: 1.401938 loss_class_dn: 0.356813 loss_bbox_dn: 0.173495 loss_giou_dn: 0.417429 loss_class_aux_dn: 0.780513 loss_bbox_aux_dn: 0.439367 loss_giou_aux_dn: 0.997521 loss: 8.806837 eta: 4:23:22 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2123 images/s
[05/13 03:27:22] ppdet.engine INFO: Epoch: [64] [6600/7329] learning_rate: 0.000100 loss_class: 0.683883 loss_bbox: 0.157815 loss_giou: 0.487261 loss_class_aux: 2.185697 loss_bbox_aux: 0.519920 loss_giou_aux: 1.533895 loss_class_dn: 0.359902 loss_bbox_dn: 0.175070 loss_giou_dn: 0.440619 loss_class_aux_dn: 0.818313 loss_bbox_aux_dn: 0.439665 loss_giou_aux_dn: 1.065957 loss: 9.196984 eta: 4:22:21 batch_cost: 0.3030 data_cost: 0.0009 ips: 13.2008 images/s
[05/13 03:28:30] ppdet.engine INFO: Epoch: [64] [6800/7329] learning_rate: 0.000100 loss_class: 0.587583 loss_bbox: 0.134939 loss_giou: 0.356116 loss_class_aux: 1.901837 loss_bbox_aux: 0.443729 loss_giou_aux: 1.177874 loss_class_dn: 0.312118 loss_bbox_dn: 0.149568 loss_giou_dn: 0.349790 loss_class_aux_dn: 0.697750 loss_bbox_aux_dn: 0.412391 loss_giou_aux_dn: 0.849705 loss: 7.813560 eta: 4:21:21 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1516 images/s
[05/13 03:29:37] ppdet.engine INFO: Epoch: [64] [7000/7329] learning_rate: 0.000100 loss_class: 0.656428 loss_bbox: 0.148194 loss_giou: 0.400445 loss_class_aux: 2.148241 loss_bbox_aux: 0.511228 loss_giou_aux: 1.378665 loss_class_dn: 0.347408 loss_bbox_dn: 0.162900 loss_giou_dn: 0.399091 loss_class_aux_dn: 0.781457 loss_bbox_aux_dn: 0.422158 loss_giou_aux_dn: 0.988535 loss: 8.696428 eta: 4:20:20 batch_cost: 0.2987 data_cost: 0.0007 ips: 13.3910 images/s
[05/13 03:30:45] ppdet.engine INFO: Epoch: [64] [7200/7329] learning_rate: 0.000100 loss_class: 0.633047 loss_bbox: 0.140211 loss_giou: 0.386751 loss_class_aux: 2.109285 loss_bbox_aux: 0.493022 loss_giou_aux: 1.209957 loss_class_dn: 0.331972 loss_bbox_dn: 0.169667 loss_giou_dn: 0.388699 loss_class_aux_dn: 0.739541 loss_bbox_aux_dn: 0.427267 loss_giou_aux_dn: 0.932004 loss: 8.310799 eta: 4:19:20 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2044 images/s
[05/13 03:31:30] ppdet.engine INFO: Eval iter: 0
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[05/13 03:33:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.53s)
creating index...
index created!
[05/13 03:33:11] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.07s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=104.48s).
Accumulating evaluation results...
DONE (t=24.58s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.462
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.635
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.498
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.283
 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 ] = 0.625
 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 ] = 0.615
 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 ] = 0.493
 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
[05/13 03:35:37] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.82887310325756
[05/13 03:35:37] ppdet.engine INFO: Best test bbox ap is 0.463.
[05/13 03:35:38] ppdet.engine INFO: Epoch: [65] [   0/7329] learning_rate: 0.000100 loss_class: 0.705454 loss_bbox: 0.154231 loss_giou: 0.462564 loss_class_aux: 2.268094 loss_bbox_aux: 0.521744 loss_giou_aux: 1.457843 loss_class_dn: 0.373877 loss_bbox_dn: 0.169275 loss_giou_dn: 0.426872 loss_class_aux_dn: 0.818916 loss_bbox_aux_dn: 0.424923 loss_giou_aux_dn: 1.047119 loss: 9.040825 eta: 4:18:41 batch_cost: 0.2975 data_cost: 0.0007 ips: 13.4467 images/s
[05/13 03:36:46] ppdet.engine INFO: Epoch: [65] [ 200/7329] learning_rate: 0.000100 loss_class: 0.685629 loss_bbox: 0.155309 loss_giou: 0.442358 loss_class_aux: 2.251417 loss_bbox_aux: 0.516289 loss_giou_aux: 1.441735 loss_class_dn: 0.367059 loss_bbox_dn: 0.177695 loss_giou_dn: 0.419587 loss_class_aux_dn: 0.819473 loss_bbox_aux_dn: 0.458241 loss_giou_aux_dn: 1.002392 loss: 8.795984 eta: 4:17:40 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2038 images/s
[05/13 03:37:55] ppdet.engine INFO: Epoch: [65] [ 400/7329] learning_rate: 0.000100 loss_class: 0.652135 loss_bbox: 0.149803 loss_giou: 0.409142 loss_class_aux: 2.073644 loss_bbox_aux: 0.514040 loss_giou_aux: 1.311257 loss_class_dn: 0.344026 loss_bbox_dn: 0.169285 loss_giou_dn: 0.420165 loss_class_aux_dn: 0.763945 loss_bbox_aux_dn: 0.449161 loss_giou_aux_dn: 1.007359 loss: 8.414511 eta: 4:16:40 batch_cost: 0.3061 data_cost: 0.0007 ips: 13.0671 images/s
[05/13 03:39:04] ppdet.engine INFO: Epoch: [65] [ 600/7329] learning_rate: 0.000100 loss_class: 0.669107 loss_bbox: 0.155151 loss_giou: 0.439131 loss_class_aux: 2.253170 loss_bbox_aux: 0.549993 loss_giou_aux: 1.450607 loss_class_dn: 0.369693 loss_bbox_dn: 0.172034 loss_giou_dn: 0.410970 loss_class_aux_dn: 0.837860 loss_bbox_aux_dn: 0.443534 loss_giou_aux_dn: 0.977185 loss: 8.959858 eta: 4:15:39 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0542 images/s
[05/13 03:40:11] ppdet.engine INFO: Epoch: [65] [ 800/7329] learning_rate: 0.000100 loss_class: 0.666372 loss_bbox: 0.149295 loss_giou: 0.392163 loss_class_aux: 2.159601 loss_bbox_aux: 0.509176 loss_giou_aux: 1.301613 loss_class_dn: 0.348218 loss_bbox_dn: 0.166494 loss_giou_dn: 0.368126 loss_class_aux_dn: 0.791061 loss_bbox_aux_dn: 0.436532 loss_giou_aux_dn: 0.888658 loss: 8.506527 eta: 4:14:39 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2392 images/s
[05/13 03:41:19] ppdet.engine INFO: Epoch: [65] [1000/7329] learning_rate: 0.000100 loss_class: 0.689567 loss_bbox: 0.142725 loss_giou: 0.448317 loss_class_aux: 2.135919 loss_bbox_aux: 0.509762 loss_giou_aux: 1.448156 loss_class_dn: 0.360494 loss_bbox_dn: 0.158622 loss_giou_dn: 0.436025 loss_class_aux_dn: 0.808218 loss_bbox_aux_dn: 0.433889 loss_giou_aux_dn: 1.003432 loss: 8.803112 eta: 4:13:38 batch_cost: 0.3041 data_cost: 0.0008 ips: 13.1538 images/s
[05/13 03:42:27] ppdet.engine INFO: Epoch: [65] [1200/7329] learning_rate: 0.000100 loss_class: 0.659944 loss_bbox: 0.141485 loss_giou: 0.373632 loss_class_aux: 2.072646 loss_bbox_aux: 0.481288 loss_giou_aux: 1.233782 loss_class_dn: 0.329214 loss_bbox_dn: 0.171414 loss_giou_dn: 0.363223 loss_class_aux_dn: 0.753822 loss_bbox_aux_dn: 0.442535 loss_giou_aux_dn: 0.884622 loss: 8.007481 eta: 4:12:38 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1366 images/s
[05/13 03:43:35] ppdet.engine INFO: Epoch: [65] [1400/7329] learning_rate: 0.000100 loss_class: 0.634582 loss_bbox: 0.143290 loss_giou: 0.380602 loss_class_aux: 2.076282 loss_bbox_aux: 0.482537 loss_giou_aux: 1.255037 loss_class_dn: 0.342908 loss_bbox_dn: 0.163238 loss_giou_dn: 0.378430 loss_class_aux_dn: 0.763383 loss_bbox_aux_dn: 0.420064 loss_giou_aux_dn: 0.921508 loss: 8.228796 eta: 4:11:37 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2075 images/s
[05/13 03:44:44] ppdet.engine INFO: Epoch: [65] [1600/7329] learning_rate: 0.000100 loss_class: 0.678776 loss_bbox: 0.143027 loss_giou: 0.461603 loss_class_aux: 2.150742 loss_bbox_aux: 0.496158 loss_giou_aux: 1.493931 loss_class_dn: 0.380699 loss_bbox_dn: 0.168032 loss_giou_dn: 0.439298 loss_class_aux_dn: 0.840634 loss_bbox_aux_dn: 0.439540 loss_giou_aux_dn: 1.036964 loss: 9.047220 eta: 4:10:37 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0706 images/s
[05/13 03:45:52] ppdet.engine INFO: Epoch: [65] [1800/7329] learning_rate: 0.000100 loss_class: 0.658938 loss_bbox: 0.146810 loss_giou: 0.376818 loss_class_aux: 2.058292 loss_bbox_aux: 0.512121 loss_giou_aux: 1.258038 loss_class_dn: 0.341612 loss_bbox_dn: 0.178426 loss_giou_dn: 0.378579 loss_class_aux_dn: 0.764699 loss_bbox_aux_dn: 0.455600 loss_giou_aux_dn: 0.909762 loss: 8.467854 eta: 4:09:36 batch_cost: 0.3053 data_cost: 0.0008 ips: 13.1022 images/s
[05/13 03:47:00] ppdet.engine INFO: Epoch: [65] [2000/7329] learning_rate: 0.000100 loss_class: 0.650829 loss_bbox: 0.149641 loss_giou: 0.396416 loss_class_aux: 2.130543 loss_bbox_aux: 0.530525 loss_giou_aux: 1.287161 loss_class_dn: 0.361403 loss_bbox_dn: 0.167108 loss_giou_dn: 0.392324 loss_class_aux_dn: 0.789339 loss_bbox_aux_dn: 0.428751 loss_giou_aux_dn: 0.936081 loss: 8.720512 eta: 4:08:36 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2006 images/s
[05/13 03:48:07] ppdet.engine INFO: Epoch: [65] [2200/7329] learning_rate: 0.000100 loss_class: 0.634279 loss_bbox: 0.132006 loss_giou: 0.371059 loss_class_aux: 2.106280 loss_bbox_aux: 0.468983 loss_giou_aux: 1.278494 loss_class_dn: 0.335426 loss_bbox_dn: 0.159537 loss_giou_dn: 0.363159 loss_class_aux_dn: 0.746816 loss_bbox_aux_dn: 0.411125 loss_giou_aux_dn: 0.888055 loss: 7.969903 eta: 4:07:35 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2344 images/s
[05/13 03:49:16] ppdet.engine INFO: Epoch: [65] [2400/7329] learning_rate: 0.000100 loss_class: 0.703256 loss_bbox: 0.147279 loss_giou: 0.394920 loss_class_aux: 2.191393 loss_bbox_aux: 0.490173 loss_giou_aux: 1.296704 loss_class_dn: 0.355127 loss_bbox_dn: 0.169373 loss_giou_dn: 0.410256 loss_class_aux_dn: 0.786682 loss_bbox_aux_dn: 0.430855 loss_giou_aux_dn: 0.981507 loss: 8.489185 eta: 4:06:35 batch_cost: 0.3046 data_cost: 0.0008 ips: 13.1325 images/s
[05/13 03:50:24] ppdet.engine INFO: Epoch: [65] [2600/7329] learning_rate: 0.000100 loss_class: 0.733379 loss_bbox: 0.160156 loss_giou: 0.451326 loss_class_aux: 2.274381 loss_bbox_aux: 0.563868 loss_giou_aux: 1.456382 loss_class_dn: 0.378105 loss_bbox_dn: 0.176250 loss_giou_dn: 0.466657 loss_class_aux_dn: 0.839491 loss_bbox_aux_dn: 0.471999 loss_giou_aux_dn: 1.078851 loss: 9.256782 eta: 4:05:34 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2554 images/s
[05/13 03:51:31] ppdet.engine INFO: Epoch: [65] [2800/7329] learning_rate: 0.000100 loss_class: 0.639908 loss_bbox: 0.141067 loss_giou: 0.368157 loss_class_aux: 2.057306 loss_bbox_aux: 0.481487 loss_giou_aux: 1.221145 loss_class_dn: 0.338826 loss_bbox_dn: 0.159895 loss_giou_dn: 0.370073 loss_class_aux_dn: 0.767465 loss_bbox_aux_dn: 0.413449 loss_giou_aux_dn: 0.915273 loss: 8.062929 eta: 4:04:34 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2352 images/s
[05/13 03:52:39] ppdet.engine INFO: Epoch: [65] [3000/7329] learning_rate: 0.000100 loss_class: 0.663553 loss_bbox: 0.164243 loss_giou: 0.415385 loss_class_aux: 2.141008 loss_bbox_aux: 0.544222 loss_giou_aux: 1.375615 loss_class_dn: 0.353733 loss_bbox_dn: 0.184367 loss_giou_dn: 0.415700 loss_class_aux_dn: 0.774969 loss_bbox_aux_dn: 0.465291 loss_giou_aux_dn: 0.963317 loss: 8.725867 eta: 4:03:33 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1873 images/s
[05/13 03:53:47] ppdet.engine INFO: Epoch: [65] [3200/7329] learning_rate: 0.000100 loss_class: 0.667869 loss_bbox: 0.141938 loss_giou: 0.430362 loss_class_aux: 2.127100 loss_bbox_aux: 0.489017 loss_giou_aux: 1.424726 loss_class_dn: 0.347037 loss_bbox_dn: 0.160964 loss_giou_dn: 0.411765 loss_class_aux_dn: 0.777606 loss_bbox_aux_dn: 0.414642 loss_giou_aux_dn: 0.969075 loss: 8.749413 eta: 4:02:33 batch_cost: 0.3008 data_cost: 0.0008 ips: 13.2977 images/s
[05/13 03:54:54] ppdet.engine INFO: Epoch: [65] [3400/7329] learning_rate: 0.000100 loss_class: 0.629530 loss_bbox: 0.151368 loss_giou: 0.401327 loss_class_aux: 2.027192 loss_bbox_aux: 0.531512 loss_giou_aux: 1.283691 loss_class_dn: 0.334176 loss_bbox_dn: 0.174595 loss_giou_dn: 0.410815 loss_class_aux_dn: 0.736887 loss_bbox_aux_dn: 0.442540 loss_giou_aux_dn: 0.965037 loss: 8.423632 eta: 4:01:32 batch_cost: 0.3010 data_cost: 0.0007 ips: 13.2895 images/s
[05/13 03:56:02] ppdet.engine INFO: Epoch: [65] [3600/7329] learning_rate: 0.000100 loss_class: 0.678436 loss_bbox: 0.162039 loss_giou: 0.394512 loss_class_aux: 2.229192 loss_bbox_aux: 0.543152 loss_giou_aux: 1.285737 loss_class_dn: 0.339169 loss_bbox_dn: 0.170853 loss_giou_dn: 0.395825 loss_class_aux_dn: 0.758721 loss_bbox_aux_dn: 0.444793 loss_giou_aux_dn: 0.916694 loss: 8.460281 eta: 4:00:32 batch_cost: 0.2996 data_cost: 0.0008 ips: 13.3521 images/s
[05/13 03:57:09] ppdet.engine INFO: Epoch: [65] [3800/7329] learning_rate: 0.000100 loss_class: 0.708027 loss_bbox: 0.155316 loss_giou: 0.439967 loss_class_aux: 2.265339 loss_bbox_aux: 0.524825 loss_giou_aux: 1.427812 loss_class_dn: 0.368088 loss_bbox_dn: 0.180404 loss_giou_dn: 0.433842 loss_class_aux_dn: 0.823144 loss_bbox_aux_dn: 0.471486 loss_giou_aux_dn: 1.006982 loss: 8.820005 eta: 3:59:31 batch_cost: 0.3001 data_cost: 0.0008 ips: 13.3306 images/s
[05/13 03:58:16] ppdet.engine INFO: Epoch: [65] [4000/7329] learning_rate: 0.000100 loss_class: 0.664977 loss_bbox: 0.153421 loss_giou: 0.392401 loss_class_aux: 2.157688 loss_bbox_aux: 0.543926 loss_giou_aux: 1.299789 loss_class_dn: 0.333609 loss_bbox_dn: 0.193376 loss_giou_dn: 0.381525 loss_class_aux_dn: 0.750366 loss_bbox_aux_dn: 0.473901 loss_giou_aux_dn: 0.916786 loss: 8.269807 eta: 3:58:31 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2420 images/s
[05/13 03:59:24] ppdet.engine INFO: Epoch: [65] [4200/7329] learning_rate: 0.000100 loss_class: 0.746477 loss_bbox: 0.155633 loss_giou: 0.452554 loss_class_aux: 2.348651 loss_bbox_aux: 0.533456 loss_giou_aux: 1.462496 loss_class_dn: 0.364184 loss_bbox_dn: 0.175296 loss_giou_dn: 0.429285 loss_class_aux_dn: 0.809757 loss_bbox_aux_dn: 0.440272 loss_giou_aux_dn: 1.008403 loss: 8.946532 eta: 3:57:30 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1893 images/s
[05/13 04:00:33] ppdet.engine INFO: Epoch: [65] [4400/7329] learning_rate: 0.000100 loss_class: 0.617667 loss_bbox: 0.139687 loss_giou: 0.391216 loss_class_aux: 1.989828 loss_bbox_aux: 0.487448 loss_giou_aux: 1.264160 loss_class_dn: 0.326243 loss_bbox_dn: 0.155828 loss_giou_dn: 0.359243 loss_class_aux_dn: 0.737070 loss_bbox_aux_dn: 0.409227 loss_giou_aux_dn: 0.852841 loss: 8.060516 eta: 3:56:30 batch_cost: 0.3050 data_cost: 0.0010 ips: 13.1141 images/s
[05/13 04:01:41] ppdet.engine INFO: Epoch: [65] [4600/7329] learning_rate: 0.000100 loss_class: 0.674623 loss_bbox: 0.149919 loss_giou: 0.399164 loss_class_aux: 2.198894 loss_bbox_aux: 0.510161 loss_giou_aux: 1.322951 loss_class_dn: 0.370106 loss_bbox_dn: 0.160612 loss_giou_dn: 0.399203 loss_class_aux_dn: 0.813482 loss_bbox_aux_dn: 0.425243 loss_giou_aux_dn: 0.938943 loss: 8.816435 eta: 3:55:29 batch_cost: 0.3018 data_cost: 0.0009 ips: 13.2543 images/s
[05/13 04:02:49] ppdet.engine INFO: Epoch: [65] [4800/7329] learning_rate: 0.000100 loss_class: 0.646541 loss_bbox: 0.150162 loss_giou: 0.405844 loss_class_aux: 2.011409 loss_bbox_aux: 0.498313 loss_giou_aux: 1.326242 loss_class_dn: 0.332991 loss_bbox_dn: 0.164004 loss_giou_dn: 0.400930 loss_class_aux_dn: 0.773914 loss_bbox_aux_dn: 0.433691 loss_giou_aux_dn: 0.947553 loss: 8.154784 eta: 3:54:29 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1319 images/s
[05/13 04:03:55] ppdet.engine INFO: Epoch: [65] [5000/7329] learning_rate: 0.000100 loss_class: 0.644296 loss_bbox: 0.143083 loss_giou: 0.401672 loss_class_aux: 2.077117 loss_bbox_aux: 0.499708 loss_giou_aux: 1.366871 loss_class_dn: 0.347891 loss_bbox_dn: 0.161993 loss_giou_dn: 0.392018 loss_class_aux_dn: 0.785850 loss_bbox_aux_dn: 0.414703 loss_giou_aux_dn: 0.932004 loss: 8.608810 eta: 3:53:28 batch_cost: 0.2973 data_cost: 0.0007 ips: 13.4557 images/s
[05/13 04:05:03] ppdet.engine INFO: Epoch: [65] [5200/7329] learning_rate: 0.000100 loss_class: 0.689451 loss_bbox: 0.153763 loss_giou: 0.386172 loss_class_aux: 2.133323 loss_bbox_aux: 0.549741 loss_giou_aux: 1.304362 loss_class_dn: 0.357047 loss_bbox_dn: 0.173311 loss_giou_dn: 0.399471 loss_class_aux_dn: 0.797321 loss_bbox_aux_dn: 0.452436 loss_giou_aux_dn: 0.957706 loss: 8.884683 eta: 3:52:28 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1731 images/s
[05/13 04:06:11] ppdet.engine INFO: Epoch: [65] [5400/7329] learning_rate: 0.000100 loss_class: 0.645380 loss_bbox: 0.147957 loss_giou: 0.437802 loss_class_aux: 2.052985 loss_bbox_aux: 0.500127 loss_giou_aux: 1.413448 loss_class_dn: 0.335030 loss_bbox_dn: 0.165845 loss_giou_dn: 0.408354 loss_class_aux_dn: 0.728072 loss_bbox_aux_dn: 0.419066 loss_giou_aux_dn: 0.991866 loss: 8.215428 eta: 3:51:27 batch_cost: 0.3012 data_cost: 0.0008 ips: 13.2799 images/s
[05/13 04:07:19] ppdet.engine INFO: Epoch: [65] [5600/7329] learning_rate: 0.000100 loss_class: 0.668754 loss_bbox: 0.147701 loss_giou: 0.428587 loss_class_aux: 2.133965 loss_bbox_aux: 0.506850 loss_giou_aux: 1.427872 loss_class_dn: 0.355309 loss_bbox_dn: 0.156270 loss_giou_dn: 0.408356 loss_class_aux_dn: 0.796874 loss_bbox_aux_dn: 0.414645 loss_giou_aux_dn: 0.952019 loss: 8.611078 eta: 3:50:27 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1983 images/s
[05/13 04:08:28] ppdet.engine INFO: Epoch: [65] [5800/7329] learning_rate: 0.000100 loss_class: 0.665868 loss_bbox: 0.152404 loss_giou: 0.392148 loss_class_aux: 2.132392 loss_bbox_aux: 0.512366 loss_giou_aux: 1.267348 loss_class_dn: 0.356404 loss_bbox_dn: 0.173919 loss_giou_dn: 0.386950 loss_class_aux_dn: 0.795175 loss_bbox_aux_dn: 0.434506 loss_giou_aux_dn: 0.914740 loss: 8.246374 eta: 3:49:26 batch_cost: 0.3062 data_cost: 0.0008 ips: 13.0641 images/s
[05/13 04:09:36] ppdet.engine INFO: Epoch: [65] [6000/7329] learning_rate: 0.000100 loss_class: 0.696829 loss_bbox: 0.146298 loss_giou: 0.462351 loss_class_aux: 2.260344 loss_bbox_aux: 0.493761 loss_giou_aux: 1.495338 loss_class_dn: 0.360543 loss_bbox_dn: 0.153558 loss_giou_dn: 0.437016 loss_class_aux_dn: 0.796390 loss_bbox_aux_dn: 0.399442 loss_giou_aux_dn: 1.028339 loss: 8.813535 eta: 3:48:26 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0796 images/s
[05/13 04:10:44] ppdet.engine INFO: Epoch: [65] [6200/7329] learning_rate: 0.000100 loss_class: 0.650857 loss_bbox: 0.150651 loss_giou: 0.407208 loss_class_aux: 2.119627 loss_bbox_aux: 0.503598 loss_giou_aux: 1.340657 loss_class_dn: 0.343796 loss_bbox_dn: 0.165112 loss_giou_dn: 0.403631 loss_class_aux_dn: 0.785872 loss_bbox_aux_dn: 0.445931 loss_giou_aux_dn: 0.956373 loss: 8.752047 eta: 3:47:25 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0928 images/s
[05/13 04:11:52] ppdet.engine INFO: Epoch: [65] [6400/7329] learning_rate: 0.000100 loss_class: 0.640472 loss_bbox: 0.135771 loss_giou: 0.381041 loss_class_aux: 2.089075 loss_bbox_aux: 0.462826 loss_giou_aux: 1.282799 loss_class_dn: 0.327068 loss_bbox_dn: 0.151417 loss_giou_dn: 0.366317 loss_class_aux_dn: 0.722414 loss_bbox_aux_dn: 0.398258 loss_giou_aux_dn: 0.863204 loss: 7.959522 eta: 3:46:25 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1809 images/s
[05/13 04:12:59] ppdet.engine INFO: Epoch: [65] [6600/7329] learning_rate: 0.000100 loss_class: 0.625829 loss_bbox: 0.140911 loss_giou: 0.390946 loss_class_aux: 2.008102 loss_bbox_aux: 0.485228 loss_giou_aux: 1.324546 loss_class_dn: 0.327127 loss_bbox_dn: 0.167649 loss_giou_dn: 0.387903 loss_class_aux_dn: 0.749986 loss_bbox_aux_dn: 0.429867 loss_giou_aux_dn: 0.940734 loss: 7.940722 eta: 3:45:24 batch_cost: 0.2995 data_cost: 0.0008 ips: 13.3573 images/s
[05/13 04:14:07] ppdet.engine INFO: Epoch: [65] [6800/7329] learning_rate: 0.000100 loss_class: 0.682461 loss_bbox: 0.161607 loss_giou: 0.432142 loss_class_aux: 2.236961 loss_bbox_aux: 0.561513 loss_giou_aux: 1.475022 loss_class_dn: 0.364751 loss_bbox_dn: 0.176686 loss_giou_dn: 0.425483 loss_class_aux_dn: 0.814398 loss_bbox_aux_dn: 0.462343 loss_giou_aux_dn: 1.003493 loss: 9.431092 eta: 3:44:24 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3017 images/s
[05/13 04:15:13] ppdet.engine INFO: Epoch: [65] [7000/7329] learning_rate: 0.000100 loss_class: 0.673418 loss_bbox: 0.155277 loss_giou: 0.450261 loss_class_aux: 2.160862 loss_bbox_aux: 0.538184 loss_giou_aux: 1.440715 loss_class_dn: 0.365469 loss_bbox_dn: 0.177475 loss_giou_dn: 0.430552 loss_class_aux_dn: 0.807455 loss_bbox_aux_dn: 0.450419 loss_giou_aux_dn: 1.007876 loss: 8.962479 eta: 3:43:23 batch_cost: 0.2965 data_cost: 0.0007 ips: 13.4910 images/s
[05/13 04:16:19] ppdet.engine INFO: Epoch: [65] [7200/7329] learning_rate: 0.000100 loss_class: 0.679302 loss_bbox: 0.143912 loss_giou: 0.409490 loss_class_aux: 2.157502 loss_bbox_aux: 0.494143 loss_giou_aux: 1.340993 loss_class_dn: 0.363097 loss_bbox_dn: 0.161949 loss_giou_dn: 0.407313 loss_class_aux_dn: 0.781053 loss_bbox_aux_dn: 0.406980 loss_giou_aux_dn: 0.988026 loss: 9.178905 eta: 3:42:22 batch_cost: 0.2960 data_cost: 0.0006 ips: 13.5128 images/s
[05/13 04:17:02] ppdet.engine INFO: Eval iter: 0
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[05/13 04:18:15] ppdet.engine INFO: Eval iter: 1200
[05/13 04:18:39] 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 04:18:39] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=14.93s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.01s).
Accumulating evaluation results...
DONE (t=24.62s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.463
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.635
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.500
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.282
 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 ] = 0.628
 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 ] = 0.617
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.688
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.494
 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 ] = 0.867
[05/13 04:21:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.52082414861172
[05/13 04:21:03] ppdet.engine INFO: Best test bbox ap is 0.463.
[05/13 04:21:05] ppdet.engine INFO: Epoch: [66] [   0/7329] learning_rate: 0.000100 loss_class: 0.682176 loss_bbox: 0.150547 loss_giou: 0.434466 loss_class_aux: 2.158661 loss_bbox_aux: 0.515753 loss_giou_aux: 1.406792 loss_class_dn: 0.357099 loss_bbox_dn: 0.172752 loss_giou_dn: 0.409723 loss_class_aux_dn: 0.802916 loss_bbox_aux_dn: 0.442972 loss_giou_aux_dn: 0.974106 loss: 8.614632 eta: 3:41:43 batch_cost: 0.2870 data_cost: 0.0007 ips: 13.9379 images/s
[05/13 04:22:14] ppdet.engine INFO: Epoch: [66] [ 200/7329] learning_rate: 0.000100 loss_class: 0.684464 loss_bbox: 0.159229 loss_giou: 0.450642 loss_class_aux: 2.188029 loss_bbox_aux: 0.529826 loss_giou_aux: 1.454815 loss_class_dn: 0.364766 loss_bbox_dn: 0.170404 loss_giou_dn: 0.438184 loss_class_aux_dn: 0.816899 loss_bbox_aux_dn: 0.453725 loss_giou_aux_dn: 1.039202 loss: 9.149926 eta: 3:40:43 batch_cost: 0.3077 data_cost: 0.0007 ips: 12.9981 images/s
[05/13 04:23:22] ppdet.engine INFO: Epoch: [66] [ 400/7329] learning_rate: 0.000100 loss_class: 0.649782 loss_bbox: 0.148056 loss_giou: 0.395013 loss_class_aux: 2.137675 loss_bbox_aux: 0.526707 loss_giou_aux: 1.291224 loss_class_dn: 0.363036 loss_bbox_dn: 0.179954 loss_giou_dn: 0.406755 loss_class_aux_dn: 0.792322 loss_bbox_aux_dn: 0.471103 loss_giou_aux_dn: 0.963067 loss: 8.977819 eta: 3:39:42 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1012 images/s
[05/13 04:24:30] ppdet.engine INFO: Epoch: [66] [ 600/7329] learning_rate: 0.000100 loss_class: 0.652768 loss_bbox: 0.151671 loss_giou: 0.407806 loss_class_aux: 2.041838 loss_bbox_aux: 0.541002 loss_giou_aux: 1.320478 loss_class_dn: 0.340692 loss_bbox_dn: 0.170186 loss_giou_dn: 0.395880 loss_class_aux_dn: 0.783881 loss_bbox_aux_dn: 0.442959 loss_giou_aux_dn: 0.976723 loss: 8.588562 eta: 3:38:42 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1659 images/s
[05/13 04:25:38] ppdet.engine INFO: Epoch: [66] [ 800/7329] learning_rate: 0.000100 loss_class: 0.646206 loss_bbox: 0.147500 loss_giou: 0.422781 loss_class_aux: 2.086069 loss_bbox_aux: 0.505759 loss_giou_aux: 1.377581 loss_class_dn: 0.368004 loss_bbox_dn: 0.170391 loss_giou_dn: 0.408956 loss_class_aux_dn: 0.822470 loss_bbox_aux_dn: 0.437468 loss_giou_aux_dn: 0.987292 loss: 8.955479 eta: 3:37:41 batch_cost: 0.3060 data_cost: 0.0007 ips: 13.0711 images/s
[05/13 04:26:47] ppdet.engine INFO: Epoch: [66] [1000/7329] learning_rate: 0.000100 loss_class: 0.656825 loss_bbox: 0.161494 loss_giou: 0.403714 loss_class_aux: 2.159828 loss_bbox_aux: 0.528469 loss_giou_aux: 1.301858 loss_class_dn: 0.348004 loss_bbox_dn: 0.192480 loss_giou_dn: 0.413572 loss_class_aux_dn: 0.784122 loss_bbox_aux_dn: 0.498579 loss_giou_aux_dn: 0.970428 loss: 8.626743 eta: 3:36:41 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0926 images/s
[05/13 04:27:54] ppdet.engine INFO: Epoch: [66] [1200/7329] learning_rate: 0.000100 loss_class: 0.629292 loss_bbox: 0.136219 loss_giou: 0.438280 loss_class_aux: 2.086815 loss_bbox_aux: 0.464496 loss_giou_aux: 1.420384 loss_class_dn: 0.349023 loss_bbox_dn: 0.156670 loss_giou_dn: 0.405307 loss_class_aux_dn: 0.763553 loss_bbox_aux_dn: 0.407149 loss_giou_aux_dn: 0.958163 loss: 8.359983 eta: 3:35:40 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1635 images/s
[05/13 04:29:02] ppdet.engine INFO: Epoch: [66] [1400/7329] learning_rate: 0.000100 loss_class: 0.667516 loss_bbox: 0.159675 loss_giou: 0.391639 loss_class_aux: 2.178344 loss_bbox_aux: 0.544531 loss_giou_aux: 1.370790 loss_class_dn: 0.350917 loss_bbox_dn: 0.182896 loss_giou_dn: 0.414689 loss_class_aux_dn: 0.787649 loss_bbox_aux_dn: 0.466770 loss_giou_aux_dn: 0.977312 loss: 8.809319 eta: 3:34:40 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1742 images/s
[05/13 04:30:10] ppdet.engine INFO: Epoch: [66] [1600/7329] learning_rate: 0.000100 loss_class: 0.617507 loss_bbox: 0.144526 loss_giou: 0.421728 loss_class_aux: 2.025226 loss_bbox_aux: 0.524181 loss_giou_aux: 1.440040 loss_class_dn: 0.328219 loss_bbox_dn: 0.172763 loss_giou_dn: 0.418625 loss_class_aux_dn: 0.743197 loss_bbox_aux_dn: 0.444150 loss_giou_aux_dn: 0.960007 loss: 8.617588 eta: 3:33:39 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1129 images/s
[05/13 04:31:17] ppdet.engine INFO: Epoch: [66] [1800/7329] learning_rate: 0.000100 loss_class: 0.699189 loss_bbox: 0.143732 loss_giou: 0.436843 loss_class_aux: 2.248841 loss_bbox_aux: 0.492740 loss_giou_aux: 1.456562 loss_class_dn: 0.358141 loss_bbox_dn: 0.165295 loss_giou_dn: 0.441522 loss_class_aux_dn: 0.806466 loss_bbox_aux_dn: 0.428398 loss_giou_aux_dn: 1.021547 loss: 8.822215 eta: 3:32:39 batch_cost: 0.3002 data_cost: 0.0007 ips: 13.3236 images/s
[05/13 04:32:25] ppdet.engine INFO: Epoch: [66] [2000/7329] learning_rate: 0.000100 loss_class: 0.661677 loss_bbox: 0.154672 loss_giou: 0.432520 loss_class_aux: 2.172792 loss_bbox_aux: 0.524225 loss_giou_aux: 1.415631 loss_class_dn: 0.352806 loss_bbox_dn: 0.171411 loss_giou_dn: 0.430285 loss_class_aux_dn: 0.797112 loss_bbox_aux_dn: 0.440772 loss_giou_aux_dn: 1.002108 loss: 9.049438 eta: 3:31:38 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1145 images/s
[05/13 04:33:34] ppdet.engine INFO: Epoch: [66] [2200/7329] learning_rate: 0.000100 loss_class: 0.615337 loss_bbox: 0.143639 loss_giou: 0.426273 loss_class_aux: 2.015218 loss_bbox_aux: 0.499651 loss_giou_aux: 1.378885 loss_class_dn: 0.351286 loss_bbox_dn: 0.166523 loss_giou_dn: 0.416732 loss_class_aux_dn: 0.788628 loss_bbox_aux_dn: 0.425535 loss_giou_aux_dn: 0.987993 loss: 8.615391 eta: 3:30:38 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0502 images/s
[05/13 04:34:42] ppdet.engine INFO: Epoch: [66] [2400/7329] learning_rate: 0.000100 loss_class: 0.680855 loss_bbox: 0.155233 loss_giou: 0.425026 loss_class_aux: 2.192973 loss_bbox_aux: 0.524297 loss_giou_aux: 1.395496 loss_class_dn: 0.358032 loss_bbox_dn: 0.172967 loss_giou_dn: 0.407909 loss_class_aux_dn: 0.805004 loss_bbox_aux_dn: 0.442567 loss_giou_aux_dn: 0.964852 loss: 8.740211 eta: 3:29:38 batch_cost: 0.3068 data_cost: 0.0007 ips: 13.0392 images/s
[05/13 04:35:50] ppdet.engine INFO: Epoch: [66] [2600/7329] learning_rate: 0.000100 loss_class: 0.720123 loss_bbox: 0.146339 loss_giou: 0.413282 loss_class_aux: 2.285444 loss_bbox_aux: 0.523242 loss_giou_aux: 1.331777 loss_class_dn: 0.365934 loss_bbox_dn: 0.170191 loss_giou_dn: 0.415200 loss_class_aux_dn: 0.830941 loss_bbox_aux_dn: 0.427235 loss_giou_aux_dn: 0.954316 loss: 8.891722 eta: 3:28:37 batch_cost: 0.3028 data_cost: 0.0008 ips: 13.2109 images/s
[05/13 04:36:58] ppdet.engine INFO: Epoch: [66] [2800/7329] learning_rate: 0.000100 loss_class: 0.712763 loss_bbox: 0.148736 loss_giou: 0.378981 loss_class_aux: 2.237780 loss_bbox_aux: 0.493542 loss_giou_aux: 1.305206 loss_class_dn: 0.364094 loss_bbox_dn: 0.172373 loss_giou_dn: 0.408229 loss_class_aux_dn: 0.789869 loss_bbox_aux_dn: 0.463343 loss_giou_aux_dn: 0.961705 loss: 8.711800 eta: 3:27:37 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1943 images/s
[05/13 04:38:06] ppdet.engine INFO: Epoch: [66] [3000/7329] learning_rate: 0.000100 loss_class: 0.672355 loss_bbox: 0.143153 loss_giou: 0.379033 loss_class_aux: 2.189541 loss_bbox_aux: 0.486534 loss_giou_aux: 1.235242 loss_class_dn: 0.335779 loss_bbox_dn: 0.159711 loss_giou_dn: 0.371880 loss_class_aux_dn: 0.752821 loss_bbox_aux_dn: 0.407438 loss_giou_aux_dn: 0.857877 loss: 8.091417 eta: 3:26:36 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2344 images/s
[05/13 04:39:13] ppdet.engine INFO: Epoch: [66] [3200/7329] learning_rate: 0.000100 loss_class: 0.659045 loss_bbox: 0.149864 loss_giou: 0.416323 loss_class_aux: 2.096915 loss_bbox_aux: 0.500984 loss_giou_aux: 1.385558 loss_class_dn: 0.337949 loss_bbox_dn: 0.160398 loss_giou_dn: 0.414829 loss_class_aux_dn: 0.767944 loss_bbox_aux_dn: 0.425578 loss_giou_aux_dn: 0.951434 loss: 8.366317 eta: 3:25:35 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2278 images/s
[05/13 04:40:21] ppdet.engine INFO: Epoch: [66] [3400/7329] learning_rate: 0.000100 loss_class: 0.672029 loss_bbox: 0.151228 loss_giou: 0.379611 loss_class_aux: 2.185990 loss_bbox_aux: 0.521621 loss_giou_aux: 1.229777 loss_class_dn: 0.332953 loss_bbox_dn: 0.179856 loss_giou_dn: 0.377922 loss_class_aux_dn: 0.739852 loss_bbox_aux_dn: 0.465696 loss_giou_aux_dn: 0.896436 loss: 8.225687 eta: 3:24:35 batch_cost: 0.3018 data_cost: 0.0007 ips: 13.2535 images/s
[05/13 04:41:28] ppdet.engine INFO: Epoch: [66] [3600/7329] learning_rate: 0.000100 loss_class: 0.682138 loss_bbox: 0.132359 loss_giou: 0.375596 loss_class_aux: 2.076747 loss_bbox_aux: 0.479827 loss_giou_aux: 1.226573 loss_class_dn: 0.336118 loss_bbox_dn: 0.156250 loss_giou_dn: 0.370040 loss_class_aux_dn: 0.751808 loss_bbox_aux_dn: 0.390682 loss_giou_aux_dn: 0.887345 loss: 8.066929 eta: 3:23:34 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2258 images/s
[05/13 04:42:37] ppdet.engine INFO: Epoch: [66] [3800/7329] learning_rate: 0.000100 loss_class: 0.669123 loss_bbox: 0.146575 loss_giou: 0.407987 loss_class_aux: 2.130000 loss_bbox_aux: 0.500892 loss_giou_aux: 1.327105 loss_class_dn: 0.348289 loss_bbox_dn: 0.150127 loss_giou_dn: 0.390089 loss_class_aux_dn: 0.778947 loss_bbox_aux_dn: 0.412080 loss_giou_aux_dn: 0.960485 loss: 8.491970 eta: 3:22:34 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0544 images/s
[05/13 04:43:45] ppdet.engine INFO: Epoch: [66] [4000/7329] learning_rate: 0.000100 loss_class: 0.676212 loss_bbox: 0.143185 loss_giou: 0.427615 loss_class_aux: 2.169438 loss_bbox_aux: 0.492842 loss_giou_aux: 1.414333 loss_class_dn: 0.356780 loss_bbox_dn: 0.172551 loss_giou_dn: 0.404909 loss_class_aux_dn: 0.799224 loss_bbox_aux_dn: 0.427011 loss_giou_aux_dn: 0.952513 loss: 8.587894 eta: 3:21:34 batch_cost: 0.3053 data_cost: 0.0008 ips: 13.1032 images/s
[05/13 04:44:53] ppdet.engine INFO: Epoch: [66] [4200/7329] learning_rate: 0.000100 loss_class: 0.619381 loss_bbox: 0.141491 loss_giou: 0.434470 loss_class_aux: 2.006944 loss_bbox_aux: 0.471888 loss_giou_aux: 1.401257 loss_class_dn: 0.346695 loss_bbox_dn: 0.159208 loss_giou_dn: 0.401686 loss_class_aux_dn: 0.787687 loss_bbox_aux_dn: 0.418187 loss_giou_aux_dn: 0.957848 loss: 8.342861 eta: 3:20:33 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1079 images/s
[05/13 04:46:00] ppdet.engine INFO: Epoch: [66] [4400/7329] learning_rate: 0.000100 loss_class: 0.696753 loss_bbox: 0.152845 loss_giou: 0.416859 loss_class_aux: 2.242533 loss_bbox_aux: 0.503718 loss_giou_aux: 1.348177 loss_class_dn: 0.361935 loss_bbox_dn: 0.183480 loss_giou_dn: 0.412501 loss_class_aux_dn: 0.805229 loss_bbox_aux_dn: 0.454465 loss_giou_aux_dn: 0.977909 loss: 8.548779 eta: 3:19:33 batch_cost: 0.3019 data_cost: 0.0008 ips: 13.2481 images/s
[05/13 04:47:07] ppdet.engine INFO: Epoch: [66] [4600/7329] learning_rate: 0.000100 loss_class: 0.613825 loss_bbox: 0.155152 loss_giou: 0.378331 loss_class_aux: 1.964305 loss_bbox_aux: 0.511664 loss_giou_aux: 1.226604 loss_class_dn: 0.339691 loss_bbox_dn: 0.161841 loss_giou_dn: 0.394329 loss_class_aux_dn: 0.746489 loss_bbox_aux_dn: 0.424231 loss_giou_aux_dn: 0.922145 loss: 8.292093 eta: 3:18:32 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3197 images/s
[05/13 04:48:15] ppdet.engine INFO: Epoch: [66] [4800/7329] learning_rate: 0.000100 loss_class: 0.652536 loss_bbox: 0.158892 loss_giou: 0.457916 loss_class_aux: 2.137555 loss_bbox_aux: 0.550310 loss_giou_aux: 1.478518 loss_class_dn: 0.367811 loss_bbox_dn: 0.169084 loss_giou_dn: 0.431084 loss_class_aux_dn: 0.808163 loss_bbox_aux_dn: 0.432162 loss_giou_aux_dn: 1.015118 loss: 9.094267 eta: 3:17:31 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2332 images/s
[05/13 04:49:24] ppdet.engine INFO: Epoch: [66] [5000/7329] learning_rate: 0.000100 loss_class: 0.648757 loss_bbox: 0.142048 loss_giou: 0.383017 loss_class_aux: 2.093162 loss_bbox_aux: 0.480397 loss_giou_aux: 1.225658 loss_class_dn: 0.333081 loss_bbox_dn: 0.165260 loss_giou_dn: 0.376479 loss_class_aux_dn: 0.750266 loss_bbox_aux_dn: 0.446091 loss_giou_aux_dn: 0.908976 loss: 8.268713 eta: 3:16:31 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9829 images/s
[05/13 04:50:31] ppdet.engine INFO: Epoch: [66] [5200/7329] learning_rate: 0.000100 loss_class: 0.621760 loss_bbox: 0.147912 loss_giou: 0.388528 loss_class_aux: 2.023524 loss_bbox_aux: 0.508725 loss_giou_aux: 1.302314 loss_class_dn: 0.327337 loss_bbox_dn: 0.156735 loss_giou_dn: 0.379852 loss_class_aux_dn: 0.747126 loss_bbox_aux_dn: 0.413385 loss_giou_aux_dn: 0.914534 loss: 8.079151 eta: 3:15:31 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3764 images/s
[05/13 04:51:40] ppdet.engine INFO: Epoch: [66] [5400/7329] learning_rate: 0.000100 loss_class: 0.681020 loss_bbox: 0.153481 loss_giou: 0.420574 loss_class_aux: 2.237814 loss_bbox_aux: 0.525242 loss_giou_aux: 1.387725 loss_class_dn: 0.355652 loss_bbox_dn: 0.178365 loss_giou_dn: 0.416198 loss_class_aux_dn: 0.804257 loss_bbox_aux_dn: 0.463084 loss_giou_aux_dn: 1.023340 loss: 8.958959 eta: 3:14:30 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9805 images/s
[05/13 04:52:48] ppdet.engine INFO: Epoch: [66] [5600/7329] learning_rate: 0.000100 loss_class: 0.702228 loss_bbox: 0.159936 loss_giou: 0.397622 loss_class_aux: 2.279400 loss_bbox_aux: 0.537913 loss_giou_aux: 1.338211 loss_class_dn: 0.364737 loss_bbox_dn: 0.183214 loss_giou_dn: 0.409826 loss_class_aux_dn: 0.804928 loss_bbox_aux_dn: 0.460555 loss_giou_aux_dn: 0.984892 loss: 8.734977 eta: 3:13:30 batch_cost: 0.3075 data_cost: 0.0008 ips: 13.0077 images/s
[05/13 04:53:55] ppdet.engine INFO: Epoch: [66] [5800/7329] learning_rate: 0.000100 loss_class: 0.646873 loss_bbox: 0.144603 loss_giou: 0.413723 loss_class_aux: 2.094800 loss_bbox_aux: 0.497181 loss_giou_aux: 1.321899 loss_class_dn: 0.356381 loss_bbox_dn: 0.164771 loss_giou_dn: 0.426015 loss_class_aux_dn: 0.802527 loss_bbox_aux_dn: 0.425799 loss_giou_aux_dn: 0.998842 loss: 8.757468 eta: 3:12:29 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2982 images/s
[05/13 04:55:03] ppdet.engine INFO: Epoch: [66] [6000/7329] learning_rate: 0.000100 loss_class: 0.616444 loss_bbox: 0.143841 loss_giou: 0.340046 loss_class_aux: 2.013010 loss_bbox_aux: 0.516502 loss_giou_aux: 1.125761 loss_class_dn: 0.316714 loss_bbox_dn: 0.158188 loss_giou_dn: 0.347855 loss_class_aux_dn: 0.728479 loss_bbox_aux_dn: 0.424251 loss_giou_aux_dn: 0.842062 loss: 7.780060 eta: 3:11:29 batch_cost: 0.3021 data_cost: 0.0007 ips: 13.2404 images/s
[05/13 04:56:11] ppdet.engine INFO: Epoch: [66] [6200/7329] learning_rate: 0.000100 loss_class: 0.645916 loss_bbox: 0.147587 loss_giou: 0.399528 loss_class_aux: 2.056870 loss_bbox_aux: 0.495174 loss_giou_aux: 1.342052 loss_class_dn: 0.360236 loss_bbox_dn: 0.164635 loss_giou_dn: 0.408840 loss_class_aux_dn: 0.788379 loss_bbox_aux_dn: 0.411963 loss_giou_aux_dn: 0.998284 loss: 8.603885 eta: 3:10:28 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0525 images/s
[05/13 04:57:19] ppdet.engine INFO: Epoch: [66] [6400/7329] learning_rate: 0.000100 loss_class: 0.667627 loss_bbox: 0.144330 loss_giou: 0.421229 loss_class_aux: 2.158588 loss_bbox_aux: 0.492183 loss_giou_aux: 1.380168 loss_class_dn: 0.348395 loss_bbox_dn: 0.163546 loss_giou_dn: 0.397310 loss_class_aux_dn: 0.774652 loss_bbox_aux_dn: 0.424142 loss_giou_aux_dn: 0.952752 loss: 8.589584 eta: 3:09:28 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2647 images/s
[05/13 04:58:27] ppdet.engine INFO: Epoch: [66] [6600/7329] learning_rate: 0.000100 loss_class: 0.623998 loss_bbox: 0.141445 loss_giou: 0.399770 loss_class_aux: 2.038368 loss_bbox_aux: 0.494000 loss_giou_aux: 1.304065 loss_class_dn: 0.337190 loss_bbox_dn: 0.165193 loss_giou_dn: 0.390747 loss_class_aux_dn: 0.769878 loss_bbox_aux_dn: 0.440548 loss_giou_aux_dn: 0.918516 loss: 8.183453 eta: 3:08:27 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0871 images/s
[05/13 04:59:34] ppdet.engine INFO: Epoch: [66] [6800/7329] learning_rate: 0.000100 loss_class: 0.682537 loss_bbox: 0.159968 loss_giou: 0.397149 loss_class_aux: 2.078563 loss_bbox_aux: 0.541725 loss_giou_aux: 1.346115 loss_class_dn: 0.349168 loss_bbox_dn: 0.187595 loss_giou_dn: 0.413071 loss_class_aux_dn: 0.780118 loss_bbox_aux_dn: 0.490562 loss_giou_aux_dn: 0.977370 loss: 8.485931 eta: 3:07:27 batch_cost: 0.3009 data_cost: 0.0007 ips: 13.2948 images/s
[05/13 05:00:42] ppdet.engine INFO: Epoch: [66] [7000/7329] learning_rate: 0.000100 loss_class: 0.646293 loss_bbox: 0.151202 loss_giou: 0.414072 loss_class_aux: 2.125470 loss_bbox_aux: 0.512484 loss_giou_aux: 1.357316 loss_class_dn: 0.332587 loss_bbox_dn: 0.172889 loss_giou_dn: 0.380187 loss_class_aux_dn: 0.774560 loss_bbox_aux_dn: 0.457529 loss_giou_aux_dn: 0.914828 loss: 8.151558 eta: 3:06:26 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1262 images/s
[05/13 05:01:50] ppdet.engine INFO: Epoch: [66] [7200/7329] learning_rate: 0.000100 loss_class: 0.662076 loss_bbox: 0.158318 loss_giou: 0.396475 loss_class_aux: 2.133271 loss_bbox_aux: 0.531853 loss_giou_aux: 1.282385 loss_class_dn: 0.358277 loss_bbox_dn: 0.184991 loss_giou_dn: 0.386236 loss_class_aux_dn: 0.808398 loss_bbox_aux_dn: 0.474438 loss_giou_aux_dn: 0.919763 loss: 8.467905 eta: 3:05:26 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1163 images/s
[05/13 05:02:36] ppdet.engine INFO: Eval iter: 0
[05/13 05:02:42] ppdet.engine INFO: Eval iter: 100
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[05/13 05:03:05] ppdet.engine INFO: Eval iter: 500
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[05/13 05:03:18] ppdet.engine INFO: Eval iter: 700
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[05/13 05:03:30] ppdet.engine INFO: Eval iter: 900
[05/13 05:03:36] ppdet.engine INFO: Eval iter: 1000
[05/13 05:03:42] ppdet.engine INFO: Eval iter: 1100
[05/13 05:03:49] ppdet.engine INFO: Eval iter: 1200
[05/13 05:04:13] 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 05:04:13] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=15.52s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=100.05s).
Accumulating evaluation results...
DONE (t=24.56s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.463
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.636
 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 ] = 0.628
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.362
 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 ] = 0.491
 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 ] = 0.864
[05/13 05:06:37] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.01132689890399
[05/13 05:06:37] ppdet.engine INFO: Best test bbox ap is 0.463.
[05/13 05:06:40] ppdet.engine INFO: Epoch: [67] [   0/7329] learning_rate: 0.000100 loss_class: 0.686008 loss_bbox: 0.153990 loss_giou: 0.430924 loss_class_aux: 2.210652 loss_bbox_aux: 0.515484 loss_giou_aux: 1.415689 loss_class_dn: 0.372437 loss_bbox_dn: 0.173530 loss_giou_dn: 0.423041 loss_class_aux_dn: 0.836131 loss_bbox_aux_dn: 0.447574 loss_giou_aux_dn: 1.003605 loss: 8.778931 eta: 3:04:47 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2277 images/s
[05/13 05:07:49] ppdet.engine INFO: Epoch: [67] [ 200/7329] learning_rate: 0.000100 loss_class: 0.668286 loss_bbox: 0.136077 loss_giou: 0.416706 loss_class_aux: 2.128726 loss_bbox_aux: 0.495938 loss_giou_aux: 1.345850 loss_class_dn: 0.341333 loss_bbox_dn: 0.164605 loss_giou_dn: 0.392538 loss_class_aux_dn: 0.755292 loss_bbox_aux_dn: 0.436696 loss_giou_aux_dn: 0.923312 loss: 8.436590 eta: 3:03:46 batch_cost: 0.3090 data_cost: 0.0008 ips: 12.9464 images/s
[05/13 05:08:57] ppdet.engine INFO: Epoch: [67] [ 400/7329] learning_rate: 0.000100 loss_class: 0.650677 loss_bbox: 0.143099 loss_giou: 0.390822 loss_class_aux: 2.114010 loss_bbox_aux: 0.490868 loss_giou_aux: 1.257094 loss_class_dn: 0.329925 loss_bbox_dn: 0.154616 loss_giou_dn: 0.395208 loss_class_aux_dn: 0.749111 loss_bbox_aux_dn: 0.392156 loss_giou_aux_dn: 0.955180 loss: 8.149309 eta: 3:02:46 batch_cost: 0.3034 data_cost: 0.0008 ips: 13.1852 images/s
[05/13 05:10:06] ppdet.engine INFO: Epoch: [67] [ 600/7329] learning_rate: 0.000100 loss_class: 0.684014 loss_bbox: 0.162030 loss_giou: 0.440932 loss_class_aux: 2.251478 loss_bbox_aux: 0.536880 loss_giou_aux: 1.503761 loss_class_dn: 0.376841 loss_bbox_dn: 0.169707 loss_giou_dn: 0.448056 loss_class_aux_dn: 0.832196 loss_bbox_aux_dn: 0.440607 loss_giou_aux_dn: 1.058164 loss: 9.566260 eta: 3:01:45 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0771 images/s
[05/13 05:11:14] ppdet.engine INFO: Epoch: [67] [ 800/7329] learning_rate: 0.000100 loss_class: 0.673747 loss_bbox: 0.165274 loss_giou: 0.413080 loss_class_aux: 2.193445 loss_bbox_aux: 0.541867 loss_giou_aux: 1.335794 loss_class_dn: 0.357158 loss_bbox_dn: 0.181936 loss_giou_dn: 0.427027 loss_class_aux_dn: 0.804101 loss_bbox_aux_dn: 0.472148 loss_giou_aux_dn: 1.029126 loss: 8.760805 eta: 3:00:45 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1870 images/s
[05/13 05:12:22] ppdet.engine INFO: Epoch: [67] [1000/7329] learning_rate: 0.000100 loss_class: 0.614989 loss_bbox: 0.149807 loss_giou: 0.392103 loss_class_aux: 2.005355 loss_bbox_aux: 0.505270 loss_giou_aux: 1.278858 loss_class_dn: 0.331581 loss_bbox_dn: 0.164723 loss_giou_dn: 0.390607 loss_class_aux_dn: 0.756706 loss_bbox_aux_dn: 0.407934 loss_giou_aux_dn: 0.923354 loss: 8.248377 eta: 2:59:44 batch_cost: 0.3059 data_cost: 0.0008 ips: 13.0760 images/s
[05/13 05:13:29] ppdet.engine INFO: Epoch: [67] [1200/7329] learning_rate: 0.000100 loss_class: 0.644815 loss_bbox: 0.150829 loss_giou: 0.348700 loss_class_aux: 2.135773 loss_bbox_aux: 0.506271 loss_giou_aux: 1.165621 loss_class_dn: 0.323841 loss_bbox_dn: 0.168060 loss_giou_dn: 0.347621 loss_class_aux_dn: 0.759012 loss_bbox_aux_dn: 0.440793 loss_giou_aux_dn: 0.839782 loss: 8.036978 eta: 2:58:44 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.4019 images/s
[05/13 05:14:35] ppdet.engine INFO: Epoch: [67] [1400/7329] learning_rate: 0.000100 loss_class: 0.668367 loss_bbox: 0.135874 loss_giou: 0.393778 loss_class_aux: 2.116332 loss_bbox_aux: 0.471152 loss_giou_aux: 1.293971 loss_class_dn: 0.353111 loss_bbox_dn: 0.156581 loss_giou_dn: 0.389821 loss_class_aux_dn: 0.786665 loss_bbox_aux_dn: 0.414286 loss_giou_aux_dn: 0.919147 loss: 8.443914 eta: 2:57:43 batch_cost: 0.2952 data_cost: 0.0007 ips: 13.5494 images/s
[05/13 05:15:39] ppdet.engine INFO: Epoch: [67] [1600/7329] learning_rate: 0.000100 loss_class: 0.699928 loss_bbox: 0.160233 loss_giou: 0.429439 loss_class_aux: 2.267759 loss_bbox_aux: 0.548407 loss_giou_aux: 1.413225 loss_class_dn: 0.356768 loss_bbox_dn: 0.193290 loss_giou_dn: 0.412908 loss_class_aux_dn: 0.814841 loss_bbox_aux_dn: 0.494730 loss_giou_aux_dn: 0.969367 loss: 8.870219 eta: 2:56:42 batch_cost: 0.2886 data_cost: 0.0006 ips: 13.8579 images/s
[05/13 05:16:44] ppdet.engine INFO: Epoch: [67] [1800/7329] learning_rate: 0.000100 loss_class: 0.712129 loss_bbox: 0.154485 loss_giou: 0.393330 loss_class_aux: 2.265135 loss_bbox_aux: 0.520002 loss_giou_aux: 1.321189 loss_class_dn: 0.370208 loss_bbox_dn: 0.167364 loss_giou_dn: 0.394378 loss_class_aux_dn: 0.832038 loss_bbox_aux_dn: 0.439036 loss_giou_aux_dn: 0.965461 loss: 8.750266 eta: 2:55:42 batch_cost: 0.2879 data_cost: 0.0006 ips: 13.8916 images/s
[05/13 05:17:51] ppdet.engine INFO: Epoch: [67] [2000/7329] learning_rate: 0.000100 loss_class: 0.667926 loss_bbox: 0.160391 loss_giou: 0.423417 loss_class_aux: 2.084741 loss_bbox_aux: 0.533145 loss_giou_aux: 1.361729 loss_class_dn: 0.354815 loss_bbox_dn: 0.170100 loss_giou_dn: 0.420077 loss_class_aux_dn: 0.771834 loss_bbox_aux_dn: 0.429143 loss_giou_aux_dn: 0.967959 loss: 8.888401 eta: 2:54:41 batch_cost: 0.2988 data_cost: 0.0007 ips: 13.3853 images/s
[05/13 05:18:59] ppdet.engine INFO: Epoch: [67] [2200/7329] learning_rate: 0.000100 loss_class: 0.701187 loss_bbox: 0.146322 loss_giou: 0.420564 loss_class_aux: 2.214890 loss_bbox_aux: 0.507859 loss_giou_aux: 1.408410 loss_class_dn: 0.355121 loss_bbox_dn: 0.178066 loss_giou_dn: 0.405630 loss_class_aux_dn: 0.795466 loss_bbox_aux_dn: 0.465037 loss_giou_aux_dn: 0.972923 loss: 8.664319 eta: 2:53:41 batch_cost: 0.3035 data_cost: 0.0007 ips: 13.1795 images/s
[05/13 05:20:08] ppdet.engine INFO: Epoch: [67] [2400/7329] learning_rate: 0.000100 loss_class: 0.711009 loss_bbox: 0.157134 loss_giou: 0.424459 loss_class_aux: 2.254205 loss_bbox_aux: 0.553707 loss_giou_aux: 1.369793 loss_class_dn: 0.371547 loss_bbox_dn: 0.172325 loss_giou_dn: 0.423858 loss_class_aux_dn: 0.807286 loss_bbox_aux_dn: 0.447136 loss_giou_aux_dn: 1.036589 loss: 9.199207 eta: 2:52:40 batch_cost: 0.3102 data_cost: 0.0007 ips: 12.8964 images/s
[05/13 05:21:17] ppdet.engine INFO: Epoch: [67] [2600/7329] learning_rate: 0.000100 loss_class: 0.628917 loss_bbox: 0.142534 loss_giou: 0.373333 loss_class_aux: 2.026639 loss_bbox_aux: 0.460996 loss_giou_aux: 1.256891 loss_class_dn: 0.319213 loss_bbox_dn: 0.171430 loss_giou_dn: 0.366247 loss_class_aux_dn: 0.715333 loss_bbox_aux_dn: 0.432555 loss_giou_aux_dn: 0.863162 loss: 7.923790 eta: 2:51:40 batch_cost: 0.3084 data_cost: 0.0007 ips: 12.9699 images/s
[05/13 05:22:24] ppdet.engine INFO: Epoch: [67] [2800/7329] learning_rate: 0.000100 loss_class: 0.617731 loss_bbox: 0.138565 loss_giou: 0.411104 loss_class_aux: 1.941471 loss_bbox_aux: 0.487613 loss_giou_aux: 1.355808 loss_class_dn: 0.339453 loss_bbox_dn: 0.154681 loss_giou_dn: 0.401998 loss_class_aux_dn: 0.748625 loss_bbox_aux_dn: 0.410152 loss_giou_aux_dn: 0.957093 loss: 8.363065 eta: 2:50:39 batch_cost: 0.3026 data_cost: 0.0008 ips: 13.2179 images/s
[05/13 05:23:33] ppdet.engine INFO: Epoch: [67] [3000/7329] learning_rate: 0.000100 loss_class: 0.679237 loss_bbox: 0.147394 loss_giou: 0.403243 loss_class_aux: 2.181728 loss_bbox_aux: 0.494461 loss_giou_aux: 1.290209 loss_class_dn: 0.370161 loss_bbox_dn: 0.164170 loss_giou_dn: 0.420188 loss_class_aux_dn: 0.820889 loss_bbox_aux_dn: 0.424894 loss_giou_aux_dn: 0.961238 loss: 8.774471 eta: 2:49:39 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0566 images/s
[05/13 05:24:42] ppdet.engine INFO: Epoch: [67] [3200/7329] learning_rate: 0.000100 loss_class: 0.668385 loss_bbox: 0.143293 loss_giou: 0.449176 loss_class_aux: 2.148624 loss_bbox_aux: 0.502629 loss_giou_aux: 1.441172 loss_class_dn: 0.363025 loss_bbox_dn: 0.160301 loss_giou_dn: 0.421738 loss_class_aux_dn: 0.821544 loss_bbox_aux_dn: 0.417880 loss_giou_aux_dn: 0.988360 loss: 8.896786 eta: 2:48:38 batch_cost: 0.3061 data_cost: 0.0008 ips: 13.0681 images/s
[05/13 05:25:49] ppdet.engine INFO: Epoch: [67] [3400/7329] learning_rate: 0.000100 loss_class: 0.694595 loss_bbox: 0.165231 loss_giou: 0.430187 loss_class_aux: 2.230203 loss_bbox_aux: 0.560214 loss_giou_aux: 1.395590 loss_class_dn: 0.361173 loss_bbox_dn: 0.174010 loss_giou_dn: 0.426579 loss_class_aux_dn: 0.799213 loss_bbox_aux_dn: 0.437673 loss_giou_aux_dn: 1.035694 loss: 9.186894 eta: 2:47:38 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2329 images/s
[05/13 05:26:58] ppdet.engine INFO: Epoch: [67] [3600/7329] learning_rate: 0.000100 loss_class: 0.669128 loss_bbox: 0.152402 loss_giou: 0.385915 loss_class_aux: 2.156149 loss_bbox_aux: 0.531975 loss_giou_aux: 1.293842 loss_class_dn: 0.330362 loss_bbox_dn: 0.174396 loss_giou_dn: 0.398655 loss_class_aux_dn: 0.753487 loss_bbox_aux_dn: 0.462639 loss_giou_aux_dn: 0.956966 loss: 8.424273 eta: 2:46:37 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1062 images/s
[05/13 05:28:07] ppdet.engine INFO: Epoch: [67] [3800/7329] learning_rate: 0.000100 loss_class: 0.648712 loss_bbox: 0.137123 loss_giou: 0.393443 loss_class_aux: 2.054894 loss_bbox_aux: 0.489716 loss_giou_aux: 1.305329 loss_class_dn: 0.342080 loss_bbox_dn: 0.158444 loss_giou_dn: 0.391263 loss_class_aux_dn: 0.762921 loss_bbox_aux_dn: 0.411592 loss_giou_aux_dn: 0.944416 loss: 8.263643 eta: 2:45:37 batch_cost: 0.3074 data_cost: 0.0008 ips: 13.0109 images/s
[05/13 05:29:15] ppdet.engine INFO: Epoch: [67] [4000/7329] learning_rate: 0.000100 loss_class: 0.702353 loss_bbox: 0.149207 loss_giou: 0.418098 loss_class_aux: 2.227874 loss_bbox_aux: 0.509393 loss_giou_aux: 1.368795 loss_class_dn: 0.376471 loss_bbox_dn: 0.166420 loss_giou_dn: 0.414567 loss_class_aux_dn: 0.843457 loss_bbox_aux_dn: 0.439329 loss_giou_aux_dn: 0.993265 loss: 9.079527 eta: 2:44:36 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0996 images/s
[05/13 05:30:22] ppdet.engine INFO: Epoch: [67] [4200/7329] learning_rate: 0.000100 loss_class: 0.620618 loss_bbox: 0.133705 loss_giou: 0.386004 loss_class_aux: 1.959088 loss_bbox_aux: 0.474985 loss_giou_aux: 1.260643 loss_class_dn: 0.324072 loss_bbox_dn: 0.151101 loss_giou_dn: 0.394408 loss_class_aux_dn: 0.717986 loss_bbox_aux_dn: 0.391430 loss_giou_aux_dn: 0.943563 loss: 7.895574 eta: 2:43:36 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2338 images/s
[05/13 05:31:32] ppdet.engine INFO: Epoch: [67] [4400/7329] learning_rate: 0.000100 loss_class: 0.645071 loss_bbox: 0.152114 loss_giou: 0.379435 loss_class_aux: 2.040902 loss_bbox_aux: 0.515836 loss_giou_aux: 1.207800 loss_class_dn: 0.320413 loss_bbox_dn: 0.167561 loss_giou_dn: 0.362706 loss_class_aux_dn: 0.712348 loss_bbox_aux_dn: 0.423841 loss_giou_aux_dn: 0.870283 loss: 7.871267 eta: 2:42:36 batch_cost: 0.3094 data_cost: 0.0008 ips: 12.9285 images/s
[05/13 05:32:39] ppdet.engine INFO: Epoch: [67] [4600/7329] learning_rate: 0.000100 loss_class: 0.666200 loss_bbox: 0.151745 loss_giou: 0.433017 loss_class_aux: 2.110235 loss_bbox_aux: 0.519040 loss_giou_aux: 1.418563 loss_class_dn: 0.359432 loss_bbox_dn: 0.163102 loss_giou_dn: 0.417484 loss_class_aux_dn: 0.801169 loss_bbox_aux_dn: 0.421225 loss_giou_aux_dn: 0.986114 loss: 8.753370 eta: 2:41:35 batch_cost: 0.2992 data_cost: 0.0007 ips: 13.3684 images/s
[05/13 05:33:48] ppdet.engine INFO: Epoch: [67] [4800/7329] learning_rate: 0.000100 loss_class: 0.699909 loss_bbox: 0.160022 loss_giou: 0.426570 loss_class_aux: 2.202715 loss_bbox_aux: 0.550506 loss_giou_aux: 1.388743 loss_class_dn: 0.372003 loss_bbox_dn: 0.181176 loss_giou_dn: 0.423030 loss_class_aux_dn: 0.832326 loss_bbox_aux_dn: 0.457071 loss_giou_aux_dn: 1.004885 loss: 8.966576 eta: 2:40:35 batch_cost: 0.3078 data_cost: 0.0008 ips: 12.9960 images/s
[05/13 05:34:56] ppdet.engine INFO: Epoch: [67] [5000/7329] learning_rate: 0.000100 loss_class: 0.695477 loss_bbox: 0.141649 loss_giou: 0.424312 loss_class_aux: 2.187026 loss_bbox_aux: 0.504694 loss_giou_aux: 1.436262 loss_class_dn: 0.365545 loss_bbox_dn: 0.161597 loss_giou_dn: 0.436912 loss_class_aux_dn: 0.805063 loss_bbox_aux_dn: 0.432953 loss_giou_aux_dn: 1.009208 loss: 8.893920 eta: 2:39:34 batch_cost: 0.3083 data_cost: 0.0007 ips: 12.9760 images/s
[05/13 05:36:05] ppdet.engine INFO: Epoch: [67] [5200/7329] learning_rate: 0.000100 loss_class: 0.687913 loss_bbox: 0.165472 loss_giou: 0.414013 loss_class_aux: 2.167734 loss_bbox_aux: 0.550166 loss_giou_aux: 1.366350 loss_class_dn: 0.367956 loss_bbox_dn: 0.188646 loss_giou_dn: 0.421265 loss_class_aux_dn: 0.813598 loss_bbox_aux_dn: 0.476309 loss_giou_aux_dn: 0.985261 loss: 9.173576 eta: 2:38:34 batch_cost: 0.3053 data_cost: 0.0007 ips: 13.1001 images/s
[05/13 05:37:13] ppdet.engine INFO: Epoch: [67] [5400/7329] learning_rate: 0.000100 loss_class: 0.696324 loss_bbox: 0.156385 loss_giou: 0.447822 loss_class_aux: 2.240698 loss_bbox_aux: 0.523413 loss_giou_aux: 1.459847 loss_class_dn: 0.366031 loss_bbox_dn: 0.172568 loss_giou_dn: 0.432439 loss_class_aux_dn: 0.825783 loss_bbox_aux_dn: 0.448037 loss_giou_aux_dn: 1.009798 loss: 9.125547 eta: 2:37:33 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1762 images/s
[05/13 05:38:21] ppdet.engine INFO: Epoch: [67] [5600/7329] learning_rate: 0.000100 loss_class: 0.684152 loss_bbox: 0.153563 loss_giou: 0.407504 loss_class_aux: 2.176342 loss_bbox_aux: 0.527590 loss_giou_aux: 1.351932 loss_class_dn: 0.357188 loss_bbox_dn: 0.176220 loss_giou_dn: 0.392622 loss_class_aux_dn: 0.806396 loss_bbox_aux_dn: 0.451915 loss_giou_aux_dn: 0.973223 loss: 8.571236 eta: 2:36:33 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1243 images/s
[05/13 05:39:30] ppdet.engine INFO: Epoch: [67] [5800/7329] learning_rate: 0.000100 loss_class: 0.721708 loss_bbox: 0.152129 loss_giou: 0.504420 loss_class_aux: 2.307354 loss_bbox_aux: 0.528737 loss_giou_aux: 1.644525 loss_class_dn: 0.396813 loss_bbox_dn: 0.172575 loss_giou_dn: 0.485152 loss_class_aux_dn: 0.909438 loss_bbox_aux_dn: 0.427472 loss_giou_aux_dn: 1.134032 loss: 9.421965 eta: 2:35:32 batch_cost: 0.3085 data_cost: 0.0007 ips: 12.9661 images/s
[05/13 05:40:39] ppdet.engine INFO: Epoch: [67] [6000/7329] learning_rate: 0.000100 loss_class: 0.667682 loss_bbox: 0.152028 loss_giou: 0.456485 loss_class_aux: 2.154437 loss_bbox_aux: 0.498081 loss_giou_aux: 1.489904 loss_class_dn: 0.348946 loss_bbox_dn: 0.158226 loss_giou_dn: 0.434054 loss_class_aux_dn: 0.782037 loss_bbox_aux_dn: 0.407744 loss_giou_aux_dn: 1.007238 loss: 8.734173 eta: 2:34:32 batch_cost: 0.3087 data_cost: 0.0007 ips: 12.9557 images/s
[05/13 05:41:47] ppdet.engine INFO: Epoch: [67] [6200/7329] learning_rate: 0.000100 loss_class: 0.691329 loss_bbox: 0.147184 loss_giou: 0.399812 loss_class_aux: 2.139387 loss_bbox_aux: 0.512311 loss_giou_aux: 1.323939 loss_class_dn: 0.342963 loss_bbox_dn: 0.181041 loss_giou_dn: 0.375988 loss_class_aux_dn: 0.788388 loss_bbox_aux_dn: 0.460840 loss_giou_aux_dn: 0.900665 loss: 8.684168 eta: 2:33:31 batch_cost: 0.3065 data_cost: 0.0007 ips: 13.0494 images/s
[05/13 05:42:56] ppdet.engine INFO: Epoch: [67] [6400/7329] learning_rate: 0.000100 loss_class: 0.677554 loss_bbox: 0.156072 loss_giou: 0.376139 loss_class_aux: 2.186869 loss_bbox_aux: 0.536263 loss_giou_aux: 1.242769 loss_class_dn: 0.345466 loss_bbox_dn: 0.169077 loss_giou_dn: 0.375753 loss_class_aux_dn: 0.776162 loss_bbox_aux_dn: 0.450525 loss_giou_aux_dn: 0.907219 loss: 8.535313 eta: 2:32:31 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0744 images/s
[05/13 05:44:03] ppdet.engine INFO: Epoch: [67] [6600/7329] learning_rate: 0.000100 loss_class: 0.626586 loss_bbox: 0.139080 loss_giou: 0.429351 loss_class_aux: 2.046578 loss_bbox_aux: 0.468625 loss_giou_aux: 1.388374 loss_class_dn: 0.359441 loss_bbox_dn: 0.168053 loss_giou_dn: 0.400604 loss_class_aux_dn: 0.797106 loss_bbox_aux_dn: 0.432274 loss_giou_aux_dn: 0.965908 loss: 8.661200 eta: 2:31:30 batch_cost: 0.3008 data_cost: 0.0007 ips: 13.2957 images/s
[05/13 05:45:11] ppdet.engine INFO: Epoch: [67] [6800/7329] learning_rate: 0.000100 loss_class: 0.674439 loss_bbox: 0.146326 loss_giou: 0.386739 loss_class_aux: 2.201962 loss_bbox_aux: 0.506760 loss_giou_aux: 1.340271 loss_class_dn: 0.342378 loss_bbox_dn: 0.155286 loss_giou_dn: 0.376539 loss_class_aux_dn: 0.752581 loss_bbox_aux_dn: 0.411436 loss_giou_aux_dn: 0.910940 loss: 8.385241 eta: 2:30:30 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1701 images/s
[05/13 05:46:19] ppdet.engine INFO: Epoch: [67] [7000/7329] learning_rate: 0.000100 loss_class: 0.699174 loss_bbox: 0.153500 loss_giou: 0.434642 loss_class_aux: 2.207977 loss_bbox_aux: 0.539724 loss_giou_aux: 1.434633 loss_class_dn: 0.377892 loss_bbox_dn: 0.169094 loss_giou_dn: 0.435495 loss_class_aux_dn: 0.832349 loss_bbox_aux_dn: 0.437794 loss_giou_aux_dn: 1.017699 loss: 9.369901 eta: 2:29:29 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2815 images/s
[05/13 05:47:27] ppdet.engine INFO: Epoch: [67] [7200/7329] learning_rate: 0.000100 loss_class: 0.658228 loss_bbox: 0.148368 loss_giou: 0.419414 loss_class_aux: 2.110456 loss_bbox_aux: 0.503076 loss_giou_aux: 1.323215 loss_class_dn: 0.345090 loss_bbox_dn: 0.168147 loss_giou_dn: 0.400738 loss_class_aux_dn: 0.778255 loss_bbox_aux_dn: 0.436252 loss_giou_aux_dn: 0.935285 loss: 8.333330 eta: 2:28:29 batch_cost: 0.3047 data_cost: 0.0007 ips: 13.1274 images/s
[05/13 05:48:13] ppdet.engine INFO: Eval iter: 0
[05/13 05:48:19] ppdet.engine INFO: Eval iter: 100
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[05/13 05:48:56] ppdet.engine INFO: Eval iter: 700
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[05/13 05:49:27] ppdet.engine INFO: Eval iter: 1200
[05/13 05:49:51] 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 05:49:52] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=15.01s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=102.42s).
Accumulating evaluation results...
DONE (t=24.83s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.465
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.636
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.503
 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 ] = 0.497
 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 ] = 0.363
 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 ] = 0.735
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865
[05/13 05:52:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.06599004219065
[05/13 05:52:18] ppdet.engine INFO: Best test bbox ap is 0.465.
[05/13 05:52:20] ppdet.engine INFO: Epoch: [68] [   0/7329] learning_rate: 0.000100 loss_class: 0.637627 loss_bbox: 0.154631 loss_giou: 0.377616 loss_class_aux: 1.990095 loss_bbox_aux: 0.522037 loss_giou_aux: 1.279250 loss_class_dn: 0.331489 loss_bbox_dn: 0.167656 loss_giou_dn: 0.363369 loss_class_aux_dn: 0.746896 loss_bbox_aux_dn: 0.441983 loss_giou_aux_dn: 0.868742 loss: 8.250118 eta: 2:27:50 batch_cost: 0.2989 data_cost: 0.0007 ips: 13.3837 images/s
[05/13 05:53:28] ppdet.engine INFO: Epoch: [68] [ 200/7329] learning_rate: 0.000100 loss_class: 0.730673 loss_bbox: 0.153847 loss_giou: 0.453330 loss_class_aux: 2.229380 loss_bbox_aux: 0.548939 loss_giou_aux: 1.520257 loss_class_dn: 0.388596 loss_bbox_dn: 0.167317 loss_giou_dn: 0.440053 loss_class_aux_dn: 0.852922 loss_bbox_aux_dn: 0.448094 loss_giou_aux_dn: 1.044764 loss: 9.337467 eta: 2:26:49 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1187 images/s
[05/13 05:54:35] ppdet.engine INFO: Epoch: [68] [ 400/7329] learning_rate: 0.000100 loss_class: 0.620481 loss_bbox: 0.133484 loss_giou: 0.407993 loss_class_aux: 2.057626 loss_bbox_aux: 0.485516 loss_giou_aux: 1.302835 loss_class_dn: 0.328019 loss_bbox_dn: 0.156375 loss_giou_dn: 0.378030 loss_class_aux_dn: 0.734979 loss_bbox_aux_dn: 0.400287 loss_giou_aux_dn: 0.921694 loss: 7.916432 eta: 2:25:49 batch_cost: 0.2998 data_cost: 0.0008 ips: 13.3428 images/s
[05/13 05:55:43] ppdet.engine INFO: Epoch: [68] [ 600/7329] learning_rate: 0.000100 loss_class: 0.653767 loss_bbox: 0.150212 loss_giou: 0.379574 loss_class_aux: 2.110374 loss_bbox_aux: 0.502603 loss_giou_aux: 1.255818 loss_class_dn: 0.351784 loss_bbox_dn: 0.174256 loss_giou_dn: 0.364878 loss_class_aux_dn: 0.799518 loss_bbox_aux_dn: 0.460658 loss_giou_aux_dn: 0.865390 loss: 8.544207 eta: 2:24:48 batch_cost: 0.3003 data_cost: 0.0008 ips: 13.3181 images/s
[05/13 05:56:51] ppdet.engine INFO: Epoch: [68] [ 800/7329] learning_rate: 0.000100 loss_class: 0.649969 loss_bbox: 0.147134 loss_giou: 0.403834 loss_class_aux: 2.071890 loss_bbox_aux: 0.509175 loss_giou_aux: 1.380735 loss_class_dn: 0.348179 loss_bbox_dn: 0.155714 loss_giou_dn: 0.435731 loss_class_aux_dn: 0.768339 loss_bbox_aux_dn: 0.408795 loss_giou_aux_dn: 0.998053 loss: 8.455811 eta: 2:23:48 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1440 images/s
[05/13 05:57:58] ppdet.engine INFO: Epoch: [68] [1000/7329] learning_rate: 0.000100 loss_class: 0.648118 loss_bbox: 0.142885 loss_giou: 0.418820 loss_class_aux: 2.133878 loss_bbox_aux: 0.466037 loss_giou_aux: 1.403575 loss_class_dn: 0.339058 loss_bbox_dn: 0.161813 loss_giou_dn: 0.401206 loss_class_aux_dn: 0.764498 loss_bbox_aux_dn: 0.406466 loss_giou_aux_dn: 0.958035 loss: 8.631331 eta: 2:22:47 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2812 images/s
[05/13 05:59:07] ppdet.engine INFO: Epoch: [68] [1200/7329] learning_rate: 0.000100 loss_class: 0.684362 loss_bbox: 0.146276 loss_giou: 0.410853 loss_class_aux: 2.167355 loss_bbox_aux: 0.502385 loss_giou_aux: 1.322912 loss_class_dn: 0.360073 loss_bbox_dn: 0.166169 loss_giou_dn: 0.414963 loss_class_aux_dn: 0.779048 loss_bbox_aux_dn: 0.438253 loss_giou_aux_dn: 0.984239 loss: 8.726271 eta: 2:21:47 batch_cost: 0.3079 data_cost: 0.0007 ips: 12.9916 images/s
[05/13 06:00:15] ppdet.engine INFO: Epoch: [68] [1400/7329] learning_rate: 0.000100 loss_class: 0.697215 loss_bbox: 0.152973 loss_giou: 0.460055 loss_class_aux: 2.275656 loss_bbox_aux: 0.531207 loss_giou_aux: 1.484729 loss_class_dn: 0.375366 loss_bbox_dn: 0.172649 loss_giou_dn: 0.427226 loss_class_aux_dn: 0.840641 loss_bbox_aux_dn: 0.448034 loss_giou_aux_dn: 1.018653 loss: 8.900089 eta: 2:20:46 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2288 images/s
[05/13 06:01:22] ppdet.engine INFO: Epoch: [68] [1600/7329] learning_rate: 0.000100 loss_class: 0.654604 loss_bbox: 0.146327 loss_giou: 0.408327 loss_class_aux: 2.148277 loss_bbox_aux: 0.504350 loss_giou_aux: 1.344317 loss_class_dn: 0.342476 loss_bbox_dn: 0.160532 loss_giou_dn: 0.398241 loss_class_aux_dn: 0.774129 loss_bbox_aux_dn: 0.430256 loss_giou_aux_dn: 0.936192 loss: 8.536272 eta: 2:19:46 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1231 images/s
[05/13 06:02:30] ppdet.engine INFO: Epoch: [68] [1800/7329] learning_rate: 0.000100 loss_class: 0.642334 loss_bbox: 0.141976 loss_giou: 0.367673 loss_class_aux: 2.067451 loss_bbox_aux: 0.491838 loss_giou_aux: 1.250110 loss_class_dn: 0.324119 loss_bbox_dn: 0.151066 loss_giou_dn: 0.362365 loss_class_aux_dn: 0.754164 loss_bbox_aux_dn: 0.401815 loss_giou_aux_dn: 0.872972 loss: 8.162709 eta: 2:18:45 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1426 images/s
[05/13 06:03:38] ppdet.engine INFO: Epoch: [68] [2000/7329] learning_rate: 0.000100 loss_class: 0.703949 loss_bbox: 0.150335 loss_giou: 0.454278 loss_class_aux: 2.230200 loss_bbox_aux: 0.514250 loss_giou_aux: 1.409864 loss_class_dn: 0.371506 loss_bbox_dn: 0.166668 loss_giou_dn: 0.451344 loss_class_aux_dn: 0.838879 loss_bbox_aux_dn: 0.419256 loss_giou_aux_dn: 1.055692 loss: 9.554132 eta: 2:17:45 batch_cost: 0.3019 data_cost: 0.0008 ips: 13.2511 images/s
[05/13 06:04:47] ppdet.engine INFO: Epoch: [68] [2200/7329] learning_rate: 0.000100 loss_class: 0.647852 loss_bbox: 0.152777 loss_giou: 0.403071 loss_class_aux: 2.107110 loss_bbox_aux: 0.516080 loss_giou_aux: 1.302594 loss_class_dn: 0.347715 loss_bbox_dn: 0.178439 loss_giou_dn: 0.392172 loss_class_aux_dn: 0.784953 loss_bbox_aux_dn: 0.438164 loss_giou_aux_dn: 0.979467 loss: 8.376031 eta: 2:16:44 batch_cost: 0.3111 data_cost: 0.0007 ips: 12.8573 images/s
[05/13 06:05:55] ppdet.engine INFO: Epoch: [68] [2400/7329] learning_rate: 0.000100 loss_class: 0.611814 loss_bbox: 0.143297 loss_giou: 0.371636 loss_class_aux: 1.994330 loss_bbox_aux: 0.480323 loss_giou_aux: 1.224176 loss_class_dn: 0.334043 loss_bbox_dn: 0.152680 loss_giou_dn: 0.343032 loss_class_aux_dn: 0.755142 loss_bbox_aux_dn: 0.406946 loss_giou_aux_dn: 0.857689 loss: 7.851375 eta: 2:15:44 batch_cost: 0.3037 data_cost: 0.0007 ips: 13.1717 images/s
[05/13 06:07:03] ppdet.engine INFO: Epoch: [68] [2600/7329] learning_rate: 0.000100 loss_class: 0.620395 loss_bbox: 0.128753 loss_giou: 0.370853 loss_class_aux: 1.940448 loss_bbox_aux: 0.462855 loss_giou_aux: 1.244763 loss_class_dn: 0.320436 loss_bbox_dn: 0.152502 loss_giou_dn: 0.371747 loss_class_aux_dn: 0.721272 loss_bbox_aux_dn: 0.391826 loss_giou_aux_dn: 0.894835 loss: 8.007402 eta: 2:14:43 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2148 images/s
[05/13 06:08:12] ppdet.engine INFO: Epoch: [68] [2800/7329] learning_rate: 0.000100 loss_class: 0.653912 loss_bbox: 0.147309 loss_giou: 0.410438 loss_class_aux: 2.012352 loss_bbox_aux: 0.498988 loss_giou_aux: 1.322064 loss_class_dn: 0.339314 loss_bbox_dn: 0.156287 loss_giou_dn: 0.383748 loss_class_aux_dn: 0.760279 loss_bbox_aux_dn: 0.404576 loss_giou_aux_dn: 0.927482 loss: 8.184265 eta: 2:13:43 batch_cost: 0.3078 data_cost: 0.0007 ips: 12.9946 images/s
[05/13 06:09:20] ppdet.engine INFO: Epoch: [68] [3000/7329] learning_rate: 0.000100 loss_class: 0.670177 loss_bbox: 0.150428 loss_giou: 0.428345 loss_class_aux: 2.135064 loss_bbox_aux: 0.515422 loss_giou_aux: 1.428404 loss_class_dn: 0.357268 loss_bbox_dn: 0.168410 loss_giou_dn: 0.401163 loss_class_aux_dn: 0.794416 loss_bbox_aux_dn: 0.438577 loss_giou_aux_dn: 0.979646 loss: 8.551048 eta: 2:12:42 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1754 images/s
[05/13 06:10:27] ppdet.engine INFO: Epoch: [68] [3200/7329] learning_rate: 0.000100 loss_class: 0.692262 loss_bbox: 0.145412 loss_giou: 0.404195 loss_class_aux: 2.245209 loss_bbox_aux: 0.530214 loss_giou_aux: 1.316197 loss_class_dn: 0.376484 loss_bbox_dn: 0.172521 loss_giou_dn: 0.421662 loss_class_aux_dn: 0.832950 loss_bbox_aux_dn: 0.465018 loss_giou_aux_dn: 1.004013 loss: 8.855748 eta: 2:11:42 batch_cost: 0.3023 data_cost: 0.0007 ips: 13.2310 images/s
[05/13 06:11:35] ppdet.engine INFO: Epoch: [68] [3400/7329] learning_rate: 0.000100 loss_class: 0.619935 loss_bbox: 0.151817 loss_giou: 0.378564 loss_class_aux: 1.972164 loss_bbox_aux: 0.507581 loss_giou_aux: 1.245180 loss_class_dn: 0.336015 loss_bbox_dn: 0.171420 loss_giou_dn: 0.369065 loss_class_aux_dn: 0.746443 loss_bbox_aux_dn: 0.465504 loss_giou_aux_dn: 0.886408 loss: 8.072079 eta: 2:10:41 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0642 images/s
[05/13 06:12:41] ppdet.engine INFO: Epoch: [68] [3600/7329] learning_rate: 0.000100 loss_class: 0.665108 loss_bbox: 0.160904 loss_giou: 0.420849 loss_class_aux: 2.099346 loss_bbox_aux: 0.553981 loss_giou_aux: 1.365322 loss_class_dn: 0.341130 loss_bbox_dn: 0.165045 loss_giou_dn: 0.388795 loss_class_aux_dn: 0.790286 loss_bbox_aux_dn: 0.430836 loss_giou_aux_dn: 0.945963 loss: 8.695578 eta: 2:09:41 batch_cost: 0.2958 data_cost: 0.0008 ips: 13.5241 images/s
[05/13 06:13:46] ppdet.engine INFO: Epoch: [68] [3800/7329] learning_rate: 0.000100 loss_class: 0.667976 loss_bbox: 0.154149 loss_giou: 0.386050 loss_class_aux: 2.167504 loss_bbox_aux: 0.536108 loss_giou_aux: 1.268178 loss_class_dn: 0.344380 loss_bbox_dn: 0.179415 loss_giou_dn: 0.382400 loss_class_aux_dn: 0.789540 loss_bbox_aux_dn: 0.443875 loss_giou_aux_dn: 0.913149 loss: 8.487291 eta: 2:08:40 batch_cost: 0.2914 data_cost: 0.0007 ips: 13.7266 images/s
[05/13 06:14:50] ppdet.engine INFO: Epoch: [68] [4000/7329] learning_rate: 0.000100 loss_class: 0.643463 loss_bbox: 0.135796 loss_giou: 0.350350 loss_class_aux: 2.012332 loss_bbox_aux: 0.478092 loss_giou_aux: 1.118977 loss_class_dn: 0.324634 loss_bbox_dn: 0.162328 loss_giou_dn: 0.359103 loss_class_aux_dn: 0.735052 loss_bbox_aux_dn: 0.424424 loss_giou_aux_dn: 0.857603 loss: 8.128255 eta: 2:07:39 batch_cost: 0.2822 data_cost: 0.0007 ips: 14.1721 images/s
[05/13 06:15:53] ppdet.engine INFO: Epoch: [68] [4200/7329] learning_rate: 0.000100 loss_class: 0.703354 loss_bbox: 0.147430 loss_giou: 0.496629 loss_class_aux: 2.205395 loss_bbox_aux: 0.509191 loss_giou_aux: 1.649678 loss_class_dn: 0.390437 loss_bbox_dn: 0.163766 loss_giou_dn: 0.474544 loss_class_aux_dn: 0.863689 loss_bbox_aux_dn: 0.412686 loss_giou_aux_dn: 1.102430 loss: 9.174987 eta: 2:06:39 batch_cost: 0.2825 data_cost: 0.0007 ips: 14.1613 images/s
[05/13 06:17:00] ppdet.engine INFO: Epoch: [68] [4400/7329] learning_rate: 0.000100 loss_class: 0.629836 loss_bbox: 0.145009 loss_giou: 0.389759 loss_class_aux: 2.042091 loss_bbox_aux: 0.495961 loss_giou_aux: 1.336760 loss_class_dn: 0.365054 loss_bbox_dn: 0.168941 loss_giou_dn: 0.395680 loss_class_aux_dn: 0.815492 loss_bbox_aux_dn: 0.437320 loss_giou_aux_dn: 0.944819 loss: 8.594498 eta: 2:05:38 batch_cost: 0.3016 data_cost: 0.0008 ips: 13.2604 images/s
[05/13 06:18:08] ppdet.engine INFO: Epoch: [68] [4600/7329] learning_rate: 0.000100 loss_class: 0.686436 loss_bbox: 0.149704 loss_giou: 0.438756 loss_class_aux: 2.176608 loss_bbox_aux: 0.513515 loss_giou_aux: 1.477388 loss_class_dn: 0.360296 loss_bbox_dn: 0.181155 loss_giou_dn: 0.423084 loss_class_aux_dn: 0.796594 loss_bbox_aux_dn: 0.463325 loss_giou_aux_dn: 1.001118 loss: 8.824155 eta: 2:04:38 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0809 images/s
[05/13 06:19:15] ppdet.engine INFO: Epoch: [68] [4800/7329] learning_rate: 0.000100 loss_class: 0.626605 loss_bbox: 0.148272 loss_giou: 0.376871 loss_class_aux: 1.994408 loss_bbox_aux: 0.509488 loss_giou_aux: 1.277826 loss_class_dn: 0.339164 loss_bbox_dn: 0.156449 loss_giou_dn: 0.393607 loss_class_aux_dn: 0.762037 loss_bbox_aux_dn: 0.408565 loss_giou_aux_dn: 0.953453 loss: 8.422113 eta: 2:03:37 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3426 images/s
[05/13 06:20:23] ppdet.engine INFO: Epoch: [68] [5000/7329] learning_rate: 0.000100 loss_class: 0.670303 loss_bbox: 0.157434 loss_giou: 0.410789 loss_class_aux: 2.187002 loss_bbox_aux: 0.533702 loss_giou_aux: 1.374987 loss_class_dn: 0.354920 loss_bbox_dn: 0.168424 loss_giou_dn: 0.398239 loss_class_aux_dn: 0.798496 loss_bbox_aux_dn: 0.438495 loss_giou_aux_dn: 0.966240 loss: 8.597086 eta: 2:02:36 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2284 images/s
[05/13 06:21:30] ppdet.engine INFO: Epoch: [68] [5200/7329] learning_rate: 0.000100 loss_class: 0.638180 loss_bbox: 0.148019 loss_giou: 0.377521 loss_class_aux: 2.002576 loss_bbox_aux: 0.510981 loss_giou_aux: 1.290784 loss_class_dn: 0.329984 loss_bbox_dn: 0.164065 loss_giou_dn: 0.385059 loss_class_aux_dn: 0.721792 loss_bbox_aux_dn: 0.433847 loss_giou_aux_dn: 0.928251 loss: 8.048105 eta: 2:01:36 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3142 images/s
[05/13 06:22:38] ppdet.engine INFO: Epoch: [68] [5400/7329] learning_rate: 0.000100 loss_class: 0.647700 loss_bbox: 0.148761 loss_giou: 0.463704 loss_class_aux: 2.093609 loss_bbox_aux: 0.525569 loss_giou_aux: 1.515233 loss_class_dn: 0.350805 loss_bbox_dn: 0.167439 loss_giou_dn: 0.427850 loss_class_aux_dn: 0.778193 loss_bbox_aux_dn: 0.422255 loss_giou_aux_dn: 1.016192 loss: 8.723227 eta: 2:00:35 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0967 images/s
[05/13 06:23:46] ppdet.engine INFO: Epoch: [68] [5600/7329] learning_rate: 0.000100 loss_class: 0.634311 loss_bbox: 0.129316 loss_giou: 0.392458 loss_class_aux: 2.050934 loss_bbox_aux: 0.474567 loss_giou_aux: 1.240549 loss_class_dn: 0.333183 loss_bbox_dn: 0.152532 loss_giou_dn: 0.379889 loss_class_aux_dn: 0.745261 loss_bbox_aux_dn: 0.396417 loss_giou_aux_dn: 0.908211 loss: 8.148765 eta: 1:59:35 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1445 images/s
[05/13 06:24:54] ppdet.engine INFO: Epoch: [68] [5800/7329] learning_rate: 0.000100 loss_class: 0.691840 loss_bbox: 0.147946 loss_giou: 0.431746 loss_class_aux: 2.191563 loss_bbox_aux: 0.537979 loss_giou_aux: 1.422689 loss_class_dn: 0.364243 loss_bbox_dn: 0.181623 loss_giou_dn: 0.417247 loss_class_aux_dn: 0.810973 loss_bbox_aux_dn: 0.459672 loss_giou_aux_dn: 1.013875 loss: 9.079641 eta: 1:58:34 batch_cost: 0.3056 data_cost: 0.0007 ips: 13.0872 images/s
[05/13 06:26:03] ppdet.engine INFO: Epoch: [68] [6000/7329] learning_rate: 0.000100 loss_class: 0.634319 loss_bbox: 0.149270 loss_giou: 0.383998 loss_class_aux: 2.048804 loss_bbox_aux: 0.500607 loss_giou_aux: 1.216678 loss_class_dn: 0.340680 loss_bbox_dn: 0.171924 loss_giou_dn: 0.388440 loss_class_aux_dn: 0.759290 loss_bbox_aux_dn: 0.435899 loss_giou_aux_dn: 0.900247 loss: 8.338926 eta: 1:57:34 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9824 images/s
[05/13 06:27:11] ppdet.engine INFO: Epoch: [68] [6200/7329] learning_rate: 0.000100 loss_class: 0.692909 loss_bbox: 0.155947 loss_giou: 0.426111 loss_class_aux: 2.169429 loss_bbox_aux: 0.523392 loss_giou_aux: 1.372956 loss_class_dn: 0.368811 loss_bbox_dn: 0.165575 loss_giou_dn: 0.406829 loss_class_aux_dn: 0.816308 loss_bbox_aux_dn: 0.443064 loss_giou_aux_dn: 0.987967 loss: 9.047054 eta: 1:56:34 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1334 images/s
[05/13 06:28:19] ppdet.engine INFO: Epoch: [68] [6400/7329] learning_rate: 0.000100 loss_class: 0.641435 loss_bbox: 0.144172 loss_giou: 0.389576 loss_class_aux: 2.083511 loss_bbox_aux: 0.496797 loss_giou_aux: 1.280142 loss_class_dn: 0.336372 loss_bbox_dn: 0.162833 loss_giou_dn: 0.371222 loss_class_aux_dn: 0.754302 loss_bbox_aux_dn: 0.431883 loss_giou_aux_dn: 0.905680 loss: 8.211027 eta: 1:55:33 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2201 images/s
[05/13 06:29:27] ppdet.engine INFO: Epoch: [68] [6600/7329] learning_rate: 0.000100 loss_class: 0.689328 loss_bbox: 0.146375 loss_giou: 0.389474 loss_class_aux: 2.153284 loss_bbox_aux: 0.507953 loss_giou_aux: 1.328788 loss_class_dn: 0.361739 loss_bbox_dn: 0.171197 loss_giou_dn: 0.402281 loss_class_aux_dn: 0.790389 loss_bbox_aux_dn: 0.444506 loss_giou_aux_dn: 0.951874 loss: 8.484199 eta: 1:54:33 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2074 images/s
[05/13 06:30:34] ppdet.engine INFO: Epoch: [68] [6800/7329] learning_rate: 0.000100 loss_class: 0.643838 loss_bbox: 0.135276 loss_giou: 0.348347 loss_class_aux: 2.076926 loss_bbox_aux: 0.492898 loss_giou_aux: 1.150793 loss_class_dn: 0.317995 loss_bbox_dn: 0.163232 loss_giou_dn: 0.357518 loss_class_aux_dn: 0.731680 loss_bbox_aux_dn: 0.423647 loss_giou_aux_dn: 0.856398 loss: 7.870362 eta: 1:53:32 batch_cost: 0.3007 data_cost: 0.0007 ips: 13.3021 images/s
[05/13 06:31:42] ppdet.engine INFO: Epoch: [68] [7000/7329] learning_rate: 0.000100 loss_class: 0.632365 loss_bbox: 0.135813 loss_giou: 0.415243 loss_class_aux: 2.082194 loss_bbox_aux: 0.481246 loss_giou_aux: 1.302387 loss_class_dn: 0.327540 loss_bbox_dn: 0.149463 loss_giou_dn: 0.396062 loss_class_aux_dn: 0.731710 loss_bbox_aux_dn: 0.397398 loss_giou_aux_dn: 0.938987 loss: 8.051163 eta: 1:52:31 batch_cost: 0.3022 data_cost: 0.0008 ips: 13.2354 images/s
[05/13 06:32:50] ppdet.engine INFO: Epoch: [68] [7200/7329] learning_rate: 0.000100 loss_class: 0.651176 loss_bbox: 0.148277 loss_giou: 0.395540 loss_class_aux: 2.077246 loss_bbox_aux: 0.498378 loss_giou_aux: 1.310975 loss_class_dn: 0.351888 loss_bbox_dn: 0.150943 loss_giou_dn: 0.399988 loss_class_aux_dn: 0.783630 loss_bbox_aux_dn: 0.384323 loss_giou_aux_dn: 0.933028 loss: 8.795630 eta: 1:51:31 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1226 images/s
[05/13 06:33:36] ppdet.engine INFO: Eval iter: 0
[05/13 06:33:42] ppdet.engine INFO: Eval iter: 100
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[05/13 06:34:05] ppdet.engine INFO: Eval iter: 500
[05/13 06:34:11] ppdet.engine INFO: Eval iter: 600
[05/13 06:34:17] ppdet.engine INFO: Eval iter: 700
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[05/13 06:34:29] ppdet.engine INFO: Eval iter: 900
[05/13 06:34:36] ppdet.engine INFO: Eval iter: 1000
[05/13 06:34:42] ppdet.engine INFO: Eval iter: 1100
[05/13 06:34:49] ppdet.engine INFO: Eval iter: 1200
[05/13 06:35:13] 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 06:35:13] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.64s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=103.56s).
Accumulating evaluation results...
DONE (t=25.07s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.465
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.637
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.502
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.285
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.497
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.630
 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 ] = 0.687
 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 ] = 0.732
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867
[05/13 06:37:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.98851340780564
[05/13 06:37:38] ppdet.engine INFO: Best test bbox ap is 0.465.
[05/13 06:37:41] ppdet.engine INFO: Epoch: [69] [   0/7329] learning_rate: 0.000100 loss_class: 0.657173 loss_bbox: 0.148712 loss_giou: 0.424619 loss_class_aux: 2.129112 loss_bbox_aux: 0.504389 loss_giou_aux: 1.377125 loss_class_dn: 0.357787 loss_bbox_dn: 0.162013 loss_giou_dn: 0.404118 loss_class_aux_dn: 0.800752 loss_bbox_aux_dn: 0.420700 loss_giou_aux_dn: 0.965252 loss: 8.958923 eta: 1:50:52 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2345 images/s
[05/13 06:38:50] ppdet.engine INFO: Epoch: [69] [ 200/7329] learning_rate: 0.000100 loss_class: 0.625399 loss_bbox: 0.141263 loss_giou: 0.385941 loss_class_aux: 2.000877 loss_bbox_aux: 0.495029 loss_giou_aux: 1.227376 loss_class_dn: 0.338139 loss_bbox_dn: 0.170349 loss_giou_dn: 0.374388 loss_class_aux_dn: 0.766784 loss_bbox_aux_dn: 0.439750 loss_giou_aux_dn: 0.899810 loss: 8.146004 eta: 1:49:52 batch_cost: 0.3130 data_cost: 0.0007 ips: 12.7784 images/s
[05/13 06:39:59] ppdet.engine INFO: Epoch: [69] [ 400/7329] learning_rate: 0.000100 loss_class: 0.672089 loss_bbox: 0.150746 loss_giou: 0.377357 loss_class_aux: 2.167253 loss_bbox_aux: 0.499807 loss_giou_aux: 1.250705 loss_class_dn: 0.357754 loss_bbox_dn: 0.165882 loss_giou_dn: 0.387311 loss_class_aux_dn: 0.813101 loss_bbox_aux_dn: 0.415270 loss_giou_aux_dn: 0.924062 loss: 8.462044 eta: 1:48:51 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1248 images/s
[05/13 06:41:07] ppdet.engine INFO: Epoch: [69] [ 600/7329] learning_rate: 0.000100 loss_class: 0.677794 loss_bbox: 0.143199 loss_giou: 0.427669 loss_class_aux: 2.141590 loss_bbox_aux: 0.479786 loss_giou_aux: 1.373782 loss_class_dn: 0.353672 loss_bbox_dn: 0.159982 loss_giou_dn: 0.414573 loss_class_aux_dn: 0.781945 loss_bbox_aux_dn: 0.424918 loss_giou_aux_dn: 0.984136 loss: 8.797412 eta: 1:47:51 batch_cost: 0.3062 data_cost: 0.0007 ips: 13.0630 images/s
[05/13 06:42:13] ppdet.engine INFO: Epoch: [69] [ 800/7329] learning_rate: 0.000100 loss_class: 0.658287 loss_bbox: 0.143979 loss_giou: 0.408253 loss_class_aux: 2.124760 loss_bbox_aux: 0.504560 loss_giou_aux: 1.368051 loss_class_dn: 0.352645 loss_bbox_dn: 0.165798 loss_giou_dn: 0.407559 loss_class_aux_dn: 0.791109 loss_bbox_aux_dn: 0.422429 loss_giou_aux_dn: 0.969534 loss: 8.277702 eta: 1:46:50 batch_cost: 0.2956 data_cost: 0.0008 ips: 13.5306 images/s
[05/13 06:43:22] ppdet.engine INFO: Epoch: [69] [1000/7329] learning_rate: 0.000100 loss_class: 0.653114 loss_bbox: 0.148505 loss_giou: 0.436102 loss_class_aux: 2.102769 loss_bbox_aux: 0.507934 loss_giou_aux: 1.438854 loss_class_dn: 0.351856 loss_bbox_dn: 0.157734 loss_giou_dn: 0.412569 loss_class_aux_dn: 0.779168 loss_bbox_aux_dn: 0.406424 loss_giou_aux_dn: 0.971517 loss: 8.357941 eta: 1:45:49 batch_cost: 0.3085 data_cost: 0.0008 ips: 12.9640 images/s
[05/13 06:44:30] ppdet.engine INFO: Epoch: [69] [1200/7329] learning_rate: 0.000100 loss_class: 0.609612 loss_bbox: 0.129761 loss_giou: 0.372960 loss_class_aux: 2.000465 loss_bbox_aux: 0.470889 loss_giou_aux: 1.222782 loss_class_dn: 0.318162 loss_bbox_dn: 0.150418 loss_giou_dn: 0.354953 loss_class_aux_dn: 0.718755 loss_bbox_aux_dn: 0.391269 loss_giou_aux_dn: 0.871036 loss: 7.800557 eta: 1:44:49 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2349 images/s
[05/13 06:45:37] ppdet.engine INFO: Epoch: [69] [1400/7329] learning_rate: 0.000100 loss_class: 0.640700 loss_bbox: 0.148039 loss_giou: 0.398679 loss_class_aux: 2.118701 loss_bbox_aux: 0.513928 loss_giou_aux: 1.340286 loss_class_dn: 0.339247 loss_bbox_dn: 0.165139 loss_giou_dn: 0.386071 loss_class_aux_dn: 0.751433 loss_bbox_aux_dn: 0.425986 loss_giou_aux_dn: 0.911013 loss: 8.335976 eta: 1:43:48 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1896 images/s
[05/13 06:46:45] ppdet.engine INFO: Epoch: [69] [1600/7329] learning_rate: 0.000100 loss_class: 0.635350 loss_bbox: 0.144618 loss_giou: 0.394440 loss_class_aux: 2.050474 loss_bbox_aux: 0.516563 loss_giou_aux: 1.278410 loss_class_dn: 0.344841 loss_bbox_dn: 0.166968 loss_giou_dn: 0.383893 loss_class_aux_dn: 0.752505 loss_bbox_aux_dn: 0.432682 loss_giou_aux_dn: 0.925262 loss: 8.486841 eta: 1:42:48 batch_cost: 0.3027 data_cost: 0.0008 ips: 13.2143 images/s
[05/13 06:47:53] ppdet.engine INFO: Epoch: [69] [1800/7329] learning_rate: 0.000100 loss_class: 0.632442 loss_bbox: 0.146146 loss_giou: 0.387432 loss_class_aux: 2.131053 loss_bbox_aux: 0.503649 loss_giou_aux: 1.267848 loss_class_dn: 0.333418 loss_bbox_dn: 0.169740 loss_giou_dn: 0.369742 loss_class_aux_dn: 0.762313 loss_bbox_aux_dn: 0.440202 loss_giou_aux_dn: 0.888457 loss: 8.246741 eta: 1:41:47 batch_cost: 0.3039 data_cost: 0.0007 ips: 13.1626 images/s
[05/13 06:49:00] ppdet.engine INFO: Epoch: [69] [2000/7329] learning_rate: 0.000100 loss_class: 0.648375 loss_bbox: 0.147063 loss_giou: 0.453259 loss_class_aux: 2.043717 loss_bbox_aux: 0.495997 loss_giou_aux: 1.431689 loss_class_dn: 0.340152 loss_bbox_dn: 0.162621 loss_giou_dn: 0.405582 loss_class_aux_dn: 0.768610 loss_bbox_aux_dn: 0.417693 loss_giou_aux_dn: 0.968944 loss: 8.836019 eta: 1:40:47 batch_cost: 0.3015 data_cost: 0.0007 ips: 13.2681 images/s
[05/13 06:50:08] ppdet.engine INFO: Epoch: [69] [2200/7329] learning_rate: 0.000100 loss_class: 0.620571 loss_bbox: 0.145120 loss_giou: 0.406327 loss_class_aux: 2.020196 loss_bbox_aux: 0.499589 loss_giou_aux: 1.279619 loss_class_dn: 0.335149 loss_bbox_dn: 0.149541 loss_giou_dn: 0.381837 loss_class_aux_dn: 0.766986 loss_bbox_aux_dn: 0.401393 loss_giou_aux_dn: 0.916098 loss: 8.068789 eta: 1:39:46 batch_cost: 0.3033 data_cost: 0.0008 ips: 13.1869 images/s
[05/13 06:51:16] ppdet.engine INFO: Epoch: [69] [2400/7329] learning_rate: 0.000100 loss_class: 0.644222 loss_bbox: 0.144566 loss_giou: 0.362896 loss_class_aux: 2.091082 loss_bbox_aux: 0.508886 loss_giou_aux: 1.183118 loss_class_dn: 0.328535 loss_bbox_dn: 0.160209 loss_giou_dn: 0.369736 loss_class_aux_dn: 0.740518 loss_bbox_aux_dn: 0.409802 loss_giou_aux_dn: 0.883166 loss: 7.998837 eta: 1:38:46 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0825 images/s
[05/13 06:52:26] ppdet.engine INFO: Epoch: [69] [2600/7329] learning_rate: 0.000100 loss_class: 0.674927 loss_bbox: 0.161991 loss_giou: 0.396096 loss_class_aux: 2.183748 loss_bbox_aux: 0.532248 loss_giou_aux: 1.304479 loss_class_dn: 0.353659 loss_bbox_dn: 0.173585 loss_giou_dn: 0.381180 loss_class_aux_dn: 0.795397 loss_bbox_aux_dn: 0.439245 loss_giou_aux_dn: 0.907280 loss: 8.422471 eta: 1:37:45 batch_cost: 0.3088 data_cost: 0.0007 ips: 12.9546 images/s
[05/13 06:53:33] ppdet.engine INFO: Epoch: [69] [2800/7329] learning_rate: 0.000100 loss_class: 0.694222 loss_bbox: 0.143435 loss_giou: 0.418389 loss_class_aux: 2.137954 loss_bbox_aux: 0.495427 loss_giou_aux: 1.380492 loss_class_dn: 0.360598 loss_bbox_dn: 0.151498 loss_giou_dn: 0.394950 loss_class_aux_dn: 0.798511 loss_bbox_aux_dn: 0.393298 loss_giou_aux_dn: 0.954045 loss: 8.690796 eta: 1:36:45 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1345 images/s
[05/13 06:54:41] ppdet.engine INFO: Epoch: [69] [3000/7329] learning_rate: 0.000100 loss_class: 0.673150 loss_bbox: 0.147166 loss_giou: 0.433087 loss_class_aux: 2.096250 loss_bbox_aux: 0.494894 loss_giou_aux: 1.411092 loss_class_dn: 0.376549 loss_bbox_dn: 0.165597 loss_giou_dn: 0.423475 loss_class_aux_dn: 0.816702 loss_bbox_aux_dn: 0.416486 loss_giou_aux_dn: 1.024929 loss: 8.686914 eta: 1:35:44 batch_cost: 0.3019 data_cost: 0.0007 ips: 13.2491 images/s
[05/13 06:55:48] ppdet.engine INFO: Epoch: [69] [3200/7329] learning_rate: 0.000100 loss_class: 0.624713 loss_bbox: 0.151970 loss_giou: 0.368497 loss_class_aux: 2.026142 loss_bbox_aux: 0.525742 loss_giou_aux: 1.190031 loss_class_dn: 0.344049 loss_bbox_dn: 0.164177 loss_giou_dn: 0.389109 loss_class_aux_dn: 0.774844 loss_bbox_aux_dn: 0.421625 loss_giou_aux_dn: 0.931182 loss: 8.544247 eta: 1:34:44 batch_cost: 0.2998 data_cost: 0.0007 ips: 13.3410 images/s
[05/13 06:56:55] ppdet.engine INFO: Epoch: [69] [3400/7329] learning_rate: 0.000100 loss_class: 0.704136 loss_bbox: 0.155776 loss_giou: 0.402963 loss_class_aux: 2.219018 loss_bbox_aux: 0.545589 loss_giou_aux: 1.323148 loss_class_dn: 0.352707 loss_bbox_dn: 0.183671 loss_giou_dn: 0.411316 loss_class_aux_dn: 0.791657 loss_bbox_aux_dn: 0.463078 loss_giou_aux_dn: 0.968870 loss: 8.752071 eta: 1:33:43 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2631 images/s
[05/13 06:58:02] ppdet.engine INFO: Epoch: [69] [3600/7329] learning_rate: 0.000100 loss_class: 0.649252 loss_bbox: 0.143733 loss_giou: 0.362477 loss_class_aux: 2.064108 loss_bbox_aux: 0.475997 loss_giou_aux: 1.182299 loss_class_dn: 0.334356 loss_bbox_dn: 0.168596 loss_giou_dn: 0.373572 loss_class_aux_dn: 0.746511 loss_bbox_aux_dn: 0.430292 loss_giou_aux_dn: 0.897362 loss: 8.053234 eta: 1:32:43 batch_cost: 0.2983 data_cost: 0.0007 ips: 13.4088 images/s
[05/13 06:59:09] ppdet.engine INFO: Epoch: [69] [3800/7329] learning_rate: 0.000100 loss_class: 0.710435 loss_bbox: 0.140694 loss_giou: 0.411417 loss_class_aux: 2.257785 loss_bbox_aux: 0.498654 loss_giou_aux: 1.320010 loss_class_dn: 0.368204 loss_bbox_dn: 0.164682 loss_giou_dn: 0.408919 loss_class_aux_dn: 0.809582 loss_bbox_aux_dn: 0.430650 loss_giou_aux_dn: 0.966309 loss: 8.667181 eta: 1:31:42 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3103 images/s
[05/13 07:00:18] ppdet.engine INFO: Epoch: [69] [4000/7329] learning_rate: 0.000100 loss_class: 0.590044 loss_bbox: 0.135627 loss_giou: 0.340843 loss_class_aux: 1.934382 loss_bbox_aux: 0.468499 loss_giou_aux: 1.158489 loss_class_dn: 0.315683 loss_bbox_dn: 0.164756 loss_giou_dn: 0.332536 loss_class_aux_dn: 0.715740 loss_bbox_aux_dn: 0.420132 loss_giou_aux_dn: 0.771796 loss: 7.718475 eta: 1:30:42 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0267 images/s
[05/13 07:01:25] ppdet.engine INFO: Epoch: [69] [4200/7329] learning_rate: 0.000100 loss_class: 0.691028 loss_bbox: 0.158368 loss_giou: 0.394107 loss_class_aux: 2.216504 loss_bbox_aux: 0.551888 loss_giou_aux: 1.333671 loss_class_dn: 0.353392 loss_bbox_dn: 0.184480 loss_giou_dn: 0.405590 loss_class_aux_dn: 0.783870 loss_bbox_aux_dn: 0.475640 loss_giou_aux_dn: 0.982242 loss: 8.869061 eta: 1:29:41 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2753 images/s
[05/13 07:02:33] ppdet.engine INFO: Epoch: [69] [4400/7329] learning_rate: 0.000100 loss_class: 0.577537 loss_bbox: 0.134219 loss_giou: 0.342025 loss_class_aux: 1.922444 loss_bbox_aux: 0.493940 loss_giou_aux: 1.146823 loss_class_dn: 0.303291 loss_bbox_dn: 0.157828 loss_giou_dn: 0.337456 loss_class_aux_dn: 0.685658 loss_bbox_aux_dn: 0.410571 loss_giou_aux_dn: 0.804673 loss: 7.500395 eta: 1:28:41 batch_cost: 0.3059 data_cost: 0.0007 ips: 13.0768 images/s
[05/13 07:03:41] ppdet.engine INFO: Epoch: [69] [4600/7329] learning_rate: 0.000100 loss_class: 0.653982 loss_bbox: 0.154112 loss_giou: 0.376196 loss_class_aux: 2.128308 loss_bbox_aux: 0.535994 loss_giou_aux: 1.236550 loss_class_dn: 0.347990 loss_bbox_dn: 0.176534 loss_giou_dn: 0.377973 loss_class_aux_dn: 0.764617 loss_bbox_aux_dn: 0.450873 loss_giou_aux_dn: 0.910899 loss: 8.431673 eta: 1:27:40 batch_cost: 0.3014 data_cost: 0.0008 ips: 13.2717 images/s
[05/13 07:04:49] ppdet.engine INFO: Epoch: [69] [4800/7329] learning_rate: 0.000100 loss_class: 0.615209 loss_bbox: 0.153218 loss_giou: 0.384949 loss_class_aux: 2.049663 loss_bbox_aux: 0.517631 loss_giou_aux: 1.258042 loss_class_dn: 0.319827 loss_bbox_dn: 0.167867 loss_giou_dn: 0.363829 loss_class_aux_dn: 0.730808 loss_bbox_aux_dn: 0.447172 loss_giou_aux_dn: 0.861856 loss: 8.141796 eta: 1:26:40 batch_cost: 0.3049 data_cost: 0.0007 ips: 13.1202 images/s
[05/13 07:05:57] ppdet.engine INFO: Epoch: [69] [5000/7329] learning_rate: 0.000100 loss_class: 0.622848 loss_bbox: 0.141751 loss_giou: 0.404876 loss_class_aux: 1.971445 loss_bbox_aux: 0.482238 loss_giou_aux: 1.297101 loss_class_dn: 0.352470 loss_bbox_dn: 0.145843 loss_giou_dn: 0.401328 loss_class_aux_dn: 0.763717 loss_bbox_aux_dn: 0.383567 loss_giou_aux_dn: 0.940366 loss: 8.611244 eta: 1:25:39 batch_cost: 0.3052 data_cost: 0.0007 ips: 13.1073 images/s
[05/13 07:07:04] ppdet.engine INFO: Epoch: [69] [5200/7329] learning_rate: 0.000100 loss_class: 0.675325 loss_bbox: 0.151800 loss_giou: 0.386460 loss_class_aux: 2.128433 loss_bbox_aux: 0.523945 loss_giou_aux: 1.310770 loss_class_dn: 0.341578 loss_bbox_dn: 0.178250 loss_giou_dn: 0.393550 loss_class_aux_dn: 0.787439 loss_bbox_aux_dn: 0.451824 loss_giou_aux_dn: 0.923633 loss: 8.520954 eta: 1:24:39 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1899 images/s
[05/13 07:08:12] ppdet.engine INFO: Epoch: [69] [5400/7329] learning_rate: 0.000100 loss_class: 0.669924 loss_bbox: 0.156180 loss_giou: 0.443037 loss_class_aux: 2.126956 loss_bbox_aux: 0.547268 loss_giou_aux: 1.446448 loss_class_dn: 0.363287 loss_bbox_dn: 0.183540 loss_giou_dn: 0.451623 loss_class_aux_dn: 0.811783 loss_bbox_aux_dn: 0.461668 loss_giou_aux_dn: 1.036603 loss: 9.024828 eta: 1:23:38 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2013 images/s
[05/13 07:09:20] ppdet.engine INFO: Epoch: [69] [5600/7329] learning_rate: 0.000100 loss_class: 0.650976 loss_bbox: 0.154425 loss_giou: 0.407751 loss_class_aux: 2.126987 loss_bbox_aux: 0.520213 loss_giou_aux: 1.349577 loss_class_dn: 0.340609 loss_bbox_dn: 0.166630 loss_giou_dn: 0.406092 loss_class_aux_dn: 0.769366 loss_bbox_aux_dn: 0.432076 loss_giou_aux_dn: 0.957824 loss: 8.669892 eta: 1:22:38 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2067 images/s
[05/13 07:10:27] ppdet.engine INFO: Epoch: [69] [5800/7329] learning_rate: 0.000100 loss_class: 0.648156 loss_bbox: 0.142701 loss_giou: 0.377857 loss_class_aux: 2.086020 loss_bbox_aux: 0.493108 loss_giou_aux: 1.247816 loss_class_dn: 0.333044 loss_bbox_dn: 0.162562 loss_giou_dn: 0.381057 loss_class_aux_dn: 0.756484 loss_bbox_aux_dn: 0.445531 loss_giou_aux_dn: 0.894910 loss: 8.118070 eta: 1:21:37 batch_cost: 0.3030 data_cost: 0.0007 ips: 13.2011 images/s
[05/13 07:11:33] ppdet.engine INFO: Epoch: [69] [6000/7329] learning_rate: 0.000100 loss_class: 0.664284 loss_bbox: 0.156693 loss_giou: 0.420070 loss_class_aux: 2.104620 loss_bbox_aux: 0.519875 loss_giou_aux: 1.378144 loss_class_dn: 0.348785 loss_bbox_dn: 0.169307 loss_giou_dn: 0.414942 loss_class_aux_dn: 0.767845 loss_bbox_aux_dn: 0.435469 loss_giou_aux_dn: 0.960890 loss: 8.518406 eta: 1:20:37 batch_cost: 0.2961 data_cost: 0.0007 ips: 13.5083 images/s
[05/13 07:12:38] ppdet.engine INFO: Epoch: [69] [6200/7329] learning_rate: 0.000100 loss_class: 0.693483 loss_bbox: 0.160577 loss_giou: 0.430557 loss_class_aux: 2.208624 loss_bbox_aux: 0.559861 loss_giou_aux: 1.440796 loss_class_dn: 0.366522 loss_bbox_dn: 0.181984 loss_giou_dn: 0.429839 loss_class_aux_dn: 0.814660 loss_bbox_aux_dn: 0.463354 loss_giou_aux_dn: 1.016574 loss: 8.771242 eta: 1:19:36 batch_cost: 0.2916 data_cost: 0.0007 ips: 13.7155 images/s
[05/13 07:13:43] ppdet.engine INFO: Epoch: [69] [6400/7329] learning_rate: 0.000100 loss_class: 0.749367 loss_bbox: 0.164984 loss_giou: 0.463876 loss_class_aux: 2.352161 loss_bbox_aux: 0.541475 loss_giou_aux: 1.513986 loss_class_dn: 0.395041 loss_bbox_dn: 0.190169 loss_giou_dn: 0.459663 loss_class_aux_dn: 0.855706 loss_bbox_aux_dn: 0.495940 loss_giou_aux_dn: 1.076897 loss: 9.802502 eta: 1:18:36 batch_cost: 0.2907 data_cost: 0.0006 ips: 13.7594 images/s
[05/13 07:14:46] ppdet.engine INFO: Epoch: [69] [6600/7329] learning_rate: 0.000100 loss_class: 0.676831 loss_bbox: 0.140580 loss_giou: 0.396990 loss_class_aux: 2.138642 loss_bbox_aux: 0.502307 loss_giou_aux: 1.297105 loss_class_dn: 0.335973 loss_bbox_dn: 0.157271 loss_giou_dn: 0.380448 loss_class_aux_dn: 0.765140 loss_bbox_aux_dn: 0.428796 loss_giou_aux_dn: 0.905359 loss: 8.346828 eta: 1:17:35 batch_cost: 0.2834 data_cost: 0.0007 ips: 14.1163 images/s
[05/13 07:15:53] ppdet.engine INFO: Epoch: [69] [6800/7329] learning_rate: 0.000100 loss_class: 0.671058 loss_bbox: 0.156118 loss_giou: 0.369666 loss_class_aux: 2.099346 loss_bbox_aux: 0.532206 loss_giou_aux: 1.199173 loss_class_dn: 0.349179 loss_bbox_dn: 0.168484 loss_giou_dn: 0.356661 loss_class_aux_dn: 0.768452 loss_bbox_aux_dn: 0.459638 loss_giou_aux_dn: 0.898467 loss: 8.467331 eta: 1:16:34 batch_cost: 0.2978 data_cost: 0.0008 ips: 13.4317 images/s
[05/13 07:17:00] ppdet.engine INFO: Epoch: [69] [7000/7329] learning_rate: 0.000100 loss_class: 0.639800 loss_bbox: 0.147175 loss_giou: 0.426978 loss_class_aux: 2.042109 loss_bbox_aux: 0.505690 loss_giou_aux: 1.392015 loss_class_dn: 0.341303 loss_bbox_dn: 0.169460 loss_giou_dn: 0.392230 loss_class_aux_dn: 0.752453 loss_bbox_aux_dn: 0.427337 loss_giou_aux_dn: 0.933028 loss: 8.400191 eta: 1:15:34 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3326 images/s
[05/13 07:18:08] ppdet.engine INFO: Epoch: [69] [7200/7329] learning_rate: 0.000100 loss_class: 0.681116 loss_bbox: 0.152522 loss_giou: 0.381298 loss_class_aux: 2.088262 loss_bbox_aux: 0.531118 loss_giou_aux: 1.277373 loss_class_dn: 0.357904 loss_bbox_dn: 0.162938 loss_giou_dn: 0.401964 loss_class_aux_dn: 0.783312 loss_bbox_aux_dn: 0.423958 loss_giou_aux_dn: 0.945706 loss: 8.576830 eta: 1:14:33 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1248 images/s
[05/13 07:18:53] ppdet.engine INFO: Eval iter: 0
[05/13 07:18:59] ppdet.engine INFO: Eval iter: 100
[05/13 07:19:06] ppdet.engine INFO: Eval iter: 200
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[05/13 07:19:20] ppdet.engine INFO: Eval iter: 400
[05/13 07:19:26] ppdet.engine INFO: Eval iter: 500
[05/13 07:19:33] ppdet.engine INFO: Eval iter: 600
[05/13 07:19:40] ppdet.engine INFO: Eval iter: 700
[05/13 07:19:47] ppdet.engine INFO: Eval iter: 800
[05/13 07:19:54] ppdet.engine INFO: Eval iter: 900
[05/13 07:20:00] ppdet.engine INFO: Eval iter: 1000
[05/13 07:20:08] ppdet.engine INFO: Eval iter: 1100
[05/13 07:20:15] ppdet.engine INFO: Eval iter: 1200
[05/13 07:20:39] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.47s)
creating index...
index created!
[05/13 07:20:41] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.30s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.65s).
Accumulating evaluation results...
DONE (t=29.56s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.465
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.637
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.502
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.285
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.497
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.630
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.362
 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 ] = 0.687
 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 ] = 0.735
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.858
[05/13 07:23:07] ppdet.engine INFO: Total sample number: 5000, average FPS: 58.016043479632295
[05/13 07:23:07] ppdet.engine INFO: Best test bbox ap is 0.465.
[05/13 07:23:08] ppdet.engine INFO: Epoch: [70] [   0/7329] learning_rate: 0.000100 loss_class: 0.663712 loss_bbox: 0.162703 loss_giou: 0.404216 loss_class_aux: 2.191354 loss_bbox_aux: 0.553227 loss_giou_aux: 1.341436 loss_class_dn: 0.359502 loss_bbox_dn: 0.176460 loss_giou_dn: 0.416260 loss_class_aux_dn: 0.804365 loss_bbox_aux_dn: 0.448120 loss_giou_aux_dn: 0.959007 loss: 8.845627 eta: 1:13:54 batch_cost: 0.2985 data_cost: 0.0007 ips: 13.3995 images/s
[05/13 07:24:17] ppdet.engine INFO: Epoch: [70] [ 200/7329] learning_rate: 0.000100 loss_class: 0.656492 loss_bbox: 0.141039 loss_giou: 0.390571 loss_class_aux: 2.088798 loss_bbox_aux: 0.491878 loss_giou_aux: 1.305521 loss_class_dn: 0.338656 loss_bbox_dn: 0.157198 loss_giou_dn: 0.376832 loss_class_aux_dn: 0.750600 loss_bbox_aux_dn: 0.404157 loss_giou_aux_dn: 0.896153 loss: 8.292145 eta: 1:12:54 batch_cost: 0.3089 data_cost: 0.0008 ips: 12.9498 images/s
[05/13 07:25:25] ppdet.engine INFO: Epoch: [70] [ 400/7329] learning_rate: 0.000100 loss_class: 0.653457 loss_bbox: 0.149608 loss_giou: 0.386547 loss_class_aux: 2.075579 loss_bbox_aux: 0.527714 loss_giou_aux: 1.262321 loss_class_dn: 0.342292 loss_bbox_dn: 0.170747 loss_giou_dn: 0.372912 loss_class_aux_dn: 0.762569 loss_bbox_aux_dn: 0.429097 loss_giou_aux_dn: 0.876692 loss: 8.280559 eta: 1:11:53 batch_cost: 0.3054 data_cost: 0.0007 ips: 13.0983 images/s
[05/13 07:26:33] ppdet.engine INFO: Epoch: [70] [ 600/7329] learning_rate: 0.000100 loss_class: 0.661352 loss_bbox: 0.155521 loss_giou: 0.386609 loss_class_aux: 2.149483 loss_bbox_aux: 0.527459 loss_giou_aux: 1.335396 loss_class_dn: 0.360539 loss_bbox_dn: 0.173598 loss_giou_dn: 0.396845 loss_class_aux_dn: 0.806936 loss_bbox_aux_dn: 0.454288 loss_giou_aux_dn: 0.959351 loss: 8.863937 eta: 1:10:53 batch_cost: 0.3064 data_cost: 0.0008 ips: 13.0531 images/s
[05/13 07:27:42] ppdet.engine INFO: Epoch: [70] [ 800/7329] learning_rate: 0.000100 loss_class: 0.705974 loss_bbox: 0.146088 loss_giou: 0.467882 loss_class_aux: 2.339915 loss_bbox_aux: 0.496134 loss_giou_aux: 1.498179 loss_class_dn: 0.378006 loss_bbox_dn: 0.173741 loss_giou_dn: 0.457718 loss_class_aux_dn: 0.839064 loss_bbox_aux_dn: 0.441685 loss_giou_aux_dn: 1.094795 loss: 9.384096 eta: 1:09:52 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0604 images/s
[05/13 07:28:50] ppdet.engine INFO: Epoch: [70] [1000/7329] learning_rate: 0.000100 loss_class: 0.690460 loss_bbox: 0.154071 loss_giou: 0.387391 loss_class_aux: 2.169220 loss_bbox_aux: 0.542491 loss_giou_aux: 1.285951 loss_class_dn: 0.347574 loss_bbox_dn: 0.169036 loss_giou_dn: 0.383523 loss_class_aux_dn: 0.778028 loss_bbox_aux_dn: 0.444258 loss_giou_aux_dn: 0.942923 loss: 8.500919 eta: 1:08:52 batch_cost: 0.3053 data_cost: 0.0008 ips: 13.1032 images/s
[05/13 07:29:58] ppdet.engine INFO: Epoch: [70] [1200/7329] learning_rate: 0.000100 loss_class: 0.628848 loss_bbox: 0.138139 loss_giou: 0.401510 loss_class_aux: 2.061493 loss_bbox_aux: 0.485226 loss_giou_aux: 1.355825 loss_class_dn: 0.325058 loss_bbox_dn: 0.156245 loss_giou_dn: 0.403992 loss_class_aux_dn: 0.743611 loss_bbox_aux_dn: 0.413732 loss_giou_aux_dn: 0.958311 loss: 8.290284 eta: 1:07:51 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1950 images/s
[05/13 07:31:06] ppdet.engine INFO: Epoch: [70] [1400/7329] learning_rate: 0.000100 loss_class: 0.700297 loss_bbox: 0.154678 loss_giou: 0.452581 loss_class_aux: 2.311371 loss_bbox_aux: 0.510310 loss_giou_aux: 1.483826 loss_class_dn: 0.359893 loss_bbox_dn: 0.172053 loss_giou_dn: 0.453359 loss_class_aux_dn: 0.799701 loss_bbox_aux_dn: 0.449154 loss_giou_aux_dn: 1.069439 loss: 9.088064 eta: 1:06:51 batch_cost: 0.3050 data_cost: 0.0007 ips: 13.1133 images/s
[05/13 07:32:14] ppdet.engine INFO: Epoch: [70] [1600/7329] learning_rate: 0.000100 loss_class: 0.716264 loss_bbox: 0.173421 loss_giou: 0.426135 loss_class_aux: 2.260152 loss_bbox_aux: 0.587168 loss_giou_aux: 1.387707 loss_class_dn: 0.393190 loss_bbox_dn: 0.186054 loss_giou_dn: 0.424245 loss_class_aux_dn: 0.853321 loss_bbox_aux_dn: 0.482695 loss_giou_aux_dn: 1.045134 loss: 9.287597 eta: 1:05:50 batch_cost: 0.3034 data_cost: 0.0007 ips: 13.1849 images/s
[05/13 07:33:22] ppdet.engine INFO: Epoch: [70] [1800/7329] learning_rate: 0.000100 loss_class: 0.658687 loss_bbox: 0.146545 loss_giou: 0.415357 loss_class_aux: 2.165137 loss_bbox_aux: 0.485383 loss_giou_aux: 1.370111 loss_class_dn: 0.358908 loss_bbox_dn: 0.165557 loss_giou_dn: 0.404548 loss_class_aux_dn: 0.803011 loss_bbox_aux_dn: 0.425498 loss_giou_aux_dn: 0.947595 loss: 8.366982 eta: 1:04:50 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1652 images/s
[05/13 07:34:30] ppdet.engine INFO: Epoch: [70] [2000/7329] learning_rate: 0.000100 loss_class: 0.643918 loss_bbox: 0.152822 loss_giou: 0.366591 loss_class_aux: 2.045868 loss_bbox_aux: 0.538524 loss_giou_aux: 1.231728 loss_class_dn: 0.328292 loss_bbox_dn: 0.162183 loss_giou_dn: 0.350039 loss_class_aux_dn: 0.737669 loss_bbox_aux_dn: 0.431505 loss_giou_aux_dn: 0.829817 loss: 8.015762 eta: 1:03:49 batch_cost: 0.3066 data_cost: 0.0007 ips: 13.0469 images/s
[05/13 07:35:39] ppdet.engine INFO: Epoch: [70] [2200/7329] learning_rate: 0.000100 loss_class: 0.646966 loss_bbox: 0.144214 loss_giou: 0.399541 loss_class_aux: 2.090111 loss_bbox_aux: 0.496092 loss_giou_aux: 1.269401 loss_class_dn: 0.334926 loss_bbox_dn: 0.165965 loss_giou_dn: 0.390493 loss_class_aux_dn: 0.766360 loss_bbox_aux_dn: 0.411874 loss_giou_aux_dn: 0.923173 loss: 8.288824 eta: 1:02:49 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1484 images/s
[05/13 07:36:46] ppdet.engine INFO: Epoch: [70] [2400/7329] learning_rate: 0.000100 loss_class: 0.713637 loss_bbox: 0.152429 loss_giou: 0.466898 loss_class_aux: 2.220741 loss_bbox_aux: 0.517548 loss_giou_aux: 1.498473 loss_class_dn: 0.380581 loss_bbox_dn: 0.163612 loss_giou_dn: 0.444512 loss_class_aux_dn: 0.825267 loss_bbox_aux_dn: 0.430249 loss_giou_aux_dn: 1.034545 loss: 9.033243 eta: 1:01:48 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1865 images/s
[05/13 07:37:54] ppdet.engine INFO: Epoch: [70] [2600/7329] learning_rate: 0.000100 loss_class: 0.702196 loss_bbox: 0.144153 loss_giou: 0.428011 loss_class_aux: 2.209460 loss_bbox_aux: 0.504037 loss_giou_aux: 1.387249 loss_class_dn: 0.362399 loss_bbox_dn: 0.170254 loss_giou_dn: 0.428337 loss_class_aux_dn: 0.809773 loss_bbox_aux_dn: 0.440255 loss_giou_aux_dn: 1.017079 loss: 8.782187 eta: 1:00:48 batch_cost: 0.3036 data_cost: 0.0007 ips: 13.1742 images/s
[05/13 07:39:02] ppdet.engine INFO: Epoch: [70] [2800/7329] learning_rate: 0.000100 loss_class: 0.687848 loss_bbox: 0.142690 loss_giou: 0.415704 loss_class_aux: 2.144152 loss_bbox_aux: 0.513520 loss_giou_aux: 1.365537 loss_class_dn: 0.358380 loss_bbox_dn: 0.169513 loss_giou_dn: 0.418795 loss_class_aux_dn: 0.800291 loss_bbox_aux_dn: 0.436701 loss_giou_aux_dn: 1.004114 loss: 8.807037 eta: 0:59:47 batch_cost: 0.3042 data_cost: 0.0008 ips: 13.1488 images/s
[05/13 07:40:10] ppdet.engine INFO: Epoch: [70] [3000/7329] learning_rate: 0.000100 loss_class: 0.675199 loss_bbox: 0.147114 loss_giou: 0.398021 loss_class_aux: 2.186820 loss_bbox_aux: 0.487631 loss_giou_aux: 1.295573 loss_class_dn: 0.356504 loss_bbox_dn: 0.157677 loss_giou_dn: 0.395677 loss_class_aux_dn: 0.779665 loss_bbox_aux_dn: 0.410432 loss_giou_aux_dn: 0.955973 loss: 8.562895 eta: 0:58:47 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1425 images/s
[05/13 07:41:18] ppdet.engine INFO: Epoch: [70] [3200/7329] learning_rate: 0.000100 loss_class: 0.669378 loss_bbox: 0.158583 loss_giou: 0.380600 loss_class_aux: 2.133573 loss_bbox_aux: 0.536374 loss_giou_aux: 1.232085 loss_class_dn: 0.354560 loss_bbox_dn: 0.178675 loss_giou_dn: 0.386681 loss_class_aux_dn: 0.781480 loss_bbox_aux_dn: 0.455591 loss_giou_aux_dn: 0.915302 loss: 8.469003 eta: 0:57:46 batch_cost: 0.3032 data_cost: 0.0007 ips: 13.1947 images/s
[05/13 07:42:26] ppdet.engine INFO: Epoch: [70] [3400/7329] learning_rate: 0.000100 loss_class: 0.617304 loss_bbox: 0.138865 loss_giou: 0.393244 loss_class_aux: 1.973350 loss_bbox_aux: 0.466677 loss_giou_aux: 1.323391 loss_class_dn: 0.334219 loss_bbox_dn: 0.162290 loss_giou_dn: 0.395179 loss_class_aux_dn: 0.736050 loss_bbox_aux_dn: 0.424149 loss_giou_aux_dn: 0.947149 loss: 8.365162 eta: 0:56:46 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2045 images/s
[05/13 07:43:35] ppdet.engine INFO: Epoch: [70] [3600/7329] learning_rate: 0.000100 loss_class: 0.662398 loss_bbox: 0.148777 loss_giou: 0.408259 loss_class_aux: 2.148514 loss_bbox_aux: 0.507139 loss_giou_aux: 1.363207 loss_class_dn: 0.351555 loss_bbox_dn: 0.167926 loss_giou_dn: 0.420698 loss_class_aux_dn: 0.780887 loss_bbox_aux_dn: 0.432840 loss_giou_aux_dn: 0.987305 loss: 8.875620 eta: 0:55:45 batch_cost: 0.3081 data_cost: 0.0007 ips: 12.9808 images/s
[05/13 07:44:44] ppdet.engine INFO: Epoch: [70] [3800/7329] learning_rate: 0.000100 loss_class: 0.630332 loss_bbox: 0.137973 loss_giou: 0.379517 loss_class_aux: 1.978650 loss_bbox_aux: 0.479305 loss_giou_aux: 1.277015 loss_class_dn: 0.332494 loss_bbox_dn: 0.156330 loss_giou_dn: 0.373545 loss_class_aux_dn: 0.739535 loss_bbox_aux_dn: 0.395699 loss_giou_aux_dn: 0.918451 loss: 8.073092 eta: 0:54:45 batch_cost: 0.3086 data_cost: 0.0007 ips: 12.9633 images/s
[05/13 07:45:52] ppdet.engine INFO: Epoch: [70] [4000/7329] learning_rate: 0.000100 loss_class: 0.761469 loss_bbox: 0.155204 loss_giou: 0.495774 loss_class_aux: 2.377910 loss_bbox_aux: 0.535762 loss_giou_aux: 1.553396 loss_class_dn: 0.379265 loss_bbox_dn: 0.177978 loss_giou_dn: 0.466970 loss_class_aux_dn: 0.827546 loss_bbox_aux_dn: 0.450086 loss_giou_aux_dn: 1.091212 loss: 9.371061 eta: 0:53:44 batch_cost: 0.3035 data_cost: 0.0009 ips: 13.1792 images/s
[05/13 07:47:01] ppdet.engine INFO: Epoch: [70] [4200/7329] learning_rate: 0.000100 loss_class: 0.684493 loss_bbox: 0.144488 loss_giou: 0.452671 loss_class_aux: 2.143791 loss_bbox_aux: 0.497919 loss_giou_aux: 1.503125 loss_class_dn: 0.368014 loss_bbox_dn: 0.161225 loss_giou_dn: 0.435885 loss_class_aux_dn: 0.809679 loss_bbox_aux_dn: 0.417297 loss_giou_aux_dn: 1.019265 loss: 9.160770 eta: 0:52:44 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0297 images/s
[05/13 07:48:09] ppdet.engine INFO: Epoch: [70] [4400/7329] learning_rate: 0.000100 loss_class: 0.685381 loss_bbox: 0.155360 loss_giou: 0.433367 loss_class_aux: 2.176568 loss_bbox_aux: 0.552435 loss_giou_aux: 1.381456 loss_class_dn: 0.362820 loss_bbox_dn: 0.176295 loss_giou_dn: 0.414582 loss_class_aux_dn: 0.809485 loss_bbox_aux_dn: 0.449553 loss_giou_aux_dn: 0.969171 loss: 8.825706 eta: 0:51:43 batch_cost: 0.3045 data_cost: 0.0011 ips: 13.1359 images/s
[05/13 07:49:18] ppdet.engine INFO: Epoch: [70] [4600/7329] learning_rate: 0.000100 loss_class: 0.630776 loss_bbox: 0.148065 loss_giou: 0.408008 loss_class_aux: 2.018730 loss_bbox_aux: 0.516538 loss_giou_aux: 1.334825 loss_class_dn: 0.336071 loss_bbox_dn: 0.165763 loss_giou_dn: 0.392535 loss_class_aux_dn: 0.754581 loss_bbox_aux_dn: 0.423237 loss_giou_aux_dn: 0.914784 loss: 8.272144 eta: 0:50:43 batch_cost: 0.3048 data_cost: 0.0007 ips: 13.1231 images/s
[05/13 07:50:25] ppdet.engine INFO: Epoch: [70] [4800/7329] learning_rate: 0.000100 loss_class: 0.675274 loss_bbox: 0.142160 loss_giou: 0.322276 loss_class_aux: 2.167577 loss_bbox_aux: 0.500365 loss_giou_aux: 1.086236 loss_class_dn: 0.327309 loss_bbox_dn: 0.164017 loss_giou_dn: 0.365527 loss_class_aux_dn: 0.759984 loss_bbox_aux_dn: 0.450875 loss_giou_aux_dn: 0.871351 loss: 8.252002 eta: 0:49:42 batch_cost: 0.3005 data_cost: 0.0007 ips: 13.3129 images/s
[05/13 07:51:33] ppdet.engine INFO: Epoch: [70] [5000/7329] learning_rate: 0.000100 loss_class: 0.733706 loss_bbox: 0.150798 loss_giou: 0.416978 loss_class_aux: 2.355196 loss_bbox_aux: 0.504967 loss_giou_aux: 1.339471 loss_class_dn: 0.366476 loss_bbox_dn: 0.180313 loss_giou_dn: 0.400063 loss_class_aux_dn: 0.808876 loss_bbox_aux_dn: 0.466607 loss_giou_aux_dn: 0.961319 loss: 8.947424 eta: 0:48:42 batch_cost: 0.3050 data_cost: 0.0008 ips: 13.1140 images/s
[05/13 07:52:42] ppdet.engine INFO: Epoch: [70] [5200/7329] learning_rate: 0.000100 loss_class: 0.682947 loss_bbox: 0.149138 loss_giou: 0.384145 loss_class_aux: 2.193942 loss_bbox_aux: 0.537046 loss_giou_aux: 1.301314 loss_class_dn: 0.355522 loss_bbox_dn: 0.178009 loss_giou_dn: 0.385991 loss_class_aux_dn: 0.789888 loss_bbox_aux_dn: 0.448223 loss_giou_aux_dn: 0.918149 loss: 8.599285 eta: 0:47:41 batch_cost: 0.3089 data_cost: 0.0008 ips: 12.9498 images/s
[05/13 07:53:49] ppdet.engine INFO: Epoch: [70] [5400/7329] learning_rate: 0.000100 loss_class: 0.633676 loss_bbox: 0.148326 loss_giou: 0.425167 loss_class_aux: 2.025272 loss_bbox_aux: 0.522508 loss_giou_aux: 1.365460 loss_class_dn: 0.359318 loss_bbox_dn: 0.163339 loss_giou_dn: 0.409292 loss_class_aux_dn: 0.802461 loss_bbox_aux_dn: 0.430340 loss_giou_aux_dn: 0.975753 loss: 8.810024 eta: 0:46:41 batch_cost: 0.2990 data_cost: 0.0007 ips: 13.3796 images/s
[05/13 07:54:57] ppdet.engine INFO: Epoch: [70] [5600/7329] learning_rate: 0.000100 loss_class: 0.698223 loss_bbox: 0.157020 loss_giou: 0.423484 loss_class_aux: 2.240336 loss_bbox_aux: 0.561493 loss_giou_aux: 1.398527 loss_class_dn: 0.375276 loss_bbox_dn: 0.187098 loss_giou_dn: 0.426037 loss_class_aux_dn: 0.812216 loss_bbox_aux_dn: 0.478856 loss_giou_aux_dn: 1.011003 loss: 9.069032 eta: 0:45:40 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2100 images/s
[05/13 07:56:05] ppdet.engine INFO: Epoch: [70] [5800/7329] learning_rate: 0.000100 loss_class: 0.632759 loss_bbox: 0.144768 loss_giou: 0.413552 loss_class_aux: 2.097541 loss_bbox_aux: 0.476753 loss_giou_aux: 1.312065 loss_class_dn: 0.343215 loss_bbox_dn: 0.169157 loss_giou_dn: 0.395108 loss_class_aux_dn: 0.771508 loss_bbox_aux_dn: 0.442117 loss_giou_aux_dn: 0.945764 loss: 8.522039 eta: 0:44:40 batch_cost: 0.3027 data_cost: 0.0007 ips: 13.2140 images/s
[05/13 07:57:13] ppdet.engine INFO: Epoch: [70] [6000/7329] learning_rate: 0.000100 loss_class: 0.682698 loss_bbox: 0.147234 loss_giou: 0.406333 loss_class_aux: 2.106429 loss_bbox_aux: 0.494508 loss_giou_aux: 1.286492 loss_class_dn: 0.350814 loss_bbox_dn: 0.162047 loss_giou_dn: 0.387252 loss_class_aux_dn: 0.769386 loss_bbox_aux_dn: 0.427439 loss_giou_aux_dn: 0.930063 loss: 8.336115 eta: 0:43:39 batch_cost: 0.3026 data_cost: 0.0007 ips: 13.2175 images/s
[05/13 07:58:21] ppdet.engine INFO: Epoch: [70] [6200/7329] learning_rate: 0.000100 loss_class: 0.656972 loss_bbox: 0.146482 loss_giou: 0.358428 loss_class_aux: 2.157580 loss_bbox_aux: 0.522243 loss_giou_aux: 1.148554 loss_class_dn: 0.339196 loss_bbox_dn: 0.160192 loss_giou_dn: 0.356156 loss_class_aux_dn: 0.771670 loss_bbox_aux_dn: 0.423543 loss_giou_aux_dn: 0.871243 loss: 8.232516 eta: 0:42:39 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0785 images/s
[05/13 07:59:30] ppdet.engine INFO: Epoch: [70] [6400/7329] learning_rate: 0.000100 loss_class: 0.599334 loss_bbox: 0.134393 loss_giou: 0.392117 loss_class_aux: 1.905424 loss_bbox_aux: 0.482923 loss_giou_aux: 1.253038 loss_class_dn: 0.330247 loss_bbox_dn: 0.140951 loss_giou_dn: 0.381940 loss_class_aux_dn: 0.736590 loss_bbox_aux_dn: 0.372106 loss_giou_aux_dn: 0.891440 loss: 8.124479 eta: 0:41:38 batch_cost: 0.3055 data_cost: 0.0007 ips: 13.0942 images/s
[05/13 08:00:38] ppdet.engine INFO: Epoch: [70] [6600/7329] learning_rate: 0.000100 loss_class: 0.687366 loss_bbox: 0.153495 loss_giou: 0.397401 loss_class_aux: 2.159424 loss_bbox_aux: 0.543887 loss_giou_aux: 1.295424 loss_class_dn: 0.355049 loss_bbox_dn: 0.162398 loss_giou_dn: 0.402265 loss_class_aux_dn: 0.805150 loss_bbox_aux_dn: 0.449676 loss_giou_aux_dn: 0.955048 loss: 8.586576 eta: 0:40:38 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3182 images/s
[05/13 08:01:45] ppdet.engine INFO: Epoch: [70] [6800/7329] learning_rate: 0.000100 loss_class: 0.651382 loss_bbox: 0.138745 loss_giou: 0.382734 loss_class_aux: 2.087160 loss_bbox_aux: 0.490982 loss_giou_aux: 1.249984 loss_class_dn: 0.341673 loss_bbox_dn: 0.164298 loss_giou_dn: 0.380703 loss_class_aux_dn: 0.767399 loss_bbox_aux_dn: 0.420799 loss_giou_aux_dn: 0.872690 loss: 8.326638 eta: 0:39:37 batch_cost: 0.3000 data_cost: 0.0007 ips: 13.3318 images/s
[05/13 08:02:53] ppdet.engine INFO: Epoch: [70] [7000/7329] learning_rate: 0.000100 loss_class: 0.644213 loss_bbox: 0.159350 loss_giou: 0.391807 loss_class_aux: 2.142686 loss_bbox_aux: 0.516272 loss_giou_aux: 1.282667 loss_class_dn: 0.348159 loss_bbox_dn: 0.170600 loss_giou_dn: 0.393155 loss_class_aux_dn: 0.785464 loss_bbox_aux_dn: 0.443203 loss_giou_aux_dn: 0.929289 loss: 8.363258 eta: 0:38:37 batch_cost: 0.3029 data_cost: 0.0007 ips: 13.2047 images/s
[05/13 08:04:01] ppdet.engine INFO: Epoch: [70] [7200/7329] learning_rate: 0.000100 loss_class: 0.602935 loss_bbox: 0.137670 loss_giou: 0.418840 loss_class_aux: 1.918750 loss_bbox_aux: 0.496264 loss_giou_aux: 1.349827 loss_class_dn: 0.342142 loss_bbox_dn: 0.156781 loss_giou_dn: 0.395607 loss_class_aux_dn: 0.755214 loss_bbox_aux_dn: 0.413122 loss_giou_aux_dn: 0.913274 loss: 8.039696 eta: 0:37:36 batch_cost: 0.3042 data_cost: 0.0008 ips: 13.1496 images/s
[05/13 08:04:46] ppdet.engine INFO: Eval iter: 0
[05/13 08:04:52] ppdet.engine INFO: Eval iter: 100
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[05/13 08:05:27] ppdet.engine INFO: Eval iter: 700
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[05/13 08:05:44] ppdet.engine INFO: Eval iter: 1000
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[05/13 08:05:56] ppdet.engine INFO: Eval iter: 1200
[05/13 08:06:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json.
loading annotations into memory...
Done (t=1.53s)
creating index...
index created!
[05/13 08:06:22] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=12.75s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=99.47s).
Accumulating evaluation results...
DONE (t=29.73s).
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.465
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.637
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.504
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.286
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.497
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.630
 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 ] = 0.687
 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 ] = 0.732
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.865
[05/13 08:08:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 68.25764608100391
[05/13 08:08:47] ppdet.engine INFO: Best test bbox ap is 0.465.
[05/13 08:08:48] ppdet.engine INFO: Epoch: [71] [   0/7329] learning_rate: 0.000100 loss_class: 0.644100 loss_bbox: 0.136234 loss_giou: 0.407400 loss_class_aux: 2.042948 loss_bbox_aux: 0.470823 loss_giou_aux: 1.311181 loss_class_dn: 0.353845 loss_bbox_dn: 0.151177 loss_giou_dn: 0.411351 loss_class_aux_dn: 0.787741 loss_bbox_aux_dn: 0.402344 loss_giou_aux_dn: 0.953430 loss: 8.233420 eta: 0:36:57 batch_cost: 0.3022 data_cost: 0.0007 ips: 13.2376 images/s
[05/13 08:09:56] ppdet.engine INFO: Epoch: [71] [ 200/7329] learning_rate: 0.000100 loss_class: 0.689783 loss_bbox: 0.144546 loss_giou: 0.408409 loss_class_aux: 2.215353 loss_bbox_aux: 0.491478 loss_giou_aux: 1.348706 loss_class_dn: 0.358089 loss_bbox_dn: 0.160465 loss_giou_dn: 0.411047 loss_class_aux_dn: 0.799584 loss_bbox_aux_dn: 0.412666 loss_giou_aux_dn: 0.973712 loss: 8.954774 eta: 0:35:57 batch_cost: 0.3071 data_cost: 0.0007 ips: 13.0239 images/s
[05/13 08:11:03] ppdet.engine INFO: Epoch: [71] [ 400/7329] learning_rate: 0.000100 loss_class: 0.649418 loss_bbox: 0.140980 loss_giou: 0.410069 loss_class_aux: 2.094302 loss_bbox_aux: 0.488035 loss_giou_aux: 1.363385 loss_class_dn: 0.344973 loss_bbox_dn: 0.165004 loss_giou_dn: 0.384196 loss_class_aux_dn: 0.782492 loss_bbox_aux_dn: 0.426026 loss_giou_aux_dn: 0.949089 loss: 8.469345 eta: 0:34:56 batch_cost: 0.2983 data_cost: 0.0006 ips: 13.4086 images/s
[05/13 08:12:08] ppdet.engine INFO: Epoch: [71] [ 600/7329] learning_rate: 0.000100 loss_class: 0.692699 loss_bbox: 0.147068 loss_giou: 0.433342 loss_class_aux: 2.225052 loss_bbox_aux: 0.517845 loss_giou_aux: 1.405514 loss_class_dn: 0.374557 loss_bbox_dn: 0.168065 loss_giou_dn: 0.419636 loss_class_aux_dn: 0.835233 loss_bbox_aux_dn: 0.448339 loss_giou_aux_dn: 0.989142 loss: 8.917805 eta: 0:33:55 batch_cost: 0.2906 data_cost: 0.0006 ips: 13.7653 images/s
[05/13 08:13:12] ppdet.engine INFO: Epoch: [71] [ 800/7329] learning_rate: 0.000100 loss_class: 0.649401 loss_bbox: 0.145555 loss_giou: 0.404199 loss_class_aux: 2.107121 loss_bbox_aux: 0.510489 loss_giou_aux: 1.344318 loss_class_dn: 0.343553 loss_bbox_dn: 0.172507 loss_giou_dn: 0.433201 loss_class_aux_dn: 0.772142 loss_bbox_aux_dn: 0.448581 loss_giou_aux_dn: 1.008623 loss: 8.435051 eta: 0:32:55 batch_cost: 0.2869 data_cost: 0.0006 ips: 13.9402 images/s
[05/13 08:14:19] ppdet.engine INFO: Epoch: [71] [1000/7329] learning_rate: 0.000100 loss_class: 0.659625 loss_bbox: 0.147233 loss_giou: 0.413513 loss_class_aux: 2.066931 loss_bbox_aux: 0.510632 loss_giou_aux: 1.314584 loss_class_dn: 0.329248 loss_bbox_dn: 0.170802 loss_giou_dn: 0.377328 loss_class_aux_dn: 0.758627 loss_bbox_aux_dn: 0.452908 loss_giou_aux_dn: 0.911446 loss: 8.196550 eta: 0:31:54 batch_cost: 0.3004 data_cost: 0.0007 ips: 13.3167 images/s
[05/13 08:15:27] ppdet.engine INFO: Epoch: [71] [1200/7329] learning_rate: 0.000100 loss_class: 0.662940 loss_bbox: 0.146277 loss_giou: 0.452677 loss_class_aux: 2.126557 loss_bbox_aux: 0.513502 loss_giou_aux: 1.485646 loss_class_dn: 0.373578 loss_bbox_dn: 0.163500 loss_giou_dn: 0.445352 loss_class_aux_dn: 0.837626 loss_bbox_aux_dn: 0.418094 loss_giou_aux_dn: 1.049078 loss: 9.244423 eta: 0:30:54 batch_cost: 0.3043 data_cost: 0.0007 ips: 13.1439 images/s
[05/13 08:16:34] ppdet.engine INFO: Epoch: [71] [1400/7329] learning_rate: 0.000100 loss_class: 0.714199 loss_bbox: 0.156221 loss_giou: 0.455590 loss_class_aux: 2.308484 loss_bbox_aux: 0.541949 loss_giou_aux: 1.456514 loss_class_dn: 0.366165 loss_bbox_dn: 0.179064 loss_giou_dn: 0.429553 loss_class_aux_dn: 0.815825 loss_bbox_aux_dn: 0.472054 loss_giou_aux_dn: 1.003914 loss: 9.178267 eta: 0:29:53 batch_cost: 0.3024 data_cost: 0.0007 ips: 13.2273 images/s
[05/13 08:17:43] ppdet.engine INFO: Epoch: [71] [1600/7329] learning_rate: 0.000100 loss_class: 0.613423 loss_bbox: 0.151911 loss_giou: 0.352224 loss_class_aux: 1.975682 loss_bbox_aux: 0.517106 loss_giou_aux: 1.204215 loss_class_dn: 0.306276 loss_bbox_dn: 0.177464 loss_giou_dn: 0.356963 loss_class_aux_dn: 0.700911 loss_bbox_aux_dn: 0.459979 loss_giou_aux_dn: 0.861663 loss: 8.012310 eta: 0:28:53 batch_cost: 0.3063 data_cost: 0.0007 ips: 13.0600 images/s
[05/13 08:18:51] ppdet.engine INFO: Epoch: [71] [1800/7329] learning_rate: 0.000100 loss_class: 0.659415 loss_bbox: 0.146202 loss_giou: 0.395223 loss_class_aux: 2.107149 loss_bbox_aux: 0.536433 loss_giou_aux: 1.328468 loss_class_dn: 0.351605 loss_bbox_dn: 0.166369 loss_giou_dn: 0.388942 loss_class_aux_dn: 0.793825 loss_bbox_aux_dn: 0.444813 loss_giou_aux_dn: 0.912734 loss: 8.172664 eta: 0:27:52 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0311 images/s
[05/13 08:19:58] ppdet.engine INFO: Epoch: [71] [2000/7329] learning_rate: 0.000100 loss_class: 0.748568 loss_bbox: 0.166418 loss_giou: 0.425803 loss_class_aux: 2.322819 loss_bbox_aux: 0.558091 loss_giou_aux: 1.439497 loss_class_dn: 0.381728 loss_bbox_dn: 0.184030 loss_giou_dn: 0.427195 loss_class_aux_dn: 0.854191 loss_bbox_aux_dn: 0.479802 loss_giou_aux_dn: 1.050803 loss: 9.353843 eta: 0:26:52 batch_cost: 0.3025 data_cost: 0.0007 ips: 13.2250 images/s
[05/13 08:21:07] ppdet.engine INFO: Epoch: [71] [2200/7329] learning_rate: 0.000100 loss_class: 0.630825 loss_bbox: 0.146726 loss_giou: 0.393416 loss_class_aux: 2.023308 loss_bbox_aux: 0.509664 loss_giou_aux: 1.335634 loss_class_dn: 0.335313 loss_bbox_dn: 0.172021 loss_giou_dn: 0.396401 loss_class_aux_dn: 0.757014 loss_bbox_aux_dn: 0.431484 loss_giou_aux_dn: 0.971769 loss: 8.461548 eta: 0:25:51 batch_cost: 0.3070 data_cost: 0.0007 ips: 13.0298 images/s
[05/13 08:22:14] ppdet.engine INFO: Epoch: [71] [2400/7329] learning_rate: 0.000100 loss_class: 0.629485 loss_bbox: 0.143325 loss_giou: 0.385828 loss_class_aux: 1.961690 loss_bbox_aux: 0.486985 loss_giou_aux: 1.257420 loss_class_dn: 0.340668 loss_bbox_dn: 0.158868 loss_giou_dn: 0.372920 loss_class_aux_dn: 0.763712 loss_bbox_aux_dn: 0.426569 loss_giou_aux_dn: 0.902425 loss: 8.370552 eta: 0:24:51 batch_cost: 0.3022 data_cost: 0.0008 ips: 13.2368 images/s
[05/13 08:23:22] ppdet.engine INFO: Epoch: [71] [2600/7329] learning_rate: 0.000100 loss_class: 0.727893 loss_bbox: 0.153096 loss_giou: 0.452486 loss_class_aux: 2.263858 loss_bbox_aux: 0.530260 loss_giou_aux: 1.521953 loss_class_dn: 0.374343 loss_bbox_dn: 0.164505 loss_giou_dn: 0.438203 loss_class_aux_dn: 0.837932 loss_bbox_aux_dn: 0.434800 loss_giou_aux_dn: 1.047154 loss: 9.492170 eta: 0:23:50 batch_cost: 0.3044 data_cost: 0.0007 ips: 13.1399 images/s
[05/13 08:24:31] ppdet.engine INFO: Epoch: [71] [2800/7329] learning_rate: 0.000100 loss_class: 0.689987 loss_bbox: 0.159482 loss_giou: 0.418666 loss_class_aux: 2.185030 loss_bbox_aux: 0.545680 loss_giou_aux: 1.452789 loss_class_dn: 0.373340 loss_bbox_dn: 0.181021 loss_giou_dn: 0.427097 loss_class_aux_dn: 0.827495 loss_bbox_aux_dn: 0.474489 loss_giou_aux_dn: 1.043570 loss: 8.993491 eta: 0:22:50 batch_cost: 0.3082 data_cost: 0.0007 ips: 12.9783 images/s
[05/13 08:25:39] ppdet.engine INFO: Epoch: [71] [3000/7329] learning_rate: 0.000100 loss_class: 0.693753 loss_bbox: 0.157198 loss_giou: 0.440307 loss_class_aux: 2.197484 loss_bbox_aux: 0.507341 loss_giou_aux: 1.469661 loss_class_dn: 0.376130 loss_bbox_dn: 0.181746 loss_giou_dn: 0.439666 loss_class_aux_dn: 0.833302 loss_bbox_aux_dn: 0.479171 loss_giou_aux_dn: 1.043212 loss: 9.181564 eta: 0:21:49 batch_cost: 0.3041 data_cost: 0.0007 ips: 13.1533 images/s
[05/13 08:26:46] ppdet.engine INFO: Epoch: [71] [3200/7329] learning_rate: 0.000100 loss_class: 0.628057 loss_bbox: 0.143417 loss_giou: 0.393899 loss_class_aux: 2.020865 loss_bbox_aux: 0.483044 loss_giou_aux: 1.287963 loss_class_dn: 0.344916 loss_bbox_dn: 0.150781 loss_giou_dn: 0.398424 loss_class_aux_dn: 0.761593 loss_bbox_aux_dn: 0.394111 loss_giou_aux_dn: 0.930737 loss: 8.286505 eta: 0:20:49 batch_cost: 0.3046 data_cost: 0.0007 ips: 13.1327 images/s
[05/13 08:27:54] ppdet.engine INFO: Epoch: [71] [3400/7329] learning_rate: 0.000100 loss_class: 0.645169 loss_bbox: 0.139061 loss_giou: 0.397737 loss_class_aux: 2.108660 loss_bbox_aux: 0.495861 loss_giou_aux: 1.322778 loss_class_dn: 0.358753 loss_bbox_dn: 0.154259 loss_giou_dn: 0.389195 loss_class_aux_dn: 0.796129 loss_bbox_aux_dn: 0.401476 loss_giou_aux_dn: 0.955184 loss: 8.630114 eta: 0:19:48 batch_cost: 0.3013 data_cost: 0.0007 ips: 13.2737 images/s
[05/13 08:29:02] ppdet.engine INFO: Epoch: [71] [3600/7329] learning_rate: 0.000100 loss_class: 0.651989 loss_bbox: 0.158659 loss_giou: 0.420347 loss_class_aux: 2.024897 loss_bbox_aux: 0.527916 loss_giou_aux: 1.409547 loss_class_dn: 0.354164 loss_bbox_dn: 0.186014 loss_giou_dn: 0.412870 loss_class_aux_dn: 0.789850 loss_bbox_aux_dn: 0.460309 loss_giou_aux_dn: 0.985695 loss: 8.791173 eta: 0:18:48 batch_cost: 0.3064 data_cost: 0.0007 ips: 13.0530 images/s
[05/13 08:30:10] ppdet.engine INFO: Epoch: [71] [3800/7329] learning_rate: 0.000100 loss_class: 0.647692 loss_bbox: 0.158162 loss_giou: 0.417724 loss_class_aux: 2.125603 loss_bbox_aux: 0.528904 loss_giou_aux: 1.389545 loss_class_dn: 0.364388 loss_bbox_dn: 0.176356 loss_giou_dn: 0.418547 loss_class_aux_dn: 0.813886 loss_bbox_aux_dn: 0.442061 loss_giou_aux_dn: 0.998547 loss: 9.023630 eta: 0:17:47 batch_cost: 0.3058 data_cost: 0.0007 ips: 13.0799 images/s
[05/13 08:31:18] ppdet.engine INFO: Epoch: [71] [4000/7329] learning_rate: 0.000100 loss_class: 0.662428 loss_bbox: 0.127932 loss_giou: 0.414373 loss_class_aux: 2.076936 loss_bbox_aux: 0.453268 loss_giou_aux: 1.394838 loss_class_dn: 0.345370 loss_bbox_dn: 0.143132 loss_giou_dn: 0.402323 loss_class_aux_dn: 0.786429 loss_bbox_aux_dn: 0.392483 loss_giou_aux_dn: 0.947878 loss: 8.473176 eta: 0:16:47 batch_cost: 0.3055 data_cost: 0.0008 ips: 13.0952 images/s
[05/13 08:32:26] ppdet.engine INFO: Epoch: [71] [4200/7329] learning_rate: 0.000100 loss_class: 0.684924 loss_bbox: 0.149610 loss_giou: 0.414292 loss_class_aux: 2.209678 loss_bbox_aux: 0.517851 loss_giou_aux: 1.363033 loss_class_dn: 0.360190 loss_bbox_dn: 0.174476 loss_giou_dn: 0.409577 loss_class_aux_dn: 0.780456 loss_bbox_aux_dn: 0.445930 loss_giou_aux_dn: 0.970450 loss: 8.583591 eta: 0:15:46 batch_cost: 0.3003 data_cost: 0.0007 ips: 13.3209 images/s
[05/13 08:33:34] ppdet.engine INFO: Epoch: [71] [4400/7329] learning_rate: 0.000100 loss_class: 0.647059 loss_bbox: 0.134938 loss_giou: 0.377836 loss_class_aux: 2.044602 loss_bbox_aux: 0.487473 loss_giou_aux: 1.248922 loss_class_dn: 0.343454 loss_bbox_dn: 0.158875 loss_giou_dn: 0.379225 loss_class_aux_dn: 0.765313 loss_bbox_aux_dn: 0.413057 loss_giou_aux_dn: 0.892208 loss: 7.901266 eta: 0:14:46 batch_cost: 0.3045 data_cost: 0.0007 ips: 13.1370 images/s
[05/13 08:34:41] ppdet.engine INFO: Epoch: [71] [4600/7329] learning_rate: 0.000100 loss_class: 0.688020 loss_bbox: 0.158579 loss_giou: 0.494446 loss_class_aux: 2.203501 loss_bbox_aux: 0.533930 loss_giou_aux: 1.651457 loss_class_dn: 0.372329 loss_bbox_dn: 0.177115 loss_giou_dn: 0.488901 loss_class_aux_dn: 0.827731 loss_bbox_aux_dn: 0.454506 loss_giou_aux_dn: 1.131309 loss: 9.176735 eta: 0:13:45 batch_cost: 0.3014 data_cost: 0.0007 ips: 13.2717 images/s
[05/13 08:35:49] ppdet.engine INFO: Epoch: [71] [4800/7329] learning_rate: 0.000100 loss_class: 0.653937 loss_bbox: 0.147424 loss_giou: 0.403321 loss_class_aux: 2.095006 loss_bbox_aux: 0.524582 loss_giou_aux: 1.306112 loss_class_dn: 0.336852 loss_bbox_dn: 0.172292 loss_giou_dn: 0.401495 loss_class_aux_dn: 0.757249 loss_bbox_aux_dn: 0.412842 loss_giou_aux_dn: 0.937097 loss: 8.321436 eta: 0:12:45 batch_cost: 0.3031 data_cost: 0.0007 ips: 13.1988 images/s
[05/13 08:36:56] ppdet.engine INFO: Epoch: [71] [5000/7329] learning_rate: 0.000100 loss_class: 0.679580 loss_bbox: 0.159493 loss_giou: 0.450108 loss_class_aux: 2.162049 loss_bbox_aux: 0.525250 loss_giou_aux: 1.466359 loss_class_dn: 0.357826 loss_bbox_dn: 0.164222 loss_giou_dn: 0.421084 loss_class_aux_dn: 0.794031 loss_bbox_aux_dn: 0.427079 loss_giou_aux_dn: 0.987609 loss: 8.662685 eta: 0:11:44 batch_cost: 0.3016 data_cost: 0.0007 ips: 13.2613 images/s
[05/13 08:38:04] ppdet.engine INFO: Epoch: [71] [5200/7329] learning_rate: 0.000100 loss_class: 0.671021 loss_bbox: 0.149339 loss_giou: 0.378992 loss_class_aux: 2.132415 loss_bbox_aux: 0.496082 loss_giou_aux: 1.252820 loss_class_dn: 0.346154 loss_bbox_dn: 0.176000 loss_giou_dn: 0.378299 loss_class_aux_dn: 0.764280 loss_bbox_aux_dn: 0.455067 loss_giou_aux_dn: 0.883278 loss: 8.296211 eta: 0:10:44 batch_cost: 0.3036 data_cost: 0.0008 ips: 13.1740 images/s
[05/13 08:39:12] ppdet.engine INFO: Epoch: [71] [5400/7329] learning_rate: 0.000100 loss_class: 0.658235 loss_bbox: 0.145970 loss_giou: 0.377822 loss_class_aux: 2.152561 loss_bbox_aux: 0.509282 loss_giou_aux: 1.192499 loss_class_dn: 0.349733 loss_bbox_dn: 0.169941 loss_giou_dn: 0.363694 loss_class_aux_dn: 0.785567 loss_bbox_aux_dn: 0.456829 loss_giou_aux_dn: 0.875620 loss: 8.177880 eta: 0:09:43 batch_cost: 0.3033 data_cost: 0.0007 ips: 13.1880 images/s
[05/13 08:40:19] ppdet.engine INFO: Epoch: [71] [5600/7329] learning_rate: 0.000100 loss_class: 0.669601 loss_bbox: 0.135137 loss_giou: 0.409644 loss_class_aux: 2.113296 loss_bbox_aux: 0.481134 loss_giou_aux: 1.368006 loss_class_dn: 0.347117 loss_bbox_dn: 0.155013 loss_giou_dn: 0.379882 loss_class_aux_dn: 0.799038 loss_bbox_aux_dn: 0.405848 loss_giou_aux_dn: 0.946742 loss: 8.660868 eta: 0:08:43 batch_cost: 0.2999 data_cost: 0.0007 ips: 13.3379 images/s
[05/13 08:41:26] ppdet.engine INFO: Epoch: [71] [5800/7329] learning_rate: 0.000100 loss_class: 0.660078 loss_bbox: 0.139042 loss_giou: 0.379516 loss_class_aux: 2.105873 loss_bbox_aux: 0.478523 loss_giou_aux: 1.271497 loss_class_dn: 0.353747 loss_bbox_dn: 0.158230 loss_giou_dn: 0.398642 loss_class_aux_dn: 0.789052 loss_bbox_aux_dn: 0.413285 loss_giou_aux_dn: 0.949701 loss: 8.429146 eta: 0:07:42 batch_cost: 0.3012 data_cost: 0.0007 ips: 13.2812 images/s
[05/13 08:42:35] ppdet.engine INFO: Epoch: [71] [6000/7329] learning_rate: 0.000100 loss_class: 0.580684 loss_bbox: 0.139564 loss_giou: 0.356947 loss_class_aux: 1.902188 loss_bbox_aux: 0.479948 loss_giou_aux: 1.190283 loss_class_dn: 0.293953 loss_bbox_dn: 0.162184 loss_giou_dn: 0.324759 loss_class_aux_dn: 0.669229 loss_bbox_aux_dn: 0.436337 loss_giou_aux_dn: 0.794881 loss: 7.341602 eta: 0:06:42 batch_cost: 0.3096 data_cost: 0.0007 ips: 12.9178 images/s
[05/13 08:43:43] ppdet.engine INFO: Epoch: [71] [6200/7329] learning_rate: 0.000100 loss_class: 0.698079 loss_bbox: 0.142667 loss_giou: 0.404943 loss_class_aux: 2.234368 loss_bbox_aux: 0.494837 loss_giou_aux: 1.343350 loss_class_dn: 0.357120 loss_bbox_dn: 0.161710 loss_giou_dn: 0.400350 loss_class_aux_dn: 0.796297 loss_bbox_aux_dn: 0.414747 loss_giou_aux_dn: 0.969853 loss: 8.783218 eta: 0:05:41 batch_cost: 0.3073 data_cost: 0.0007 ips: 13.0171 images/s
[05/13 08:44:51] ppdet.engine INFO: Epoch: [71] [6400/7329] learning_rate: 0.000100 loss_class: 0.638222 loss_bbox: 0.148244 loss_giou: 0.440334 loss_class_aux: 2.060236 loss_bbox_aux: 0.493297 loss_giou_aux: 1.411244 loss_class_dn: 0.362114 loss_bbox_dn: 0.160923 loss_giou_dn: 0.405083 loss_class_aux_dn: 0.791541 loss_bbox_aux_dn: 0.423722 loss_giou_aux_dn: 0.971618 loss: 8.553328 eta: 0:04:41 batch_cost: 0.3023 data_cost: 0.0008 ips: 13.2325 images/s
[05/13 08:45:59] ppdet.engine INFO: Epoch: [71] [6600/7329] learning_rate: 0.000100 loss_class: 0.634017 loss_bbox: 0.140105 loss_giou: 0.366660 loss_class_aux: 2.032318 loss_bbox_aux: 0.496072 loss_giou_aux: 1.195289 loss_class_dn: 0.337989 loss_bbox_dn: 0.172794 loss_giou_dn: 0.373508 loss_class_aux_dn: 0.739396 loss_bbox_aux_dn: 0.440899 loss_giou_aux_dn: 0.860176 loss: 7.916011 eta: 0:03:40 batch_cost: 0.3042 data_cost: 0.0007 ips: 13.1483 images/s
[05/13 08:47:07] ppdet.engine INFO: Epoch: [71] [6800/7329] learning_rate: 0.000100 loss_class: 0.646974 loss_bbox: 0.149179 loss_giou: 0.442334 loss_class_aux: 2.084714 loss_bbox_aux: 0.519641 loss_giou_aux: 1.377355 loss_class_dn: 0.347790 loss_bbox_dn: 0.169646 loss_giou_dn: 0.397905 loss_class_aux_dn: 0.781724 loss_bbox_aux_dn: 0.436679 loss_giou_aux_dn: 0.932441 loss: 8.429766 eta: 0:02:40 batch_cost: 0.3057 data_cost: 0.0007 ips: 13.0856 images/s
[05/13 08:48:14] ppdet.engine INFO: Epoch: [71] [7000/7329] learning_rate: 0.000100 loss_class: 0.622164 loss_bbox: 0.135872 loss_giou: 0.375111 loss_class_aux: 2.032239 loss_bbox_aux: 0.509433 loss_giou_aux: 1.202333 loss_class_dn: 0.318805 loss_bbox_dn: 0.162466 loss_giou_dn: 0.360171 loss_class_aux_dn: 0.719620 loss_bbox_aux_dn: 0.425865 loss_giou_aux_dn: 0.903489 loss: 8.063082 eta: 0:01:39 batch_cost: 0.3028 data_cost: 0.0007 ips: 13.2115 images/s
[05/13 08:49:22] ppdet.engine INFO: Epoch: [71] [7200/7329] learning_rate: 0.000100 loss_class: 0.710971 loss_bbox: 0.156622 loss_giou: 0.460299 loss_class_aux: 2.273518 loss_bbox_aux: 0.538434 loss_giou_aux: 1.497070 loss_class_dn: 0.379299 loss_bbox_dn: 0.174233 loss_giou_dn: 0.445160 loss_class_aux_dn: 0.839872 loss_bbox_aux_dn: 0.452101 loss_giou_aux_dn: 1.061158 loss: 9.423950 eta: 0:00:39 batch_cost: 0.3038 data_cost: 0.0007 ips: 13.1680 images/s
[05/13 08:50:07] ppdet.engine INFO: Eval iter: 0
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[05/13 08:51:00] ppdet.engine INFO: Eval iter: 900
[05/13 08:51:06] ppdet.engine INFO: Eval iter: 1000
[05/13 08:51:11] ppdet.engine INFO: Eval iter: 1100
[05/13 08:51:17] ppdet.engine INFO: Eval iter: 1200
[05/13 08:51:43] 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 08:51:43] ppdet.metrics.coco_utils INFO: Start evaluate...
Loading and preparing results...
DONE (t=13.11s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=104.21s).
Accumulating evaluation results...
DONE (t=24.60s).
 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 ] = 0.504
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.284
 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 ] = 0.630
 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 ] = 0.618
 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 ] = 0.494
 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 ] = 0.863
[05/13 08:54:09] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.35345835342429
[05/13 08:54:09] ppdet.engine INFO: Best test bbox ap is 0.465.
I0513 08:54:12.330276   323 tcp_store.cc:257] receive shutdown event and so quit from MasterDaemon run loop